diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml new file mode 100644 index 0000000..16135c6 --- /dev/null +++ b/.github/workflows/python-package.yml @@ -0,0 +1,44 @@ +# This workflow will install Python dependencies, run tests and lint with a variety of Python versions +# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python + +name: Python package + +on: + push: + branches: [ "master" ] + pull_request: + branches: [ "master" ] + +jobs: + build: + + runs-on: ubuntu-latest + + env: + PYTHONPATH: ${{ github.workspace }} + + strategy: + fail-fast: true + matrix: + python-version: ["3.8"] + + + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v3 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + python setup.py + + # Step 3: Verify PYTHONPATH + - name: Print PYTHONPATH + run: echo $PYTHONPATH + + - name: Run unit and integration tests + run: | + python test/UnitTestsRunner.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..6f131d4 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +/resources/studies/ +__pycache__/ \ No newline at end of file diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/OSimUnr-Generator.iml b/.idea/OSimUnr-Generator.iml new file mode 100644 index 0000000..9710855 --- /dev/null +++ b/.idea/OSimUnr-Generator.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/copyright/profiles_settings.xml b/.idea/copyright/profiles_settings.xml new file mode 100644 index 0000000..e7bedf3 --- /dev/null +++ b/.idea/copyright/profiles_settings.xml @@ -0,0 +1,3 @@ + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..60fa728 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,238 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..c60c33b --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,7 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..1bbb183 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,49 @@ + + + + + + + + + + + + + + + + + + Android + + + Android Lint + + + Java language level migration aids + + + + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..d00bbcf --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..d784e46 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2025 Gökhan Ercan + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Resources/Others/MorphoLEX2-MetaPrefixes.txt b/Resources/Others/MorphoLEX2-MetaPrefixes.txt new file mode 100644 index 0000000..70c9e10 --- /dev/null +++ b/Resources/Others/MorphoLEX2-MetaPrefixes.txt @@ -0,0 +1,144 @@ +A +AB +AD +AES +AFTER +AL +AMBI +ANA +ANT +ANTE +ANTI +AT +AUTO +BACK +BE +BI +BY +CATA +CENTI +CINE +CIRCUM +CO +COM +CON +CROSS +CRYO +DE +DEC +DECA +DEMI +DI +DIA +DIS +DOWN +DU +DUN +DUO +DYS +E +EC +ED +EF +EN +EPI +ER +ES +EU +EX +EXTRA +FORE +FUL +GLOU +GOD +GOR +HALF +HEMI +HEPTA +HEXA +HYPER +HYPO +IM +IN +INFRA +INTER +INTRA +INTRO +JUXTA +KILO +LETRA +MAC +MACRO +MAL +MEGA +MELLI +META +MICRO +MID +MILLI +MIN +MIS +MONO +MULI +MULTI +NON +O +OB +OCTO +OFF +OMNI +ON +OUT +OVER +PAN +PANO 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+zeppelin +zero +zest +zig +ziggy +zimbabwe +zimmerman +zinc +zing +zinnia +zion +zip +zircon +zither +zloty +zoa +zodiac +zoe +zombie +zone +zonk +zoo +zoom +zounds +zucchini +zurich +zygo +zygous +angio +arthro +acantho +immuno +mammo +gesia +cyber +onomast \ No newline at end of file diff --git a/Resources/Others/MorphoLEX2.txt b/Resources/Others/MorphoLEX2.txt new file mode 100644 index 0000000..7433bee --- /dev/null +++ b/Resources/Others/MorphoLEX2.txt @@ -0,0 +1,68638 @@ +ABBAS {(abbas)} +ABBOTT {(abbott)} +ABELSON {(abelson)} +ABLATED {(ablate)} +ABLATION {(ablate)}>ion> +ABNER {(abner)} +ABRAMS {(abrams)} +ABREACTION {(abreact)}>ion> +ABSENTIA {(absentia)} +ABSINTHE {(absinthe)} +ABYSSINIANS {(abyssinia)}>n> +ACCOUTERMENTS {(accouterment)} +ACETONEMIA {(acetone)}{(mia)} +ACHESON'S {(ache)}{(sono)} +ACTINOMETER {(actin)(meter)} +ACTIVES {(act)}>ive> +ACTUARIALLY {(act)>ory>}>al>>ly> +ADAIR {(adair)} +ADAIR'S {(adair)} +ADAMS {(adams)} +ADAMS'S {(adams)} +ADAMSON {(adamson)} +ADCOCK {(adcock)} +ADDISON {(addison)} +ADE {(ade)} +ADENAUER {(adenauer)} +ADIPIC {(adipic)} +ADLER {(adler)} +ADOLPHUS {(adolphus)} +AEROGENES {(aero)}{(gen)} +AFFAIRE {(affaire)} +AFFAIRES {(affaire)} +AFRIKA {(afrika)} +AGEE {(agee)} +AGGLUTININ {(agglutinin)} +AGNOMEN {(agnomen)} +AGONE {(agone)} +AGRICOLAS {(agricola)} +AHMET {(ahmet)} +AIDA {(aida)} +AIKEN {(aiken)} +AINSWORTH {(ainsworth)} +AINU {(ainu)} +AIRLINE'S {(air)}{(line)} +ALABAMIAN {(alabamian)} +ALAIN {(alain)} +ALBERTO {(alberto)} +ALBRIGHT {(albright)} +ALDEN {(alden)} +ALDRIDGE {(aldridge)} +ALEC {(alec)} +ALEC'S {(alec)} +ALEMAGNA {(ale)}{(magna)} +ALEXANDRE {(alexandre)} +ALF {(alf)} +ALFA {(alfa)} +ALGER {(alger)} +ALIA {(alia)} +ALIQUOTS {(aliquot)} +ALISON {(alison)} +ALIZARIN {(alizarin)} +ALKALOIDS {(alkal)>oid>} +ALLEGHENY {(allegheny)} +ALMA {(alma)} +ALMAGEST {(almagest)} +ALPERT {(alpert)} +ALPHONSE {(alphonse)} +ALSOP {(alsop)} +ALTAIRIANS {(alti)}{(air)}{(ian)} +ALTHEA {(althea)} +ALTON {(alton)} +ALVA {(alva)} +ALVAREZ {(alvarez)} +ALVIN {(alvin)} +AMBLER {(amble)}>er> +AMETHYSTINE {(amethyst)}>ine> +AMICAM {(ami)}{(cam)} +AMIS {(amis)} +AMMONIAC {(ammoniac)} +AMOS {(amos)} +AMPHIBOLOGY {(amphibio)(log)>y>} +ANA {(ana)} +ANABAPTIST ist>} +ANABAPTISTS ist>} +ANABEL {(anabel)} +ANAPLASMOSIS {(anaplasmosis)} +ANASTOMOSES {(anastomoses)} +ANASTOMOSIS {(anastomosis)} +ANASTOMOTIC {(anastomotic)} +ANDERS {(anders)} +ANDERSON {(anderson)} +ANDERSON'S {(anderson)} +ANDREI {(andrei)} +ANDREWS {(andrews)} +ANDROMACHE {(andromache)} +ANGELES {(angeles)} +ANGELICO {(angelico)} +ANGELL {(angell)} +ANGLETERRE {(angle)}{(terre)} +ANIMIZED {(anim)>ize>} +ANIONS y>} +ANKARA {(ankara)} +ANORTHIC {(anorthic)} +ANSELM'S {(anselm)} +ANSLEY {(ansley)} +ANSON {(anson)} +ANTAGONISED {(antagon)>ize>} +ANTARES {(antares)} +ANTHEA {(anthea)} +ANTI {(anti)} +ANTIGONE {(antigone)} +ANTIHISTORICAL ic>}>al> +ANTINOMIANS ion> +ANTON {(anton)} +APOLLINAIRE {(apollinaire)} +APPIAN {(appian)} +APPLEBY {(apple)>by>} +APPLETON {(appleton)} +AQUACUTIE {(aqua)}{(cute)}>y> +ARABY {(araby)} +ARCHFOOL (arch){(fool)} +ARCO {(arco)} +ARDEN {(arden)} +AREAWAYS {(area)}{(way)} +AREQUIPA {(arequipa)} +ARGIVE {(argive)} +ARGOS {(argos)} +ARHAT {(arhat)} +ARISTIDE {(aristide)} +AROMATICK {(aroma)}{(tick)} +ARP {(arp)} +ARRANGERS {(arrange)}>er> +ARTE'S {(arte)} +ARTIE {(artie)} +ARTURO {(arturo)} +ARUNDEL {(arundel)} +ASHER {(asher)} +ASHEVILLE {(asheville)} +ASHMAN {(ash)(man)} +ASHMOLEAN {(ashmolean)} +ASSAM {(assam)} +ASSYRIOLOGY {(assyria)(log)>y>} +ASTARTE {(astarte)} +ASTOR {(astor)} +ASTRA {(astra)} +ATKINSON {(atkin)(sono)} +ATOMISATION {(atom)}>ize>>ion> +ATROPHIC {(atrophic)} +ATTICA {(attica)} +ATTLEE {(attlee)} +AUBERGE {(auberge)} +AUGUSTIN {(augustin)} +AURELIUS {(aurelius)} +AUREOMYCIN {(aureomycin)} +AUTOCODER {(auto)}{(code)}>er> +AUTOFLUORESCENCE {(auto)}{(fluor)>esc>}>ance> +AUTONAVIGATOR {(auto)}{(navy)>ate>}>or> +AUX {(aux)} +AVANT {(avant)} +AVE {(ave)} +AVEC {(avec)} +AVERY {(avery)} +AVIS {(avis)} +AVIV {(aviv)} +AVON {(avon)} +Aaron {(aaron)} +Abe {(abe)} +Abel {(abel)} +Abel's {(abel)} +Abigail {(abigail)} +Abraham {(abraham)} +Acadia {(acadia)} +Acapulco {(acapulco)} +Achilles {(achilles)} +Acropolis {(acropolis)} +Ada {(ada)} +Ada's {(ada)} +Adam {(adam)} +Adam's {(adam)} +Addressograph {(address)(graph)} +Addressographs {(address)(graph)} +Adele {(adele)} +Adolf {(adolf)} +Adonis {(adonis)} +Adrian {(adrian)} +Adriatic {(adriatic)} +Adventist {(advent)}>ist> +Adventists {(advent)}>ist> +Aegean {(aegean)} +Aeschylus {(aeschylus)} +Afghan {(afghan)} +Afghani {(afghan)}>i> +Afghanis {(afghan)}>i> +Afghanistan {(afghan)(stan)} +Afghanistani {(afghanistan)}>i> +Afghanistanis {(afghanistan)}>i> +Afghans {(afghan)} +Africa {(africa)} +African {(africa)}>n> +Africans {(africa)}>n> +Afrikaans {(afrikaans)} +Afrikaner {(afrikan)}>er> +Afrikaners {(afrikan)}>er> +Agamemnon {(agamemnon)} +Agatha {(agatha)} +Aggie {(aggie)} +Aggies {(aggie)} +Agnes {(agnes)} +Airedale {(airedale)} +Airedales {(airedale)} +Akron {(akron)} +Al {(al)} +Al's {(al)} +Alabama {(alabama)} +Alamo {(alamo)} +Alan {(alan)} +Alaska {(alaska)} +Albania {(albania)} +Albanian {(albania)}>n> +Albanians {(albania)}>n> +Albany {(albany)} +Albert {(albert)} +Alex {(alex)} +Alex's {(alex)} +Alexander {(alexander)} +Alexander's {(alexander)} +Alexandria {(alexandria)} +Alexei {(alexei)} +Alexis {(alexis)} +Alfonso {(alfonso)} +Alfred {(alfred)} +Alfred's {(alfred)} +Algeria {(algeria)} +Algerian {(algeria)}>n> +Algerians {(algeria)}>n> +Alice {(alice)} +Alicia {(alicia)} +Allah {(allah)} +Allan {(allan)} +Alleluia {(alleluia)} +Allen {(allen)} +Allen's {(allen)} +Allison {(allison)} +Almighty {y>} +Alp {(alp)} +Alpine {(alp)}>ine> +Alps {(alps)} +Alsace {(alsace)} +Alsatian {(alsatia)}>n> +Alsatians {(alsatia)}>n> +Amazon {(amazon)} +Amazonian {(amazon)}>ia>>n> +Amazons {(amazon)} +Ambrose {(ambrose)} +Amelia's {(amelia)} +Amen {(amen)} +America {(america)} +America's {(america)} +American {(america)}>n> +American's {(america)}>n> +Americana {(america)}>na> +Americanism {(america)}>n>>ism> +Americanisms {(america)}>n>>ism> +Americanize {(america)}>n>>ize> +Americans {(america)}>n> +Americas {(americas)} +Amerindian {(america)(indo)>n>} +Amerindians {(america)(indo)>n>} +Amsterdam {(amsterdam)} +Amy {(amy)} +Anchorage {(anchor)}>age> +Andean {(andean)} +Andersen {(andersen)} +Andorra {(andorra)} +Andorran {(andorra)}>n> +Andorrans {(andorra)}>n> +Andover {(andover)} +Andre {(andre)} +Andrea {(andrea)} +Andrew {(andrew)} +Andy {(andy)} +Angelica {(angelica)} +Angelina {(angelina)} +Angelo {(angelo)} +Angie {(angie)} +Anglican {(anglo)>ic>>ian>} +Anglicanism {(anglo)>ic>>ian>}>ism> +Anglicans {(anglo)>ic>>ian>} +Anglicism {(anglo)>ic>>ism>} +Anglicize {(anglo)>ic>>ize>} +Anglophile {(anglo)(philo)} +Anglophiles {(anglo)(philo)} +Anglophilia {(anglo)(philo)>ia>} +Anglophobe {(anglo)(phobe)} +Anglophobes {(anglo)(phobe)} +Anglophobia {(anglo)(phobe)>ia>} +Angola {(angola)} +Angolan {(angola)}>n> +Angolans {(angola)}>n> +Angora {(angora)} +Anita {(anita)} +Ann {(ann)} +Ann's {(ann)} +Anna {(anna)} +Annapolis {(annapolis)} +Anne {(anne)} +Anne's {(anne)} +Annie {(ann)>ie>} +Antarctic {(antarctic)} +Antarctica {(antarctica)} +Anthony {(anthony)} +Anthony's {(anthony)} +Antigua {(antigua)} +Antiguan {(antigua)}>n> +Antiguans {(antigua)}>n> +Antipodes {(antipodes)} +Antoine {(antoine)} +Antoine's {(antoine)} +Antoinette {(antoinette)} +Antonio {(antonio)} +Apache {(apache)} +Apaches {(apache)} +Aphrodite {(aphrodite)} +Apocrypha {(apocrypha)} +Apollo {(apollo)} +Apollo's {(apollo)} +Apollonian {(apollonian)} +Apostolic {(apostle)>ic>} +Appalachian {(appalachia)}>n> +Appalachians {(appalachia)}>n> +April {(april)} +Aprils {(april)} +Aquarius {(aqua)>ius>} +Aquariuses {(aqua)>ius>} +Aquinas {(aquinas)} +Arab {(arab)} +Arabia {(arab)>ia>} +Arabian {(arab)>ia>}>n> +Arabians {(arab)>ia>}>n> +Arabic {(arab)}>ic> +Arabist {(arab)}>ist> +Arabists {(arab)}>ist> +Arabs {(arab)} +Arcadia {(arcadia)} +Arcadian {(arcadia)}>n> +Arcadians {(arcadia)}>n> +Archimedes {(archimedes)} +Arctic {(arctic)} +Ares {(ares)} +Argentina {(argentina)} +Argentine {(argentine)} +Argentines {(argentine)} +Argentinian {(argentine)}>ian> +Argonaut {(argo)(naut)} +Argonauts {(argo)(naut)} +Argus {(argus)} +Ariadne {(ariadne)} +Arianism {(ariane)}>ism> +Aries {(aries)} +Aristotelian {(aristotelian)} +Aristotle {(aristotle)} +Aristotle's {(aristotle)} +Arizona {(arizona)} +Arkansas {(arkansas)} +Arlene {(arlene)} +Arlington {(arlington)} +Armageddon {(armageddon)} +Armenian {(armenia)}>n> +Armstrong {(arm)(strong)} +Arnold {(arnold)} +Artemis {(artemis)} +Arthur {(arthur)} +Arthur's {(arthur)} +Aryan {(aryan)} +Aryans {(aryan)} +Ashley {(ashley)} +Asia {(asia)} +Asian {(asia)}>n> +Asians {(asia)}>n> +Asiatic {(asiatic)} +Asiatics {(asiatic)} +Assyrian {(assyria)}>n> +Athabascan {(athabasca)}>n> +Athena {(athena)} +Athenian {(athenian)} +Athenians {(athenian)} +Athens {(athens)} +Atlanta {(atlanta)} +Atlanta's {(atlanta)} +Atlantic {(atlantic)} +Atlantis {(atlantis)} +Attic {(attic)} +Audrey {(audrey)} +Audubon {(audubon)} +August {(august)} +Augusta {(augusta)} +Augusta's {(augusta)} +Augustine {(augustine)} +Augustine's {(augustine)} +Augusts {(august)} +Augustus {(augustus)} +Auschwitz {(auschwitz)} +Aussie {(aussie)} +Aussies {(aussie)} +Austin {(austin)} +Australasia {(australasia)} +Australasian {(australasia)}>n> +Australasians {(australasia)}>n> +Australia {(australia)} +Australian {(australia)}>n> +Australians {(australia)}>n> +Austria {(austria)} +Austrian {(austria)}>n> +Austrians {(austria)}>n> +Azerbaijan {(azerbaijan)} +BA {(ba)} +BABBITING {(bab)}{(bite)} +BABBITT {(babbitt)} +BABCOCK {(babcock)} +BAGLEY {(bagley)} +BAINES {(baines)} +BAIRD {(baird)} +BAKERSFIELD {(bakersfield)} +BAL {(bal)} +BALAGUER'S {(balaguer)} +BALDRIGE {(baldrige)} +BALDWIN {(bald)(win)} +BALKAN {(balkan)} +BALKANIZE {(balkan)}>ize> +BALKANIZING {(balkan)}>ize> +BALLARD {(ballard)} +BALLARDS {(bal)}{(lard)} +BALLETOMANE {(ballet)(mania)} +BALLYHOOEY {(bally)}{(hooey)} +BALTIMOREAN {(baltimore)}>ian> +BALZAC {(balzac)} +BANBURY {(ban)(bury)} +BANCROFT {(bancroft)} +BANDISH {(ban)}{(dish)} +BANDON {(bandon)} +BANFIELD {(banfield)} +BARBOUR {(barbour)} +BARDALL {(bard)}{(all)} +BARGEN {(bar)}{(gen)} +BARI {(bari)} +BARNABA {(barn)}{(aba)} +BARNARD {(barnard)} +BARNARD'S {(barnard)} +BARNES {(barnes)} +BARNET {(barnet)} +BARNETT {(barnett)} +BARNEY {(barney)} +BARR {(barr)} +BARRE {(barre)} +BARRETT {(barrett)} +BARRINGTON {(barrington)} +BARRYMORES {(barrymore)} +BARSTOW {(barstow)} +BARTH {(barth)} +BARTOK {(bartok)} +BARTON {(barton)} +BASEBALLIGHT {(base)}{(bal)}{(light)} +BASEL {(basel)} +BASHAW {(bashaw)} +BASHO'S {(basho)} +BASIE {(basie)} +BASOPHILIC {(baso)(philo)>ic>} +BASSO {(basso)} +BATAVIA {(batavia)} +BATEAU {(bateau)} +BATTENKILL {(batten)}{(kill)} +BATTERIE {(batterie)} +BATWINGS {(bat)}{(wing)} +BAUDELAIRE {(baudelaire)} +BAUER {(bauer)} +BAYREUTH {(bayreuth)} +BEA {(bea)} +BEALE {(beale)} +BEARDENS {(bear)}{(den)} +BEASTIES {(beast)}>y> +BEAUCHAMPS {(beauchamp)} +BEAUCLERK {(beauclerk)} +BEAULIEU {(beaulieu)} +BEAUMONT {(beaumont)} +BEAVERTON {(beaverton)} +BECKETT {(beckett)} +BECKMAN {(beckman)} +BEDE {(bede)} +BEDFORD {(bedford)} +BEDSTRAW {(bed)}{(straw)} +BEEBREAD {(bee)}{(bread)} +BEECHER {(beecher)} +BEEFORE {(bee)}{(fore)} +BEHAN {(behan)} +BEL {(bel)} +BELA {(bela)} +BELABORING th> +BELLA {(bella)} +BELLAMY'S {(bellamy)} +BELLETCH {(bell)}{(etch)} +BELLINI {(bellini)} +BELLWOOD {(bellwood)} +BELLYFULL {(belly)}>ful> +BELMONT {(belmont)} +BELSHAZZAR {(belshazzar)} +BELTON {(belton)} +BELVEDERE {(belvedere)} +BELVIDERE {(belvidere)} +BEMADDENING en> +BENELUX {(benelux)} +BENET'S {(benet)} +BENITA {(benita)} +BENNETT {(bennett)} +BENNINGTON {(bennington)} +BENNY {(benny)} +BENSON {(benson)} +BENTHAM {(bentham)} +BENTLEY {(bentley)} +BENTLEYS {(bentley)} +BENZELL {(ben)}{(zell)} +BERGER {(berger)} +BERGSON {(bergson)} +BERIBBONED acle>} +BESS {(bess)} +BESSIE {(bessie)} +BETSEY {(betsey)} +BETSY {(betsy)} +BETTIES {(bet)}{(tie)} +BEVERLY {(beverly)} +BEWHISKERED ium>} +BIJOUTERIE {(bijouterie)} +BILHARZIASIS {(bilharziasis)} +BILLIE {(bill)>ie>} +BILLINGS {(bill)} +BINUCLEAR ar>} +BIRDWHISTELL {(bird)}{(whist)}{(ell)} +BIRDWOOD {(bird)}{(wood)} +BIREFRINGENCE ate>} +BORDEN {(borden)} +BORIS {(boris)} +BORLAND {(borland)} +BOSCH {(bosch)} +BOSCO {(bosco)} +BOUCHER {(boucher)} +BOUTFLOWER {(bout)}{(flower)} +BOWDEN {(bowden)} +BOWES {(bowes)} +BOXFORD {(box)}{(ford)} +BOYCE {(boyce)} +BOYD {(boyd)} +BOYER {(boyer)} +BRADFORD {(bradford)} +BRADLEY'S {(bradley)} +BRADY {(brady)} +BRAGG {(brag)} +BRAHMAPUTRA {(brahmaputra)} +BRAHMSIAN {(brahms)}>ian> +BRANDEIS {(brandeis)} +BRANDENBURG {(brandenburg)} +BRANDIN {(brandin)} +BRANDT {(brandt)} +BRANDT'S {(brandt)} +BRANNON {(brannon)} +BRAQUE {(braque)} +BRASSNOSE {(brass)}{(nose)} +BRASSTOWN {(brass)}{(town)} +BRAUN {(braun)} +BREAKIN {(break)}{(in)} +BREAKOFF {(break)}{(off)} +BRENDAN {(brendan)} +BRENNAN {(brennan)} +BRENNER {(brenner)} +BREST {(brest)} +BRICE {(brice)} +BRICKTOP {(brick)}{(top)} +BRIDGEPORT {(bridge)(port)} +BRIDGET {(bridget)} +BRIDGEWATER {(bridge)(water)} +BRIEN {(brien)} +BRIGGS {(briggs)} +BRIGHT'S {(bright)} +BRINDISI {(brindisi)} +BRINKLEY {(brinkley)} +BRITANNICA {(britain)>ica>} +BRITTEN {(britten)} +BROCKLE {(brockle)} +BRODIE {(brodie)} +BROMLEY {(bromley)} +BRONCHIOLES {(bronchi)>ole>} +BROOKE {(brooke)} +BROOKFIELD {(brookfield)} +BROOKMONT {(brookmont)} +BROOME {(broome)} +BROS {(bros)} +BROWNE {(browne)} +BRUCKNER {(bruckner)} +BRUEGEL {(bruegel)} +BRUNO {(bruno)} +BRYAN {(bryan)} +BRYANT {(bryant)} +BRYCE {(bryce)} +BRYN {(bryn)} +BRYSON {(bry)(sono)} +BUCHENWALD {(buchenwald)} +BUCKHEAD {(buck)}{(head)} +BUCKHORN'S {(buck)}{(horn)} +BUCKLEY {(buckley)} +BUCKMAN {(buckman)} +BUCKY {(bucky)} +BUDD {(budd)} +BUDWEISERS {(budweiser)} +BUILTIN {(built)}{(in)} +BULLHIDE {(bull)}{(hide)} +BULLWHACKERS {(bull)}{(whack)}>er> +BUMPIN {(bum)}{(pin)} +BUNCHA {(bunch)>a>} +BUNDY {(bundy)} +BURCH {(burch)} +BURGUNDIES {(burgundy)} +BURL {(burl)} +BURLEY {(burley)} +BURLINGTON {(burlington)} +BURMAN {(burman)} +BURNE {(burne)} +BURNET {(burnet)} +BURNHAM {(burnham)} +BURTON'S {(burton)} +BUSHNELL {(bushnell)} +BUSS {(buss)} +BUSTLIN {(bust)}{(lin)} +BUTTERWYN {(butter)}{(wyn)} +BUTYRATE {(butyrate)} +BUXTON {(buxton)} +BUYER'S {(buy)}>er> +BUZZ'S {(buzz)} +BYRD {(byrd)} +BYRD'S {(byrd)} +BYRNES {(byrnes)} +BYRON'S {(byron)} +BYRONIC {(byron)}>ic> +BYRONISM {(byron)}>ism> +Babylon {(babylon)} +Babylonian {(babylon)}>ia>>n> +Bacchus {(bacchus)} +Bach {(bach)} +Badlands {(bad)}{(land)} +Bahamas {(bahama)} +Bahamian {(bahamian)} +Bahamians {(bahamian)} +Bahrain {(bahrain)} +Bahraini {(bahrain)}>i> +Bahrainis {(bahrain)}>i> +Bailey {(bailey)} +Bali {(bali)} +Balinese {(bali)}>ese> +Balkans {(balkan)} +Baltic {(baltic)} +Baltimore {(baltimore)} +Bambi {(bambi)} +Bangkok {(bangkok)} +Bangladesh {(bangladesh)} +Bangladeshi {(bangladesh)}>i> +Bangladeshis {(bangladesh)}>i> +Bantu {(bantu)} +Bantus {(bantu)} +Baptist {(bapt)>ist>} +Baptists {(bapt)>ist>} +Barbadian {(barbadian)} +Barbadians {(barbadian)} +Barbados {(barbados)} +Barbara {(barbara)} +Barry {(barry)} +Bartlett {(bartlett)} +Bauhaus {(bauhaus)} +Bavaria {(bavaria)} +Beatrice {(beatrice)} +Beaujolais {(beaujolais)} +Becket {(becket)} +Bedouin {(bedouin)} +Beethoven {(beethoven)} +Beethoven's {(beethoven)} +Behemoths {(behemoth)} +Beirut {(beirut)} +Belgian {(belgian)} +Belgians {(belgian)} +Belgium {(belgium)} +Ben {(ben)} +Ben's {(ben)} +Benedict {(bene)(dict)} +Benedictine {(bene)(dict)}>ine> +Benedictines {(bene)(dict)}>ine> +Bengal {(bengal)} +Bengalese {(bengal)}>ese> +Bengali {(bengal)}>i> +Bengalis {(bengal)}>i> +Benin {(benin)} +Benjamin {(benjamin)} +Beowulf {(beowulf)} +Berkeley {(berkeley)} +Berlin {(berlin)} +Berliners {(berlin)}>er> +Bermuda {(bermuda)} +Bermudan {(bermuda)}>n> +Bermudans {(bermuda)}>n> +Bern {(bern)} +Bernard {(bernard)} +Bert {(bert)} +Bertha {(bertha)} +Beth {(beth)} +Bethlehem {(bethlehem)} +Betty {(betty)} +Bhutan {(bhutan)} +Bible {(bible)} +Bibles {(bible)} +Bill's {(bill)} +Billy {(bill)>y>} +Bismarck {(bismarck)} +Blackfeet {(black)}{(feet)} +Blackshirt {(black)}{(shirt)} +Blackshirts {(black)}{(shirt)} +Blimpish {(blimp)}>ish> +Bluebeard {(blue)}{(beard)} +Bob's {(bob)} +Bobby {(bobby)} +Boeing {(boeing)} +Boer {(boer)} +Boers {(boer)} +Bohemia {(bohemia)} +Bolivia {(bolivia)} +Bolivian {(bolivia)}>n> +Bolivians {(bolivia)}>n> +Bologna {(bologna)} +Bolshevik {(bolshevik)} +Bolsheviks {(bolshevik)} +Bolshevism {(bolshevism)} +Bombay {(bombay)} +Bordeaux {(bordeaux)} +Borneo {(borneo)} +Boston {(boston)} +Boston's {(boston)} +Bostonian {(boston)}>ian> +Bovril {(bovril)} +Bowdler {(bowdler)} +Bowie {(bowie)} +Brad {(brad)} +Bradley {(bradley)} +Brahmin {(brahmin)} +Brahmins {(brahmin)} +Brahms {(brahms)} +Brandon {(bran)(don)} +Brandon's {(bran)(don)} +Brazil {(brazil)} +Brazilian {(brazil)}>ian> +Brazilians {(brazil)}>ian> +Breton {(breton)} +Brett {(brett)} +Brewer's {(brew)}>er> +Brian {(brian)} +Brie {(brie)} +Brisbane {(brisbane)} +Bristol {(bristol)} +Brit {(britain)} +Britain {(britain)} +Britain's {(britain)} +Britannic {(britain)>ic>} +British {(britain)>ish>} +Britisher {(britain)>ish>}>er> +Britishers {(britain)>ish>}>er> +Briton {(britain)>on>} +Britons {(britain)>on>} +Broadway {(broadway)} +Bronx {(bronx)} +Brooklyn {(brook)(lyn)} +Brownies {(brown)}>y> +Bruce {(bruce)} +Brunei {(brunei)} +Brussels {(brussels)} +Buchanan {(buchanan)} +Bucharest {(bucharest)} +Budapest {(budapest)} +Buddha {(buddha)} +Buddhism {(buddha)}>ism> +Buddhist {(buddha)}>ist> +Buddhists {(buddha)}>ist> +Bugatti {(bugatti)} +Buick {(buick)} +Bulgaria {(bulgaria)} +Bulgarian {(bulgaria)}>n> +Bulgarians {(bulgaria)}>n> +Bunyan {(bunyan)} +Burbank {(bur)(bank)} +Burberries {(bur)(berry)} +Burberry {(bur)(berry)} +Burma {(burma)} +Burmese {(burmese)} +Burt {(burt)} +Burundi {(burundi)} +Bushman {(bush)}(man) +Bushmen {(bush)}(men) +Byron {(byron)} +Byzantine {(byzantine)} +Byzantium {(byzantium)} +CABOT {(cabot)} +CAHILL {(ca)(hill)} +CAIUS {(caius)} +CAL {(cal)} +CALABRIA {(calabria)} +CALDER {(calder)} +CALDWELL {(caldwell)} +CALDWELL'S {(caldwell)} +CALEB {(caleb)} +CALHOUN {(calhoun)} +CALIBERS {(caliber)} +CALIF {(calif)} +CALLAN {(callan)} +CALLIN {(cal)}{(lin)} +CALTECH {(cal)}{(tech)} +CALTECH'S {(cal)}{(tech)} +CAMDEN {(camden)} +CAMERON {(cameron)} +CAMILLA {(camilla)} +CAMILLE {(camille)} +CAMPBELL {(campbell)} +CANAVERAL'S {(canaveral)} +CANCELED {(cancel)} +CANCELING {(cancel)} +CANDIDE {(candid)} +CANELI {(can)}{(eli)} +CANUTE {(canute)} +CAPEK'S {(capek)} +CAPETOWN {(cape)(town)} +CAPO {(capo)} +CAPONE {(capone)} +CAPONE'S {(cap)}{(one)} +CAPOTE {(capote)} +CAPPY {(cappy)} +CARBONDALE {(carbondale)} +CARBONES {(car)}{(bone)} +CARBONYL {(carbonyl)} +CARBOXYMETHYL {(carb)}{(oxy)}{(methyl)} +CAREY {(carey)} +CARGILL'S {(cargill)} +CARL'S {(carl)} +CARLA {(carla)} +CARLETON {(carleton)} +CARLISLE {(carlisle)} +CARLO {(carlo)} +CARLSON {(carl)(sono)} +CARMICHAEL {(carmichael)} +CARNE {(carne)} +CAROLINA {(carolina)} +CAROLINA'S {(carolina)} +CAROLINAS {(carolina)} +CAROLINGIAN {(carolingian)} +CAROLYN {(carolyn)} +CARPATHIANS {(carpathia)}>n> +CARR {(carr)} +CARRARA {(carrara)} +CARRAWAY {(carraway)} +CARRIE {(carry)} +CARROLL {(carroll)} +CARRUTHERS {(carruthers)} +CARRYOVERS {(carry)}{(over)} +CARSON {(car)(sono)} +CARUSO {(caruso)} +CARWOOD {(car)}{(wood)} +CARWOOD'S {(car)}{(wood)} +CARYATIDES {(caryatides)} +CASBAH {(casbah)} +CASEY {(casey)} +CASEY'S {(casey)} +CASSIUS {(cassius)} +CASTILLO {(castillo)} +CASTORBEANS {(castor)}{(bean)} +CASTROS {(cast)}{(ros)} +CATE'S {(cate)} +CATHERWOOD {(catherwood)} +CATHY'S {(cathy)} +CATSKILL {(catskill)} +CATSKILLS {(catskill)} +CAVANAGH {(cavanagh)} +CEDRIC {(cedric)} +CEIL {(ceil)} +CELEBES {(celebes)} +CELIA {(celia)} +CENTRAL'S {(center)>al>} +CENTREDALE {(centre)}{(dale)} +CENTUM {(centum)} +CEPTIN {(cep)}{(tin)} +CERTIORARI {(certiorari)} +CERTITUDES {(cert)>itude>} +CERVANTES {(cervantes)} +CETERA {(cetera)} +CEYLON {(ceylon)} +CEZANNE {(cezanne)} +CHADWICK {(chad)(wick)} +CHALMERS {(chalmers)} +CHAMFER {(chamfer)} +CHANDLER'S {(chandler)} +CHANSONS {(chanson)} +CHANTILLY {(chantilly)} +CHAPLIN {(chaplin)} +CHAPMAN {(chapman)} +CHARGIN {(char)}{(gin)} +CHARLEY {(charley)} +CHARLIE'S {(charlie)} +CHARTRES {(chartres)} +CHATHAM {(chat)(ham)} +CHAUTAUQUA {(chautauqua)} +CHE {(che)} +CHECKIN {(check)}{(in)} +CHEN {(chen)} +CHESTER {(chester)} +CHESTERTON {(chesterton)} +CHIANG {(chiang)} +CHIBA {(chiba)} +CHILDE {(childe)} +CHING {(ching)} +CHINNING {(chinn)} +CHISHOLM {(chisholm)} +CHOLINESTERASE {(cholinesterase)} +CHOPIN {(chopin)} +CHOPIN'S {(chopin)} +CHRIS {(chris)} +CHRISTI {(christi)} +CHRISTIANA {(christ)>iana>} +CHRISTIANSEN {(christiansen)} +CHRISTIE {(christie)} +CHRISTY {(christy)} +CHROMATOGRAPHIC {(chrome)>atograph>>ic>} +CHUFFING {(chuff)} +CHURCHILLIAN {(churchill)}>ian> +CINERAMA {ory> +COMETH {(come)}>th> +COMMONWEAL {(commonweal)} +COMPAGNIE {(compagnie)} +COMPATABILITY {(compatable)}>ity> +COMPULSIVES {ive>} +CONAN {(conan)} +CONANT {(conant)} +CONANT'S {(con)}{(ant)} +CONCERTI {(concerti)} +CONEY {(coney)} +CONFORMATIONAL {ion>>al> +CONING {(cone)} +CONN {(conn)} +CONNALLY {(connally)} +CONNELL {(connell)} +CONNELLY {(connelly)} +CONNEXION {(connexion)} +CONNOLLY'S {(connolly)} +CONRAD'S {(conrad)} +CONSTANCE {(constance)} +CONSTANTINO {(constantino)} +CONSTANTINOS {(constantino)} +CONTENDERE {(contend)}{(ere)} +CONTINENTALLY {(contain)>ant>}>al>>ly> +COOKE {(cooke)} +COOKFIRE {(cook)}{(fire)} +COOLNESSES {(cool)}>ness> +COOMBS {(coombs)} +COOPER'S {(cooper)} +COOPERMAN {(cooper)(man)} +COPELAND {(copeland)} +COPOLYMERS al>}>ity> +CORPSMAN {(corps)}(man) +CORPUSCULAR {(corpuscle)>ar>} +CORREGGIO {(correggio)} +CORSO {(corso)} +COSEC est> +CRATERED {(crater)} +CRAWFORD {(crawford)} +CREWCUT {(crew)}{(cut)} +CREWEL {(crewel)} +CRIMEA {(crimea)} +CRIMEAN {(crimea)}>n> +CRISPIN {(crispin)} +CROCKETT {(crockett)} +CROSBY {(crosby)} +CROSSMAN {est> +CRUMP {(crump)} +CRUZ {(cruz)} +CRYOSTAT {ian> +Caiman {(caiman)} +Cain {(cain)} +Cairo {(cairo)} +Calcutta {(calcutta)} +California {(california)} +California's {(california)} +Californians {(california)}>n> +Calvary {(calvary)} +Calvin {(calvin)} +Calvinism {(calvin)}>ism> +Calvinist {(calvin)}>ist> +Calvinists {(calvin)}>ist> +Cambodia {(cambodia)} +Cambodia's {(cambodia)} +Cambodian {(cambodia)}>n> +Cambodians {(cambodia)}>n> +Cambridge {(cambridge)} +Camelot {(camelot)} +Camembert {(camembert)} +Camemberts {(camembert)} +Cameroon {(cameroon)} +Canada {(canada)} +Canada's {(canada)} +Canadian {(canada)>ian>} +Canadians {(canada)>ian>} +Cantab {(can)}{(tab)} +Canterbury {(canter)(bury)} +Cantonese {(canton)}>ese> +Capistrano {(capistrano)} +Capitol {(capitol)} +Capricorn {(capricorn)} +Capricorns {(capricorn)} +Caracas {(caracas)} +Carboniferous {(carbon)}>ious> +Caribbean {(caribbean)} +Carl {(carl)} +Carmelite {(carmel)}>ite> +Carmelites {(carmel)}>ite> +Carmen {(carmen)} +Carnegie {(carnegie)} +Caroline {(caroline)} +Carter {(carter)} +Carters {(carter)} +Cartesian {(cartesian)} +Carthage {(carthage)} +Casanova {(casa)(nova)} +Cassiopeia {(cassiopeia)} +Castro {(castro)} +Catalan {(catalan)} +Catalonia {(catalonia)} +Catherine {(catherine)} +Catherine's {(catherine)} +Catholic {(catholic)} +Catholicism {(catholic)}>ism> +Catholics {(catholic)} +Cathy {(cathy)} +Caucasia {(caucasia)} +Caucasian {(caucasia)}>n> +Caucasians {(caucasia)}>n> +Caucasus {(caucasus)} +Cecil {(cecil)} +Cecilia {(cecilia)} +Celsius {(celsius)} +Celt {(celt)} +Celtic {(celt)}>ic> +Celts {(celt)} +Chablis {(chablis)} +Chad {(chad)} +Charles {(charles)} +Charles's {(charles)} +Charleston {(charleston)} +Charlestons {(charleston)} +Charlie {(charlie)} +Charlotte {(charlotte)} +Chartist {(chart)}>ist> +Charybdis {(charybdis)} +Chattanooga {(chattanooga)} +Chaucer {(chaucer)} +Cherokee {(cherokee)} +Cherokees {(cherokee)} +Chesapeake {(chesapeake)} +Cheshire {(cheshire)} +Chevrolet {(chevrolet)} +Chevy {(chevy)} +Cheyenne {(cheyenne)} +Chianti {(chianti)} +Chicago {(chicago)} +Chicago's {(chicago)} +Chicano {(chicano)} +Chihuahua {(chihuahua)} +Chile {(chile)} +Chilean {(chile)}>ian> +Chileans {(chile)}>ian> +Chimera {(chimera)} +China {(china)} +China's {(china)} +Chinaman {(china)}(man) +Chinatown {(china)}{(town)} +Chinatowns {(china)}{(town)} +Chinese {(china)>ese>} +Chinks {(chink)} +Chinook {(chinook)} +Chippendale {(chippendale)} +Choctaw {(choctaw)} +Choctaws {(choctaw)} +Christ {(christ)} +Christ's {(christ)} +Christen {(christ)}>en> +Christendom {(christ)>en>>dom>} +Christian {(christ)}>ian> +Christianity {(christ)}>ian>>ity> +Christianizing {(christ)}>ian>>ize> +Christians {(christ)}>ian> +Christine {(christine)} +Christlike {(christ)}{(like)} +Christmas {(christ)(mas)} +Christmases {(christmas)} +Christmastime {(christmas)}{(time)} +Christopher {(christopher)} +Chrysler {(chrysler)} +Churchill {(churchill)} +Churchill's {(churchill)} +Cicero {(cicero)} +Cicero's {(cicero)} +Cincinnati {(cincinnati)} +Cinderella {(cinder)>ella>} +Cinderellas {(cinder)>ella>} +Clair {(clair)} +Claire {(claire)} +Clara {(clara)} +Clare {(clare)} +Clarence {(clarence)} +Clark {(clark)} +Clark's {(clark)} +Claude {(claude)} +Claude's {(claude)} +Claudia's {(claudia)} +Claus {(claus)} +Clearwater {(clear)(water)} +Clements {(clements)} +Cleveland {(cleveland)} +Clinton {(clinton)} +Clyde {(clyde)} +Cockney {(cockney)} +Coke {(coke)} +Cokes {(coke)} +Coleridge {(coleridge)} +Coleridge's {(coleridge)} +Collins {(collins)} +Colombia {(colombia)} +Colombian {(colombia)}>n> +Colombians {(colombia)}>n> +Colorado {(colorado)} +Coloureds {(color)} +Columbia {(columbia)} +Columbus {(columbus)} +Comanche {(comanche)} +Comforter {(comfort)}>er> +Concorde {(concorde)} +Conestoga {(conestoga)} +Confucian {(confucian)} +Confucianism {(confucian)}>ism> +Confucius {(confucius)} +Congo {(congo)} +Congo's {(congo)} +Congolese {(congolese)} +Congregationalism {ate>}>ion>>al>>ism> +Congregationalisms {ate>}>ion>>al>>ism> +Congregationalist {ate>}>ion>>al>>ist> +Congregationalists {ate>}>ion>>al>>ist> +Connecticut {(connecticut)} +Connecticut's {(connecticut)} +Connie {(connie)} +Connor {(connor)} +Conrad {(conrad)} +Constantine {(constantine)} +Constantinople {(constantinople)} +Conway {(conway)} +Coolidge {(coolidge)} +Coolidge's {(coolidge)} +Copenhagen {(copenhagen)} +Copernican {(copernican)} +Copernicus {(copernicus)} +Copt {(copt)} +Coptic {(copt)}>ic> +Copts {(copt)} +Corinth {(corinth)} +Corinthian {(corinth)}>ian> +Corinthians {(corinth)}>ian> +Cornell {(cornell)} +Cornish {(corn)>ish>} +Cornwall {(corn)(wall)} +Cory {(cory)} +Courtney {(courtney)} +Coventry {(coventry)} +Craig {(craig)} +Craig's {(craig)} +Creole {(creole)} +Crimplene {(crimplene)} +Cristo {(cristo)} +Cromwell {(cromwell)} +Cromwell's {(cromwell)} +Cromwellian {(cromwell)}>ian> +Cuba {(cuba)} +Cuba's {(cuba)} +Cuban {(cuba)}>n> +Cubans {(cuba)}>n> +Curie {(curie)} +Custer {(custer)} +Cyclades {(cyclades)} +Cyclopean {(cyclopean)} +Cyclops {(cyclops)} +Cynthia {(cynthia)} +Cyprian {(cyprian)} +Cypriot {(cypriot)} +Cypriots {(cypriot)} +Cyprus {(cyprus)} +Cyril {(cyril)} +Cyrillic {(cyrillic)} +Czech {(czech)} +Czechoslovak {(czech)(slovak)} +Czechoslovakia {(czech)(slovak)>ia>} +Czechoslovakian {(czech)(slovak)>ia>}>n> +Czechoslovakians {(czech)(slovak)>ia>}>n> +Czechoslovaks {(czech)(slovak)} +Czechs {(czech)} +D'ART {d'art} +D'ETAT {d'etat} +DA {(da)} +DADE {(dade)} +DADE'S {(dade)} +DAG {(dag)} +DAGGERMAN {(dagger)}{(man)} +DAILEY {(dailey)} +DAK {(dak)} +DALEY {(daley)} +DALTON'S {(dalton)} +DALY {(daly)]> +DAMMIT {(damm)}{(it)} +DAMNIT {(damn)}{(it)} +DAMON {(damon)} +DAN'S {(dan)} +DANBURY {(dan)(bury)} +DANCHIN {(dan)}{(china)} +DANG {(dang)} +DANGED {(danged)} +DANIEL'S {(daniel)} +DANNY'S {(danny)} +DANS {(dan)} +DANZIG {(danzig)} +DARIUS {(darius)} +DARKLING {(darkling)} +DARRELL {(darrell)} +DARTMOUTH'S {(dartmouth)} +DATELINED {(date)}{(line)} +DAUPHINE {(dauphine)} +DAVIDSON {(davidson)} +DAVIS {(davis)} +DAWSON {(dawson)} +DAYLIGHTS {(day)}{(light)} +DAZZLER {(dazzle)}>er> +DE {(de)} +DEANE {(deane)} +DECCA {(decca)} +DECISIONAL {(decide)}>ion>>al> +DEDUCTABLE {able> +DEHUMANISED ize> +DEJA {(deja)} +DEL {(del)} +DELANEY {(delaney)} +DELIA {(delia)} +DELLA {(della)} +DELLWOOD {(dell)}{(wood)} +DELVIN {(delvin)} +DEMURRER {(demur)}>er> +DEMYTHOLOGIZATION iz>>ion> +DENTON {(denton)} +DENYIN {(denyin)} +DER {(der)} +DES {(des)} +DESMOND {y>} +DIATHESIS {ey>} +DICKSON {(dickson)} +DIEGO {(diego)} +DIEM {(diem)} +DIETERS {(diet)}>er> +DIETHYLSTILBESTROL {(diethylstilbestrol)} +DIETRICH {(dietrich)} +DIEU {(dieu)} +DIFFRING {(diff)}{(ring)} +DIGITALIS {(digitalis)} +DILLON {(dillon)} +DIMITRI {(dimitri)} +DION {(dion)} +DIONYSIAN {(dionysian)} +DIONYSUS {(dionysus)} +DIOR {(dior)} +DISCOID {(disk)}>oid> +DISPELL {(dispell)} +DITCHER {(ditch)}>er> +DIXON {(dixon)} +DJAKARTA {(djakarta)} +DNIEPER {(dnieper)} +DOBBS {(dobbs)} +DOCHERTY {(docherty)} +DODD {(dodd)} +DOGBERRY {(dog)}(berry) +DOLAN {(dolan)} +DOLORES {(dolores)} +DONALDSON {(donaldson)} +DONNELLY {(donnelly)} +DONOVAN {(donovan)} +DOOLEY {(dooley)} +DOOLITTLE {(doolittle)} +DORA {(dora)} +DORADO {(dorado)} +DORCAS {(dorcas)} +DORSET {(dorset)} +DOUGLAS {(douglas)} +DOUGLASS {(douglass)} +DOW {(dow)} +DOYLE {(doyle)} +DOYLE'S {(doyle)} +DRAGGER {(drag)}>er> +DRAGOONED {(dragoon)} +DREXEL {(drexel)} +DRUMLIN {(drumlin)} +DRURY {(drury)} +DU {(du)} +DUANE {(duane)} +DUCES {(duct)} +DUDLEY {(dudley)} +DUFFY {(duffy)} +DUMPTY {(dumpty)} +DUNBAR {ism> +Dahl {(dahl)} +Dakota {(dakota)} +Dallas {(dallas)} +Dalmatian {(dalmatian)} +Dalton {(dalton)} +Damascus {(damascus)} +Damocles {(damocles)} +Dan {(dan)} +Dana {(dana)} +Dane {(dane)} +Danes {(dane)} +Daniel {(daniel)} +Daniels {(daniels)} +Danish {(dane)}>ish> +Danny {(danny)} +Dante {(dante)} +Dante's {(dante)} +Danube {(danube)} +Danubian {(danube)}>ian> +Daphne {(daphne)} +Darlene {(darlene)} +Dartmoor {(dartmoor)} +Dartmouth {(dartmouth)} +Darwin {(darwin)} +Darwin's {(darwin)} +Darwinism {(darwin)}>ism> +Dave {(dave)} +Dave's {(dave)} +Davenport {(davenport)} +David {(david)} +David's {(david)} +Davy {(davy)} +Dearborn {(dear)(born)} +Decalogue {(decalogue)} +December {(december)} +Decembers {(december)} +Degas {(degas)} +Delaware {(delaware)} +Delft {(delft)} +Delhi {(delhi)} +Delphi {(delphi)} +Delphic {(delphic)} +Democrat {(demo)(crat)} +Democrats {(demo)(crat)} +Denmark {(denmark)} +Dennis {(dennis)} +Denver {(denver)} +Denver's {(denver)} +Descartes {(descartes)} +Detroit {(detroit)} +Detroit's {(detroit)} +Deuteronomy {(deuteronomy)} +Deutschmark {(deutsch)(mark)} +Deutschmarks {(deutsch)(mark)} +Dewey {(dewey)} +Dexter {(dexter)} +Dharma {(dharma)} +Diana {(diana)} +Diane {(diane)} +Diaspora {(diaspora)} +Dickens {(dickens)} +Dickinson {(dickin)(sono)} +Dictaphone {(dict)(phon)} +Dictaphones {(dict)(phon)} +Dijon {(dijon)} +Disneyland {(disneyland)} +Dixie {(dixie)} +Dixieland {(dixieland)} +Doberman {(doberman)} +Dodger {(dodge)}>er> +Dodgers {(dodge)}>er> +Domesday {(domesday)} +Dominic {(dominic)} +Dominica {(dominic)} +Dominican {(dominic)}>n> +Dominicans {(dominic)}>n> +Dominique {(dominique)} +Don {(don)} +Donald {(donald)} +Donna {(donna)} +Doomsday {(doomsday)} +Doppler {(doppler)} +Doric {(doric)} +Doris {(doris)} +Dorothy {(dorothy)} +Dostoevsky {(dostoevsky)} +Dostoevsky's {(dostoevsky)} +Doug {(doug)} +Dover {(dover)} +Draco {(draco)} +Draconian {(draconian)} +Dublin {(dublin)} +Duce {(duct)} +Dulles {(dulles)} +Dumas {(dumas)} +Dusseldorf {(dusseldorf)} +Dutch {(dutch)} +Dutchman {(dutch)(man)} +Dutchmen {(dutch)}(men) +Dylan {(dylan)} +EADES {(eades)} +EARTHMEN {(earth)}{(men)} +EARTHMEN'S {(earth)}{(men)} +EASTHAMPTON {(east)}{(hampton)} +EASTMAN {(eastman)} +EATON {(eaton)} +EAVE {(eave)} +ECOLE {(ecole)} +ECUMENIST {(ecumenist)} +ECUMENISTS {(ecumenist)} +ED {(ed)} +EDDYMAN {(eddy)}{(man)} +EDEMATOUS {(edemat)>ious>} +EDGEWATER {(edge)(water)} +EDMUND {(edmund)} +EDNA {(edna)} +EDWARDS {(edwards)} +EDWIN {a>} +EFFIE {(effie)} +EGERTON {(egerton)} +EGON {(egon)} +EICHMANN {(eichmann)} +EINSTEINIAN {(einstein)}>ian> +EIRE {(eire)} +ELBA {(elba)} +ELEAZAR {(eleazar)} +ELECTRESS {(elect)>ress>} +ELECTROPHORESIS {(electro)(phoresis)} +ELGIN {(elgin)} +ELI {(eli)} +ELINOR {(elinor)} +ELIOT {(eliot)} +ELISABETH {(elisabeth)} +ELISHA {(elisha)} +ELL {(ell)} +ELLA {(ella)} +ELLIE {(ellie)} +ELLIS {(ellis)} +ELLISON'S {(ellison)} +ELLSWORTH {(ellsworth)} +ELLWOOD {(ellwood)} +ELOISE {(eloise)} +ELSIE {(elsie)} +ELSINORE {(elsinore)} +ELYSEES {(elysees)} +EM {(em)} +EMBOUCHURE {(embouchure)} +EMERSON {(emerson)} +EMIL {(emil)} +EMILE {(emile)} +EMILIO {(emilio)} +EMMETT {(emmett)} +EMORY {(emory)} +EMPHYSEMATOUS {(emphysematous)} +EMPLOYMENTS {(employ)}>ment> +EN {(en)} +ENDOSPERM (endo){(sperm)} +ENDOTHELIAL {(endo)>thelial>} +ENFANT {(enfant)} +ENFIELD {(enfield)} +ENG {(eng)} +ENJOINDER {(enjoinder)} +ENOCH {(enoch)} +ENOS {(enos)} +ENQUIRED {er> +ENRICO {(enrico)} +ENROLLMENTS ment> +EOSINOPHILIC {(eosino)(philo)>ic>} +EPHESIANS {(ephesian)} +EPHESUS {(ephesus)} +EPICYCLES ic>>ally> +EPIGENETIC {ic>} +EPIPHYSIS {(epiphysis)} +EPSTEIN {(epstein)} +ERICH {(erich)} +ERICKSON {(erickson)} +ERIE {(erie)} +ERIK {(erik)} +ERIKSON {(erikson)} +ERNST {(ernst)} +ERROL {(errol)} +ERSKINE {(erskine)} +ERVIN {(ervin)} +ERWIN {ate>} +EVENUTALLY {(event)}>al>>ly> +EVERETT {(everett)} +EVERMOUNTING {(ever)}{(mount)} +EVZONE {(evzone)} +EWEN {(ewen)} +EXCELSIN {(excel)}{(sin)} +EXCURSUS {us>} +EXPANSIONIST {(expand)}>ion>>ist> +EXPOSITED {(expo)}{(site)} +EXTRALEGAL er> +Easter {(easter)} +Easters {(east)}>er> +Ecuador {(ecuador)} +Edam {(edam)} +Edams {(edam)} +Eddie {(eddie)} +Eddie's {(eddie)} +Eden {(eden)} +Edgar {(edgar)} +Edison {(edi)(sono)} +Edith {(edith)} +Edward {(edward)} +Edward's {(edward)} +Egypt {(egypt)} +Egyptian {(egypt)}>ian> +Egyptians {(egypt)}>ian> +Eileen {(eileen)} +Eileen's {(eileen)} +Einstein {(einstein)} +Einstein's {(einstein)} +Eisenhower {(eisenhower)} +Elaine {(elaine)} +Eleanor {(eleanor)} +Electra {(electra)} +Elijah {(elijah)} +Elizabeth {(elizabeth)} +Elizabethan {(elizabeth)}>ian> +Ellen {(ellen)} +Elliott {(elliott)} +Elmer {(elmer)} +Elmira {(elmira)} +Elvis {(elvis)} +Elysian {(elysian)} +Elysium {(elysium)} +Emma {(emma)} +Emma's {(emma)} +Emmanuel {(emmanuel)} +England {(england)} +England's {(england)} +Englander {(england)}>er> +Englanders {(england)}>er> +English {(english)} +Englishman {(english)}(man) +Englishmen {(english)}(men) +Englishwoman {(english)}(woman) +Englishwomen {(english)}(women) +Epicurean {(epicure)}>ian> +Epicureans {(epicure)}>ian> +Episcopal {(episcopal)} +Episcopalian {(episcopal)}>ian> +Eric {(eric)} +Eritrea {(eritrea)} +Eritrean {(eritrea)}>n> +Eritreans {(eritrea)}>n> +Ernest {(ernest)} +Ernie {(ernie)} +Ernie's {(ernie)} +Eros {(eros)} +Eskimo {(eskimo)} +Eskimos {(eskimo)} +Esperanto {(esperanto)} +Ethel {(ethel)} +Ethiopia {(ethiopia)} +Ethiopian {(ethiopia)}>n> +Ethiopians {(ethiopia)}>n> +Eucharistic {(eucharist)}>ic> +Euclid {(euclid)} +Euclid's {(euclid)} +Eugene {(eugene)} +Eugene's {(eugene)} +Eurasia {(euro)>asia>} +Eurasian {(euro)>asia>}>n> +Eurasians {(euro)>asia>}>n> +Eurodollar (euro){(dollar)} +Eurodollars (euro){(dollar)} +Europe {(europe)} +Europe's {(europe)} +European {(europe)}>ian> +Europeanized {(europe)}>ian>>ize> +Europeans {(europe)}>ian> +Evelyn {(evelyn)} +Everest {(everest)} +Everglades {(ever)(glade)} +Exchequer {(exchequer)} +Ezra {(ezra)} +FABER {(faber)} +FACTO {(facto)} +FAGAN {(fagan)} +FAGET'S {(fag)>et>} +FAHEY {(fahey)} +FAIRBROTHERS {(fair)}{(brother)} +FAIRCHILD {(fair)(child)} +FAIRFAX {(fairfax)} +FAIRING {(fair)} +FAIRVIEW {(fair)(view)} +FALLA'S {(falla)} +FALMOUTH {(falmouth)} +FALSTAFF {(falstaff)} +FAMILISM {(family)}>ism> +FAMILLE {(famille)} +FANTASIST {(fantasy)>ist>} +FARLEY {(farley)} +FARMINGTON {(farmington)} +FARMWIFE'S {(farm)}{(wife)} +FARO {(faro)} +FARRAR {(farrar)} +FARRELL {(farrell)} +FASCICLES {(fascicle)} +FATBOY {(fat)}{(boy)} +FAWCETT {(fawcett)} +FE {(fe)} +FEDERICO {(federico)} +FEENEY {(feeney)} +FELLER {(feller)} +FELLERS {(feller)} +FENUGREEK {(fenugreek)} +FENWICK {(fen)(wick)} +FERDINAND {(ferdinand)} +FERDINANDO {(ferdinando)} +FERGUSON {(ferguson)} +FERGUSON'S {(ferguson)} +FERNBERGER {(fern)}{(berger)} +FERNERY {(fern)}>ory> +FERRO {(ferr)} +FESS {(fess)} +FETISHIZE {(fetish)}>ize> +FEVERSHAM {(fever)}{(sham)} +FIBRIN {(fiber)>in>} +FICHE {(fiche)} +FIDE {(fide)} +FIELDSTONE {(field)}{(stone)} +FILIGREED {(filigree)} +FINDSOME {(find)}{(some)} +FINIAL {(finial)} +FINLEY {(finley)} +FINNEGAN {(finnegan)} +FINNEY {(finney)} +FIRMA {(firma)} +FISK {(fisk)} +FISSURED {(fissure)} +FITCH {(fitch)} +FITZGERALD {(fitzgerald)} +FITZROY {(fitzroy)} +FLANAGAN {(flanagan)} +FLANDERS {(flanders)} +FLATLAND {(flat)}{(land)} +FLEISHER {(fleisher)} +FLEMING {(fleming)} +FLETCHER {(fletcher)} +FLEXURAL {(flex)}>ure>>al> +FLOCCULATED {{(floccul)>ate>}} +FLOCCULATION {{(floccul)>ate>}}>ion> +FLOODHEADS {(flood)}{(head)} +FLOR {(flor)} +FLYWAYS {(fly)}{(way)} +FOGG {(fog)} +FOGG'S {(fog)} +FOGY {(fogy)} +FOISTED {(foist)} +FOLEY {(foley)} +FOLLOWETH {(follow)}>th> +FONDS {(fond)} +FONTAINEBLEAU {(fontainebleau)} +FONTANA {(fontana)} +FOOTE {(foote)} +FORBAD {(forbad)} +FORMA {(forma)} +FORMABILITY {(form)}>able>>ity> +FORMOSA {(formosa)} +FORREST {(forrest)} +FORTESCUE {(fortescue)} +FORTIER {(fortier)} +FORTIORI {(fortiori)} +FOSS {(foss)} +FOSTER'S {(foster)} +FOSTERITE {(fosterite)} +FRA {(fra)} +FRANCAISE {(francaise)} +FRANCESCA {(francesca)} +FRANCESCO {(francesco)} +FRANCK {(franck)} +FRANCOIS {(francois)} +FRANKFORD {(frank)}{(ford)} +FRANS {(fran)} +FRATERNISATION {(fratern)>ize>}>ion> +FREDDIE {(freddie)} +FREDDY {(freddy)} +FREDDY'S {(freddy)} +FREDERIC {(frederic)} +FREDERICK {(frederick)} +FREDERIK {(frederik)} +FREEPORT {(freeport)} +FRESHBORN {(fresh)}{(born)} +FRICK {(frick)} +FRIEDMAN {(friedman)} +FRISCO {(frisco)} +FURIOUSER {(fury)}>ious>>er> +FUSIFORM {(fusiform)} +Fabian {(fabian)} +Fabians {(fabian)} +Fahrenheit {(fahrenheit)} +Fargo {(fargo)} +Farsi {(farsi)} +Fatima {(fatima)} +Faulkner {(faulkner)} +Faust {(faust)} +Faust's {(faust)} +Faustian {(faust)}>ian> +Faustus {(faustus)} +Februaries {(february)} +February {(february)} +Federalist {(feder)>al>}>ist> +Federalists {(feder)>al>}>ist> +Felix {(felix)} +Felix's {(felix)} +Ferris {(ferris)} +Fiat {(fiat)} +Fiats {(fiat)} +Fidel {(fidel)} +Figaro {(figaro)} +Fiji {(fiji)} +Filipino {(filipine)}>o> +Filipinos {(filipine)}>o> +Finland {(finland)} +Finn {(finn)} +Finnish {(finn)}>ish> +Finns {(finn)} +Flemish {(flemish)} +Florence {(florence)} +Florentine {(florentine)} +Florida {(florida)} +Florida's {(florida)} +Floyd {(floyd)} +Floyd's {(floyd)} +Flynn {(flynn)} +Flynn's {(flynn)} +Forbes {(forbes)} +Formica {(formica)} +Forsyth {(forsyth)} +Fran {(fran)} +Fran's {(fran)} +France {(france)} +France's {(france)} +Frances {(frances)} +Francis {(francis)} +Franciscan {(franciscan)} +Franciscans {(franciscan)} +Francisco {(francisco)} +Francisco's {(francisco)} +Franco {(franco)} +Frankfort {(frankfort)} +Frankfurt {(frankfurt)} +Frankfurter's {(frankfurt)}>er> +Frankie {(frank)>ie>} +Franklin {(franklin)} +Franklin's {(franklin)} +Frau {(frau)} +Fred {(fred)} +Fred's {(fred)} +Fredericksburg {(fredericksburg)} +Freemason {(free)}{(mason)} +Freemasons {(free)}{(mason)} +French {(french)} +Frenchman {(french)}(man) +Frenchman's {(french)}(man) +Frenchmen {(french)}(men) +Frenchwoman {(french)}(woman) +Frenchwomen {(french)}(women) +Fresno {(fresno)} +Freud {(freud)} +Freud's {(freud)} +Freudian {(freud)}>ian> +Friday {(fri)(day)} +Friday's {(fri)(day)} +Fridays {(fri)(day)} +Friedrich {(friedrich)} +Frisbee {(frisbee)} +Frisbees {(frisbee)} +Fuchs {(fuchs)} +Fuji {(fuji)} +Fulton {(fulton)} +GABLER {(gabler)} +GAGARIN {(gagarin)} +GAGLINE {(gag)}{(line)} +GAINES {(gaines)} +GALATIANS {(galatia)}>n> +GALEN {(galen)} +GALENA {(galena)} +GALLIUM {(gallium)} +GALLONAGE {(gallon)}>age> +GALT {(galt)} +GALTIER {(gal)}{(tier)} +GALTIER'S {(gal)}{(tier)} +GALWAY {(galway)} +GANNON {(gannon)} +GANTLET {(gantlet)} +GARCIA {(garcia)} +GARDE {(garde)} +GARDNER {(gardner)} +GARDNER'S {(gardner)} +GARIBALDI {(garibaldi)} +GARNETT {(garnett)} +GARRETT {(garrett)} +GARRICK {(garrick)} +GARRISONIAN {(garrison)}{(ian)} +GARRY {(garry)} +GARTH {(garth)} +GARTH'S {(garth)} +GASCONY {(gascony)} +GASPEE {(gas)}{(pee)} +GASSER {(gas)}>er> +GASSET {(gas)}{(set)} +GASSINGS {(gas)} +GASTON {(gaston)} +GASTRONOMES {(gastr)(nomin)} +GAUGUIN {(gauguin)} +GAULLE {(gaulle)} +GAVIN {(gavin)} +GEDDES {(geddes)} +GEEING {(gee)} +GEERED {(gee)}{(red)} +GENERALIST {(gener)>al>}>ist> +GENERALISTS {(gener)>al>}>ist> +GEODETIC {(geo)>ic>} +GERAGHTY {(geraghty)} +GERHARD {(gerhard)} +GERMANIUM {(germanium)} +GERMANTOWN {(german)(town)} +GERRY {(gerry)} +GETTIN {(get)}{(tin)} +GETZ'S {(getz)} +GHENT {(ghent)} +GI {(gi)} +GIACOMO {(giacomo)} +GIBBS {(gibbs)} +GIDDINGS {(giddings)} +GIFFEN'S {(gif)}{(fen)} +GIL {(gil)} +GILES {(giles)} +GILLIS {(gillis)} +GILMORE {(gilmore)} +GILROY {(gilroy)} +GINO {(gino)} +GIORGIO {(giorgio)} +GIUSEPPE {(giuseppe)} +GLAZER {(glaze)}>er> +GLEASON {(gleason)} +GLENDA {(glenda)} +GLENDALE {(glendale)} +GLOBULINS {(globe)>ulin>} +GLOVER {(glover)} +GLUTAMIC {(glutamic)} +GLYCOLS {(glycol)} +GNOMON {(gnomon)} +GOA {(goa)} +GODDAMMIT {(god)}{(damn)}{(it)} +GODDAMN {(god)}{(damn)} +GODDAMNED {(god)}{(damn)} +GODFREY {(godfrey)} +GODWIN {ic> +GRANVILLE {(granville)} +GRAS {(gras)} +GRASSERS {(grass)}>er> +GRATA {(grata)} +GRAVESEND {(grave)>end>} +GRAVID {(gravid)} +GRAYSON {(grayson)} +GRAZER {(graze)}>er> +GREATCOATED {(great)}{(coat)} +GREENBERG {(greenberg)} +GREENE {(greene)} +GREENFIELD {(greenfield)} +GREENSWARD {(greensward)} +GREENWARE {(green)}{(ware)} +GREER {(greer)} +GREGG {(gregg)} +GREGORIO {(gregorio)} +GRENOBLE {(grenoble)} +GRESHAM {(gresham)} +GRIFFITH {(griffith)} +GRIGGS {(griggs)} +GRILLWORK {(grill)}{(work)} +GRINDLAY {(grind)(lay)} +GROGGINS {(grog)}{(gin)} +GROSVENOR {(grosvenor)} +GROTH'S {(groth)} +GROVER {(grover)} +GRUBB {(grub)} +GUIANA {(guiana)} +GUILFORD {(guilford)} +GUILLAUME {(guillaume)} +GULLEY {(gulley)} +GUSTAV {(gustav)} +GUSTAVE {(gustave)} +GUSTAVUS {(gustavus)} +Gabon {(gabon)} +Gabriel {(gabriel)} +Gabriel's {(gabriel)} +Gabrielle {(gabrielle)} +Gael {(gael)} +Gaelic {(gael)}>ic> +Gaels {(gael)} +Gainesville {(gainesville)} +Gainsborough {(gains)(borough)} +Galahad {(galahad)} +Galapagos {(galapagos)} +Galilee {(galilee)} +Gallic {(gall)>ic>} +Galveston {(galveston)} +Gambia {(gambia)} +Gambian {(gambia)}>n> +Gambians {(gambia)}>n> +Ganges {(ganges)} +Gary {(gary)} +Gaul {(gaul)} +Gauls {(gaul)} +Gauss {(gauss)} +Gaussian {(gauss)}>ian> +Geiger {(geiger)} +Gemini {(gemini)} +Geminis {(gemini)} +Geneva {(geneva)} +Genevieve {(genevieve)} +George {(george)} +George's {(george)} +Georges {(george)} +Georgetown {(george)(town)} +Georgetown's {(george)(town)} +Georgia {(georgia)} +Georgia's {(georgia)} +Georgian {(george)}>ian> +Georgians {(george)}>ian> +Gerald {(gerald)} +Geraldine {(geraldine)} +German {(german)} +German's {(german)} +Germanic {(german)}>ic> +Germanized {(german)}>ize> +Germans {(german)} +Germany {(germany)} +Germany's {(germany)} +Gerome {(gerome)} +Gershwin {(gershwin)} +Gershwins {(gershwin)} +Gertrude {(gertrude)} +Gestapo {(gestapo)} +Gettysburg {(gettysburg)} +Ghana {(ghana)} +Ghanaian {(ghana)}>ian> +Ghanaians {(ghana)}>ian> +Gibraltar {(gibraltar)} +Gibson {(gibson)} +Gilbert {(gilbert)} +Gillespie {(gillespie)} +Giovanni {(giovanni)} +Glasgow {(glasgow)} +Glenn {(glenn)} +Gloria {(gloria)} +Gloucester {ic> +Goths {(goth)} +Gouda {(gouda)} +Graham {(graham)} +Grant's {(grant)} +Grecian {(grecian)} +Greece {(greece)} +Greece's {(greece)} +Greek {(greek)} +Greeks {(greek)} +Greenland {(greenland)} +Greenwich {(green)(wich)} +Greg {(greg)} +Greg's {(greg)} +Gregorian {(gregory)}>ian> +Gregory {(gregory)} +Gregory's {(gregory)} +Grenada {(grenada)} +Gretchen {(gretchen)} +Grimm {(grimm)} +Guam {(guam)} +Guatemala {(guatemala)} +Guatemalan {(guatemala)}>n> +Guatemalans {(guatemala)}>n> +Guggenheim {(guggenheim)} +Guinea {(guinea)} +Guinness {(guinness)} +Gulliver's {(gulliver)} +Gunther {(gunther)} +Gurkha {(gurkha)} +Gurkhas {(gurkha)} +Gus {(gus)} +Guthrie {(guthrie)} +Guyana {(guyana)} +Guyanese {(guyanese)} +Gwen {(gwen)} +HABSBURG {(habsburg)} +HACKETT {(hackett)} +HADRIAN {(hadrian)} +HAGUE {(hague)} +HAIRSHIRT {(hair)}{(shirt)} +HALIDES {(hal)}{(ides)} +HALLOWELL'S {(hallo)}{(well)} +HALVAH {(halvah)} +HAMM'S {(hamm)} +HAMMETT {(hammett)} +HAMMOND {(hammond)} +HAMPTON {(hampton)} +HAMRICK'S {(hamrick)} +HAN {(han)} +HANDER {(hand)}>er> +HANDICRAFTSMAN {(hand)}>y>{(craft)}(man) +HANDLEY {(handley)} +HANDSPIKES {(hand)}{(spike)} +HANFORD {(hanford)} +HANGIN {(han)}{(gin)} +HANKERIN {(hank)}{(erin)} +HANOVERIAN {(hanover)}>ian> +HANS {(hans)} +HANSEN {(hansen)} +HANSEN'S {(hansen)} +HARCOURT {(har)(court)} +HARDBAKE {(hard)}{(bake)} +HARDENER {(hard)}>en>>er> +HARDING {(harding)} +HARDWICK {(hardwick)} +HARDWICKE {(hardwicke)} +HARFORD {(harford)} +HARMON {(harmon)} +HAROLD {(harold)} +HARRIMAN {(harriman)} +HARRINGTON {(harrington)} +HARRIS {(harris)} +HARRIS'S {(harris)} +HARRISON {(harrison)} +HARTLEY {(hartley)} +HARTLIB {(hart)}{(lib)} +HARTMAN {(hartman)} +HARTSFIELD {(hartsfield)} +HARVEY {(harvey)} +HATFIELD {(hatfield)} +HATHAWAY {(hathaway)} +HATTED {(hat)}{(ted)} +HATTERAS {(hatteras)} +HATTIE {(hattie)} +HAUTE {(haute)} +HAVERHILL {(haverhill)} +HAVILLAND {(haviland)} +HAWKINS {(hawkins)} +HAWTHORNE {(hawthorne)} +HAYFIELDS {(hayfield)} +HAYNES {(haynes)} +HAYS {(hays)} +HAYWARD {(hayward)} +HAYWOOD {(haywood)} +HEADSMAN {(head)}(man) +HEADWALLS {(head)}{(wall)} +HEARST {(hearst)} +HEBEPHRENIC {(hebephrenic)} +HEE {(hee)} +HEFFER {(heffer)} +HEGEL {(hegel)} +HEGEL'S {(hegel)} +HEGELIAN {(hegel)}>ian> +HELLUVA {(hell)>uv>>a>} +HELMUT {(helmut)} +HEMOLYTIC {(hema)(lyt)>ic>} +HEMOSIDERIN {(hemosiderin)} +HEMPSTEAD {(hemp)(stead)} +HENDERSON {(henderson)} +HENDRICKS {(hendricks)} +HENDRY {(hendry)} +HENLEY'S {(henley)} +HENRI {(henri)} +HENRIK {(henrik)} +HERACLITUS {(heraclitus)} +HERBERET'S {(herberet)} +HERMENEUTICS {(hermeneutics)} +HERNANDEZ {(hernandez)} +HERRICK {(herrick)} +HESS {(hess)} +HESTER {(hester)} +HETEROGAMOUS {(hetero)(gam)>ious>} +HETMAN {(hetman)} +HETMAN'S {(het)}{(man)} +HETTIE {(hettie)} +HEWETT {(hewett)} +HEYWOOD {(heywood)} +HIERONYMUS {(hieronymus)} +HIGHFIELD {(highfield)} +HIGHPOINT {(high)}{(point)} +HILLCREST {(hill)}{(crest)} +HILLMAN {(hillman)} +HILLMAN'S {(hillman)} +HILLSDALE {(hillsdale)} +HILTON {(hilton)} +HILUM {(hilum)} +HIMMLER {(himmler)} +HINDEMITH'S {(hindemith)} +HINDOO {(hindoo)} +HINTON {(hinton)} +HIRAM {(hiram)} +HIREY'S {(hirey)} +HISSELF {(his)}{(self)} +HISTORICITY {(history)>ic>}>ity> +HISTORIOGRAPHY {(history)(graph)>y>} +HITLERS {(hitler)} +HOBART {(hobart)} +HOBBES {(hobbes)} +HOBBING {(hob)} +HOC {(hoc)} +HODGES {(hodges)} +HODGKIN {(hodgkin)} +HOFFMAN {(hoffman)} +HOGE'S {(hoge)} +HOLBROOK {(holbrook)} +HOLDEN {(holden)} +HOLLOWAY {(holloway)} +HOLMAN {(holman)} +HOLYOKE {(holyoke)} +HOME'S {(home)} +HOMEFOLK {(home)}{(folk)} +HOMEMASTER {(home)}{(master)} +HOMOPOLYMERS {(homo)}{dom> +HORTON {(horton)} +HOSTARIA {(host)}{(aria)} +HOTELMAN'S {(hotel)}{(man)} +HOTHAM {(hot)}{(ham)} +HOUGH {(hough)} +HOUGHTON {(houghton)} +HOWE {(howe)} +HOWELL {(howell)} +HOWSOMEVER {(how)}{(some)}{(ever)} +HOY {(hoy)} +HUBERT {(hubert)} +HUCK {(huck)} +HUGGINS {(huggins)} +HUGHES {(hughes)} +HUGO {(hugo)} +HUGO'S {(hugo)} +HUME {(hume)} +HUME'S {(hume)} +HUNKERED {(hunker)} +HUNTINGTON {(huntington)} +HUNTINGTONS {(huntington)} +HUNTLEY {(huntley)} +HURLEY {(hurley)} +HUSTON {(huston)} +HUTCHINS {(hutchins)} +HUTCHINSON {(hutchinson)} +HUTTON {(hutton)} +HYALINE {(hyaline)} +HYDRIDES {(hydro)>ide>} +HYDROCHEMISTRY (hydro){(chem)>ist>}>ory> +HYDROGENS {(hydro)(gen)} +HYDROLYZED {(hydro)>ize>} +HYDROUS {(hydro)>ious>} +HYDROXIDES {(hydro)(oxide)} +HYNDMAN {(hyndman)} +HYPERCELLULARITY ule>}>ar>>ity> +HYPERTROPHIED ity>} +HYPOCELLULARITY ule>}>ar>>ity> +HYPOTHALAMICALLY {ic>}>ly> +Hades {(hades)} +Haiti {(haiti)} +Haitian {(haiti)}>ian> +Haitians {(haiti)}>ian> +Hal {(hal)} +Hal's {(hal)} +Halloween {(hallow)>een>} +Hamburg {(hamburg)} +Hamilton {(hamilton)} +Hamilton's {(hamilton)} +Hamiltonian {(hamilton)}>ian> +Hamiltonians {(hamilton)}>ian> +Hampshire {(hampshire)} +Hancock {(hancock)} +Hank {(hank)} +Hannah {(hannah)} +Hannibal {(hannibal)} +Hanover {(hanover)} +Hansom {(hansom)} +Hanukkah {(hanukkah)} +Harlem {(harlem)} +Harriet {(harriet)} +Harriet's {(harriet)} +Harry's {(harry)} +Hartford {(hartford)} +Harvard {(harvard)} +Harvard's {(harvard)} +Hastings {(hastings)} +Havana {(havana)} +Havanas {(havana)} +Hawaii {(hawaii)} +Hawaiian {(hawaii)}>ian> +Haydn {(haydn)} +Hayes {(hayes)} +Hebraic {(hebraic)} +Hebrew {(hebrew)} +Hebrews {(hebrew)} +Hector {(hector)} +Heidelberg {(heidelberg)} +Helen {(helen)} +Helena {(helena)} +Helene {(helene)} +Hell's {(hell)} +Hellenic {(hellenic)} +Hellenistic {(hellenistic)} +Hemingway {(hemingway)} +Henrietta {(henrietta)} +Henrietta's {(henrietta)} +Henry {(henry)} +Henry's {(henry)} +Herbert {(herbert)} +Hercules {(hercules)} +Hereford {(hereford)} +Herman {(herman)} +Herman's {(herman)} +Herod {(herod)} +Herr {(herr)} +Hesperus {(hesperus)} +Hesse {(hesse)} +Hessian {(hessian)} +Hessians {(hessian)} +Hiawatha {(hiawatha)} +Highlander {(high)(land)}>er> +Hillary {(hillary)} +Himalayas {(himalaya)} +Hinckley {(hinckley)} +Hindi {(hindi)} +Hindis {(hindi)} +Hindu {(hindu)} +Hinduism {(hindu)}>ism> +Hindus {(hindu)} +Hindustan {(hindustan)} +Hindustani {(hindustan)}>i> +Hippocrates {(hippocrates)} +Hippocratic {(hippocrat)>ic>} +Hiroshima {(hiroshima)} +Hispanic {(hispanic)} +Hitchcock {(hitchcock)} +Hitler {(hitler)} +Hitler's {(hitler)} +Hobson {(hobson)} +Hogan {(hogan)} +Hogmanay {(hogmanay)} +Hogmanays {(hogmanay)} +Holland {(holand)} +Hollander {(holand)}>er> +Hollywood {(hollywood)} +Holmes {(holmes)} +Holstein {(holstein)} +Holsteins {(holstein)} +Homer {(homer)} +Homer's {(homer)} +Homeric {(homer)}>ic> +Honduran {(hondur)>ian>} +Hondurans {(hondur)>ian>} +Honduras {(hondur)>as>} +Honolulu {(honolulu)} +Hoosier {(hoosier)} +Hoover {(hoover)} +Horace {(horace)} +Hottentot {(hottentot)} +Houdini {(houdini)} +Houston {(houston)} +Howard {(howard)} +Hudson {(hud)(sono)} +Hudson's {(hud)(sono)} +Huey {(huey)} +Hugh {(hugh)} +Huguenot {(huguenot)} +Huguenots {(huguenot)} +Humphrey {(humphrey)} +Humpty {(humpty)} +Hun {(hun)} +Hungarian {(hungary)}>ian> +Hungarians {(hungary)}>ian> +Hungary {(hungary)} +Huns {(hun)} +Huxley {(huxley)} +Huxley's {(huxley)} +Hyde {(hyde)} +Hydra {(hydra)} +I {(i)} +I'd {(i)} +I'll {(i)} +I'm {(i)} +I've {(i)} +IBRAHIM {(ibrahim)} +IBSEN {(ibsen)} +ICH {(ich)} +IDA {(ida)} +IL {(il)} +ILIAC {(iliac)} +IMBRUING {(imbrue)} +IMMUNOELECTROPHORESIS (immun){(electro)(phoresis)} +immunohistochemistry (immun)(histo){(chem)>ist>}>ory> +IMPERSONALIZED al>>ize> +IMPORTUNITIES {(importune)}>ity> +IMPOUNDMENTS ment> +IMPUTED {(impute)} +INCEPTOR {or>} +INCLOSED ion> +INCLUSIVENESS {ive>>ness> +INDIGENES {(indigene)} +INDIUM {(indium)} +INFINITUM {(infinitum)} +INGLESIDE {(ingle)}{(side)} +INGLESIDE'S {(ingle)}{(side)} +INHERES {or> +INJUN {(injun)} +INJUNCTIVE {ive>} +INJUNS {(injun)} +INTENDANT {ant> +INTENDANTS {ant> +INTERAXIAL al>} +INTERCRISIS ate>} +INTERPEOPLE ance>} +INTERSTAGE al>} +INTRANSIGENTS {ant>} +INVEIGH {(inveigh)} +IODINATE {(iod)>ine>}>ate> +IODINATED {(iod)>ine>}>ate> +IODINATION {(iod)>ine>}>ion> +IPSO {(ipso)} +IRA {(ira)} +IRMA {(irma)} +IRONPANTS {(iron)}{(pant)} +IRRAWADDY {(irrawaddy)} +IRVIN {(irvin)} +IRWIN {(irwin)} +ISA {(isa)} +ISAACS {(isaacs)} +ISAACSON {(isaacson)} +ISFAHAN {(isfahan)} +ISOLATIONISTIC {(isolate)}>ion>>ist>>ic> +ISOLDE {(isolde)} +ISOMERS {(iso)(mer)} +ISOPLETHS {(iso)(pleth)} +ISOTOPIC {(iso)(tope)}>ic> +ITHACA {(ithaca)} +ITO {(ito)} +IVAN {(ivan)} +IZAAK {(izaak)} +Iberia {(iberia)} +Iberian {(iberia)}>n> +Iceland {(iceland)} +Icelander {(iceland)}>er> +Icelanders {(iceland)}>er> +Icelandic {(iceland)}>ic> +Id {(id)} +Idaho {(idaho)} +Igor {(igor)} +Ike {(ike)} +Iliad {(iliad)} +Illinois {(illinois)} +Inca {(inca)} +India {(indo)} +India's {(indo)} +Indian {(indo)}>n> +Indian's {(indo)}>n> +Indiana {(indiana)} +Indianapolis {(indiana)(pol)>sis>} +Indians {(indo)}>n> +Indies {(indies)} +Indochina (indo){(china)} +Indonesia {(indo)(nesia)} +Indonesian {(indo)(nesia)}>n> +Indonesians {(indo)(nesia)}>n> +Internationale {ale>} +Interpol {ian> +Iranians {(iran)}>ian> +Iraq {(iraq)} +Iraqi {(iraq)}>i> +Iraqis {(iraq)}>i> +Ireland {(ireland)} +Ireland's {(ireland)} +Irene {(irene)} +Irish {(irish)} +Irishman {(irish)}(man) +Irishmen {(irish)}(men) +Irishwoman {(irish)}(woman) +Irishwomen {(irish)}{(women)} +Iroquois {(iroquois)} +Irving {(irving)} +Isaac {(isaac)} +Isabel {(isabel)} +Isaiah {(isaiah)} +Islam {(islam)} +Islam's {(islam)} +Islamic {(islam)}>ic> +Israel {(israel)} +Israel's {(israel)} +Israeli {(israel)}>i> +Israelis {(israel)}>i> +Israelite {(israel)}>ite> +Israelites {(israel)}>ite> +Istanbul {(istanbul)} +Italian {(italy)}>ian> +Italians {(italy)}>ian> +Italy {(italy)} +Italy's {(italy)} +JACKMAN {(jackman)} +JACKY {(jack)>y>} +JACOBY {(jacoby)} +JAGGERS {(jagger)} +JAKARTA {(jakarta)} +JAN {(jan)} +JANSEN {(jansen)} +JANSENIST {(jansen)}>ist> +JAPS {(jap)} +JARVIS {(jarvis)} +JED {(jed)} +JEJUNUM {(jejunum)} +JENKINS {(jenkins)} +JENNIE {(jennie)} +JENNINGS {(jennings)} +JENSEN {(jensen)} +JERKINGS {(jerk)} +JEROME {(jerome)} +JESS {(jess)} +JEWETT {(jewett)} +JIBES {(jibe)} +JIMMIE {(jimmie)} +JOAN {(joan)} +JODY {(jody)} +JOHANN {(johann)} +JOHNNIE {(johnnie)} +JOHNSON'S {(johnson)} +JOHNSTON {(johnston)} +JOIE {(joie)} +JOLLA {(jolla)} +JON {(jon)} +JONES'S {(jones)} +JONESES {(jones)} +JOPLIN {(joplin)} +JORDON {(jor)(don)} +JORGE {(jorge)} +JOSEPHUS {(josephus)} +JOUR {(jour)} +JUDGMENTS {(judge)}>ment> +JUDSON {(judson)} +JULES {(jules)} +JULIO {(julio)} +JUNKERDOM {(junkerdom)} +JUNKETEERING {(junket)}>eer> +JURE {(jur)} +JUTISH {(jute)}>ish> +Jack {(jack)} +Jack's {(jack)} +Jackie {(jack)>ie>} +Jackson {(jackson)} +Jackson's {(jackson)} +Jacksons {(jackson)} +Jacksonville {(jacksonville)} +Jacob {(jacob)} +Jacobean {(jacob)}>ian> +Jacobite {(jacob)}>ite> +Jacobites {(jacob)}>ite> +Jacobs {(jacobs)} +Jacqueline {(jacqueline)} +Jacques {(jacques)} +Jake {(jake)} +Jamaica {(jamaica)} +Jamaican {(jamaica)}>n> +Jamaicans {(jamaica)}>n> +James {(james)} +James's {(james)} +Jameson {(jame)(sono)} +Jamestown {(james)(town)} +Jane {(jane)} +Jane's {(jane)} +Janet {(janet)} +Janice {(janice)} +Janis {(janis)} +Januaries {(january)} +January {(january)} +Japan {(japan)} +Japanese {(japan)}>ese> +Jason {(jason)} +Java {(java)} +Javanese {(java)}>ese> +Jeannie {(jeannie)} +Jed's {(jed)} +Jeff {(jeff)} +Jefferson {(jeffer)(sono)} +Jefferson's {(jeffer)(sono)} +Jeffersonian {(jeffer)(sono)}>ian> +Jehovah {(jehovah)} +Jehovah's {(jehovah)} +Jennie's {(jennie)} +Jennifer {(jennifer)} +Jenny {(jenny)} +Jeremiah {(jeremiah)} +Jerry {(jerry)} +Jerry's {(jerry)} +Jerusalem {(jerusalem)} +Jess's {(jess)} +Jesse {(jesse)} +Jessica {(jessica)} +Jessie {(jessie)} +Jesuit {(jesuit)} +Jesuits {(jesuit)} +Jesus {(jesus)} +Jesus's {(jesus)} +Jew {(jew)} +Jewess {(jew)}>ess> +Jewesses {(jew)}>ess> +Jewish {(jew)}>ish> +Jewishness {(jew)}>ish>>ness> +Jews {(jew)} +Jezebel {(jezebel)} +Jezebels {(jezebel)} +Jim {(jim)} +Jim's {(jim)} +Jimmy {(jimmy)} +Jo {(jo)} +Joan's {(joan)} +Joanne {(joanne)} +Joe {(joe)} +Joe's {(joe)} +Joel {(joel)} +Joey {(joey)} +Johannesburg {(johannesburg)} +John {(john)} +John's {(john)} +Johnny {(johnny)} +Johnson {(johnson)} +Jonah {(jonah)} +Jonahs {(jonah)} +Jonathan {(jonathan)} +Jonathan's {(jonathan)} +Jones {(jones)} +Jordan {(jordan)} +Jordanian {(jordan)}>ian> +Jordanians {(jordan)}>ian> +Jose {(jose)} +Joseph {(joseph)} +Joseph's {(joseph)} +Joshua {(joshua)} +Josiah {(josiah)} +Jove {(jove)} +Joyce {(joyce)} +Juan {(juan)} +Juanita {(juanita)} +Juanita's {(juanita)} +Judah {(judah)} +Judaic {(judaic)} +Judaism {(judaism)} +Judas {(judas)} +Judases {(judas)} +Jude {(jude)} +Judea {(judea)} +Judith {(judith)} +Judy {(jud)>y>} +Julia {(julia)} +Julian {(julian)} +Julie {(julie)} +Julies {(julie)} +Juliet {(juliet)} +Julius {(julius)} +July {(july)} +June {(june)} +Jungian {(jung)}>ian> +Juno {(juno)} +Junoesque {(junoesque)} +Jupiter {(jupiter)} +Justine {(justine)} +Justinian {(justin)}>ian> +KAHN {(kahn)} +KANDINSKY {(kandinsky)} +KAPLAN {(kaplan)} +KARL {(karl)} +KATHARINE {(katharine)} +KATHARINE'S {(katharine)} +KAUFFMANN {(kauffmann)} +KAY {(kay)} +KAYO {(kayo)} +KAZAN {(kazan)} +KEANE {(keane)} +KEEGAN {(keegan)} +KEELER {(keeler)} +KEELSON {(keelson)} +KEENE {(keene)} +KEGHAM {(keg)}{(ham)} +KELLEY'S {(kelley)} +KELSEY {(kelsey)} +KENNAN'S {(ken)}{(nan)} +KENNETT {(kennett)} +KENTUCK {(ken)}{(tuck)} +KENYON {(kenyon)} +KERN {(kern)} +KERR {(kerr)} +KERR'S {(kerr)} +KERRY {(kerry)} +KETOSIS {(ketosis)} +KEYS'S {(keys)} +KHARTOUM {(khartoum)} +KHRUSHCHEV {(khrushchev)} +KILLPATH {(kill)}{(patho)} +KILLPATH'S {(kill)}{(patho)} +KIMBALL {(kimball)} +KIND'S {(kind)} +KINESICS {(kine)>sics>} +KING'S {(king)} +KINGSLEY {(kingsley)} +KINGSTON {(kingston)} +KINGWOOD {(kingwood)} +KIOWA {(kiowa)} +KIRBY {(kirby)} +KIRKLAND {(kirkland)} +KIRKPATRICK {(kirkpatrick)} +KIRKWOOD {(kirkwood)} +KIROV {(kirov)} +KITCHIN {(kitchin)} +KITTI'S {(kitti)} +KITTLER {(kittler)} +KLAN {(klan)} +KLEIN {(klein)} +KLINE {(kline)} +KLUX {(klux)} +KNIGHTFALL {(knight)}{(fall)} +KNOTT {(knot)} +KNOX {(knox)} +KOBAYASHI {(kobayashi)} +KOCH {(koch)} +KODAKS {(kodak)} +KOENIG {(koenig)} +KOENIGSBERG {(koenigsberg)} +KONG {(kong)} +KONRAD {(konrad)} +KRAFT {(kraft)} +KRAKOW {(krakow)} +KROGER {(kroger)} +KRUGER {(kruger)} +KU {(ku)} +KUHN {(kuhn)} +KURD {(kurd)} +KYOTO {(kyoto)} +Kafka {(kafka)} +Kali {(kali)} +Kansas {(kansas)} +Kant {(kant)} +Karen {(karen)} +Kashmir {(kashmir)} +Kashmiri {(kashmir)}>i> +Kashmiris {(kashmir)}>i> +Kate {(kate)} +Kate's {(kate)} +Katherine {(katherine)} +Katherine's {(katherine)} +Kathleen {(kathleen)} +Kathy {(kathy)} +Katie {(katie)} +Katie's {(katie)} +Keith {(keith)} +Keith's {(keith)} +Kelly {(kelly)} +Kelvin {(kelvin)} +Ken {(ken)} +Kennedy {(kennedy)} +Kenneth {(kenneth)} +Kent {(kent)} +Kentucky {(kentucky)} +Kenya {(kenya)} +Kenyan {(kenya)}>n> +Kenyans {(kenya)}>n> +Kepler {(kepler)} +Khmer {(khmer)} +Kipling {(kipling)} +Kirk {(kirk)} +Klaus {(klaus)} +Kleenex {(kleenex)} +Kleenexes {(kleenex)} +Knesset {(knesset)} +Knoxville {(knoxville)} +Koran {(koran)} +Korans {(koran)} +Korea {(korea)} +Korean {(korea)}>n> +Koreans {(korea)}>n> +Krakatoa {(krakatoa)} +Kremlin {(kremlin)} +Krishna {(krishna)} +Kuomintang {(kuomintang)} +Kurt {(kurt)} +Kuwait {(kuwait)} +Kuwaiti {(kuwait)}>i> +Kuwaitis {(kuwait)}>i> +LACEY {(lacey)} +LAFAYETTE {(lafayette)} +LAGRANGE'S {(lag)}{(range)} +LAKEWOOD {(lakewood)} +LAMAR {(lamar)} +LAMBERT {(lambert)} +LAMBETH {(lambeth)} +LANA {(lana)} +LANCASHIRE {(lancashire)} +LANDIS {(landis)} +LANDLORD'S {(land)}{(lord)} +LANDON {(lan)(don)} +LANGE {(lange)} +LANGER {(langer)} +LANGFORD {(langford)} +LANTHANUM {(lanthanum)} +LAO {(lao)} +LAODICEAN {(laodicean)} +LAPLACE {(laplace)} +LAPPETS {(lappet)} +LARAMIE {(laramie)} +LARKIN {(larkin)} +LARS {(lars)} +LARSON {(larson)} +LAS {(las)} +LASSWITZ'S {(lasswitz)} +LATTER'S {(latter)} +LAUDERDALE {(lauderdale)} +LAUSANNE {(lausanne)} +LAWFORD {(lawford)} +LAWMAN'S {(law)}{(man)} +LAYTON {(layton)} +LE {(le)} +LEADSMAN {(lead)}(man) +LEAGUER {(league)}>er> +LEAGUERS {(league)}>er> +LEAMINGTON {(leamington)} +LEAR {(lear)} +LEARY {(leary)} +LEAVENWORTH {(leaven)(worth)} +LEAVIN {(lea)}{(vin)} +LEEDS {(leeds)} +LEET {(leet)} +LEHMAN {(lehman)} +LEHMANN {(lehmann)} +LEIDEN {(leiden)} +LEIGH {(leigh)} +LEIGHTON {(leighton)} +LEILA {(leila)} +LELAND {(leland)} +LEMMAS {(lemma)} +LEN {(len)} +LENA {(lena)} +LENDRUM {(len)}{(drum)} +LENNY {(lenny)} +LEONE {(leone)} +LEOPOLD {(leopold)} +LERNER {(lerner)} +LES {(les)} +LESSING {(lessing)} +LETITIA {(letitia)} +LETTIN {(let)}{(tin)} +LEV {(lev)} +LEVIN {(levin)} +LEVITT {(levitt)} +LEW {(lew)} +LEWIS'S {(lewis)} +LEX {(lexic)} +LEYDEN {(ley)>den>} +LIBELLOS {(libellos)} +LIBERACE {(liberace)} +LIEBERMAN {(lieberman)} +LIGAND {(ligand)} +LIGANDS {(ligand)} +LIGHTYEARS {(light)}{(year)} +LILIAN {(lilian)} +LILLIAN {(lillian)} +LINZ {(linz)} +LIPPMANN {(lippmann)} +LIPTON {(lipton)} +LISS {(liss)} +LITTAU {(lit)}{(tau)} +LITTLEPAGE'S {(little)}{(page)} +LIVERMORE {(livermore)} +LIVRES {(livres)} +LIZZIE {(lizzie)} +LLEWELLYN {(llewellyn)} +LOBO {(lobe)} +LOBSCOUSE {(lobscouse)} +LOCKE'S {(locke)} +LOCKHEED {(lock)(heed)} +LOCKHEED'S {(lock)(heed)} +LOCKIAN {(lock)}>ian> +LOEB {(loeb)} +LOIRE {(loire)} +LOLA {(lola)} +LOMBARD {(lombard)} +LONGTIME {(long)}{(time)} +LONGUE {(longue)} +LONGWOOD {(longwood)} +LONSDALE {(lonsdale)} +LOPER {(loper)} +LORELEI {(lorelei)} +LOREN {(loren)} +LORRAINE {(lorraine)} +LOS {(los)} +LOTHARIO {(lothario)} +LOTTIE {(lottie)} +LOUVERS {(louver)} +LOVEJOY {(love)(joy)} +LOVETT {(lovett)} +LOVEWAYS {(love)}{(way)} +LOWE {(lowe)} +LOWELL {(lowell)} +LOY {(loy)} +LUBBERLANDERS {(lubber)}{(landers)} +LUCIAN {(lucian)} +LUCIEN {(lucien)} +LUCIUS {(lucius)} +LUCRETIA {(lucretia)} +LUCRETIUS {(lucretius)} +LUDLOW {(ludlow)} +LUDWIG {(ludwig)} +LUFTWAFFE {(luftwaffe)} +LUIS {(luis)} +LULLWATER {(lull)}{(water)} +LULU {(lulu)} +LUND {(lund)} +LUNDY {(lundy)} +LUZON {(luzon)} +LYDIA {(lydia)} +LYMPHOCYTES {(lymph)(cyte)} +LYNDON {(lyn)(don)} +LYON {(lyon)} +Labour {(labor)} +Labrador {(labrador)} +Labradors {(labrador)} +Lama {(lama)} +Lancaster {(lancaster)} +Lang {(lang)} +Laos {(laos)} +Laotian {(laos)}>ian> +Laotians {(laos)}>ian> +Laredo {(laredo)} +Larry {(larry)} +Latin {(latin)} +Latinist {(latin)}>ist> +Latinists {(latin)}>ist> +Latinize {(latin)}>ize> +Latins {(latin)} +Laura {(laura)} +Lauren {(lauren)} +Laurence {(laurence)} +Laurentian {(laurentian)} +Laurie {(laurie)} +Lawrence {(lawrence)} +Lawrence's {(lawrence)} +Lazarus {(lazarus)} +Lazaruses {(lazarus)} +Lebanese {(lebanese)} +Lebanon {(lebanon)} +Lee's {(lee)} +Lenin {(lenin)} +Leningrad {(lenin)(grad)} +Leningrad's {(lenin)(grad)} +Leninism {(lenin)}>ism> +Leninist {(lenin)}>ist> +Leninists {(lenin)}>ist> +Lents {(lent)} +Leo {(leo)} +Leon {(leon)} +Leonard {(leonard)} +Leslie {(leslie)} +Lester {(lester)} +Lester's {(lester)} +Letraset {n> +Liberians {(liberia)}>n> +Libra {(libra)} +Libras {(libra)} +Libya {(libya)} +Libyan {(libya)}>n> +Libyans {(libya)}>n> +Lichtenstein {(lichtenstein)} +Liechtenstein {(liechtenstein)} +Lilliput {(lilliput)} +Lilliputian {(lilliput)}>ian> +Lilliputians {(lilliput)}>ian> +Lilly {(lilly)} +Lilo {(lilo)} +Lima {(lima)} +Lincoln {(lincoln)} +Lincoln's {(lincoln)} +Linda {(linda)} +Linda's {(linda)} +Lindsay {(lindsay)} +Linus {(linus)} +Lionel {(lionel)} +Lisa {(lisa)} +Lisbon {(lisbon)} +Liverpool {(liverpool)} +Livingston {(livingston)} +Liz {(liz)} +Lloyd {(lloyd)} +Lloyd's {(lloyd)} +Logan {(logan)} +Lois {(lois)} +London {(london)} +London's {(london)} +Londoner {(london)}>er> +Longfellow {(long)(fellow)} +Longfellow's {(long)(fellow)} +Lori {(lori)} +Lou {(lou)} +Louis {(louis)} +Louis's {(louis)} +Louisa {(louisa)} +Louise {(louise)} +Louisiana {(louisiana)} +Louisville {(louisville)} +Lucas {(lucas)} +Lucas's {(lucas)} +Lucifer {(lucifer)} +Lucifer's {(lucifer)} +Lucille {(lucille)} +Lucille's {(lucille)} +Lucy {(lucy)} +Lucy's {(lucy)} +Ludd {(ludd)} +Luddite {(ludd)}>ite> +Luddites {(ludd)}>ite> +Luke {(luke)} +Luke's {(luke)} +Luther {(luther)} +Luther's {(luther)} +Lutheran {(luther)}>ian> +Lutherans {(luther)}>ian> +Luxemburg {(luxemburg)} +Luxemburgers {(luxemburg)}>er> +Lyle {(lyle)} +Lynn {(lynn)} +MACASSAR {(macassar)} +MACAULAY {(macaulay)} +MACEDON {(mace)(don)} +MACKEY {(mackey)} +MACMILLAN {(macmillan)} +MACNEFF {(mac)}{(neff)} +MACON {(macon)} +MACROMOLECULES ic>}>al> +MACROPATHOLOGY y>} +MADDING {(mad)} +MAE {(mae)} +MAGOG {(magog)} +MAGUIRE {(ma)>guire>} +MAGWITCH {(mag)}{(witch)} +MAGWITCH'S {(mag)}{(witch)} +MAHAYANA {(mahayana)} +MAHLER {(mahler)} +MAITLAND {(maitland)} +MAITRE {(maitre)} +MAKEPEACE {(make)(peace)} +MAL {(mal)} +MALABAR {(malabar)} +MALDEN {(malden)} +MALLORY {(mallory)} +MALMUD {(mal)}{(mud)} +MALOCCLUSION ion> +MALONE {(malone)} +MALPOSED wise> +MARLOWE {(marlowe)} +MARQUESS {(marquess)} +MARQUETTE {(marquette)} +MARR {(marr)} +MARR'S {(marr)} +MARSDEN {(marsden)} +MARSEILLES {(marseilles)} +MARSHLANDS {(marsh)}{(land)} +MARTINEZ {(martinez)} +MARTINGALE {(martingale)} +MARTINIQUE {(martinique)} +MARYINSKY {(maryinsky)} +MATER {(mater)} +MATERIEL {(materiel)} +MATHESON {(matheson)} +MATHEWSON {(mathewson)} +MATHIAS {(mathias)} +MATHUES {(mat)}{(hue)} +MATLOWSKY {(matlowsky)} +MATSON {(matson)} +MAYER {(mayer)} +MAYFAIR {(may)(fair)} +MAYNARD {(maynard)} +MAYORSHIP {(mayor)}{(ship)} +MCCORMACK {(mccormack)} +MCCORMICK {(mccormick)} +MEANS'S {(means)} +MECHANIST {(mechan)>ist>} +MEDEA {(medea)} +MEDIAEVALIST {(mediaeval)}>ist> +MEDICALE {(medic)}{(ale)} +MEDICI {(medici)} +MEDICIS {(medici)} +MEDICO'S {(medic)} +MEDIUMISTIC {(medium)}>ic> +MEDIUMSHIP {(medium)}{(ship)} +MELAMINE {(melamine)} +MELANESIAN {(mela)(nesia)}>n> +MELCHER {(melcher)} +MELVILLE {(melville)} +MELVIN {(melvin)} +MENDELSSOHN {(mendelssohn)} +MENDELSSOHN'S {(mendelssohn)} +MENDOZA {(mendoza)} +MENLO {(menlo)} +MERC {(merc)} +MERCER'S {(mercer)} +MERCIER {(mercier)} +MEREST {(mere)}>est> +MERLE {(merle)} +MERRICK {(merrick)} +MERRILL {(merrill)} +MERRIMACK {(merrimack)} +MERRITT {(merritt)} +MERTON'S {(merton)} +MERVIN {(mervin)} +MESENTERIC {(mesenteric)} +MESSIEURS {(messieurs)} +MESSINA {(messina)} +METABOLITE {ite>} +METABOLITES {ite>} +METAPHYSICALS {(meta)}{(phys)>ic>>al>} +METED {(mete)} +METEORITIC {(meteo)}>it>>ic> +METRECAL {(metre)}{(cal)} +MEYER {(meyer)} +MEYERS {(meyers)} +MICAWBER {(micawber)} +MICHAELSON {(michaelson)} +MICHELSON {(michelson)} +MICKY {(mick)>y>} +MICROCYTOCHEMISTRY ist>}>ory> +MICROFOSSILS ite> +MICROMETEORITES ite> +MICROMETEORITIC it>>ic> +MIDDLETOWN {(middle)(town)} +MIDWOOD {(mid)}{(wood)} +MIG {(mig)} +MIGNON {(mignon)} +MIKHAIL {(mikhail)} +MILITATED {(milit)>ate>} +MILLENARIANISM {(mill)>en>>ian>}{(ism)} +MILLIE {(mill)>ie>} +MILLIVOLTMETER ly> +MIMI {(mimi)} +MINDANAO {(mindanao)} +MINISTERING {(minister)} +MIRA {(mira)} +MIRANDA {(miranda)} +MIRO {(miro)} +MISINTERPRETERS er> +MISPLACEMENTS ment> +MISSAIL {(miss)}{(ail)} +MO {(mo)} +MOBCAPS {(mob)}{(cap)} +MODUS {(modus)} +MOFFETT {(moffett)} +MOLDAVIAN {(moldavia)}>n> +MOLDBOARD {(mold)}{(board)} +MOLIERE {(moliere)} +MOLLIE {(mollie)} +MOLOCH {(moloch)} +MOLUCCAS {(molucca)} +MONDRIAN {(mondrian)} +MONIC {(monic)} +MONIES {(money)} +MONMOUTH {(monmouth)} +MONOCITE in>} +MONTEVERDI {(monte)(verdi)} +MONTEVIDEO {(monte)(video)} +MONTMARTRE {(mont)(martre)} +MOONAN {(moo)}{(nan)} +MOONTRACK {(moon)}{(track)} +MORAVIAN {(moravia)}>n> +MOREHOUSE {(more)(house)} +MORELAND {(moreland)} +MORGEN {(morgen)} +MORIARTY {(moriarty)} +MORIARTY'S {(moriarty)} +MORITZ {(moritz)} +MORLEY {(morley)} +MORPHOLOGIC {(morph)}(log)>ic> +MORPHOPHONEMIC (morph){(phon)>eme>}>ic> +MORT {(mort)} +MOT {(mot)} +MOTHERWELL {(mother)(well)} +MOTORSCOOTERS {(motor)}{(scoot)}>er> +MOULTON {(moulton)} +MUBARAK {(mubarak)} +MUDDLEHEADED {(muddle)}{(head)} +MUIR {(muir)} +MULATTO'S {(mulatto)} +MULLER {(muller)} +MULLIGAN {(mulligan)} +MULTIFIGURE ale>} +MUSTACHIOED {(mustachio)} +MUSTS {(must)} +MYCOBACTERIA (myco){(bacteri)>a>} +MYERS {(myers)} +MYRA {(myra)} +Macbeth {(macbeth)} +Macedonia {(macedonia)} +Macedonian {(macedonia)}>n> +Macedonians {(macedonia)}>n> +Mach {(mach)} +Machiavelli {(machiavelli)} +Machiavellian {(machiavelli)}>ian> +Macintosh {ian> +Malayans {(malay)}>ian> +Malays {(malay)} +Malaysia {(malaysia)} +Malaysian {(malaysia)}>n> +Malaysians {(malaysia)}>n> +Malcolm {(malcolm)} +Mali {(mali)} +Malian {(mal)}{(ian)} +Malians {(mal)}{(ian)} +Malta {(malta)} +Maltese {(malt)>ese>} +Malthus {(mal)}{(thus)} +Manchester {(manchester)} +Manchester's {(manchester)} +Manhattan {(manhattan)} +Manitoba {(manitoba)} +Manuel {(manuel)} +Manx {(manx)} +Mao {(mao)} +Maoism {(mao)}>ism> +Maoist {(mao)}>ist> +Maoists {(mao)}>ist> +Maori {(maori)} +Maoris {(maori)} +Marcel {(marcel)} +Marcus {(marcus)} +Margaret {(margaret)} +Marge {(marge)} +Maria {(maria)} +Marie {(marie)} +Marilyn {(marilyn)} +Mario {(mario)} +Mark's {(mark)} +Marlborough {(marl)(borough)} +Marlene {(marlene)} +Mars {(mars)} +Marsha {(marsha)} +Martha {(martha)} +Martian {(mart)>ian>} +Martians {(mart)>ian>} +Martin {(martin)} +Martin's {(martin)} +Martinmas {(martin)(mas)} +Martinmases {(martin)(mas)} +Marty {(marty)} +Marvin {(marvin)} +Marx {(marx)} +Marx's {(marx)} +Marxism {(marx)}>ism> +Marxist {(marx)}>ist> +Marxists {(marx)}>ist> +Mary {(mary)} +Mary's {(mary)} +Maryland {(maryland)} +Massachusetts {(massachusetts)} +Matilda {(matilda)} +Matisse {(matisse)} +Matt {(matt)} +Matthew {(matthew)} +Maureen {(maureen)} +Maurice {(maurice)} +Mauritania {(mauritania)} +Mauritanian {(mauritania)}>n> +Mauritanians {(mauritania)}>n> +Mauritian {(mauritian)} +Mauritians {(mauritian)} +Mauritius {(mauritius)} +Max {(max)} +Max's {(max)} +Maximilian {(maximilian)} +Maxims {(maxim)} +Maxine {(maxine)} +Maxine's {(maxine)} +Maxwell {(maxwell)} +Maxwell's {(maxwell)} +Mayan {(maya)}>n> +Mayans {(maya)}>n> +Mayflower {(may)}{(flower)} +Mays {(may)} +McCarthy {(mccarthy)} +McCarthyism {(mccarthy)}>ism> +Mecca {(mecca)} +Medicare {(medic)(care)} +Mediterranean {(mediterranean)} +Meg {(meg)} +Mel {(mel)} +Melbourne {(melbourne)} +Melissa {(melissa)} +Memphis {(memphis)} +Mendel {(mendel)} +Mennonite {(mennonite)} +Mephistopheles {(mephistopheles)} +Mercator {(mercator)} +Mercedes {(mercedes)} +Mercury {(mercury)} +Meredith {(meredith)} +Meredith's {(meredith)} +Messiah {(messiah)} +Messrs {(messrs)} +Methodism {(method)}>ism> +Methodist {(method)}>ist> +Methodists {(method)}>ist> +Mexican {(mexican)} +Mexicans {(mexican)} +Mexico {(mexico)} +Mexico's {(mexico)} +Miami {(miami)} +Michael {(michael)} +Michael's {(michael)} +Michelangelo {(michel)(angelo)} +Michigan {(michigan)} +Mickey {(mick)>ey>} +Mickey's {(mick)>ey>} +Midas {(midas)} +Midlands {(midland)} +Midwest ern> +Miguel {(miguel)} +Mike {(mike)} +Mike's {(mike)} +Milan {(milan)} +Miller's {(mill)}>er> +Milton {(milton)} +Milton's {(milton)} +Miltonic {(milton)}>ic> +Milwaukee {(milwaukee)} +Milwaukee's {(milwaukee)} +Minerva {(minerva)} +Minneapolis {(minnea)(pol)>sis>} +Minnesota {(minnesota)} +Minnesota's {(minnesota)} +Minnie {(minnie)} +Miriam {(miriam)} +Miriam's {(miriam)} +Mississippi {(mississippi)} +Missouri {(missouri)} +Missouri's {(missouri)} +Mitch {(mitch)} +Mitchell {(mitchell)} +Mitchell's {(mitchell)} +Mohammad {(mohammad)} +Mohammed {(mohammed)} +Mohammedan {(mohammed)}>ian> +Mohammedanism {(mohammed)}>ian>>ism> +Mohammedans {(mohammed)}>ian> +Molly {(moll)>y>} +Molly's {(moll)>y>} +Molotov {(molotov)} +Monday {(mon)(day)} +Monday's {n> +Mongolians {(mongolia)}>n> +Mongols {(mongol)} +Monica {(monica)} +Monroe {(monroe)} +Monsieur {(monsieur)} +Montana {(montana)} +Monterey {(monterey)} +Montgomery {(mont)(gomery)} +Montgomery's {(mont)(gomery)} +Monticello {(monti)(cello)} +Montpelier {(mont)}{(pelier)} +Montreal {(montreal)} +Montserrat {(mont)(serrat)} +Moor {(moor)} +Moore {(moore)} +Moore's {(moore)} +Moorish {(moor)}>ish> +Moors {(moor)} +Morgan {(morgan)} +Mormon {(mormon)} +Mormonism {(mormon)}>ism> +Mormons {(mormon)} +Moroccan {(moroccan)} +Moroccans {(moroccan)} +Morocco {(morocco)} +Morpheus {(morpheus)} +Morris {(morris)} +Morrison {(morrison)} +Morse {(morse)} +Morton {(morton)} +Morton's {(morton)} +Moscow {(moscow)} +Moscow's {(moscow)} +Moses {(moses)} +Moslem {(moslem)} +Moslems {(moslem)} +Mountie {(mount)}>y> +Mounties {(mount)}>y> +Mozambique {(mozambique)} +Mozart {(mozart)} +Mozart's {(mozart)} +Muhammad {(muhammad)} +Munich {(munich)} +Murray {(murray)} +Murray's {(murray)} +Muscovite {(muscovite)} +Muscovites {(muscovite)} +Muscovy {(muscovy)} +Muslim {(muslim)} +Muslims {(muslim)} +Mussolini {(mussolini)} +Mycenae {(mycenae)} +NARA {(nara)} +NARBONNE {(narbonne)} +NARCOSIS {(narco)>sis>} +NARRAGANSETT {(narragansett)} +NASSER {(nasser)} +NAT {(nat)} +NATCH {(natch)} +NATE {(nate)} +NATHANIEL {(nathaniel)} +NATIONALCAR {(nation)}>al>{(car)} +NATIONS'S {(nations)} +NATO {(nato)} +NE {(ne)} +NECROMANTIC {(necro)(mantic)} +NECROTIC {(necrotic)} +NECTAREOUS {(nectar)}>ious> +NEEDHAM {(need)(ham)} +NEESEN {(nee)}{(sen)} +NEHRU {(nehru)} +NEHRU'S {(nehru)} +NEIL {(neil)} +NEILSON {(neilson)} +NELL {(nell)} +NEVERSINK {(never)}{(sink)} +NEWBOLD {(new)(bold)} +NEWBURY {(new)(bury)} +NEWELLS {(new)}{(ell)} +NEWSWEEK {(new)}{(week)} +NEWTOWN {(new)}{(town)} +NICHOLS {(nichols)} +NICHOLSON {(nicholson)} +NIGGERTOWN {(nigger)}{(town)} +NIGHTCLUB'S {(night)}{(club)} +NIKITA {(nikita)} +NIKKO {(nikko)} +NIKOLAI {(nikolai)} +NILPOTENT {(nil)(pot)>ant>} +NINEVEH {(nineveh)} +NIOBE {(niobe)} +NIPE'S {(nipe)} +NKRUMAH {(nkrumah)} +NOBODY'D {(no)(body)} +NOIR {(noir)} +NOIRE {(noire)} +NOLAN {(nolan)} +NON {(non)} +NONDEFEATIST ist> +NONISM al> +NONREACTIVITY ive>>ity> +NONREACTORS or> +NONSHIFTERS er> +NORBORNE {(nor)}{(bore)}>en> +NORRIS {(norris)} +NORTHAMPTON {(northampton)} +NORTHFIELD {(northfield)} +NORTHLAND {(northland)} +NORTHROP {(northrop)} +NORTHS {(north)} +NORTHUMBERLAND {(northumberland)} +NORTON {(norton)} +NOTRE {(notre)} +NOUVELLE {(nouvelle)} +NOVAK {(novak)} +NOVO {(novo)} +NOVOSIBIRSK {(novosibirsk)} +NOYES {(noyes)} +NUBBINS {(nub)}{(bin)} +NUCLEIC {(nucleo)>ic>} +NUCLEOLI {(nucleo)>oli>} +NUGENT {(nugent)} +NULLIFIERS {(null)}>ify>>er> +NUTTALL {(nuttall)} +Nabisco {(nabisco)} +Nadine {(nadine)} +Nadine's {(nadine)} +Nagasaki {(nagasaki)} +Nairobi {(nairobi)} +Nam {(nam)} +Nam's {(nam)} +Namibia {(namibia)} +Namibian {(namibia)}>n> +Namibians {(namibia)}>n> +Nan {(nan)} +Nancy {(nancy)} +Nantucket {(nantucket)} +Naomi {(naomi)} +Naples {(naples)} +Napoleon {(napoleon)} +Napoleon's {(napoleon)} +Napoleonic {(napoleon)}>ic> +Narcissus {(narcissus)} +Nashville {(nashville)} +Nassau {(nassau)} +Nassau's {(nassau)} +Natalie {(natalie)} +Nathan {(nathan)} +Navy's {(nav)>y>} +Nazarene {(nazarene)} +Nazi {(nazi)} +Naziism {(nazi)}>ism> +Nazis {(nazi)} +Nazism {(nazi)}>ism> +Neal {(neal)} +Neanderthal {(neanderthal)} +Neanderthals {(neanderthal)} +Neapolitans {(neapolitan)} +Nebraska {(nebraska)} +Negress {(negro)>ess>} +Negresses {(negro)>ess>} +Negus {(negus)} +Nellie {(nellie)} +Nelly {(nelly)} +Nelson {(nel)(sono)} +Nepal {(nepal)} +Nepalese {(nepal)}>ese> +Neptune {(neptune)} +Nereid {(nereid)} +Nero {(nero)} +Nestor {(nestor)} +Nestors {(nestor)} +Netherlander {(netherland)}>er> +Netherlanders {(netherland)}>er> +Netherlands {(netherlands)} +Neumann {(neumann)} +Nevada {(nevada)} +Newark {(newark)} +Newcastle {(new)(castle)} +Newfoundland {(newfoundland)} +Newfoundlands {(newfoundland)} +Newman {(newman)} +Newmarket {(new)(market)} +Newport {(newport)} +Newton {(newton)} +Newton's {(newton)} +Newtonian {(newton)}>ian> +Newtonians {(newton)}>ian> +Niagara {(niagara)} +Nicaragua {(nicaragua)} +Nicaraguan {(nicaragua)}>n> +Nicaraguans {(nicaragua)}>n> +Nicholas {(nicholas)} +Nick's {(nick)} +Nicodemus {(nicodemus)} +Nicolas {(nicolas)} +Nietzsche {(nietzsche)} +Niger {(negro)} +Nigeria {(negro)>ia>} +Nigerian {(negro)>ia>}>n> +Nigerians {(negro)>ia>}>n> +Nile {(nile)} +Nimrods {(nimrod)} +Nina {(nina)} +Nippon {(nippon)} +Nixon {(nixon)} +Noah {(noah)} +Nobel {(nobel)} +Noel {(noel)} +Noels {(noel)} +Nora {(nora)} +Nordic {(nordic)} +Norfolk {(nor)(folk)} +Norma {(norma)} +Norman {(norman)} +Normandy {(normandy)} +Normans {(norman)} +Norse {(norse)} +Northmen {(north)}{(men)} +Norway {(norway)} +Norwegian {(norway)}>ian> +Norwegians {(norway)}>ian> +Nostradamus {(nostradamus)} +November {(november)} +Novembers {(november)} +OAKES {(oakes)} +OAKWOOD {(oak)}{(wood)} +OATNUT {(oat)}{(nut)} +OATS'S {(oats)} +OBJETS {(objets)} +OCTAVIA {(octavia)} +OCTILLION {(octo)>illion>} +OCTOROON {(octoroon)} +OERSTED {(oersted)} +OFFICIO {(officio)} +OFFSADDLED ic> +OILHEATING {(oil)}{(heat)} +OKAMOTO {(okamoto)} +OLAF {(olaf)} +OLDE {(olde)} +OLDENBURG {(oldenburg)} +OLE {(ole)} +OLEG {(oleg)} +OLEOMARGARINE {(oleo)(margarine)} +OLIVEFACED {(olive)}{(face)} +OLIVETTI {(olivetti)} +OLSEN {(olsen)} +OLSON {(olson)} +OLSON'S {(olson)} +OMSK {(omsk)} +ONEUPMANSHIP {(one)}ship> +OPPENHEIM {(oppenheim)} +ORESTES {(orestes)} +ORGANDY {(organdy)} +ORGANISED {(organ)>ize>} +ORINOCO {(orinoco)} +ORKNEY {(orkney)} +ORMSBY {(ormsby)} +ORPHIC {(orphic)} +ORTEGA {(ortega)} +ORTEGA'S {(ortega)} +ORTHICON {(orthicon)} +ORTHOPHOSPHATE (ortho){(phosphor)>ate>} +ORTHORHOMBIC (ortho){(rhomb)>ic>} +ORVILLE {(orville)} +ORWELL {(orwell)} +ORWELL'S {(orwell)} +ORWELLIAN {(orwell)}>ian> +OSAKA {(osaka)} +OSBORNE {(osborne)} +OSHKOSH {(oshkosh)} +OSMIUM {(osmium)} +OTIS {(otis)} +OTTERMOLE {(otter)}{(mole)} +OUTGENERALED ion> +OVEREXPLOITED ion> +OVERSOFT ness> +OVERTAKIN y> +OXALATE {(oxalate)} +OXYGENS {(oxygen)} +OZZIE {(ozzie)} +Oakland {(oakland)} +Occident {(occident)} +Occidentals {(occident)}>al> +October {(october)} +Octobers {(october)} +Odessa {(odessa)} +Odysseus {(odysseus)} +Odyssey {(odyssey)} +Oedipal {(oedipal)} +Oedipus {(oedipus)} +Ohio {(ohio)} +Oilers {(oil)}>er> +Okinawa {(okinawa)} +Oklahoma {(oklahoma)} +Oldsmobile {(olds)(mobile)} +Olga {(olga)} +Oliver {(oliver)} +Oliver's {(oliver)} +Olivia {(olivia)} +Olympia {(olympia)} +Olympiad {(olympiad)} +Olympian {(olympia)}>n> +Olympians {(olympia)}>n> +Olympic {(olympic)} +Olympics {(olympic)} +Olympus {(olympus)} +Omaha {(omaha)} +Oman {(oman)} +Omani {(oman)}>i> +Omanis {(oman)}>i> +Ontario {(ontario)} +Ontario's {(ontario)} +Orangeman {(orange)}(man) +Orangemen {(orange)}{(men)} +Oregon {(oregon)} +Orientals {(orient)}>al> +Orlando {(orlando)} +Orleans {(orleans)} +Orpheus {(orpheus)} +Oscar {(oscar)} +Oscars {(oscar)} +Oslo {(oslo)} +Othello {(othello)} +Ottawa {(ottawa)} +Otto {(otto)} +Oxbridge {(ox)(bridge)} +Oxford {(oxford)} +Oxonian {(oxonian)} +Oxonians {(oxonian)} +Oz {(oz)} +PACKARD {(packard)} +PAGANINI {(paganini)} +PAINE {(paine)} +PAK {(pak)} +PALACHE {(pal)}{(ache)} +PALAZZI {(palazzi)} +PALAZZO {(palazzo)} +PALAZZOS {(palazzo)} +PALERMO {(palermo)} +PALMER'S {(palmer)} +PALO {(palo)} +PAMPA {(pampa)} +PANDELLI'S {(pan)}{(delli)} +PAPERWADS {(paper)}{(wad)} +PAPPAS {(pappa)} +PARALINGUISTIC (para){(lingu)>ist>}>ic> +PAREDON {(pare)}{(don)} +PARKER {(park)}>er> +PARRIS {(parris)} +PARSIFAL {(parsifal)} +PARSYMPATHETIC {(par)}{ic>} +PARTI {(parti)} +PARTLOW'S {(part)}{(low)} +PAS {(pas)} +PASCATAQUA {(pas)}{(cat)}{(aqua)} +PASO {(paso)} +PASSAVANT {(pas)}{(savant)} +PASTERNAK {(pasternak)} +PATCHEN'S {(pat)}{(chen)} +PATEROLLERS {(pate)}{(roll)}>er> +PATERSON {(paterson)} +PATHET {(pat)}{(het)} +PATINAS {(patina)} +PATRICE {(patrice)} +PATTERSON {(patterson)} +PATTI {(patti)} +PATTON {(patton)} +PAULING {(pauling)} +PAULUS {(paulus)} +PAWTUCKET'S {(paw)}{(tucket)} +PAXTON {(paxton)} +PAYNE {(payne)} +PAYSON {(payson)} +PEABODY {(peabody)} +PEALE'S {(peale)} +PEARSON {(pearson)} +PEEPY {(peep)}>y> +PEGGIN {(peg)}{(gin)} +PELHAM {ae>} +PETERHOUSE {(peter)}{(house)} +PETERSBURG {(petersburg)} +PETERSON {(peterson)} +PETITS {(petits)} +PETRIE {(petrie)} +PEUGEOT {(peugeot)} +PHELPS {(phelps)} +PHILIP'S {(philip)} +PHILIPPE {(philippe)} +PHILIPPIANS {(philip)}>ian> +PHILLIES {(philly)} +PHILLIP {(phillip)} +PHILLIPS {(phillips)} +PHILLY {(philly)} +PHIPPS {(phipps)} +PHOSPHORS {(phosphor)>or>} +PHOTOFLOODLIGHTS {(photo)}{(flood)}{(light)} +PHOTOMICROGRAPHY {(photo)}{y>} +PHRASEMAKING {(phrase)}{(make)} +PHRASINGS {(phrase)} +PHYSIOCHEMICAL {(phys)}{(chem)>ic>>al>} +PICKERING {(pickering)} +PICKFAIR {(pick)}{(fair)} +PICKFORD {(pick)(ford)} +PICKMAN {(pick)(man)} +PIEDMONT {(piedmont)} +PIERSEE {(pier)}{(see)} +PIERSON {(pierson)} +PILATE {(pilate)} +PILLSBURY {(pills)(bury)} +PIP'S {(pip)} +PIPGRAS {(pip)}{(gras)} +PIRAEUS {(piraeus)} +PITT {(pit)} +PIUS {(pius)} +PLAINFIELD {(plain)(field)} +PLANETEN {(plane)}{(ten)} +PLANOCONCAVE {(planoconcave)} +PLANTINGS {(plant)} +PLATH {(plath)} +PLATONISM {(plato)>ism>} +PLATONIST {(plato)>ist>} +PLAYA {(playa)} +PLEASIN {(plea)}{(sin)} +PLEURA {(pleura)} +PLUMMER {(plummer)} +PLUTARCH {(plutarch)} +PO {(po)} +POINDEXTER {(poindexter)} +POLIS {(polis)} +POLYCHEMICALS ic>>al>} +POLYELECTROLYTES lyte>} +POLYETHER ic> +POLYPHOSPHATES ate>} +POLYTONAL al> +POMHAM {(pom)}{(ham)} +POMPANO {(pompano)} +PONT {(pont)} +PONT'S {(pont)} +PONTIUS {(pontius)} +POOR'S {(poor)} +PORGY {(porgy)} +PORNSEN {(pornsen)} +PORTAGO {(port)}{(ago)} +PORTANT {(port)}{(ant)} +PORTIA {(portia)} +PORTO {(porto)} +PORTSMOUTH {(portsmouth)} +PORTWATCHERS {(port)}{(watch)}>er> +POSEY {(pose)}>y> +POSSEMAN {(posse)}{(man)} +POSSEMEN {(posse)}{(men)} +POTSDAM {(potsdam)} +POW {(pow)} +POWELL {(powell)} +PRADO {(prado)} +PRATT {(pratt)} +PRATT'S {(pratt)} +PREDICATOR {ate>}>or> +PRESENTLYE {(present)}{(lye)} +PRESENTMENTS {(present)}>ment> +PRESTON {(preston)} +PRIX {(prix)} +PROFOUNDEST {(profound)}>est> +PROGRESSIVISM {ive>>ism> +PROJECTIVE {ive> +PROKOFIEFF {(prokofieff)} +PROPRIETER {(proprieter)} +PROSODIES {(prosody)} +PROSSER {(prosser)} +PROTEASES xeur>} +PSYCHOPOMP (psycho){(pomp)} +PUBLICK {(pube)}{(lick)} +PUDDINGSTONE {(pudding)}{(stone)} +PUERTO {(puerto)} +PUGH {(pugh)} +PULITZER {(pulitzer)} +PUNCHBOWL {(punch)}{(bowl)} +PUNDITRY {(punditry)} +PURCELL {(purcell)} +PURSEWARDEN {(purse)}{(ward)}>en> +PUTTIN {(put)}{(tin)} +PYE {(pye)} +PYKNOTIC {(pyknotic)} +PYROMETER {(pyro)(meter)} +Pablo {(pablo)} +Pacer {(pace)}>er> +Pacers {(pace)}>er> +Padre {(padre)} +Pakistan {(pakistan)} +Pakistani {(pakistan)}>i> +Pakistanis {(pakistan)}>i> +Palestine {(palestine)} +Palestinian {(palestine)}>ian> +Palestinians {(palestine)}>ian> +Palmer {(palmer)} +Pam {(pam)} +Pam's {(pam)} +Pamela {(pamela)} +Panama {(panama)} +Panamanian {(panama)>ian>} +Panamanians {(panama)>ian>} +Pandora {(pandora)} +Pandora's {(pandora)} +Pantheon's {on>} +Papua {(papua)} +Paraguay {(paraguay)} +Paraguayan {(paraguay)}>ian> +Paraguayans {(paraguay)}>ian> +Paris {(paris)} +Parisian {(paris)}>ian> +Parisians {(paris)}>ian> +Parkinson {(parkin)(sono)} +Parkinson's {(parkin)(sono)} +Parmesan {(parmesan)} +Parsees {(parse)} +Parthenon {(parthenon)} +Pasadena {(pasadena)} +Pasadena's {(pasadena)} +Pascal {(pascal)} +Passover {(pass)}{(over)} +Passovers {(pass)}{(over)} +Pasteur {(pasteur)} +Pat's {(pat)} +Patagonians {(patagonia)}>n> +Patricia {(patricia)} +Patrick {(patrick)} +Patrick's {(patrick)} +Patsy {(patsy)} +Paul {(paul)} +Paul's {(paul)} +Paula {(paula)} +Paula's {(paula)} +Pavlov {(pavlov)} +Pedro {(pedro)} +Peking {(peking)} +Pennsylvania {(pennsylvania)} +Pentagon's {al> +Pernod {(pernod)} +Persia {(persia)} +Persian {(persia)}>n> +Persians {(persia)}>n> +Peru {(peru)} +Peruvian {(peruvian)} +Peruvians {(peruvian)} +Pete {(pete)} +Pete's {(pete)} +Peter {(peter)} +Peter's {(peter)} +Pharaoh {(pharaoh)} +Pharisees {(pharisee)} +Phil {(philo)} +Phil's {(philo)} +Philadelphia {(philadelphia)} +Philadelphia's {(philadelphia)} +Philip {(philip)} +Philippine {(philippine)} +Philippines {(philippine)} +Philistine {(philistine)} +Phoenicia {(phoenicia)} +Phoenician {(phoenicia)}>n> +Phoenix {(phoenix)} +Phyllis {(phyllis)} +Pianola {(piano)>ola>} +Picasso {(picasso)} +Picasso's {(picasso)} +Pierre {(pierre)} +Pisces {(pisces)} +Pittsburgh {(pittsburgh)} +Plato {(plato)} +Plato's {(plato)} +Plimsoll {(plimsoll)} +Pluto {(pluto)} +Plymouth {(plymouth)} +Poe {(poe)} +Poland {(poland)} +Poland's {(poland)} +Polaris {(polaris)} +Polaroid {(polaroid)} +Pollock {(pollock)} +Pollock's {(pollock)} +Polly {(polly)} +Pollyanna {(pollyanna)} +Pollyannas {(pollyanna)} +Pomerania {(pomerania)} +Pomeranian {(pomerania)}>n> +Pomeranians {(pomerania)}>n> +Pompeii {(pompeii)} +Pompeii's {(pompeii)} +Pompey {(pompey)} +Pooh {(pooh)} +Pope {(pope)} +Pope's {(pope)} +Popes {(pope)} +Portland {(portland)} +Portland's {(portland)} +Portugal {(portugal)} +Portuguese {(portuguese)} +Poseidon {(poseidon)} +Potomac {(potomac)} +Prague {(prague)} +Presbyterian {(presbytery)}>ian> +Presbyterianism {(presbytery)}>ian>>ism> +Presbyterians {(presbytery)}>ian> +Presley {(presley)} +Princeton {(princeton)} +Prometheus {(prometheus)} +Protestant {(protest)}>ant> +Protestantism {(protest)}>ant>>ism> +Protestants {(protest)}>ant> +Protozoa {(proto)(zoa)} +Provence {(provence)} +Prussia {(prussia)} +Prussian {(prussia)}>n> +Prussians {(prussia)}>n> +Psalm {(psalm)} +Psalmist {(psalm)}>ist> +Psalter {(psalter)} +Ptolemaic {(ptolemaic)} +Ptolemy {(ptolemy)} +Ptolemy's {(ptolemy)} +Pullman {(pull)(man)} +Pullmans {(pull)(man)} +Punic {(punic)} +Punjab {(punjab)} +Punjabi {(punjab)}>i> +Pygmy {(pygmy)} +Pyrex {(pyrex)} +Pythagoreans {(pythagoras)>an>} +QUADRIC {(quadric)} +QUADRIPARTITE {ite>} +QUAKERESS {(quaker)}>ess> +QUELCH {(quelch)} +QUESTIONAIRE {(question)}{(aire)} +QUI {(qui)} +QUINCY {(quincy)} +QUINT'S {(quint)} +QUINTUS {(quintus)} +QUITELY {(quit)}{(ely)} +QUO {(quo)} +Qatar {(qatar)} +Qatari {(qatar)}>i> +Qataris {(qatar)}>i> +Quaker {(quaker)} +Quakers {(quaker)} +Quebec {(quebec)} +Quebec's {(quebec)} +Quixote {(quixote)} +RABAT {(rabat)} +RACHMANINOFF {(rachmaninoff)} +RADIOMEN {(radio)}{(men)} +RADIONIC {(rad)}{(ionic)} +RADIOPASTEURIZATION {(radio)}{(pasteur)>ize>}>ion> +RADIOSTERILIZATION (radio){(sterile)}>ize>>ion> +RADIOSTERILIZED {(radio)}{(sterile)}>ize> +RAE {(rae)} +RAILBIRDS {(rail)}{(bird)} +RAMEY {(ramey)} +RAMMIN {(ram)}{(min)} +RANDALL {(randall)} +RANGY {(range)}>y> +RATA {(rata)} +RATABLE {(rate)}>able> +RATCLIFFE {(ratcliffe)} +RAUSCHENBERG {(rauschenberg)} +RAVENCROFT {(raven)}{(croft)} +RAWBONED {(raw)}{(bone)} +RAWSON {(rawson)} +RAYBURN {(ray)(burn)} +RAYMONT {(ray)}{(mont)} +RECHERCHES {(recherche)} +RECOGNISED {less> +REDACTOR {(redact)}>or> +REDEPOSITION ion> +REDEVELOPERS er> +REDHEADER {(red)}{(head)}>er> +REDHOOK {(red)}{(hook)} +REEDBUCK {(reed)}{(buck)} +REES {(rees)} +REESE {(reese)} +REGULUS {(regulus)} +REID {(reid)} +REINHARDT {(rein)(hardt)} +REISS {(reiss)} +RELIGIONISTS {(relig)>ion>}>ist> +RELIGIOSITY {(relig)>ious>}>ity> +REMINGTON {(remington)} +REMUS {(remus)} +RENAULTS {(renault)} +RENOIR {(renoir)} +RENSSELAER {(rensselaer)} +REQUESTERS {er> +RETROGRADATIONS ate>>ion> +REV'S {(rev)} +REY {(rey)} +REYES {(reyes)} +REYNOLDS {(reynolds)} +RHEIMS {(rheims)} +RHENIUM {(rhenium)} +RHODE {(rhode)} +RHODES {(rhodes)} +RHODESIA {(rhodesia)} +RICAN {(rica)}>n> +RICANS {(rica)}>n> +RICCI {(ricci)} +RICHARDS {(richard)} +RICHARDSON {(richardson)} +RICHARDSON'S {(richardson)} +RICO {(rico)} +RIDGWAY {(ridgway)} +RIEMANN'S {(riemann)} +RIGGS {(riggs)} +RIGIDS {(rigid)} +RIGORS {(rigor)} +RIMINI {(rimini)} +RITCHIE {(ritchie)} +RITTER {(ritter)} +RIVER'S {(river)} +ROARINGEST {(roaringest)} +ROBBIE {(rob)>ie>} +ROBBINS {(robbins)} +ROBERTS {(roberts)} +ROBERTSON {(robertson)} +ROBERTSONS {(robertson)} +ROBOTISM {(robot)}{(ism)} +ROCHDALE {(rochdale)} +ROCKAWAYS {(rock)}{(away)} +ROCKFORK {(rock)}{(fork)} +ROCKHALL {(rock)}{(hall)} +ROCKIN {(roc)}{(kin)} +ROCKSTREWN {(rock)}{(strew)}>n> +RODDER {(rod)}{(der)} +RODDING {(rod)} +RODGERS {(rodgers)} +ROGERS {(roger)} +ROLAND {(roland)} +ROLLINS {(rollins)} +ROMANO {(romano)} +ROMANTICK {(rome)}>ian>{(tick)} +RONNIE {(ronnie)} +ROOKLYN {(rook)}{(lyn)} +ROOMBERG {(room)}{(berg)} +ROONEY {(rooney)} +ROOS {(roo)} +ROSALIE {(rosalie)} +ROSENBERG {(rosenberg)} +ROSSI {(rossi)} +ROWLEY {(rowley)} +ROWSWELL {(row)}{(swell)} +ROYCE {(royce)} +RUBBIN {(rub)}{(bin)} +RUBENS {(rubens)} +RUDOLF {(rudolf)} +RUDYARD {(rudyard)} +RUFUS {(rufus)} +RUMANIA {(rumania)} +RUMANIAN {(rumania)}>n> +RUMANIANS {(rumania)}>n> +RUMFORD {(rum)(ford)} +RUNYON {(runyon)} +RUSHALL {(rush)}{(all)} +RUSTLIN {(rust)}{(lin)} +RUTABAGAS {(rutabaga)} +RUTHENIUM {(ruthenium)} +RYDER {(ryder)} +Rachel {(rachel)} +Rachel's {(rachel)} +Rafael {(rafael)} +Ralph {(ralph)} +Ramadan {(ramadan)} +Ramadans {(ramadan)} +Ramsey {(ramsey)} +Randolph {(randolph)} +Randy {(randy)} +Raoul {(raoul)} +Raphael {(raphael)} +Raphael's {(raphael)} +Rawlings {(rawlings)} +Raymond {(ray)(mond)} +Rebecca {(rebecca)} +Redeemer {(redeem)}>er> +Regina {(regina)} +Reginald {(reginald)} +Reich {(reich)} +Reilly {(reilly)} +Rembrandt {(rembrandt)} +Renaissance {(renaissance)} +Reno {(reno)} +Republican {(republic)}>ian> +Republicans {(republic)}>ian> +Reuben {(reuben)} +Rex {(regi)} +Rhenish {(rhenish)} +Rhine {(rhine)} +Richard {(richard)} +Richard's {(richard)} +Richmond {(rich)(mond)} +Rick {(rick)} +Rickey's {(rick)>ey>} +Rio {(rio)} +Riviera {(riviera)} +Rivieras {(riviera)} +Rob's {(rob)} +Robby {(rob)>y>} +Robert {(robert)} +Roberta {(roberta)} +Roberto {(roberto)} +Robinson {(robin)(sono)} +Robinson's {(robin)(sono)} +Rochester {(rochester)} +Rockefeller {(rockefeller)} +Rockies {(rock)>ie>} +Rod's {(rod)} +Rodney {(rodney)} +Roger {(roger)} +Roman {(rome)}>ian> +Romanesque {(rome)}>ian>>esque> +Romania {(romania)} +Romanian {(romania)}>n> +Romanians {(romania)}>n> +Romanies {(romany)} +Romans {(rome)}>ian> +Romany {(romany)} +Rome {(rome)} +Romeo {(romeo)} +Romeo's {(romeo)} +Romish {(rome)}>ish> +Ron {(ron)} +Ronald {(ronald)} +Roosevelt {(roosevelt)} +Roquefort {(roquefort)} +Rosa {(rosa)} +Rose's {(rose)} +Rosie {(rosie)} +Ross {(ross)} +Rotarian {(rotary)}>ian> +Rotarians {(rotary)}>ian> +Roundhead {(round)}{(head)} +Roundheads {(round)}{(head)} +Rousseau {(rousseau)} +Rousseau's {(rousseau)} +Roxy {(roxy)} +Roy {(roy)} +Roy's {(roy)} +Rudolph {(rudolph)} +Rudy {(rudy)} +Ruritania {(ruritania)} +Ruritanian {(ruritania)}>n> +Rushmore {(rushmore)} +Russ {(russ)} +Russell {(russell)} +Russell's {(russell)} +Russia {(russia)} +Russia's {(russia)} +Russian {(russia)}>n> +Russians {(russia)}>n> +Ruth {(ruth)} +Rutherford {(rutherford)} +Rwanda {(rwanda)} +Rwandan {(rwanda)}>n> +Rwandans {(rwanda)}>n> +Ryan {(ryan)} +SABINA {(sabina)} +SACHEMS {(sac)}{(hem)} +SADIE {(sadie)} +SAGAMI {(sag)}{(ami)} +SALLYING {(sally)} +SALOONKEEPER {(saloon)}{(keep)}>er> +SALVOS {(salvo)} +SAN {(san)} +SANDALPHON {(sandal)}{(phon)} +SANDBURG {(sandburg)} +SANDBURGS {(sandburg)} +SANDE'S {(sande)} +SANDERSON {(sanderson)} +SANGIOVANNI {(san)}{(giovanni)} +SANITAIRE {(sanitaire)} +SANSOME {(san)}{(some)} +SANTAYANA {(santayana)} +SANTO {(santo)} +SARGENT {(sargent)} +SARTRE {(sartre)} +SASHIMI {(sashimi)} +SAUNDERS {(saunders)} +SAWTIMBER {(saw)}{(timber)} +SAXTON {(saxton)} +SAYED {(sayed)} +SAYERS {(say)}>er> +SCALA {(scala)} +SCARBOROUGH {(scar)(borough)} +SCARSDALE {(scarsdale)} +SCHAEFER {(schaefer)} +SCHAFFNER {(schaffner)} +SCHEHERAZADE {(scheherazade)} +SCHELLING {(schelling)} +SCHILLING {(schilling)} +SCHLESINGER {(schlesinger)} +SCHMIDT {(schmidt)} +SCHMITT {(schmitt)} +SCHOLASTICA {(school)>astica>} +SCHOPENHAUER {(schopenhauer)} +SCHUBERT {(schubert)} +SCHULZ {(schulz)} +SCHUMAN {(schuman)} +SCHUYLER {(schuyler)} +SCHWARZKOPF {(schwarzkopf)} +SCHWEITZER {(schweitzer)} +SCLEROTIC {(sclerotic)} +SCREENLAND {(screen)}{(land)} +SCRIPPS {(scripps)} +SE {(se)} +SEABROOK {(seabrook)} +SEARLES {(searles)} +SEATON {(seaton)} +SEDGWICK {(sedg)(wick)} +SEEDCOAT {(seed)}{(coat)} +SEEDCOATS {(seed)}{(coat)} +SEEKIN {(see)}{(kin)} +SEEKINGLY {(see)}{(king)}>ly> +SEEREY {(see)}{(rey)} +SEGOVIA {(segovia)} +SELDEN {(selden)} +SELECTMEN {(select)}(men) +SELENA {(selena)} +SELKIRK {al> +SEMISECRET ic>>al>} +SEVERALTY {(severalty)} +SEYMOUR {(seymour)} +SHAFER {(shafer)} +SHARI {(shari)} +SHARPE {(sharpe)} +SHARPE'S {(sharpe)} +SHATTERINGLY {(shatter)}>ly> +SHEARING'S {(shea)}{(ring)} +SHELBY {(shelby)} +SHELDON {(shel)(don)} +SHERIDAN {(sheridan)} +SHERMAN {(sherman)} +SHIFTERS {(shift)}>er> +SHILOH {(shiloh)} +SHIPLEY {(shipley)} +SHIPPIN {(ship)}{(pin)} +SHISH {(shish)} +SHOJI {(shoji)} +SHOOTIN {(shoo)}{(tin)} +SHOTSHELLS {(shot)}{(shell)} +SHREVEPORT {(shreveport)} +SHUDDERY {(shudder)}>y> +SHUTE {(shute)} +SHYLOCK {(shy)(lock)} +SHYLOCKIAN {(shy)}{(lock)}>ian> +SIBLEY {(sibley)} +SID {(sid)} +SIDEMEN {(side)}(men) +SIGNBOARD {(sign)}{(board)} +SILAS {(silas)} +SILESIA {(silesia)} +SILICATES {(silic)>ate>} +SILVIO {(silvio)} +SIMMS {(simms)} +SIMS {(sims)} +SINAI {(sinai)} +SING'S {(sing)} +SINGLING {(single)} +SINUSOIDS {(sinus)}>oid> +SITU {(situ)} +SIVA {(siva)} +SKIDDY {(skid)}>y> +SKYBOLT {(sky)}{(bolt)} +SKYE {(skye)} +SKYWAVE {(sky)}{(wave)} +SLATER {(slate)}>r> +SLATER'S {(slate)}>r> +SLITTER {(slit)}>er> +SLITTERS {(slit)}>er> +SLIVERY {(sliver)}>y> +SLOANE {(sloane)} +SLOGANEERING {(slogan)}>eer> +SLUICEHOUSE {(sluice)}{(house)} +SLURRIES {(slurry)} +SMALLWOOD {(smallwood)} +SMITHFIELD {(smithfield)} +SMOKIES {(smoke)}>y> +SMYTHE {(smythe)} +SNAKESTRIKE {(snake)}{(strike)} +SNELLING {(snelling)} +SNUCK {(snuck)} +SNYDER {(snyder)} +SNYDER'S {(snyder)} +SOCIETE {(societe)} +SODDIES {(sod)}{(die)} +SOMEBODY'LL {(some)}{(body)} +SOMEONE'LL {(some)}{(one)} +SOMERS {(somers)} +SOMERVILLE {(somerville)} +SOMETHIN {(some)}{(thin)} +SOMEWHERES {(some)}{(where)} +SOMMELIER {(sommelier)} +SONGBAG {(song)}{(bag)} +SONOFABITCH {(sono)}{(of)}{(a)}{(bitch)} +SOPHIAS {(sophia)} +SOPHOCLEAN {(sophocles)>an>} +SOUSA {(sousa)} +SOUTHEY {(south)>ey>} +SOUTHFIELD {(southfield)} +SOUTHLAND {(southland)} +SOX {(sox)} +SOYABURGERS {(soya)}{(burg)>er>} +SPARKY {(spark)}>y> +SPECTOR {(spector)} +SPECTROPHOTOMETER (spectr){(photo)(meter)} +SPECULAR {(specul)>a>}>er> +SPELMAN {(spelman)} +SPENCER {(spencer)} +SPENCER'S {(spencer)} +SPENCERIAN {(spencer)}>ian> +SPEWINGS {(spew)} +SPIC {(spic)} +SPINNERET {(spin)}>er>>et> +SPINRAD {(spin)}{(rad)} +SPRUE {(sprue)} +SQUIBB {(squib)} +SQUIRE'S {(squire)} +STAFFORDSHIRE {(staffordshire)} +STALINS {(stalin)} +STAMFORD {(stam)(ford)} +STANDETH {(stand)}>th> +STANDIN {(stand)}{(in)} +STANHOPE {(stanhope)} +STANTON {(stanton)} +STARKEY {(starkey)} +STARR {(star)} +STARTIN {(star)}{(tin)} +STATEN {(staten)} +STATOR {(stator)} +STATUSES {(status)} +STAUNTON {(staunton)} +STEARNS {(stearns)} +STEELE {(steele)} +STEELE'S {(steele)} +STEEVES {(steeve)} +STEINBERG {(steinberg)} +STEINER {(steiner)} +STEPHANOTIS {(stephanotis)} +STEPHENSON {(stephenson)} +STEUBEN {(steuben)} +STEVENS {(stevens)} +STEVIE {(stevie)} +STEWART {(stewart)} +STEWART'S {(stewart)} +STICKMAN {(stick)}{(man)} +STINKPOTTERS {(stink)}{(pot)}>er> +STIRLING {(stirling)} +STORERIA {(store)}{(ria)} +STOWE {(stowe)} +STOWE'S {(stowe)} +STRANG {(strang)} +STRASBOURG {(strasbourg)} +STRATEGEM {(strateg)>em>} +STRATFORD {(stratford)} +STRATTON {(stratton)} +STRAUSS {(strauss)} +STRAVINSKY {(stravinsky)} +STRICKLAND {(strickland)} +STRONGHEART {(strong)}{(heart)} +STRONGROOMS {(strong)}{(room)} +STUBBLEFIELDS {(stubble)}{(field)} +STUBBS {(stubbs)} +STUDEBAKER {(studebaker)} +STUMPAGE {(stump)}>age> +STURBRIDGE {(stur)(bridge)} +STUTTGART {(stuttgart)} +STYLEMARK {(style)}{(mark)} +SUBGROSS ory>} +SUBLUNARY ory>} +SUBORDINATOR {ate>}>or> +SUBPARTS ize>>ion> +SUDSING {(sud)}{(sing)} +SUEY {(suey)} +SULKY'S {(sulk)}>y> +SULLIVAN {(sullivan)} +SUMMERDALE {(summer)}{(dale)} +SUMMERSPACE {(summer)}{(space)} +SUMMITRY {(summitry)} +SUMNER {(sumner)} +SUMTER {(sumter)} +SUNMAN {(sun)}{(man)} +SUNNYVALE {(sunn)>y>(val)} +SUPERLUNARY ory>} +SUPERMACHINE al>>ism> +SUR {(sur)} +SURCEASE {(surcease)} +SURTOUT {(surtout)} +SUS {(sus)} +SUSPENSOR {(suspense)}>or> +SUTHERLAND {(sutherland)} +SWART {(swart)} +SWEENEY {(sweeney)} +SWIFT'S {(swift)} +SWINBURNE {(swinburne)} +SWINGY {(swing)}>y> +SWITZER {(switzer)} +SYCOPHANTICALLY {(sycophant)}>ic>>ly> +SYLVIE {(sylvie)} +SYMONDS {(symonds)} +SYNONYMY {y>} +SYNTHESISED {ize>} +Sabbath {(sabbath)} +Sabbaths {(sabbath)} +Sabine {(sabine)} +Sacramento {(sacramento)} +Sade {(sade)} +Sagittarius {(sagittarius)} +Sagittariuses {(sagittarius)} +Sahara {(sahara)} +Saigon {(saigon)} +Salem {(salem)} +Salisbury {(salis)(bury)} +Sally {(sally)} +Sally's {(sally)} +Salvador {(salvador)} +Sam {(sam)} +Samaritan {(samaritan)} +Samaritans {(samaritan)} +Sammy {(sammy)} +Samoa {(samoa)} +Samoan {(samoa)}>n> +Samoans {(samoa)}>n> +Sampson {(samp)(sono)} +Samuel {(samuel)} +Samuels {(samuels)} +Sanchez {(sanchez)} +Sancho {(sancho)} +Sandra {(sandra)} +Sanskrit {(sanskrit)} +Santa {(santa)} +Santa's {(santa)} +Sara {(sara)} +Saracen {(saracen)} +Saracens {(saracen)} +Sarah {(sarah)} +Sarah's {(sarah)} +Saratoga {(saratoga)} +Sarawak {(sarawak)} +Satan {(satan)} +Satan's {(satan)} +Satanic {(satan)}>ic> +Satanism {(satan)}>ism> +Satanist {(satan)}>ist> +Satanists {(satan)}>ist> +Saturday {(satur)(day)} +Saturday's {(satur)(day)} +Saturdays {(satur)(day)} +Saturn {(saturn)} +Saturnalia {(saturnalia)} +Saudi {(saudi)} +Saul {(saul)} +Sawyer {(sawyer)} +Saxon {(saxon)} +Saxons {(saxon)} +Saxony {(saxony)} +Scandinavia {(scandinavia)} +Scandinavian {(scandinavia)}>n> +Scandinavians {(scandinavia)}>n> +Schwartz {(schwartz)} +Scientology {(sci)>ant>(log)>y>} +Scorpio {(scorpio)} +Scorpios {(scorpio)} +Scot {(scot)} +Scotch {(scotch)} +Scotches {(scotch)} +Scotchman {(scotch)}(man) +Scotchmen {(scotch)}{(men)} +Scotchwoman {(scotch)}(woman) +Scotchwomen {(scotch)}{(women)} +Scotland {(scotland)} +Scots {(scot)} +Scotsman {(scot)}(man) +Scotsmen {(scot)}(men) +Scotswomen {(scot)}(women) +Scott {(scott)} +Scott's {(scott)} +Scottish {(scot)}>ish> +Scotty {(scotty)} +Sean {(sean)} +Seattle {(seattle)} +Selma {(selma)} +Seminole {(seminole)} +Semite {(semite)} +Semites {(semite)} +Semitic {(semite)}>ic> +Senate's {(senate)} +Senegal {(senegal)} +Senegalese {(senegal)}>ese> +Seoul {(seoul)} +September {(september)} +Septembers {(september)} +Seton {(seton)} +Seychelles {(seychelles)} +Shakespeare {(shakespeare)} +Shakespearean {(shakespear)}>ian> +Shakespearian {(shakespear)}>ian> +Shanghai {(shanghai)} +Shannon {(shannon)} +Sharon {(sharon)} +Shawn {(shawn)} +Shawnee {(shawnee)} +Shea {(shea)} +Shea's {(shea)} +Sheila {(sheila)} +Shelley {(shelley)} +Shelley's {(shelley)} +Shenandoah {(shenandoah)} +Shepard {(shepard)} +Sheraton {(sheraton)} +Sherlock {(sherlock)} +Sherpa {(sherpa)} +Sherpas {(sherpa)} +Sherwood {(sherwood)} +Shetland {(shetland)} +Shinto {(shinto)} +Shintoism {(shinto)}>ism> +Shirley {(shirley)} +Shirley's {(shirley)} +Siamese {(siam)}>ese> +Siberia {(siberia)} +Siberian {(siberia)}>n> +Sicilian {(sicily)}>ian> +Sicilians {(sicily)}>ian> +Sicily {(sicily)} +Sidney {(sidney)} +Sidney's {(sidney)} +Siegfried {(siegfried)} +Sigmund {(sigmund)} +Sikhs {(sikh)} +Simmons {(simmons)} +Simon {(simon)} +Simon's {(simon)} +Simpson {(simpson)} +Simpson's {(simpson)} +Sinatra {(sinatra)} +Singapore {(singapore)} +Singaporean {(singapore)}>ian> +Singaporeans {(singapore)}>ian> +Sinhalese {(sinhalese)} +Sioux {(sioux)} +Sistine {(sistine)} +Slav {(slav)} +Slavic {(slav)>ic>} +Slavonia {(slavonia)} +Slavonic {(slavonic)} +Slavs {(slav)} +Slovak {(slovak)} +Slovenia {(slovenia)} +Slovenian {(slovenia)}>n> +Smith's {(smith)} +Smithsonian {(smith)(sono)}>ian> +Socrates {(socrates)} +Socratic {(socratic)} +Sol {(sol)} +Solomon {(solomon)} +Solomon's {(solomon)} +Somali {(somali)} +Somalia {(somalia)} +Somalian {(somalia)}>n> +Somalians {(somalia)}>n> +Somalis {(somali)} +Sonny {(sono)}>y> +Sonoma {(sonoma)} +Sophia {(sophia)} +Sophia's {(sophia)} +Sophie {(sophie)} +Sophocles {(sophocles)} +Sothos {(sot)}{(ho)} +Southampton {(southampton)} +Southerner's {(south)}>ern>>er> +Southernisms {(south)}>ern>>ism> +Soviet {(soviet)} +Soviet's {(soviet)} +Soviets {(soviet)} +Spain {(spain)} +Spalding {(spalding)} +Spaniard {(spain)>ard>} +Spaniards {(spain)>ard>} +Spaniel's {(spaniel)} +Spanish {(spain)>ish>} +Sparta {(sparta)} +Spartan {(sparta)}>n> +Spartans {(sparta)}>n> +Spokane {(spokane)} +Spooner {(spoon)}>er> +Springfield {(springfield)} +Sri {(sri)} +Stacey {(stacey)} +Stacy {(stacy)} +Stafford {(stafford)} +Stalin {(stalin)} +Stalin's {(stalin)} +Stalinist {(stalin)}>ist> +Stan {(stan)} +Stanford {(stanford)} +Stanley {(stanley)} +Stanley's {(stanley)} +Stella {(stella)} +Steph {(steph)} +Stephanie {(stephanie)} +Stephen {(stephen)} +Stephen's {(stephen)} +Stephens {(stephens)} +Steve {(steve)} +Stevenson {(steven)(sono)} +Stevenson's {(steven)(sono)} +Stilton {(stilton)} +Stonehenge {(stone)(henge)} +Stuart {(stuart)} +Stygian {(stygian)} +Styx {(styx)} +Sudan {(sudan)} +Sudanese {(sudan)}>ese> +Sumatra {(sumatra)} +Sumatran {(sumatra)}>n> +Sumatrans {(sumatra)}>n> +Sunday {(sun)(day)} +Sunday's {(sun)(day)} +Sundays {(sun)(day)} +Susan {(susan)} +Susan's {(susan)} +Susie {(susie)} +Sussex {(sussex)} +Suzanne {(suzanne)} +Suzuki {(suzuki)} +Swahili {(swahili)} +Sweden {(sweden)} +Sweden's {(sweden)} +Swedes {(swede)} +Swedish {(swedish)} +Swiss {(swiss)} +Switzerland {(switzerland)} +Sybil {(sybil)} +Sydney {(sydney)} +Syracuse {(syracuse)} +Syria {(syria)} +Syrian {(syria)}>n> +Syrians {(syria)}>n> +TABELLEN {(tab)}{(ellen)} +TABULA {(tabula)} +TAKIN {(takin)} +TANGERE {(tan)}{(gere)} +TAPIS {(tapis)} +TARAS {(tara)} +TARRANT {(tarrant)} +TATE {(tate)} +TATIAN {(tat)}{(ian)} +TAWNEY {(tawney)} +TAYLORS {(taylor)} +TEAKWOOD {(teak)}{(wood)} +TECH'S {(tech)} +TEHERAN {(teheran)} +TEL {(tel)} +TEMPLEMAN {(templeman)} +TEMPORE {(tempore)} +TENEBROUS {(tenebrous)} +TERRAMYCIN {(terramycin)} +TESTINGS {(test)} +TETRACHLORIDE ide>} +THACKERAY {(thackeray)} +THAYER {(thayer)} +THEORETICIANS {(theor)>ic>}>ian> +THEREFOR {(there)}{(fore)} +THERMOCOUPLES (thermo){(couple)} +THERMOFORMED {(thermo)}{(form)} +THERMOFORMING {(thermo)}{(form)} +THERMOGRAVIMETRIC {(thermo)}{(gravi)(meter)>ic>} +THERMOSTATED {(thermo)}{(state)} +THIOURACIL {(thiouracil)} +THIS'LL {(this)} +THORNTON {(thornton)} +THORP {(thorp)} +THRESHHOLD {(threshhold)} +THRONEBERRY'S {(throne)}{(berry)} +THRUWAY y>{(ism)} +TOBIN {(tobin)} +TODAY'LL {(to)(day)}>ll> +TODMAN {(tod)(man)} +TODMAN'S {(tod)}{(man)} +TOMKINS {(tomkins)} +TONALLY {(ton)}>ly> +TONI {(toni)} +TORAH {(torah)} +TORRENCE {(torrence)} +TORRIO {(tor)}{(rio)} +TOSCA {(tosca)} +TOSCANINI {(toscanini)} +TOULOUSE {(toulouse)} +TOWBOATS {(tow)}{(boat)} +TOWN'S {(town)} +TOYNBEE {(toynbee)} +TRAINEESHIPS {(train)}>ee>>ship> +TRANSCENDANT {(transcend)}>ant> +TRANSFEROR {(transfer)}>or> +TRANSFERORS {(transfer)}>or> +TRANSVERSALLY {al>>ly> +TRAPP {(trap)} +TRENCHERMEN {(trencher)}(men) +TREVELYAN {(trevelyan)} +TRICHLOROACETIC {al> +TRIMBLE {(trimble)} +TRINITARIAN {(trinitarian)} +TRINITARIANS {(trinitarian)} +TRIOMPHE {(triomphe)} +TRIPHENYLPHOSPHINE {(triphenylphosphine)} +TRISODIUM {(trisodium)} +TRISTAN {(tristan)} +TROPEZ {(tropez)} +TUBULES {(tube)>ule>} +TULAREMIA {(tularemia)} +TUNIS {(tunis)} +TURBOFAN {(turbo)}{(fan)} +TURNERY {(turn)}>ory> +TURTLEBACKS {(turtle)}{(back)} +TUTTLE {(tuttle)} +TYBURN {ian> +Tahitians {(tahiti)}>ian> +Tahoe {(tahoe)} +Taipei {(taipei)} +Taiwan {(taiwan)} +Taiwanese {(taiwan)}>ese> +Tallahassee {(tallahassee)} +Talmud {(talmud)} +Tamil {(tamil)} +Tamils {(tamil)} +Tanzania {(tanzania)} +Tanzanian {(tanzania)}>n> +Tanzanians {(tanzania)}>n> +Tao {(tao)} +Taoism {(tao)}>ism> +Taoist {(tao)}>ist> +Taoists {(tao)}>ist> +Tara {(tara)} +Tarzan {(tarzan)} +Tasmania {(tasmania)} +Taurus {(taurus)} +Tauruses {(taurus)} +Taylor {(taylor)} +Taylor's {(taylor)} +Tchaikovsky {(tchaikovsky)} +Ted {(ted)} +Teflon {(teflon)} +Telstar {ian> +Tibetans {(tibet)}>ian> +Tijuana {(tijuana)} +Tim {(tim)} +Tim's {(tim)} +Timex {(timex)} +Timmy {(timmy)} +Timothy {(timothy)} +Tobago {(tobago)} +Todd {(todd)} +Togo {(togo)} +Tokyo {(tokyo)} +Tolstoy {(tolstoy)} +Tom {(tom)} +Tom's {(tom)} +Tommie {(tommie)} +Tommy {(tommy)} +Tonga {(tonga)} +Tongan {(tonga)}>n> +Tongans {(tonga)}>n> +Tony {(tony)} +Topeka {(topeka)} +Tories {(tory)} +Torino {(torino)} +Toronto {(toronto)} +Tory {(tory)} +Toryism {(tory)}>ism> +Toto {(toto)} +Townsend {(townsend)} +Transylvania {(transylvania)} +Trappist {(trap)>ist>} +Trappists {(trap)>ist>} +Trenton {(trenton)} +Trinidad {(trinidad)} +Tripoli {(tripoli)} +Trish {(trish)} +Trojan {(trojan)} +Trojans {(trojan)} +Trots {(trot)} +Trotsky {(trotsky)} +Troy {(troy)} +True {(true)} +Truman {(truman)} +Tucson {(tucson)} +Tudor {(tudor)} +Tuesday {(tues)(day)} +Tuesdays {(tues)(day)} +Tulsa {(tulsa)} +Tunisia {(tunis)>ia>} +Tunisian {(tunis)>ia>}>n> +Tunisians {(tunis)>ia>}>n> +Turin {(turin)} +Turk {(turk)} +Turkish {(turk)}>ish> +Turks {(turk)} +Twain {(twain)} +Tyler {(tyler)} +Tyson {ant>} +UM {(um)} +UNCALLED ize> +UNPHYSICAL ic>>al>} +UNPLAGUED ly> +UNSELFCONSCIOUSNESS ness> +UNSHEATHING y> +UNTRAMMELED n> +Ugandans {(uganda)}>n> +Ukrainian {(ukraine)}>ian> +Ukrainians {(ukraine)}>ian> +Unionism {(un)}>ion>>ism> +Unionists {(un)}>ion>>ist> +Unitarian {(un)}>it>>ory>>ian> +Unitarianism {(un)}>it>>ory>>ian>>ism> +Unitarians {(un)}>it>>ory>>ian> +Uranus {(uranus)} +Urdu {(urdu)} +Uruguay {(uruguay)} +Uruguayan {(uruguay)}>ian> +Uruguayans {(uruguay)}>ian> +Utah {(utah)} +VACATIONLAND {(vacu)>ate>}>ion>{(land)} +VALERY {(valery)} +VALEWE {(val)}{(ewe)} +VALMET {(val)}{(met)} +VARIAN {(varian)} +VASA {(vasa)} +VAUGHAN {(vaughan)} +VAUGHN {(vaughn)} +VELASQUEZ {(velasquez)} +VELDT {(veldt)} +VENABLE {(venable)} +VENN {(venn)} +VENTURA {(ventura)} +VENTURI {(venturi)} +VERDI {(verdi)} +VERE {(vere)} +VERMEIL {(vermeil)} +VERNE {(verne)} +VERNIER {(vernier)} +VERNON {(vernon)} +VERNOR {(vernor)} +VERSA {(versa)} +VIC {(vic)} +VICHY {(vichy)} +VICKERS {(vickers)} +VICKSBURG {(vicksburg)} +VIDAL {(vidal)} +VIEUX {(vieux)} +VINOGRADOFF {(vino)}{(grad)}{(off)} +VINSON {(vinson)} +VISCOMETER {(visco)(meter)} +VISIGOTHS {(visigoth)} +VITA {(vita)} +VITTORIO {(vittorio)} +VIVALDI {(vivaldi)} +VIVE {(vive)} +VIZ {(viz)} +VOCABULARIANISM {(voc)>abulary>}>ian>{(ism)} +VOCE {(voce)} +VOLARE {(vol)}{(are)} +VOLKENSTEIN {(vol)}{(ken)}{(stein)} +VOLSTEAD {(vol)}{(stead)} +VOLTA {(volta)} +VOLTA'S {(volta)} +VOLTAIRE {(voltaire)} +VOLTAIRE'S {(voltaire)} +VON {(von)} +VUE {(vue)} +VULTURELIKE {(vulture)}{(like)} +Vail {(vail)} +Valerie {(valerie)} +Vatican {(vatican)} +Vegas {(vegas)} +Venetian {(venetian)} +Venezuela {(venezuela)} +Venezuelan {(venezuela)}>n> +Venezuelans {(venezuela)}>n> +Venice {(venice)} +Venus {(venus)} +Vera {(vera)} +Vermont {(vermont)} +Veronica {(veronica)} +Versailles {(versailles)} +Vesta {(vesta)} +Vic's {(vic)} +Vicky {(vick)>y>} +Victoria {(victor)>ia>} +Victoria's {(victor)>ia>} +Victorian {(victor)>ia>}>n> +Victorians {(victor)>ia>}>n> +Vienna {(vienna)} +Vienna's {(vienna)} +Viennese {(viennese)} +Vietnam {(vietnam)} +Vietnamese {(vietnam)}>ese> +Viking {(viking)} +Vikings {(viking)} +Vince {(vince)} +Vincent {(vincent)} +Virgil {(virgil)} +Virginia {(virgin)>ia>} +Virginia's {(virgin)>ia>} +Virginias {(virgin)>ia>} +Virgo {(virgo)} +Virgos {(virgo)} +Vivian {(vivian)} +Vivian's {(vivian)} +Volkswagens {(volkswagen)} +Vulcan {(vulcan)} +Vulgate {(vulgate)} +WAGGIN {(wag)}{(gin)} +WAITE {(wait)} +WALCOTT {(walcott)} +WALDO {(waldo)} +WALFORD {(walford)} +WALKIN {(walk)}{(in)} +WALLINGFORD {(wallingford)} +WALPOLE {(walpole)} +WALSH'S {(walsh)} +WALTHAM {(waltham)} +WANSEE {(wan)}{(see)} +WAPPINGER {(wappinger)} +WAREHOUSEMAN'S {(ware)}{(house)}{(man)} +WARFRONT {(war)}{(front)} +WARNER {(warner)} +WARRENTON {(warrenton)} +WARWICK {(warwick)} +WARWICKSHIRE {(warwickshire)} +WATCHINGS {(watch)} +WATERFLOWS {(water)}{(flow)} +WATLING {(watling)} +WAVELAND {(wave)}{(land)} +WAYMOUTH {(waymouth)} +WEBB {(webb)} +WEBBER {(webber)} +WEBER {(weber)} +WEIL {(weil)} +WEINBERG {(weinberg)} +WEINSTEIN {(weinstein)} +WEISS {(weiss)} +WEISSMAN {(weissman)} +WELCH {(welch)} +WELDON {(weldon)} +WELL'S {(well)} +WELLESLEY {(wellesley)} +WENDELL {(wendell)} +WENDELLS {(wen)}{(dell)} +WENTWORTH {(wentworth)} +WERNER {(werner)} +WESSON {(wesson)} +WESTBROOK {(westbrook)} +WESTFIELD {(westfield)} +WESTMORE {(westmore)} +WESTON {(weston)} +WESTPHALIA {(westphalia)} +WESTPORT {(westport)} +WESTWOOD {(westwood)} +WHADDYA {(whaddya)} +WHARTON {(wharton)} +WHEATON {(wheaton)} +WHEE {(whee)} +WHEELER {(wheel)}>er> +WHELAN {(whelan)} +WHIPPLE {(whipple)} +WHITCOMB {(whit)(comb)} +WHITEFACE {(white)}{(face)} +WHITEMARSH {(white)}{(marsh)} +WHITEY {(white)}>y> +WHITFIELD {(whitfield)} +WHITTAKER {(whittaker)} +WHITTIER'S {(whit)}{(tier)} +WHODUNNIT {(who)}{(dunn)}{(it)} +WICKHAM {(wick)(ham)} +WIDEGRIP {(wide)}{(grip)} +WIDENER {(wide)}>en>>er> +WIDTHWISE {(width)}>wise> +WILCOX {(wilcox)} +WILDE {(wilde)} +WILDHACK {(wild)}{(hack)} +WILFRID {(wilfrid)} +WILHELMINA {(wilhelmina)} +WILKES {(wilkes)} +WILKINSON {(wilkinson)} +WILLA {(willa)} +WILLARD {(willard)} +WILLCOX {(willcox)} +WILLETT {(willett)} +WILLIAM'S {(william)} +WILLIAMS'S {(williams)} +WILLIAMSON'S {(williamson)} +WILMINGTON {(wilmington)} +WILSHIRE {(wilshire)} +WINDHAM {(wind)(ham)} +WINEHEAD {(wine)}{(head)} +WINFIELD {(winfield)} +WINOS {(wine)}>o> +WINSLOW {(winslow)} +WINTHROP {(win)>throp>} +WIS {(wis)} +WISED {(wise)} +WISMAN'S {(wis)}{(man)} +WITHERSPOON {(witherspoon)} +WITOLD {(wit)}{(old)} +WITTER {(wit)}>er> +WOBURN {ish>>ly> +WOLVERTON {(wolverton)} +WOODBURY'S {(woodbury)} +WOODCOCK'S {(woodcock)} +WOODMAN'S {(wood)}(man) +WOODRUFF {(woodruff)} +WOODS'S {(woods)} +WOODSIDE {(wood)}{(side)} +WOODSMOKE {(wood)}{(smoke)} +WOODWARDS {(wood)}{(ward)} +WOOMERA {(woomera)} +WORCESTERSHIRE {(worcestershire)} +WORLDERS {(world)}>er> +WRACKED {(wrack)} +WRACKING {(wrack)} +WRAPPIN {(wrap)}{(pin)} +WU {(wu)} +WYATT {(wyatt)} +WYCOMBE {(wycombe)} +WYLIE {(wylie)} +WYMAN {(wyman)} +WYN {(wyn)} +WYNN {(wynn)} +WYNNE {(wynne)} +Wabash {(wabash)} +Waco {(waco)} +Wagner {(wagner)} +Wales {(wales)} +Wallace {(wallace)} +Wally {(wall)>y>} +Wally's {(wall)>y>} +Walsh {(walsh)} +Walt {(walt)} +Walter {(walter)} +Walter's {(walter)} +Walters {(walters)} +Walton {(walton)} +Warren's {(warren)} +Warsaw {(warsaw)} +Washington {(washington)} +Washington's {(washington)} +Waterbury {(water)}(bury) +Waterloo {(waterloo)} +Watson {(wat)(sono)} +Watson's {(wat)(sono)} +Wayne {(wayne)} +Weald {(weald)} +Webster {(webster)} +Webster's {(webster)} +Wedgwood {(wedgwood)} +Wednesday {(wednes)(day)} +Wednesday's {(wednes)(day)} +Wednesdays {(wednes)(day)} +Welsh {(welsh)} +Welshman {(welsh)}(man) +Welshmen {(welsh)}(men) +Wensleydale {(wensleydale)} +Wensleydales {(wensleydale)} +Wesley {(wesley)} +Wesley's {(wesley)} +Wesleyan {(wesley)}>ian> +Wesleyans {(wesley)}>ian> +Westchester {(westchester)} +Westinghouse {(westinghouse)} +Westminster {(westminster)} +Whitehall {(white)}{(hall)} +Whitman {(whitman)} +Whitney {(whitney)} +Whitsun {(whit)(sun)} +Whitsuns {(whit)(sun)} +Whitsuntide {(whit)(sun)}{(tide)} +Whitsuntides {(whit)(sun)}{(tide)} +Wichita {(wichita)} +Wilbur {(wilbur)} +Wilfred {(wilfred)} +Wilhelm {(wilhelm)} +William {(william)} +Williams {(williams)} +Williamsburg {(williamsburg)} +Willie {(will)>ie>} +Willis {(willis)} +Wilson {(wilson)} +Wilson's {(wilson)} +Wilton {(wilton)} +Wiltons {(wilton)} +Wimpy {(wimp)}>y> +Winchester {(winchester)} +Windsor {(windsor)} +Winnipeg {(winnipeg)} +Winston {(winston)} +Wisconsin {(wisconsin)} +Wistar {(wis)}{(tar)} +Wolfgang {(wolfgang)} +Woodrow {(woodrow)} +Woodward {(wood)}>ward> +Worcester {(wor)(cester)} +Wordsworth {(word)(worth)} +Wrigley {(wrigley)} +Wyoming {(wyoming)} +Xavier {(xavier)} +Xavier's {(xavier)} +Y'KNOW {y'(know)} +YAKIMA {(yakima)} +YAMABE {(yam)}{(abe)} +YURI {(yuri)} +YVETTE {(yvette)} +Yale {(yale)} +Yale's {(yale)} +Yalta {(yalta)} +Yankee {(yank)>ee>} +Yankees {(yank)>ee>} +Yeats {(yeats)} +Yemen {(yemen)} +Yemeni {(yemen)}>i> +Yemenis {(yemen)}>i> +Yiddish {(yiddish)} +York {(york)} +York's {(york)} +Yorkshire {(yorkshire)} +Yorktown {(yorktown)} +Yosemite {(yosemite)} +Yucatan {(yucatan)} +Yugoslav {(yugo)(slav)} +Yugoslavia {(yugo)(slav)>ia>} +Yugoslavian {(yugo)(slav)>ia>}>n> +Yugoslavians {(yugo)(slav)>ia>}>n> +Yugoslavs {(yugo)(slav)} +ZANZIBAR {(zanzibar)} +ZEFFIRELLI {(zeffirelli)} +ZIGGY {(ziggy)} +ZIMMERMAN {(zimmerman)} +ZOE {(zoe)} +ZOUNDS {(zounds)} +Zaire {(zaire)} +Zairean {(zaire)}>ian> +Zaireans {(zaire)}>ian> +Zambia {(zambia)} +Zambian {(zambia)}>n> +Zambians {(zambia)}>n> +Zealand {(zealand)} +Zen {(zen)} +Zimbabwe {(zimbabwe)} +Zimbabwean 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{(abracadabra)} +abrade {(abrade)} +abraded {(abrade)} +abrades {(abrade)} +abrading {(abrade)} +abrasion {(abrade)}>ion> +abrasions {(abrade)}>ion> +abrasive {(abrade)}>ive> +abrasively {(abrade)}>ive>>ly> +abrasives {(abrade)}>ive> +abreast {(abreast)} +abridge {(abridge)} +abridged {(abridge)} +abridges {(abridge)} +abridging {(abridge)} +abridgment {(abridge)}>ment> +abridgments {(abridge)}>ment> +abroad {(abroad)} +abrogate {ate>} +abrogated {ate>} +abrogates {ate>} +abrogating {ate>} +abrogation {ate>}>ion> +abrogations {ate>}>ion> +abrupt {(abrupt)} +abruptly {(abrupt)}>ly> +abruptness {(abrupt)}>ness> +abscess {(abscess)} +abscesses {(abscess)} +abscissa {(abscissa)} +abscond {(abscond)} +absconded {(abscond)} +absconding {(abscond)} +absconds {(abscond)} +absence {(absence)} +absences {(absence)} +absent {(absent)} +absented {(absent)} +absentee {(absent)}>ee> +absenteeism {(absent)}>ee>>ism> +absentees {(absent)}>ee> +absenting {(absent)} +absently {(absent)}>ly> 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{(biretta)} +biro {(biro)} +biros {(biro)} +birth {(birth)} +birthcontrol {(birth)}{(control)} +birthday {(birth)}{(day)} +birthdays {(birth)}{(day)} +birthed {(birth)} +birthmark {(birth)}{(mark)} +birthmarks {(birth)}{(mark)} +birthplace {(birth)}{(place)} +birthplaces {(birth)}{(place)} +birthrate {(birth)}{(rate)} +birthrates {(birth)}{(rate)} +birthright {(birth)}{(right)} +birthrights {(birth)}{(right)} +births {(birth)} +biscuit {(biscuit)} +biscuits {(biscuit)} +bisect {ion> +bisects {al> +bisexuality al>>ity> +bisexually al>>ly> +bisexuals al> +bishop {(bishop)} +bishopric {(bishop)}>ic> +bishops {(bishop)} +bismuth {(bismuth)} +bison {(bison)} +bisons {(bison)} +bisque {(bisque)} +bistro {(bistro)} +bistros {(bistro)} +bit {(bit)} +bitch {(bitch)} +bitched {(bitch)} +bitches {(bitch)} +bitchier {(bitch)}>y>>er> +bitchiest {(bitch)}>y>>est> +bitchily {(bitch)}>y>>ly> +bitchiness {(bitch)}>y>>ness> +bitching {(bitch)} +bitchy {(bitch)}>y> +bite {(bite)} +biter {(bite)}>er> 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{(black)}(berry) +blackberrying {(black)}(berry) +blackbird {(black)}{(bird)} +blackbirds {(black)}{(bird)} +blackboard {(black)}{(board)} +blackboards {(black)}{(board)} +blackcurrant {(black)}{(currant)} +blackcurrants {(black)}{(currant)} +blacked {(black)} +blacken {(black)}>en> +blackened {(black)}>en> +blackening {(black)}>en> +blackens {(black)}>en> +blacker {(black)}>er> +blackest {(black)}>est> +blackguard {(black)(guard)} +blackguarded {(black)(guard)} +blackguarding {(black)(guard)} +blackguardly {(black)(guard)}>ly> +blackguards {(black)(guard)} +blackhead {(black)}{(head)} +blackheads {(black)}{(head)} +blacking {(black)} +blackjack {(black)}{(jack)} +blackjacks {(black)}{(jack)} +blackleg {(black)}{(leg)} +blacklegging {(black)}{(leg)} +blacklegs {(black)}{(leg)} +blacklist {(black)}{(list)} +blacklisted {(black)}{(list)} +blacklisting {(black)}{(list)} +blacklists {(black)}{(list)} +blackly {(black)}>ly> +blackmail {(black)}{(mail)} +blackmailed {(black)}{(mail)} +blackmailer {(black)}{(mail)}>er> +blackmailers {(black)}{(mail)}>er> +blackmailing {(black)}{(mail)} +blackmails {(black)}{(mail)} +blackness {(black)}>ness> +blackout {(black)}{(out)} +blackouts {(black)}{(out)} +blacks {(black)} +blacksmith {(black)}{(smith)} +blacksmiths {(black)}{(smith)} +blackthorn {(black)}{(thorn)} +blackthorns {(black)}{(thorn)} +bladder {(bladder)} +bladders {(bladder)} +blade {(blade)} +blades {(blade)} +blah {(blah)} +blame {(blame)} +blamed {(blame)} +blameless {(blame)}>less> +blamelessly {(blame)}>less>>ly> +blamelessness {(blame)}>less>>ness> +blames {(blame)} +blameworthiness {(blame)}{(worth)}>y>>ness> +blameworthy {(blame)}{(worth)}>y> +blaming {(blame)} +blanch {(blanch)} +blanched {(blanch)} +blanches {(blanch)} +blanching {(blanch)} +blancmange {(blancmange)} +blancmanges {(blancmange)} +bland {(bland)} +blander {(bland)}>er> +blandest {(bland)}>est> +blandish {(blandish)} +blandished {(blandish)} +blandishes {(blandish)} +blandishing {(blandish)} +blandishments {(blandish)}>ment> +blandly {(bland)}>ly> +blandness {(bland)}>ness> +blank {(blank)} +blanker {(blank)}>er> +blankest {(blank)}>est> +blanket {(blanket)} +blanketed {(blanket)} +blanketing {(blanket)} +blankets {(blanket)} +blankly {(blank)}>ly> +blankness {(blank)}>ness> +blanks {(blank)} +blare {(blare)} +blared {(blare)} +blares {(blare)} +blaring {(blare)} +blarney {(blarney)} +blase {(blase)} +blaspheme {(blaspheme)} +blasphemed {(blaspheme)} +blasphemer {(blaspheme)}>er> +blasphemers {(blaspheme)}>er> +blasphemes {(blaspheme)} +blasphemies {(blaspheme)}>y> +blaspheming {(blaspheme)} +blasphemous {(blaspheme)}>ious> +blasphemously {(blaspheme)}>ious>>ly> +blasphemy {(blaspheme)}>y> +blast {(blast)} +blasted {(blast)} +blasting {(blast)} +blasts {(blast)} +blatant {(blatant)} +blatantly {(blatant)}>ly> +blather {(blather)} +blathered {(blather)} +blathering {(blather)} +blathers {(blather)} +blaze {(blaze)} +blazed {(blaze)} +blazer {(blaze)}>er> +blazers {(blaze)}>er> +blazes {(blaze)} +blazing {(blaze)} +blazon {(blazon)} +blazoned {(blazon)} +blazoning {(blazon)} +blazonry {(blazon)}>ory> +blazons {(blazon)} +bleach {(bleach)} +bleached {(bleach)} +bleacher {(bleach)}>er> +bleachers {(bleach)}>er> +bleaches {(bleach)} +bleaching {(bleach)} +bleak {(bleak)} +bleaker {(bleak)}>er> +bleakest {(bleak)}>est> +bleakly {(bleak)}>ly> +blearier {(bleary)}>er> +bleariest {(bleary)}>est> +blearily {(bleary)}>ly> +bleariness {(bleary)}>ness> +bleary {(bleary)} +bleat {(bleat)} +bleated {(bleat)} +bleating {(bleat)} +bleats {(bleat)} +bled {(bled)} +bleed {(bleed)} +bleeder {(bleed)}>er> +bleeders {(bleed)}>er> +bleeding {(bleed)} +bleedings {(bleed)} +bleeds {(bleed)} +bleep {(bleep)} +bleeped {(bleep)} +bleeping {(bleep)} +bleeps {(bleep)} +blemish {(blemish)} +blemished {(blemish)} +blemishes {(blemish)} +blemishing {(blemish)} +blench {(blench)} +blenched {(blench)} +blenches {(blench)} +blenching {(blench)} +blend {(blend)} +blended {(blend)} +blender {(blend)}>er> +blenders {(blend)}>er> +blending {(blend)} +blends {(blend)} +blent {(blent)} +bless {(bless)} +blessed {(bless)} +blessedly {(bless)}>ly> +blessedness {(bless)}>ness> +blesses {(bless)} +blessing {(bless)} +blessings {(bless)} +blest {(blest)} +blether {(blether)} +blethered {(blether)} +blethering {(blether)} +blethers {(blether)} +blew {(blow)} +blight {(blight)} +blighted {(blight)} +blighter {(blight)}>er> +blighters {(blight)}>er> +blighting {(blight)} +blights {(blight)} +blimey {(blimey)} +blimp {(blimp)} +blind {(blind)} +blinded {(blind)} +blinder {(blind)}>er> +blinders {(blind)}>er> +blindest {(blind)}>est> +blindfold {(blind)}{(fold)} +blindfolded {(blind)}{(fold)} +blindfolding {(blind)}{(fold)} +blindfolds {(blind)}{(fold)} +blinding {(blind)} +blindly {(blind)}>ly> +blindness {(blind)}>ness> +blinds {(blind)} +blink {(blink)} +blinked {(blink)} +blinkered {(blink)}>er> +blinkers {(blink)}>er> +blinking {(blink)} +blinks {(blink)} +blip {(blip)} +blips {(blip)} +bliss {(bliss)} +blissful {(bliss)}>ful> +blissfully {(bliss)}>ful>>ly> +blissfulness {(bliss)}>ful>>ness> +blister {(blister)} +blistered {(blister)} +blistering {(blister)} +blisteringly {(blister)}>ly> +blisters {(blister)} +blithe {(blithe)} +blithely {(blithe)}>ly> +blithering {(blither)} +blithesome {(blithe)}>some> +blitz {(blitz)} +blitzed {(blitz)} +blitzing {(blitz)} +blizzard {(blizzard)} +blizzards {(blizzard)} +bloat {(bloat)} +bloated {(bloat)} +bloater {(bloat)}>er> +bloaters {(bloat)}>er> +bloating {(bloat)} +bloats {(bloat)} +blob {(blob)} +blobs {(blob)} +bloc {(bloc)} +block {(block)} +blockade {(block)>ade>} +blockaded {(block)>ade>} +blockades {(block)>ade>} +blockading {(block)>ade>} +blockage {(block)}>age> +blockages {(block)}>age> +blockbuster {(block)}{(bust)}>er> +blockbusters {(block)}{(bust)}>er> +blocked {(block)} +blockhead {(block)}{(head)} +blockheads {(block)}{(head)} +blockhouse {(block)}{(house)} +blockhouses {(block)}{(house)} +blocking {(block)} +blocks {(block)} +blocky {(block)}>y> +blocs {(bloc)} +bloke {(bloke)} +blokes {(bloke)} +blond {(blond)} +blonde {(blonde)} +blonder {(blond)}>er> +blondes {(blonde)} +blondest {(blond)}>est> +blonds {(blond)} +blood {(blood)} +bloodbath {(blood)}{(bath)} +bloodbaths {(blood)}{(bath)} +bloodcurdling {(blood)}{(curdle)} +blooded {(blood)} +bloodhound {(blood)}{(hound)} +bloodhounds {(blood)}{(hound)} +bloodier {(blood)}>y>>er> +bloodiest {(blood)}>y>>est> +bloodily {(blood)}>y>>ly> +blooding {(blood)} +bloodless {(blood)}>less> +bloodlessness {(blood)}>less>>ness> +bloodlust {(blood)}{(lust)} +bloods {(blood)} +bloodshed {(blood)}{(shed)} +bloodshot {(blood)}{(shot)} +bloodstain {(blood)}{(stain)} +bloodstained {(blood)}{(stain)} +bloodstains {(blood)}{(stain)} +bloodstock {(blood)}{(stock)} +bloodstream {(blood)}{(stream)} +bloodstreams {(blood)}{(stream)} +bloodsucker {(blood)}{(suck)}>er> +bloodsuckers {(blood)}{(suck)}>er> +bloodthirstily {(blood)}{(thirst)}>y>>ly> +bloodthirstiness {(blood)}{(thirst)}>y>>ness> +bloodthirsty {(blood)}{(thirst)}>y> +bloody {(blood)}>y> +bloom {(bloom)} +bloomed {(bloom)} +bloomer {(bloom)}>er> +bloomers {(bloom)}>er> +blooming {(bloom)} +blooms {(bloom)} +blossom {(blossom)} +blossomed {(blossom)} +blossoming {(blossom)} +blossoms {(blossom)} +blot {(blot)} +blotch {(blotch)} +blotches {(blotch)} +blotchier {(blotch)}>y>>er> +blotchy {(blotch)}>y> +blots {(blot)} +blotted {(blot)} +blotter {(blot)}>er> +blotters {(blot)}>er> +blotting {(blot)} +blouse {(blouse)} +blouses {(blouse)} +blow {(blow)} +blowback {(blow)}{(back)} +blowbacks {(blow)}{(back)} +blower {(blow)}>er> +blowers {(blow)}>er> +blowfish {(blow)}{(fish)} +blowflies {(blow)}{(fly)} +blowfly {(blow)}{(fly)} +blowgun {(blow)}{(gun)} +blowguns {(blow)}{(gun)} +blowhole {(blow)}{(hole)} +blowholes {(blow)}{(hole)} +blowier {(blow)}>y>>er> +blowing {(blow)} +blowlamp {(blow)}{(lamp)} +blowlamps {(blow)}{(lamp)} +blown {(blow)}>n> +blowout {(blow)}{(out)} +blowouts {(blow)}{(out)} +blowpipe {(blow)}{(pipe)} +blowpipes {(blow)}{(pipe)} +blows {(blow)} +blowtorch {(blow)}{(torch)} +blowtorches {(blow)}{(torch)} +blowup {(blow)}{(up)} +blowy {(blow)}>y> +blubber {(blubber)} +blubbered {(blubber)} +blubbering {(blubber)} +blubbers {(blubber)} +bludgeon {(bludgeon)} +bludgeoned {(bludgeon)} +bludgeoning {(bludgeon)} +bludgeons {(bludgeon)} +blue {(blue)} +bluebag {(blue)}{(bag)} +bluebags {(blue)}{(bag)} +bluebeards {(blue)}{(beard)} +bluebell {(blue)}{(bell)} +bluebells {(blue)}{(bell)} +blueberries {(blue)}(berry) +blueberry {(blue)}(berry) +bluebird {(blue)}{(bird)} +bluebirds {(blue)}{(bird)} +bluebottle {(blue)}{(bottle)} +bluebottles {(blue)}{(bottle)} +blued {(blue)} +bluefish {(blue)}{(fish)} +bluefishes {(blue)}{(fish)} +bluejacket {(blue)}{(jacket)} +bluejackets {(blue)}{(jacket)} +bluejay {(blue)}{(jay)} +bluejays {(blue)}{(jay)} +blueness {(blue)}>ness> +blueprint {(blue)}{(print)} +blueprints {(blue)}{(print)} +blues {(blue)} +bluest {(blue)}>est> +bluestocking {(blue)}{(stocking)} +bluestockings {(blue)}{(stocking)} +bluff {(bluff)} +bluffed {(bluff)} +bluffer {(bluff)}>er> +bluffers {(bluff)}>er> +bluffing {(bluff)} +bluffness {(bluff)}>ness> +bluffs {(bluff)} +bluish {(blue)}>ish> +blunder {(blunder)} +blunderbuss {(blunderbuss)} +blunderbusses {(blunderbuss)} +blundered {(blunder)} +blunderer {(blunder)}>er> +blunderers {(blunder)}>er> +blundering {(blunder)} +blunderings {(blunder)} +blunders {(blunder)} +blunt {(blunt)} +blunted {(blunt)} +blunter {(blunt)}>er> +bluntest {(blunt)}>est> +blunting {(blunt)} +bluntly {(blunt)}>ly> +bluntness {(blunt)}>ness> +blunts {(blunt)} +blur {(blur)} +blurb {(blurb)} +blurbs {(blurb)} +blurred {(blur)} +blurring {(blur)} +blurry {(blur)}>y> +blurs {(blur)} +blurted {(blurt)} +blush {(blush)} +blushed {(blush)} +blushes {(blush)} +blushing {(blush)} +blushingly {(blush)}>ly> +bluster {(bluster)} +blustered {(bluster)} +blusterer {(bluster)}>er> +blusterers {(bluster)}>er> +blustering {(bluster)} +blusters {(bluster)} +blustery {(bluster)}>y> +bo {(bo)} +boa {(boa)} +boar {(boar)} +board {(board)} +board's {(board)} +boarded {(board)} +boarder {(board)}>er> +boarders {(board)}>er> +boarding {(board)} +boardinghouse {(board)}{(house)} +boardinghouses {(board)}{(house)} +boardroom {(board)}{(room)} +boardrooms {(board)}{(room)} +boards {(board)} +boardwalk {(board)}{(walk)} +boardwalks {(board)}{(walk)} +boars {(boar)} +boas {(boa)} +boast {(boast)} +boasted {(boast)} +boaster {(boast)}>er> +boasters {(boast)}>er> +boastful {(boast)}>ful> +boastfully {(boast)}>ful>>ly> +boastfulness {(boast)}>ful>>ness> +boasting {(boast)} +boasts {(boast)} +boat {(boat)} +boat's {(boat)} +boater {(boat)}>er> +boaters {(boat)}>er> +boathouse {(boat)}{(house)} +boathouses {(boat)}{(house)} +boating {(boat)} +boatload {(boat)}{(load)} +boatloads {(boat)}{(load)} +boatman {(boat)}(man) +boatmen {(boat)}(men) +boats {(boat)} +boatswain {(boat)(swain)} +boatswains {(boat)(swain)} +boatyards {(boat)}{(yard)} +bob {(bob)} +bobbed {(bob)} +bobbies {(bobbie)} +bobbin {(bobbin)} +bobbing {(bob)} +bobbins {(bobbin)} +bobbles {(bobble)} +bobcat {(bob)}{(cat)} +bobcats {(bob)}{(cat)} +bobolink {(bobolink)} +bobolinks {(bobolink)} +bobs {(bob)} +bobsled {(bob)}{(sled)} +bobsleds {(bob)}{(sled)} +bobsleigh {(bob)}{(sleigh)} +bobsleighed {(bob)}{(sleigh)} +bobsleighing {(bob)}{(sleigh)} +bobsleighs {(bob)}{(sleigh)} +bobtail {(bob)}{(tail)} +bobtailed {(bob)}{(tail)} +bobtails {(bob)}{(tail)} +bock {(bock)} +bocks {(bock)} +bod {(bod)} +bode {(bode)} +boded {(bode)} +bodes {(bode)} +bodice {(bodice)} +bodices {(bodice)} +bodied {(bodied)} +bodies {(body)} +bodily {(body)}>ly> +boding {(bode)} +bodings {(bode)} +bodkin {(bodkin)} +bodkins {(bodkin)} +bods {(bod)} +body {(body)} +body's {(body)} +bodybuilder {(body)}{(build)}>er> +bodybuilders {(body)}{(build)}>er> +bodybuilding {(body)}{(build)} +bodyguard {(body)}{(guard)} +bodyguards {(body)}{(guard)} +bodyweight {(body)}{(weigh)>t>} +bodywork {(body)}{(work)} +boffin {(boffin)} +boffins {(boffin)} +bog {(bog)} +bogey {(bogey)} +bogeying {(bogey)} +bogeymen {(bogey)}{(men)} +bogeys {(bogey)} +bogged {(bog)} +boggier {(bog)}>y>>er> +boggiest {(bog)}>y>>est> +boggle {(boggle)} +boggled {(boggle)} +boggles {(boggle)} +boggling {(boggle)} +boggy {(bog)}>y> +bogies {(bogie)} +bogs {(bog)} +bogus {(bogus)} +bogy {(bogy)} +boil {(boil)} +boiled {(boil)} +boiler {(boil)}>er> +boilers {(boil)}>er> +boilersuit {(boil)}>er>{(suit)} +boilersuits {(boil)}>er>{(suit)} +boiling {(boil)} +boils {(boil)} +boisterous {(boisterous)} +boisterously {(boisterous)}>ly> +boisterousness {(boisterous)}>ness> +bold {(bold)} +bolder {(bold)}>er> +boldest {(bold)}>est> +boldface {(bold)}{(face)} +boldfaced {(bold)}{(face)} +boldly {(bold)}>ly> +boldness {(bold)}>ness> +bole {(bole)} +boll {(boll)} +bollard {(bollard)} +bollards {(bollard)} +bollocks {(bollock)} +bolo {(bolo)} +boloney {(boloney)} +bolshier {(bolshie)}>er> +bolshy {(bolshy)} +bolster {(bolster)} +bolstered {(bolster)} +bolstering {(bolster)} +bolsters {(bolster)} +bolt {(bolt)} +bolted {(bolt)} +bolthole {(bolt)}{(hole)} +boltholes {(bolt)}{(hole)} +bolting {(bolt)} +bolts {(bolt)} +bomb {(bomb)} +bombard {(bombard)} +bombarded {(bombard)} +bombardier {(bombard)}>er> +bombardiers {(bombard)}>er> +bombarding {(bombard)} +bombardment {(bombard)}>ment> +bombardments {(bombard)}>ment> +bombards {(bombard)} +bombast {(bombast)} +bombastic {(bombast)}>ic> +bombastically {(bombast)}>ic>>ally> +bombed {(bomb)} +bomber {(bomb)}>er> +bombers {(bomb)}>er> +bombing {(bomb)} +bombings {(bomb)} +bombproof {(bomb)}{(proof)} +bombs {(bomb)} +bombshell {(bomb)}{(shell)} +bombshells {(bomb)}{(shell)} +bombsite {(bomb)}{(site)} +bombsites {(bomb)}{(site)} +bonanza {(bonanza)} +bonanzas {(bonanza)} +bonbon {(bonbon)} +bonbons {(bonbon)} +bond {(bond)} +bondage {(bond)}>age> +bonded {(bond)} +bondholder {(bond)}{(hold)}>er> +bondholders {(bond)}{(hold)}>er> +bonding {(bond)} +bonds {(bond)} +bondsman {(bond)}(man) +bondsman's {(bond)}(man) +bone {(bone)} +boned {(bone)} +bonehead {(bone)}{(head)} +boneheaded {(bone)}{(head)} +boneheads {(bone)}{(head)} +boneless {(bone)}>less> +bonemeal {(bone)}{(meal)} +boner {(bone)}>er> +boners {(bone)}>er> +bones {(bone)} +bonesetter {(bone)}{(set)}>er> +bonesetters {(bone)}{(set)}>er> +boneshaker {(bone)}{(shake)}>er> +boneshakers {(bone)}{(shake)}>er> +bonfire {(bon)(fire)} +bonfires {(bon)(fire)} +bong {(bong)} +bongo {(bongo)} +bongos {(bongo)} +bonhomie {(bonhomie)} +bonier {(bone)}>y>>er> +boniest {(bone)}>y>>est> +boning {(bone)} +bonito {(bonito)} +bonitos {(bonito)} +bonkers {(bonkers)} +bonnet {(bonnet)} +bonnets {(bonnet)} +bonnier {(bonny)}>er> +bonniest {(bonny)}>est> +bonnily {(bonny)}>ly> +bonny {(bonny)} +bonsai {(bonsai)} +bonus {(bonus)} +bonuses {(bonus)} +bony {(bone)}>y> +boo {(boo)} +boob {(boob)} +boobed {(boob)} +boobies {(booby)} +boobing {(boob)} +booboo {(booboo)} +boobs {(boob)} +booby {(booby)} +boodle {(boodle)} +booed {(boo)} +boogie {(boogie)} +boogies {(boogie)} +booing {(boo)} +book {(book)} +book's {(book)} +bookable {(book)}>able> +bookbinder {(book)}{(bind)}>er> +bookbinderies {(book)}{(bind)}>ory> +bookbinders {(book)}{(bind)}>er> +bookbindery {(book)}{(bind)}>ory> +bookbinding {(book)}{(bind)} +bookcase {(book)}{(case)} +bookcases {(book)}{(case)} +bookclub {(book)}{(club)} +bookclubs {(book)}{(club)} +booked {(book)} +bookend {(book)}{(end)} +bookends {(book)}{(end)} +booker {(book)}>er> +bookers {(booker)} +bookie {(book)}>y> +bookies {(book)}>y> +booking {(book)} +bookings {(book)} +bookish {(book)}>ish> +bookishness {(book)}>ish>>ness> +bookkeeper {(book)}{(keep)}>er> +bookkeepers {(book)}{(keep)}>er> +bookkeeping {(book)}{(keep)} +booklet {(book)}>let> +booklets {(book)}>let> +booklists {(book)}{(list)} +bookmaker {(book)}{(make)}>er> +bookmakers {(book)}{(make)}>er> +bookmark {(book)}{(mark)} +bookmarker {(book)}{(mark)}>er> +bookmarkers {(book)}{(mark)}>er> +bookmarks {(book)}{(mark)} +bookplate {(book)}{(plate)} +bookplates {(book)}{(plate)} +books {(book)} +bookseller {(book)}{(sell)}>er> +booksellers {(book)}{(sell)}>er> +bookshelf {(book)}{(shelf)} +bookshelves {(book)}{(shelf)} +bookshop {(book)}{(shop)} +bookshops {(book)}{(shop)} +bookstall {(book)}{(stall)} +bookstalls {(book)}{(stall)} +bookwork {(book)}{(work)} +bookworm {(book)}{(worm)} +bookworms {(book)}{(worm)} +boom {(boom)} +boomed {(boom)} +boomerang {(boomerang)} +boomeranged {(boomerang)} +boomeranging {(boomerang)} +boomerangs {(boomerang)} +booming {(boom)} +booms {(boom)} +boon {(boon)} +boons {(boon)} +boor {(boor)} +boorish {(boor)}>ish> +boorishly {(boor)}>ish>>ly> +boorishness {(boor)}>ish>>ness> +boors {(boor)} +boos {(boo)} +boost {(boost)} +boosted {(boost)} +booster {(boost)}>er> +boosters {(boost)}>er> +boosting {(boost)} +boosts {(boost)} +boot {(boot)} +bootblack {(boot)}{(black)} +bootblacks {(boot)}{(black)} +booted {(boot)} +bootee {(boot)}>ee> +bootees {(boot)}>ee> +booth {(booth)} +booths {(booth)} +booting {(boot)} +bootlace {(boot)}{(lace)} +bootlaces {(boot)}{(lace)} +bootleg {(boot)}{(leg)} +bootlegged {(boot)}{(leg)} +bootlegger {(boot)}{(leg)}>er> +bootleggers {(boot)}{(leg)}>er> +bootlegging {(boot)}{(leg)} +bootlegs {(boot)}{(leg)} +bootless {(boot)}>less> +boots {(boot)} +bootstraps {(boot)}{(strap)} +booty {(booty)} +booze {(booze)} +boozed {(booze)} +boozer {(booze)}>er> +boozers {(booze)}>er> +boozes {(booze)} +boozier {(booze)}>y>>er> +booziest {(booze)}>y>>est> +boozily {(booze)}>y>>ly> +booziness {(booze)}>y>>ness> +boozing {(booze)} +boozy {(booze)}>y> +bop {(bop)} +bopped {(bop)} +bopper {(bop)}>er> +boppers {(bop)}>er> +bopping {(bop)} +bops {(bop)} +borax {(borax)} +bordello {(bordello)} +bordellos {(bordello)} +border {(border)} +bordered {(border)} +borderer {(border)}>er> +borderers {(border)}>er> +bordering {(border)} +borderland {(border)}{(land)} +borderlands {(border)}{(land)} +borderline {(border)}{(line)} +borderlines {(border)}{(line)} +borders {(border)} +bore {(bore)} +bored {(bore)} +boredom {(bore)}>dom> +borehole {(bore)}{(hole)} +boreholes {(bore)}{(hole)} +borer {(bore)}>er> +borers {(bore)}>er> +bores {(bore)} +boric {(bor)>ic>} +boring {(bore)} +born {(born)} +borne {(bore)}>en> +boron {(boron)} +borough {(borough)} +boroughs {(borough)} +borrow {(borrow)} +borrowed {(borrow)} +borrower {(borrow)}>er> +borrowers {(borrow)}>er> +borrowing {(borrow)} +borrowings {(borrow)} +borrows {(borrow)} +borstal {(borstal)} +borstals {(borstal)} +borzoi {(borzoi)} +borzois {(borzoi)} +bosom {(bosom)} +bosoms {(bosom)} +bosomy {(bosom)}>y> +boss {(boss)} +boss's {(boss)} +bossed {(boss)} +bosses {(boss)} +bossier {(boss)}>y>>er> +bossiest {(boss)}>y>>est> +bossiness {(boss)}>y>>ness> +bossing {(boss)} +bossy {(boss)}>y> +botanical {(botan)>ic>}>al> +botanist {(botan)>ist>} +botanists {(botan)>ist>} +botanize {(botan)>ize>} +botanized {(botan)>ize>} +botanizes {(botan)>ize>} +botanizing {(botan)>ize>} +botany {(botan)>y>} +botch {(botch)} +botched {(botch)} +botcher {(botch)}>er> +botchers {(botch)}>er> +botches {(botch)} +botching {(botch)} +both {(both)} +bother {(bother)} +botheration {(bother)}>ion> +bothered {(bother)} +bothering {(bother)} +bothers {(bother)} +bothersome {(bother)}>some> +bottle {(bottle)} +bottled {(bottle)} +bottleful {(bottle)}>ful> +bottlefuls {(bottle)}>ful> +bottleneck {(bottle)}{(neck)} +bottlenecks {(bottle)}{(neck)} +bottles {(bottle)} +bottling {(bottle)} +bottom {(bottom)} +bottomless {(bottom)}>less> +bottoms {(bottom)} +botulism {(botulism)} +boudoir {(boudoir)} +boudoirs {(boudoir)} +bouffant {(bouffant)} +bougainvillea {(bougainvillea)} +bougainvilleas {(bougainvillea)} +bough {(bough)} +boughs {(bough)} +bought {(bought)} +bouillabaisse {(bouillabaisse)} +boulder {(boulder)} +boulders {(boulder)} +boulevard {(boulevard)} +boulevards {(boulevard)} +bounce {(bounce)} +bounced {(bounce)} +bouncer {(bounce)}>er> +bouncers {(bounce)}>er> +bounces {(bounce)} +bouncier {(bounce)}>y>>er> +bounciest {(bounce)}>y>>est> +bouncily {(bounce)}>y>>ly> +bounciness {(bounce)}>y>>ness> +bouncing {(bounce)} +bouncy {(bounce)}>y> +bound {(bound)} +boundaries {(bound)}>ory> +boundary {(bound)}>ory> +bounded {(bound)} +bounder {(bound)}>er> +bounders {(bound)}>er> +bounding {(bound)} +boundless {(bound)}>less> +boundlessness {(bound)}>less>>ness> +bounds {(bound)} +bounteous {(bounty)}>ious> +bounteously {(bounty)}>ious>>ly> +bounteousness {(bounty)}>ious>>ness> +bounties {(bounty)} +bountiful {(bounty)}>ful> +bountifully {(bounty)}>ful>>ly> +bounty {(bounty)} +bouquet {(bouquet)} +bouquets {(bouquet)} +bourbon {(bourbon)} +bourbons {(bourbon)} +bourgeois {(bourgeois)} +bourgeoisie {(bourgeoisie)} +bourgeoisies {(bourgeoisie)} +bourn {(bourn)} +bourns {(bourn)} +bourse {(bourse)} +bourses {(bourse)} +bout {(bout)} +boutique {(boutique)} +boutiques {(boutique)} +bouts {(bout)} +bovine {(bovine)} +bovines {(bovine)} +bow {(bow)} +bowdlerize {(bowdler)}>ize> +bowdlerized {(bowdler)}>ize> +bowdlerizes {(bowdler)}>ize> +bowdlerizing {(bowdler)}>ize> +bowed {(bow)} +bowel {(bowel)} +bowels {(bowel)} +bower {(bower)} +bowers {(bower)} +bowing {(bow)} +bowl {(bowl)} +bowled {(bowl)} +bowler {(bowl)}>er> +bowlers {(bowl)}>er> +bowline {(bowline)} +bowlines {(bowline)} +bowling {(bowl)} +bowls {(bowl)} +bowman {(bowman)} +bowmen {(bow)}(men) +bows {(bow)} +bowser {(bowser)} +bowsers {(bowser)} +bowsprit {(bow)}{(sprit)} +bowsprits {(bow)}{(sprit)} +bowstring {(bow)}{(string)} +box {(box)} +boxcar {(box)}{(car)} +boxcars {(box)}{(car)} +boxed {(box)} +boxer {(box)}>er> +boxers {(box)}>er> +boxes {(box)} +boxful {(box)}>ful> +boxfuls {(box)}>ful> +boxing {(box)} +boxwood {(box)}{(wood)} +boxy {(box)}>y> +boy {(boy)} +boy's {(boy)} +boycott {(boycott)} +boycotted {(boycott)} +boycotting {(boycott)} +boycotts {(boycott)} +boyfriend {(boy)}{(friend)} +boyfriends {(boy)}{(friend)} +boyhood {(boy)}>hood> +boyhoods {(boy)}>hood> +boyish {(boy)}>ish> +boyishly {(boy)}>ish>>ly> +boyishness {(boy)}>ish>>ness> +boys {(boy)} +bra {(bra)} +brace {(brace)} +braced {(brace)} +bracelet {(brace)}>let> +bracelets {(brace)}>let> +braces {(brace)} +bracing {(brace)} +bracken {(bracken)} +bracket {(bracket)} +bracketed {(bracket)} +bracketing {(bracket)} +brackets {(bracket)} +brackish {(brackish)} +brackishness {(brackish)}>ness> +bract {(bract)} +bracts {(bract)} +brads {(brad)} +brae {(brae)} +braes {(brae)} +brag {(brag)} +braggadocio {(braggadocio)} +braggadocios {(braggadocio)} +braggart {(braggart)} +braggarts {(braggart)} +bragged {(brag)} +bragging {(brag)} +brags {(brag)} +braid {(braid)} +braided {(braid)} +braiding {(braid)} +braids {(braid)} +braille {(braille)} +brain {(brain)} +brain's {(brain)} +brainchild {(brain)}{(child)} +brainchildren {(brain)}{(child)} +brained {(brain)} +brainier {(brain)}>y>>er> +brainiest {(brain)}>y>>est> +braininess {(brain)}>y>>ness> +braining {(brain)} +brainless {(brain)}>less> +brains {(brain)} +brainstorm {(brain)}{(storm)} +brainstorms {(brain)}{(storm)} +brainwash {(brain)}{(wash)} +brainwashed {(brain)}{(wash)} +brainwashes {(brain)}{(wash)} +brainwashing {(brain)}{(wash)} +brainwashings {(brain)}{(wash)} +brainwave {(brain)}{(wave)} +brainwaves {(brain)}{(wave)} +brainy {(brain)}>y> +braise {(braise)} +braised {(braise)} +braises {(braise)} +braising {(braise)} +brake {(brake)} +braked {(brake)} +brakeman {(brake)}(man) +brakes {(brake)} +braking {(brake)} +bramble {(bramble)} +brambles {(bramble)} +bran {(bran)} +branch {(branch)} +branched {(branch)} +branches {(branch)} +branchier {(branch)}>y>>er> +branching {(branch)} +branchy {(branch)}>y> +brand {(brand)} +branded {(brand)} +brandies {(brandy)} +branding {(brand)} +brandish {(brandish)} +brandished {(brandish)} +brandishes {(brandish)} +brandishing {(brandish)} +brands {(brand)} +brandy {(brandy)} +brandying {(brandy)} +bras {(bra)} +brash {(brash)} +brasher {(brash)}>er> +brashest {(brash)}>est> +brashly {(brash)}>ly> +brashness {(brash)}>ness> +brass {(brass)} +brasserie {(brasserie)} +brasseries {(brasserie)} +brasses {(brass)} +brassier {(brass)}>y>>er> +brassiere {(brassiere)} +brassieres {(brassiere)} +brassiest {(brass)}>y>>est> +brassy {(brass)}>y> +brat {(brat)} +brats {(brat)} +bratwurst {(bratwurst)} +bravado {(bravado)} +bravados {(bravado)} +brave {(brave)} +braved {(brave)} +bravely {(brave)}>ly> +braver {(brave)}>er> +bravery {(brave)}>ory> +braves {(brave)} +bravest {(brave)}>est> +braving {(brave)} +bravo {(bravo)} +bravos {(bravo)} +bravura {(bravura)} +brawl {(brawl)} +brawled {(brawl)} +brawler {(brawl)}>er> +brawlers {(brawl)}>er> +brawling {(brawl)} +brawls {(brawl)} +brawn {(brawn)} +brawnier {(brawn)}>y>>er> +brawniest {(brawn)}>y>>est> +brawniness {(brawn)}>y>>ness> +brawny {(brawn)}>y> +bray {(bray)} +brayed {(bray)} +braying {(bray)} +brays {(bray)} +braze {(braze)} +brazed {(braze)} +brazen {(brazen)} +brazenly {(brazen)}>ly> +brazenness {(brazen)}>ness> +brazes {(braze)} +brazier {(brazier)} +braziers {(brazier)} +brazing {(braze)} +breach {(breach)} +breached {(breach)} +breaches {(breach)} +breaching {(breach)} +bread {(bread)} +breadbasket {(bread)}{(basket)} +breadbaskets {(bread)}{(basket)} +breadboard {(bread)}{(board)} +breadboards {(bread)}{(board)} +breadcrumb {(bread)}{(crumb)} +breadcrumbs {(bread)}{(crumb)} +breadfruit {(bread)}{(fruit)} +breadfruits {(bread)}{(fruit)} +breadline {(bread)}{(line)} +breadlines {(bread)}{(line)} +breadth {(breadth)} +breadths {(breadth)} +breadthways {(breadth)}(ways) +breadthwise {(breadth)}>wise> +breadwinner {(bread)}{(win)}>er> +breadwinners {(bread)}{(win)}>er> +break {(break)} +breakable {(break)}>able> +breakables {(break)}>able> +breakage {(break)}>age> +breakages {(break)}>age> +breakaway {(break)}{(away)} +breakaways {(break)}{(away)} +breakdown {(break)}{(down)} +breakdowns {(break)}{(down)} +breaker {(break)}>er> +breakers {(break)}>er> +breakfast {(break)(fast)} +breakfasted {(break)(fast)} +breakfasting {(break)(fast)} +breakfasts {(break)(fast)} +breaking {(break)} +breakneck {(break)}{(neck)} +breakout {(break)}{(out)} +breakouts {(break)}{(out)} +breaks {(break)} +breakthrough {(break)}{(through)} +breakthroughs {(break)}{(through)} +breakup {(break)}{(up)} +breakups {(break)}{(up)} +breakwater {(break)}{(water)} +breakwaters {(break)}{(water)} +bream {(bream)} +breams {(bream)} +breast {(breast)} +breastbone {(breast)}{(bone)} +breastbones {(breast)}{(bone)} +breasted {(breast)} +breastfed {(breast)}{(fed)} +breastfeed {(breast)}{(feed)} +breastfeeding {(breast)}{(feed)} +breastfeeds {(breast)}{(feed)} +breasting {(breast)} +breastplate {(breast)}{(plate)} +breastplates {(breast)}{(plate)} +breasts {(breast)} +breaststroke {(breast)}{(stroke)} +breastwork {(breast)}{(work)} +breastworks {(breast)}{(work)} +breath {(breath)} +breathalyse {(breath)>a>>ize>} +breathalysed {(breath)>a>>ize>} +breathalyser {(breath)>a>>ize>}>er> +breathalysers {(breath)>a>>ize>}>er> +breathalyses {(breath)>a>>ize>} +breathalysing {(breath)>a>>ize>} +breathe {(breath)} +breathed {(breath)} +breather {(breath)}>er> +breathers {(breath)}>er> +breathes {(breath)} +breathier {(breath)}>y>>er> +breathily {(breath)}>y>>ly> +breathiness {(breath)}>y>>ness> +breathing {(breath)} +breathless {(breath)}>less> +breathlessly {(breath)}>less>>ly> +breathlessness {(breath)}>less>>ness> +breaths {(breath)} +breathtaking {(breath)}{(take)} +breathtakingly {(breath)}{(take)}>ly> +breathy {(breath)}>y> +bred {(breed)} +breech {(breech)} +breeches {(breech)} +breed {(breed)} +breeder {(breed)}>er> +breeders {(breed)}>er> +breeding {(breed)} +breeds {(breed)} +breeze {(breeze)} +breezed {(breeze)} +breezes {(breeze)} +breezier {(breeze)}>y>>er> +breeziest {(breeze)}>y>>est> +breezily {(breeze)}>y>>ly> +breeziness {(breeze)}>y>>ness> +breezing {(breeze)} +breezy {(breeze)}>y> +brethren {(brethren)} +breve {(breve)} +breves {(breve)} +brevet {(brevet)} +brevity {(brevity)} +brew {(brew)} +brewed {(brew)} +brewer {(brew)}>er> +breweries {(brew)}>ory> +brewers {(brew)}>er> +brewery {(brew)}>ory> +brewing {(brew)} +brews {(brew)} +briar {(briar)} +briars {(briar)} +bribable {(bribe)}>able> +bribe {(bribe)} +bribed {(bribe)} +bribers {(bribe)}>er> +bribery {(bribe)}>ory> +bribes {(bribe)} +bribing {(bribe)} +brick {(brick)} +brickbat {(brick)}{(bat)} +brickbats {(brick)}{(bat)} +bricklayer {(brick)}{(lay)}>er> +bricklayers {(brick)}{(lay)}>er> +bricklaying {(brick)}{(lay)} +bricks {(brick)} +brickwork {(brick)}{(work)} +brickyard {(brick)}{(yard)} +brickyards {(brick)}{(yard)} +bridal {(bride)}>al> +bride {(bride)} +bride's {(bride)} +bridecake {(bride)}{(cake)} +bridecakes {(bride)}{(cake)} +bridegroom {(bride)}{(groom)} +bridegroom's {(bride)}{(groom)} +bridegrooms {(bride)}{(groom)} +brides {(bride)} +bridesmaid {(bride)}{(maid)} +bridesmaids {(bride)}{(maid)} +bridge {(bridge)} +bridged {(bridge)} +bridgehead {(bridge)}{(head)} +bridgeheads {(bridge)}{(head)} +bridges {(bridge)} +bridgework {(bridge)}{(work)} +bridging {(bridge)} +bridle {(bridle)} +bridled {(bridle)} +bridles {(bridle)} +bridling {(bridle)} +brief {(brief)} +briefcase {(brief)}{(case)} +briefcases {(brief)}{(case)} +briefed {(brief)} +briefer {(brief)}>er> +briefest {(brief)}>est> +briefing {(brief)} +briefings {(brief)} +briefly {(brief)}>ly> +briefs {(brief)} +brig {(brig)} +brigade {(brigade)} +brigades {(brigade)} +brigadier {(brigade)}>er> +brigadiers {(brigade)}>er> +brigand {(brigand)} +brigands {(brigand)} +brigantine {(brigantine)} +brigantines {(brigantine)} +bright {(bright)} +brighten {(bright)}>en> +brightened {(bright)}>en> +brightening {(bright)}>en> +brightens {(bright)}>en> +brighter {(bright)}>er> +brightest {(bright)}>est> +brightly {(bright)}>ly> +brightness {(bright)}>ness> +brigs {(brig)} +brill {(brill)} +brilliance {(brilli)>ance>} +brilliancy {(brilli)>ance>}>y> +brilliant {(brilli)>ant>} +brilliantly {(brilli)>ant>}>ly> +brills {(brill)} +brim {(brim)} +brimful {(brim)}>ful> +brimmed {(brim)} +brimming {(brim)} +brims {(brim)} +brimstone {(brim)}{(stone)} +brindle {(brindle)} +brindled {(brindle)} +brine {(brine)} +brines {(brine)} +bring {(bring)} +bringing {(bring)} +brings {(bring)} +brinier {(brine)}>y>>er> +brink {(brink)} +brinkmanship {(brink)}(man)>ship> +brinks {(brink)} +brinksmanship {(brink)}(man)>ship> +briny {(brine)}>y> +brioche {(brioche)} +brioches {(brioche)} +briquette {(briquette)} +briquettes {(briquette)} +brisk {(brisk)} +brisker {(brisk)}>er> +briskest {(brisk)}>est> +brisket {(brisket)} +briskly {(brisk)}>ly> +briskness {(brisk)}>ness> +bristle {(bristle)} +bristled {(bristle)} +bristles {(bristle)} +bristlier {(bristle)}>y>>er> +bristliest {(bristle)}>y>>est> +bristling {(bristle)} +bristly {(bristle)}>y> +bristols {(bristol)} +britches {(britch)} +brittle {(brittle)} +brittler {(brittle)}>er> +brittlest {(brittle)}>est> +broach {(broach)} +broached {(broach)} +broaches {(broach)} +broaching {(broach)} +broad {(broad)} +broadcast {(broad)}{(cast)} +broadcasted {(broad)}{(cast)} +broadcaster {(broad)}{(cast)}>er> +broadcasters {(broad)}{(cast)}>er> +broadcasting {(broad)}{(cast)} +broadcastings {(broad)}{(cast)} +broadcasts {(broad)}{(cast)} +broadcloth {(broad)}{(cloth)} +broaden {(broad)}>en> +broadened {(broad)}>en> +broadening {(broad)}>en> +broadens {(broad)}>en> +broader {(broad)}>er> +broadest {(broad)}>est> +broadloom {(broad)}{(loom)} +broadlooms {(broad)}{(loom)} +broadly {(broad)}>ly> +broadminded {(broad)}{(mind)} +broadmindedly {(broad)}{(mind)}>ly> +broadmindedness {(broad)}{(mind)}>ness> +broadness {(broad)}>ness> +broads {(broad)} +broadsheet {(broad)}{(sheet)} +broadsheets {(broad)}{(sheet)} +broadside {(broad)}{(side)} +broadsides {(broad)}{(side)} +broadsword {(broad)}{(sword)} +broadswords {(broad)}{(sword)} +broadways {(broad)}{(way)} +broadwise {(broad)}{(wise)} +brocade {(brocade)} +brocaded {(brocade)} +brocades {(brocade)} +brocading {(brocade)} +broccoli {(broccoli)} +brochure {(brochure)} +brochures {(brochure)} +brogue {(brogue)} +brogues {(brogue)} +broil {(broil)} +broiled {(broil)} +broiler {(broil)}>er> +broilers {(broil)}>er> +broiling {(broil)} +broils {(broil)} +broke {(broke)} +broken {(broke)}>en> +brokenly {(broke)}>en>>ly> +brokenness {(broke)}>en>>ness> +broker {(broke)}>er> +brokerage {(broke)}>er>>age> +brokers {(broke)}>er> +brollies {(brolly)} +brolly {(brolly)} +bromide {(bromide)} +bromides {(bromide)} +bromine {(bromine)} +bronchi {(bronchi)} +bronchial {(bronchi)>al>} +bronchiolar {(bronchi)>ole>}>ar> +bronchiole {(bronchi)>ole>} +bronchitis {(bronchi)>itis>} +bronchus {(bronchus)} +bronco {(bronco)} +broncos {(bronco)} +brontosaurus {(bronto)(saur)>us>} +bronze {(bronze)} +bronzed {(bronze)} +bronzes {(bronze)} +bronzing {(bronze)} +brooch {(brooch)} +brooches {(brooch)} +brood {(brood)} +brooded {(brood)} +broodier {(brood)}>y>>er> +broodiest {(brood)}>y>>est> +broodily {(brood)}>y>>ly> +broodiness {(brood)}>y>>ness> +brooding {(brood)} +broods {(brood)} +broody {(brood)}>y> +brook {(brook)} +brook's {(brook)} +brooked {(brook)} +brooking {(brook)} +brooks {(brook)} +broom {(broom)} +brooms {(broom)} +broomstick {(broom)}{(stick)} +broomsticks {(broom)}{(stick)} +broth {(broth)} +brothel {(brothel)} +brothels {(brothel)} +brother {(brother)} +brother's {(brother)} +brotherhood {(brother)}>hood> +brotherhoods {(brother)}>hood> +brotherliness {(brother)}>ly>>ness> +brotherly {(brother)}>ly> +brothers {(brother)} +broths {(broth)} +brougham {(brougham)} +broughams {(brougham)} +brought {(brought)} +brouhaha {(brouhaha)} +brow {(brow)} +browbeat {(brow)}{(beat)} +browbeaten {(brow)}{(beat)}>en> +browbeating {(brow)}{(beat)} +browbeats {(brow)}{(beat)} +brown {(brown)} +brown's {(brown)} +browned {(brown)} +browner {(brown)}>er> +brownest {(brown)}>est> +brownie {(brown)}>y> +browning {(browning)} +brownish {(brown)}>ish> +browns {(brown)} +brownstone {(brown)}{(stone)} +brownstones {(brown)}{(stone)} +brows {(brow)} +browse {(browse)} +browsed {(browse)} +browses {(browse)} +browsing {(browse)} +brucellosis {(brucellosis)} +bruin {(bruin)} +bruise {(bruise)} +bruised {(bruise)} +bruiser {(bruise)}>er> +bruisers {(bruise)}>er> +bruises {(bruise)} +bruising {(bruise)} +brunch {(brunch)} +brunches {(brunch)} +brunette {(brunette)} +brunettes {(brunette)} +brunt {(brunt)} +brush {(brush)} +brushed {(brush)} +brushes {(brush)} +brushfire {(brush)}{(fire)} +brushing {(brush)} +brushlike {(brush)}{(like)} +brushwood {(brush)}{(wood)} +brushwork {(brush)}{(work)} +brushy {(brush)}>y> +brusque {(brusque)} +brusquely {(brusque)}>ly> +brusqueness {(brusque)}>ness> +brutal {(brute)}>al> +brutalities {(brute)}>al>>ity> +brutality {(brute)}>al>>ity> +brutalization {(brute)}>al>>ize>>ion> +brutalize {(brute)}>al>>ize> +brutalized {(brute)}>al>>ize> +brutalizes {(brute)}>al>>ize> +brutalizing {(brute)}>al>>ize> +brutally {(brute)}>al>>ly> +brute {(brute)} +brutes {(brute)} +brutish {(brute)}>ish> +brutishly {(brute)}>ish>>ly> +bubble {(bubble)} +bubbled {(bubble)} +bubbles {(bubble)} +bubblier {(bubble)}>y>>er> +bubbliest {(bubble)}>y>>est> +bubbling {(bubble)} +bubbly {(bubble)}>y> +buccaneer {(buccaneer)} +buccaneers {(buccaneer)} +buck {(buck)} +buck's {(buck)} +buckaroos {(buckaroo)} +buckboard {(buck)}{(board)} +buckboards {(buck)}{(board)} +bucked {(buck)} +bucket {(bucket)} +bucketed {(bucket)} +bucketful {(bucket)}>ful> +bucketfuls {(bucket)}>ful> +bucketing {(bucket)} +buckets {(bucket)} +bucking {(buck)} +buckle {(buckle)} +buckled {(buckle)} +buckles {(buckle)} +buckling {(buckle)} +bucks {(buck)} +buckshot {(buck)}{(shot)} +buckskin {(buck)}{(skin)} +buckskin's {(buck)}{(skin)} +buckskins {(buck)}{(skin)} +buckteeth {(buck)}{(teeth)} +bucktooth {(buck)}{(tooth)} +buckwheat {(buck)}{(wheat)} +bucolic {(bucolic)} +bucolically {(bucolic)}>ly> +bud {(bud)} +budded {(budd)} +buddies {(buddy)} +budding {(budd)} +buddy {(buddy)} +budge {(budge)} +budged {(budge)} +budgerigar {(budgerigar)} +budgerigars {(budgerigar)} +budges {(budge)} +budget {(budget)} +budgetary {(budget)}>ory> +budgeted {(budget)} +budgeting {(budget)} +budgets {(budget)} +budgie {(budgie)} +budgies {(budgie)} +budging {(budge)} +buds {(bud)} +buff {(buff)} +buffalo {(buffalo)} +buffaloes {(buffalo)} +buffed {(buff)} +buffer {(buffer)} +buffered {(buffer)} +buffering {(buffer)} +buffers {(buffer)} +buffet {(buffet)} +buffeted {(buffet)} +buffeting {(buffet)} +buffetings {(buffet)} +buffets {(buffet)} +buffing {(buff)} +buffoon {(buffoon)} +buffoonery {(buffoon)}>ory> +buffoons {(buffoon)} +buffs {(buff)} +bug {(bug)} +bugaboo {(bugaboo)} +bugaboos {(bugaboo)} +bugbear {(bug)}{(bear)} +bugbears {(bug)}{(bear)} +bugeyed {(bug)}{(eye)} +bugged {(bug)} +bugger {(bugger)} +buggered {(bugger)} +buggering {(bugger)} +buggers {(bugger)} +buggery {(bugger)}>y> +buggies {(buggy)} +bugging {(bug)} +buggy {(buggy)} +bugle {(bugle)} +bugled {(bugle)} +bugler {(bugle)}>er> +buglers {(bugle)}>er> +bugles {(bugle)} +bugrake {(bug)}{(rake)} +bugrakes {(bug)}{(rake)} +bugs {(bug)} +buhl {(buhl)} +build {(build)} +builder {(build)}>er> +builder's {(build)}>er> +builders {(build)}>er> +building {(build)} +building's {(build)} +buildings {(build)} +builds {(build)} +buildup {(build)}{(up)} +buildups {(build)}{(up)} +built {(built)} +bulb {(bulb)} +bulbous {(bulb)}>ious> +bulbs {(bulb)} +bulge {(bulge)} +bulged {(bulge)} +bulges {(bulge)} +bulgier {(bulge)}>y>>er> +bulgiest {(bulge)}>y>>est> +bulgily {(bulge)}>y>>ly> +bulginess {(bulge)}>y>>ness> +bulging {(bulge)} +bulgy {(bulge)}>y> +bulk {(bulk)} +bulked {(bulk)} +bulkhead {(bulk)}{(head)} +bulkheads {(bulk)}{(head)} +bulkier {(bulk)}>y>>er> +bulkiest {(bulk)}>y>>est> +bulkily {(bulk)}>y>>ly> +bulkiness {(bulk)}>y>>ness> +bulks {(bulk)} +bulky {(bulk)}>y> +bull {(bull)} +bulldog {(bull)}{(dog)} +bulldogs {(bull)}{(dog)} +bulldoze {(bull)}{(doze)} +bulldozed {(bull)}{(doze)} +bulldozer {(bull)}{(doze)}>er> +bulldozers {(bull)}{(doze)}>er> +bulldozes {(bull)}{(doze)} +bulldozing {(bull)}{(doze)} +bulled {(bull)} +bullet {(bullet)} +bulletin {(bulletin)} +bulletins {(bulletin)} +bulletproof {(bullet)}{(proof)} +bullets {(bullet)} +bullfight {(bull)}{(fight)} +bullfighter {(bull)}{(fight)}>er> +bullfighters {(bull)}{(fight)}>er> +bullfighting {(bull)}{(fight)} +bullfights {(bull)}{(fight)} +bullfinch {(bull)}{(finch)} +bullfinches {(bull)}{(finch)} +bullfrog {(bull)}{(frog)} +bullfrogs {(bull)}{(frog)} +bullheaded {(bull)}{(head)} +bullheadedly {(bull)}{(head)}>ly> +bullheadedness {(bull)}{(head)}>ness> +bullied {(bully)} +bullies {(bully)} +bulling {(bull)} +bullion {(bullion)} +bullish {(bull)}>ish> +bullnecked {(bull)}{(neck)} +bullock {(bull)>ock>} +bullocks {(bull)>ock>} +bullring {(bull)}{(ring)} +bullrings {(bull)}{(ring)} +bulls {(bull)} +bullshit {(bull)}{(shit)} +bullshits {(bull)}{(shit)} +bullshitting {(bull)}{(shit)} +bully {(bully)} +bullyboy {(bully)}{(boy)} +bullyboys {(bully)}{(boy)} +bullying {(bully)} +bulrush {(bul)(rush)} +bulrushes {(bul)(rush)} +bulwark {(bulwark)} +bulwarks {(bulwark)} +bum {(bum)} +bumble {(bumble)} +bumblebee {(bumble)}{(bee)} +bumblebees {(bumble)}{(bee)} +bumbled {(bumble)} +bumbles {(bumble)} +bumbling {(bumble)} +bummed {(bum)} +bummer {(bum)}>er> +bummers {(bum)}>er> +bumming {(bum)} +bump {(bump)} +bumped {(bump)} +bumper {(bumper)} +bumpers {(bump)}>er> +bumpier {(bump)}>y>>er> +bumpiest {(bump)}>y>>est> +bumpily {(bump)}>y>>ly> +bumpiness {(bump)}>y>>ness> +bumping {(bump)} +bumpkin {(bumpkin)} +bumpkins {(bumpkin)} +bumps {(bump)} +bumptious {(bumptious)} +bumptiously {(bumptious)}>ly> +bumptiousness {(bumptious)}>ness> +bumpy {(bump)}>y> +bums {(bum)} +bun {(bun)} +bunch {(bunch)} +bunched {(bunch)} +bunches {(bunch)} +bunching {(bunch)} +bundle {(bundle)} +bundled {(bundle)} +bundles {(bundle)} +bundling {(bundle)} +bung {(bung)} +bungalow {(bungalow)} +bungalows {(bungalow)} +bunged {(bung)} +bunghole {(bung)}{(hole)} +bungholes {(bung)}{(hole)} +bunging {(bung)} +bungle {(bungle)} +bungled {(bungle)} +bungler {(bungle)}>er> +bunglers {(bungle)}>er> +bungles {(bungle)} +bungling {(bungle)} +bungs {(bung)} +bunion {(bunion)} +bunions {(bunion)} +bunk {(bunk)} +bunked {(bunk)} +bunker {(bunk)}>er> +bunkered {(bunk)}>er> +bunkering {(bunk)}>er> +bunkers {(bunk)}>er> +bunkhouse {(bunk)}{(house)} +bunkhouses {(bunk)}{(house)} +bunking {(bunk)} +bunkmate {(bunk)}{(mate)} +bunkmates {(bunk)}{(mate)} +bunks {(bunk)} +bunkum {(bunkum)} +bunnies {(bunny)} +bunny {(bunny)} +buns {(bun)} +bunsen {(bunsen)} +bunt {(bunt)} +bunter {(bunt)}>er> +bunters {(bunt)}>er> +bunting {(bunting)} +buoy {(buoy)} +buoyancy {(buoy)>ance>}>y> +buoyant {(buoy)>ant>} +buoyantly {(buoy)>ant>}>ly> +buoyed {(buoy)} +buoying {(buoy)} +buoys {(buoy)} +burble {(burble)} +burbled {(burble)} +burbles {(burble)} +burbling {(burble)} +burden {(burden)} +burdened {(burden)} +burdening {(burden)} +burdens {(burden)} +burdensome {(burden)}>some> +burdensomeness {(burden)}>some>>ness> +burdock {(burdock)} +burdocks {(burdock)} +bureau {(bureau)} +bureaucracies {(bureau)(cracy)} +bureaucracy {(bureau)(cracy)} +bureaucrat {(bureau)(crat)} +bureaucratic {(bureau)(crat)}>ic> +bureaucratically {(bureau)(crat)}>ic>>ly> +bureaucratization {(bureau)(crat)}>ize>>ion> +bureaucrats {(bureau)(crat)} +bureaus {(bureau)} +bureaux {(bureaux)} +burette {(burette)} +burettes {(burette)} +burg {(burg)} +burgeon {(burgeon)} +burgeoned {(burgeon)} +burgeoning {(burgeon)} +burgeons {(burgeon)} +burger {(burg)>er>} +burgess {(burgess)} +burgesses {(burgess)} +burgher {(burgher)} +burghers {(burgher)} +burglar {(burgle)}>ar> +burglaries {(burgle)}>ory> +burglarious {(burgle)}>ar>>ious> +burglarize {(burgle)}>ar>>ize> +burglarized {(burgle)}>ar>>ize> +burglarizes {(burgle)}>ar>>ize> +burglarizing {(burgle)}>ar>>ize> +burglarproof {(burgle)}>ar>{(proof)} +burglars {(burgle)}>ar> +burglary {(burgle)}>ory> +burgle {(burgle)} +burgled {(burgle)} +burgles {(burgle)} +burgling {(burgle)} +burgomaster {(burgomaster)} +burgomasters {(burgomaster)} +burgs {(burg)} +burgundy {(burgundy)} +burial {(bury)}>al> +burials {(bury)}>al> +buried {(bury)} +buries {(bury)} +burke {(burke)} +burlap {(burlap)} +burlesque {(burlesque)} +burlesques {(burlesque)} +burlier {(burly)}>er> +burly {(burly)} +burn {(burn)} +burned {(burn)} +burner {(burn)}>er> +burners {(burn)}>er> +burning {(burn)} +burnings {(burn)} +burnish {(burnish)} +burnished {(burnish)} +burnishes {(burnish)} +burnishing {(burnish)} +burnous {(burnous)} +burns {(burn)} +burnside {(burn)(side)} +burnt {(burn)}>t> +burp {(burp)} +burped {(burp)} +burping {(burp)} +burps {(burp)} +burr {(burr)} +burring {(burr)} +burro {(burro)} +burros {(burro)} +burrow {(burrow)} +burrowed {(burrow)} +burrowing {(burrow)} +burrows {(burrow)} +burrs {(burr)} +bursar {(bursar)} +bursaries {(bursary)} +bursars {(bursar)} +bursary {(bursary)} +bursitis {(bursitis)} +burst {(burst)} +bursting {(burst)} +bursts {(burst)} +burton {(burton)} +burtons {(burton)} +bury {(bury)} +burying {(bury)} +bus {(bus)} +busbies {(busby)} +busby {(busby)} +buses {(bus)} +bush {(bush)} +bushed {(bush)} +bushel {(bushel)} +bushels {(bushel)} +bushes {(bush)} +bushier {(bush)}>y>>er> +bushiest {(bush)}>y>>est> +bushiness {(bush)}>y>>ness> +bushing {(bush)} +bushwhacker {(bush)}{(whack)}>er> +bushwhackers {(bush)}{(whack)}>er> +bushwhacking {(bush)}{(whack)} +bushy {(bush)}>y> +busied {(busy)} +busier {(busy)}>er> +busiest {(busy)}>est> +busily {(busy)}>ly> +business {(business)} +businesses {(business)} +businesslike {(business)}{(like)} +businessman {(business)}(man) +businessmen {(business)}(men) +businesswoman {(business)}(woman) +businesswomen {(business)}(women) +busk {(busk)} +busked {(busk)} +busker {(busk)}>er> +buskers {(busk)}>er> +busking {(busk)} +busks {(busk)} +busman {(bus)}(man) +busmen {(bus)}{(men)} +busses {(bus)} +bust {(bust)} +bustard {(bustard)} +bustards {(bustard)} +busted {(bust)} +buster {(buster)} +busting {(bust)} +bustle {(bustle)} +bustled {(bustle)} +bustles {(bustle)} +bustling {(bustle)} +busts {(bust)} +busy {(busy)} +busybodies {(busy)}{(body)} +busybody {(busy)}{(body)} +busying {(busy)} +busyness {(busy)}>ness> +but {(but)} +butane {(butane)} +butch {(butch)} +butcher {(butcher)} +butchered {(butcher)} +butchering {(butcher)} +butchers {(butcher)} +butchery {(butcher)}>y> +butches {(butch)} +butler {(butler)} +butlers {(butler)} +butt {(butt)} +butte {(butte)} +butted {(butt)} +butter {(butter)} +buttercup {(butter)}{(cup)} +buttercups {(butter)}{(cup)} +buttered {(butter)} +butterfat {(butter)}{(fat)} +butterfingers {(butter)}{(finger)} +butterflies {(butter)}{(fly)} +butterfly {(butter)}{(fly)} +buttering {(butter)} +buttermilk {(butter)}{(milk)} +butternut {(butter)}{(nut)} +butters {(butter)} +butterscotch {(butter)}{(scotch)} +buttery {(butter)}>y> +butting {(butt)} +buttock {(buttock)} +buttocks {(buttock)} +button {(button)} +button's {(button)} +buttoned {(button)} +buttonhole {(button)}{(hole)} +buttonholed {(button)}{(hole)} +buttonholes {(button)}{(hole)} +buttonholing {(button)}{(hole)} +buttonhook {(button)}{(hook)} +buttonhooks {(button)}{(hook)} +buttoning {(button)} +buttons {(button)} +buttress {(buttress)} +buttressed {(buttress)} +buttresses {(buttress)} +buttressing {(buttress)} +butts {(butt)} +buxom {(buxom)} +buy {(buy)} +buyer {(buy)}>er> +buyers {(buy)}>er> +buying {(buy)} +buys {(buy)} +buzz {(buzz)} +buzzard {(buzzard)} +buzzards {(buzzard)} +buzzed {(buzz)} +buzzer {(buzz)}>er> +buzzers {(buzz)}>er> +buzzes {(buzz)} +buzzing {(buzz)} +by {(by)} +bye {(bye)} +byes {(bye)} +bygone {(bygone)} +bygones er> +bystanders er> +byway y> +cabby {(cab)}>y> +cabdriver {(cab)}{(drive)}>er> +cabdrivers {(cab)}{(drive)}>er> +cabin {(cabin)} +cabinet {(cabinet)} +cabinetmakers {(cabinet)}{(make)}>er> +cabinets {(cabinet)} +cabins {(cabin)} +cable {(cable)} +cabled {(cable)} +cablegram {(cable)}{(gram)} +cablegrams {(cable)}{(gram)} +cables {(cable)} +cabling {(cable)} +cabman {(cab)}(man) +cabmen {(cab)}(men) +caboodle {(caboodle)} +caboose {(caboose)} +cabooses {(caboose)} +cabs {(cab)} +cabstand {(cab)}{(stand)} +cabstands {(cab)}{(stand)} +cacao {(cacao)} +cacaos {(cacao)} +cache {(cache)} +cached {(cache)} +caches {(cache)} +cachet {(cachet)} +cachets {(cachet)} +caching {(cache)} +cackle {(cackle)} +cackled {(cackle)} +cackler {(cackle)}>er> +cacklers {(cackle)}>er> +cackles {(cackle)} +cackling {(cackle)} +cackly {(cackle)}>y> +cacophonies {(caco)(phone)>y>} +cacophonist {(caco)(phone)>ist>} +cacophonous {(caco)(phone)>ous>} +cacophony {(caco)(phone)>y>} +cacti {(cacti)} +cactus {(cactus)} +cactuses {(cactus)} +cad {(cad)} +cadaver {(cadaver)} +cadaverous {(cadaver)}>ious> +cadavers {(cadaver)} +caddie {(caddie)} +caddied {(caddie)} +caddies {(caddie)} +caddish {(cad)}>ish> +caddy {(caddy)} +caddying {(caddy)} +cadence {(cadence)} +cadences {(cadence)} +cadenza {(cadenza)} +cadenzas {(cadenza)} +cadet {(cadet)} +cadets {(cadet)} +cadge {(cadge)} +cadged {(cadge)} +cadger {(cadge)}>er> +cadgers {(cadge)}>er> +cadges {(cadge)} +cadging {(cadge)} +cadmium {(cadmium)} +cadre {(cadre)} +cadres {(cadre)} +cads {(cad)} +caesarean {(caesar)}>ian> +cafe {(cafe)} +cafes {(cafe)} +cafeteria {(cafeteria)} +cafeterias {(cafeteria)} +caff {(caff)} +caffeine {(caffeine)} +caffs {(caff)} +caftan {(caftan)} +caftans {(caftan)} +cage {(cage)} +caged {(cage)} +cages {(cage)} +cagey {(cagey)} +cagier {(cagy)}>er> +cagily {(cagy)}>ly> +caginess {(cagy)}>ness> +caging {(cage)} +cagoule {(cagoule)} +cagoules {(cagoule)} +cahoots {(cahoots)} +caimans {(caiman)} +cairn {(cairn)} +cairns {(cairns)} +cajole {(cajole)} +cajoled {(cajole)} +cajolery {(cajole)}>ory> +cajoles {(cajole)} +cajoling {(cajole)} +cake {(cake)} +caked {(cake)} +cakes {(cake)} +caking {(cake)} +calamities {(calamity)} +calamitous {(calamitous)} +calamity {(calamity)} +calcified {(calc)>ify>} +calcifies {(calc)>ify>} +calcify {(calc)>ify>} +calcifying {(calc)>ify>} +calcination {(calc)>ate>>ion>} +calcium {(calc)>ium>} +calculable {(calcul)>able>} +calculably {(calcul)>able>}>y> +calculate {(calcul)>ate>} +calculated {(calcul)>ate>} +calculates {(calcul)>ate>} +calculating {(calcul)>ate>} +calculation {(calcul)>ate>}>ion> +calculations {(calcul)>ate>}>ion> +calculator {(calcul)>ate>}>or> +calculators {(calcul)>ate>}>or> +calculi {(calcul)>i>} +calculus {(calcul)>us>} +calculuses {(calcul)>us>} +calendar {(calendar)} +calendars {(calendar)} +calends {(calends)} +calf {(calf)} +calfskin {(calf)}{(skin)} +caliber {(caliber)} +calibrate {(calibrate)} +calibrated {(calibrate)} +calibrates {(calibrate)} +calibrating {(calibrate)} +calibration {(calibrate)}>ion> +calibrations {(calibrate)}>ion> +calibre {(calibre)} +calibres {(calibre)} +calico {(calico)} +caliper {(caliper)} +calipers {(caliper)} +caliph {(caliph)} +caliphate {(caliphate)} +caliphates {(caliphate)} +caliphs {(caliph)} +calisthenics {(calisthenics)} +call {(call)} +callable {(call)}>able> +called {(call)} +caller {(call)}>er> +callers {(call)}>er> +calligrapher {(calli)(graph)>er>} +calligraphers {(calli)(graph)>er>} +calligraphist {(calli)(graph)>ist>} +calligraphists {(calli)(graph)>ist>} +calligraphy {(calli)(graph)>y>} +calling {(call)} +callings {(call)} +calliope {(calliope)} +calliper {(calliper)} +callipers {(calliper)} +callous {(callous)} +calloused {(callous)} +callously {(callous)}>ly> +callousness {(callous)}>ness> +callow {(callow)} +calls {(call)} +callus {(callus)} +calluses {(callus)} +calm {(calm)} +calmed {(calm)} +calmer {(calm)}>er> +calmest {(calm)}>est> +calming {(calm)} +calmly {(calm)}>ly> +calmness {(calm)}>ness> +calms {(calm)} +caloric {(calor)>ic>} +calorie {(calor)>ie>} +calories {(calor)>ie>} +calorific {(calor)>ic>} +calorimeter {(calor)(meter)} +calorimetric {(calor)(meter)>ic>} +calumniate {(calumny)}>ate> +calumniated {(calumny)}>ate> +calumniates {(calumny)}>ate> +calumniating {(calumny)}>ate> +calumnies {(calumny)} +calumny {(calumny)} +calve {(calve)} +calved {(calve)} +calves {(calf)} +calving {(calve)} +calypso {(calypso)} +calypsos {(calypso)} +calyx {(calyx)} +cam {(cam)} +camaraderie {(camaraderie)} +camber {(camber)} +cambered {(camber)} +cambering {(camber)} +cambers {(camber)} +cambric {(cambric)} +came {(came)} +camel {(camel)} +camellia {(camellia)} +camellias {(camellia)} +camels {(camel)} +cameo {(cameo)} +cameos {(cameo)} +camera {(camera)} +camera's {(camera)} +cameraman {(camera)}(man) +cameramen {(camera)}(men) +cameras {(camera)} +camisole {(camisole)} +camisoles {(camisole)} +camomile {(camomile)} +camouflage {(camouflage)} +camouflaged {(camouflage)} +camouflages {(camouflage)} +camouflaging {(camouflage)} +camp {(camp)} +camp's {(camp)} +campaign {(campaign)} +campaign's {(campaign)} +campaigned {(campaign)} +campaigner {(campaign)}>er> +campaigners {(campaign)}>er> +campaigning {(campaign)} +campaigns {(campaign)} +campanile {(campanile)} +campaniles {(campanile)} +campanologist {(campan)(log)>ist>} +campanologists {(campan)(log)>ist>} +campanology {(campan)(log)>y>} +camped {(camp)} +camper {(camp)}>er> +campers {(camp)}>er> +campfire {(camp)}{(fire)} +campfires {(camp)}{(fire)} +campground {(camp)}{(ground)} +campgrounds {(camp)}{(ground)} +camphor {(camphor)} +camping {(camp)} +campion {(campion)} +campions {(campion)} +campmate {(camp)}{(mate)} +camps {(camp)} +campsite {(camp)}{(site)} +campsites {(camp)}{(site)} +campus {(campus)} +campuses {(campus)} +cams {(cam)} +camshaft {(cam)}{(shaft)} +camshafts {(cam)}{(shaft)} +can {(can)} +can't {(can)} +canal {(canal)} +canalization {(canal)}>ize>>ion> +canals {(canal)} +canape {(canape)} +canapes {(canape)} +canard {(canard)} +canards {(canard)} +canaries {(canary)} +canary {(canary)} +cancan {(cancan)} +cancans {(cancan)} +cancel {(cancel)} +cancellation {(cancel)}>ion> +cancellations {(cancel)}>ion> +cancelled {(cancel)} +cancelling {(cancel)} +cancels {(cancel)} +cancer {(cancer)} +cancerous {(cancer)}>ious> +cancerously {(cancer)}>ious>>ly> +cancers {(cancer)} +candelabra {(candelabra)} +candelabras {(candelabra)} +candid {(candid)} +candidacies {(candid)>acy>} +candidacy {(candid)>acy>} +candidate {(candid)>ate>} +candidates {(candid)>ate>} +candidature {(candid)>ate>}>ure> +candidatures {(candid)>ate>}>ure> +candidly {(candid)}>ly> +candied {(candy)} +candies {(candy)} +candle {(candle)} +candlelight {(candle)}{(light)} +candlepower {(candle)}{(power)} +candles {(candle)} +candlestick {(candle)}{(stick)} +candlesticks {(candle)}{(stick)} +candlewick {(candle)}{(wick)} +candlewicks {(candle)}{(wick)} +candor {(candor)} +candour {(candor)} +candy {(candy)} +candying {(candy)} +cane {(cane)} +cane's {(cane)} +caned {(cane)} +canes {(cane)} +canine {(can)>ine>} +canines {(can)>ine>} +caning {(cane)} +canister {(canister)} +canisters {(canister)} +canker {(canker)} +cankered {(canker)} +cankering {(canker)} +cankerous {(canker)}>ious> +cankers {(canker)} +canna {(canna)} +cannabis {(cannabis)} +cannas {(canna)} +canned {(can)} +canneries {(can)}>ory> +cannery {(can)}>ory> +cannibal {(cannibal)} +cannibalism {(cannibal)}>ism> +cannibalistic {(cannibal)}>ic> +cannibalize {(cannibal)}>ize> +cannibalized {(cannibal)}>ize> +cannibalizes {(cannibal)}>ize> +cannibalizing {(cannibal)}>ize> +cannibals {(cannibal)} +cannier {(canny)}>er> +canniest {(canny)}>est> +cannily {(canny)}>ly> +canning {(can)} +cannon {(cannon)} +cannonball {(cannon)}{(ball)} +cannonballs {(cannon)}{(ball)} +cannoned {(cannon)} +cannoning {(cannon)} +cannons {(cannon)} +cannot {(can)(not)} +canny {(canny)} +canoe {(canoe)} +canoeing {(canoe)} +canoeist {(canoe)}>ist> +canoeists {(canoe)}>ist> +canoes {(canoe)} +canon {(canon)} +canonical {(canon)}>ic>>al> +canonicals {(canon)}>ic>>al> +canonist {(canon)}>ist> +canonization {(canon)}>ize>>ion> +canonizations {(canon)}>ize>>ion> +canonize {(canon)}>ize> +canonized {(canon)}>ize> +canonizes {(canon)}>ize> +canonizing {(canon)}>ize> +canons {(canon)} +canoodle {(canoodle)} +canoodled {(canoodle)} +canoodles {(canoodle)} +canoodling {(canoodle)} +canopies {(canopy)} +canopy {(canopy)} +cans {(can)} +canst {(can)}>est> +cant {(cant)} +cantaloupe {(cantaloupe)} +cantankerous {(cantankerous)} +cantankerously {(cantankerous)}>ly> +cantankerousness {(cantankerous)}>ness> +cantata {(cantata)} +cantatas {(cantata)} +canted {(cant)} +canteen {(canteen)} +canteens {(canteen)} +canter {(canter)} +cantered {(canter)} +cantering {(canter)} +canters {(canter)} +canticle {(canticle)} +canticles {(canticle)} +cantilever {(canti)(lever)} +cantilevers {(canti)(lever)} +canting {(cant)} +canto {(canto)} +canton {(canton)} +cantoned {(canton)} +cantoning {(canton)} +cantonment {(canton)}>ment> +cantonments {(canton)}>ment> +cantons {(canton)} +cantor {(cantor)} +cantors {(cantor)} +cantos {(canto)} +cants {(cant)} +canvas {(canvas)} +canvases {(canvas)} +canvass {(canvas)} +canvassed {(canvas)} +canvassers {(canvas)}>er> +canvasses {(canvas)} +canvassing {(canvas)} +canyon {(canyon)} +canyons {(canyon)} +canyonside {(canyon)}{(side)} +cap {(cap)} +capabilities {(capable)}>ity> +capability {(capable)}>ity> +capable {(capable)} +capably {(capable)}>y> +capacious {(capacious)} +capaciously {(capacious)}>ly> +capaciousness {(capacious)}>ness> +capacitance {(capacit)>ance>} +capacities {(capacit)>y>} +capacitor {(capacit)>or>} +capacitors {(capacit)>or>} +capacity {(capacit)>y>} +cape {(cape)} +caper {(caper)} +capered {(caper)} +capering {(caper)} +capers {(caper)} +capes {(cape)} +capillaries {(capillary)} +capillary {(capillary)} +capita {(capit)>a>} +capital {(capit)>al>} +capital's {(capit)>al>} +capitalism {(capit)>al>}>ism> +capitalist {(capit)>al>}>ist> 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{(care)}{(wore)}>n> +cargo {(cargo)} +cargoes {(cargo)} +caribou {(caribou)} +caribous {(caribou)} +caricature {(caricature)} +caricatured {(caricature)} +caricatures {(caricature)} +caricaturing {(caricature)} +caricaturist {(caricature)}>ist> +caricaturists {(caricature)}>ist> +caring {(care)} +carload {(car)}{(load)} +carloads {(car)}{(load)} +carmine {(carmine)} +carmines {(carmine)} +carnage {(carnage)} +carnal {(carn)>al>} +carnality {(carn)>al>}>ity> +carnally {(carn)>al>}>ly> +carnation {(carnation)} +carnations {(carnation)} +carnival {(carnival)} +carnivals {(carnival)} +carnivore {(carn)>ivore>} +carnivores {(carn)>ivore>} +carnivorous {(carn)>ivore>}>ious> +carob {(carob)} +carobs {(carob)} +carol {(carol)} +carolled {(carol)} +caroller {(carol)}>er> +carollers {(carol)}>er> +carolling {(carol)} +carols {(carol)} +carotid {(carotid)} +carousal {(carouse)}>al> +carouse {(carouse)} +caroused {(carouse)} +carousel {(carousel)} +carousels {(carousel)} +carouses {(carouse)} 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{(cascade)} +cascading {(cascade)} +case {(case)} +case's {(case)} +casebook {(case)}{(book)} +casebooks {(case)}{(book)} +cased {(case)} +casein {(casein)} +casement {(case)}>ment> +casements {(case)}>ment> +cases {(case)} +casework {(case)}{(work)} +caseworker {(case)}{(work)}>er> +caseworkers {(case)}{(work)}>er> +cash {(cash)} +cashable {(cash)}>able> +cashed {(cash)} +cashes {(cash)} +cashew {(cashew)} +cashews {(cashew)} +cashier {(cash)}>er> +cashiering {(cash)}>er> +cashiers {(cash)}>er> +cashing {(cash)} +cashmere {(cashmere)} +casing {(case)} +casings {(case)} +casino {(casino)} +casinos {(casino)} +cask {(cask)} +casket {(casket)} +caskets {(casket)} +casks {(cask)} +cassava {(cassava)} +casserole {(casserole)} +casseroles {(casserole)} +cassette {(cassette)} +cassettes {(cassette)} +cassock {(cassock)} +cassocked {(cassock)} +cassocks {(cassock)} +cassowaries {(cassowary)} +cassowary {(cassowary)} +cast {(cast)} +castanets {(castanet)} +castaway {(cast)}{(away)} +castaways {(cast)}{(away)} +caste {(caste)} +caster {(cast)}>er> +casters {(cast)}>er> +castes {(caste)} +castigate {(castigate)} +castigated {(castigate)} +castigates {(castigate)} +castigating {(castigate)} +castigation {(castigate)}>ion> +castigations {(castigate)}>ion> +casting {(cast)} +castings {(cast)} +castle {(castle)} +castled {(castle)} +castles {(castle)} +castling {(castle)} +castoffs {(cast)}{(off)} +castor {(castor)} +castrate {(castrate)} +castrated {(castrate)} +castrates {(castrate)} +castrating {(castrate)} +castration {(castrate)}>ion> +castrations {(castrate)}>ion> +casts {(cast)} +casual {(casual)} +casually {(casual)}>y> +casualness {(casual)}>ness> +casuals {(casual)} +casualties {(casual)>ity>} +casualty {(casual)>ity>} +casuist {(casuist)} +casuistic {(casuist)}>ic> +casuistical {(casuist)}>ic>>al> +casuistically {(casuist)}>ic>>al>>ly> +casuistries {(casuist)}>ory> +casuistry {(casuist)}>ory> +casuists {(casuist)} +cat {(cat)} +cat's {(cat)} +cataclysm {(cataclysm)} 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{(catech)>ize>} +catechizes {(catech)>ize>} +catechizing {(catech)>ize>} +categorical {(categor)>ic>}>al> +categorically {(categor)>ic>}>al>>ly> +categories {(categor)>y>} +categorize {(categor)>ize>} +categorized {(categor)>ize>} +categorizes {(categor)>ize>} +categorizing {(categor)>ize>} +category {(categor)>y>} +cater {(cater)} +catered {(cater)} +caterer {(cater)}>er> +caterer's {(cater)}>er> +caterers {(cater)}>er> +catering {(cater)} +caterpillar {(caterpillar)} +caterpillars {(caterpillar)} +caters {(cater)} +caterwaul {(caterwaul)} +caterwauled {(caterwaul)} +caterwauling {(caterwaul)} +caterwauls {(caterwaul)} +catfish {(cat)}{(fish)} +catfishes {(cat)}{(fish)} +catgut {(cat)}{(gut)} +catharses {(catharses)} +catharsis {(catharsis)} +cathartic {(cathartic)} +cathedral {(cathedral)} +cathedrals {(cathedral)} +catheter {(catheter)} +catheters {(catheter)} +cathode {(cathode)} +cathodes {(cathode)} +catholicity {(catholic)}>ity> +catkin {(catkin)} +catkins {(catkin)} +catlike {(cat)}{(like)} +catnap {(cat)}{(nap)} +catnaps {(cat)}{(nap)} +catnip {(cat)}{(nip)} +cats {(cat)} +catsup {(catsup)} +catsups {(catsup)} +cattier {(cat)}>y>>er> +cattiest {(cat)}>y>>est> +cattily {(cat)}>y>>ly> +cattiness {(cat)}>y>>ness> +cattish {(cat)}>ish> +cattle {(cattle)} +cattlemen {(cattle)}(men) +catty {(cat)}>y> +catwalk {(cat)}{(walk)} +catwalks {(cat)}{(walk)} +caucus {(caucus)} +caucused {(caucus)} +caucuses {(caucus)} +caucusing {(caucus)} +caudal {(cauda)>al>} +caught {(caught)} +caul {(caul)} +cauldron {(cauldron)} +cauldrons {(cauldron)} +cauliflower {(cauliflower)} +cauliflowers {(cauliflower)} +cauls {(caul)} +causal {(cause)}>al> +causality {(cause)}>al>>ity> +causally {(cause)}>al>>ly> +causation {(cause)}>ion> +causative {(cause)}>ive> +causatively {(cause)}>ive>>ly> +cause {(cause)} +caused {(cause)} +causeless {(cause)}>less> +causelessly {(cause)}>less>>ly> +causerie {(causerie)} +causeries {(causerie)} +causes {(cause)} +causeway {(cause)}{(way)} +causeways {(cause)}{(way)} +causing {(cause)} +caustic {(caustic)} +caustically {(caustic)}>ly> +cauterize {(cauterize)} +cauterized {(cauterize)} +cauterizes {(cauterize)} +cauterizing {(cauterize)} +caution {(caut)>ion>} +cautionary {(caut)>ion>}>ory> +cautioned {(caut)>ion>} +cautioning {(caut)>ion>} +cautions {(caut)>ion>} +cautious {(caut)>ious>} +cautiously {(caut)>ious>}>ly> +cautiousness {(caut)>ious>}>ness> +cavalcade {(caval)(cade)} +cavalcades {(caval)(cade)} +cavalier {(caval)>er>} +cavalierly {(caval)>er>}>ly> +cavaliers {(caval)>er>} +cavalry {(caval)>ory>} +cavalryman {(caval)>ory>}(man) +cavalrymen {(caval)>ory>}(men) +cave {(cave)} +caveat {(caveat)} +caveats {(caveat)} +caved {(cave)} +caveman {(cave)}{(man)} +cavemen {(cave)}{(men)} +cavern {(cavern)} +cavernous {(cavern)}>ious> +cavernously {(cavern)}>ious>>ly> +caverns {(cavern)} +caves {(cave)} +caviar {(caviar)} +cavil {(cavil)} +cavilled {(cavil)} +caviller {(cavil)}>er> +cavillers {(cavil)}>er> +cavilling {(cavil)} 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{(celib)>ate>} +celibates {(celib)>ate>} +cell {(cell)} +cellar {(cellar)} +cellarage {(cellar)}>age> +cellarages {(cellar)}>age> +cellars {(cellar)} +cellist {(cellist)} +cellists {(cellist)} +cello {(cello)} +cellophane {(cellophane)} +cellos {(cello)} +cells {(cell)} +cellular {(cell)>ule>}>ar> +celluloid {(cell)>ule>}>oid> +cellulose {(cell)>ule>}>ose> +cement {(cement)} +cemented {(cement)} +cementing {(cement)} +cements {(cement)} +cemeteries {(cemetery)} +cemetery {(cemetery)} +cenotaph {(cenotaph)} +cenotaphs {(cenotaph)} +cense {(cense)} +censed {(cense)} +censes {(cense)} +censing {(cense)} +censor {(cens)>or>} +censored {(cens)>or>} +censorial {(cens)>or>}>al> +censoring {(cens)>or>} +censorious {(cens)>or>}>ious> +censoriously {(cens)>or>}>ious>>ly> +censoriousness {(cens)>or>}>ious>>ness> +censors {(cens)>or>} +censorship {(cens)>or>}>ship> +censure {(cens)>ure>} +censured {(cens)>ure>} +censures {(cens)>ure>} +censuring {(cens)>ure>} +census {(census)} +censuses {(census)} +cent {(cent)} +centaur {(centaur)} +centaurs {(centaur)} +centenarian {ory>>an>} +centenarians {ory>>an>} +centenaries {ory>} +centenary {ory>} +centennial {al>} +centennials {al>} +center {(center)} +center's {(center)} +centered {(center)} +centering {(center)} +centerline {(center)}{(line)} +centers {(center)} +centigrade {al>} +centralism {(center)>al>}>ism> +centrality {(center)>al>}>ity> +centralization {(center)>al>}>ize>>ion> +centralizations {(center)>al>}>ize>>ion> +centralize {(center)>al>}>ize> +centralized {(center)>al>}>ize> +centralizes {(center)>al>}>ize> +centralizing {(center)>al>}>ize> +centrally {(center)>al>}>ly> +centrals {(center)>al>} +centre {(centre)} +centred {(centre)} +centrepiece {(centre)}{(piece)} +centrepieces {(centre)}{(piece)} +centres {(centre)} +centric {(center)>ic>} +centrifugal {(center)>fuge>}>al> +centrifuge {(center)>fuge>} +centrifuged {(center)>fuge>} +centrifuges {(center)>fuge>} +centrifuging {(center)>fuge>} +centring {(centre)} +centripetal {(center)(petal)} +centrist {(center)>ist>} +centrists {(center)>ist>} +cents {(cent)} +centuries {(century)} +centurion {(centurion)} +centurions {(centurion)} +century {(century)} +cephalic {(cephalo)>ic>} +ceramic {(ceramic)} +ceramics {(ceramics)} +cereal {(cereal)} +cereals {(cereal)} +cerebella {(cerebella)} +cerebellum {(cerebellum)} +cerebellums {(cerebellum)} +cerebral {(cerebral)} +cerebrally {(cerebral)}>ly> +cerebrate {(cerebrate)} +cerebrated {(cerebrate)} +cerebrates {(cerebrate)} +cerebrating {(cerebrate)} +cerebration {(cerebrate)}>ion> +cerebrum {(cerebrum)} +cerebrums {(cerebrum)} +ceremonial {(ceremony)}>al> +ceremonially {(ceremony)}>al>>ly> +ceremonials {(ceremony)}>al> +ceremonies {(ceremony)} +ceremonious {(ceremony)}>ious> +ceremoniously {(ceremony)}>ious>>ly> +ceremoniousness {(ceremony)}>ious>>ness> +ceremony {(ceremony)} +cerise {(cerise)} +cert {(cert)} +certain {(certain)} +certainly {(certain)}>ly> +certainties {(certain)}>ity> 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{(chagrin)} +chagrins {(chagrin)} +chain {(chain)} +chained {(chain)} +chaining {(chain)} +chainlike {(chain)}{(like)} +chains {(chain)} +chair {(chair)} +chaired {(chair)} +chairing {(chair)} +chairman {(chair)}(man) +chairmanship {(chair)}(man)>ship> +chairmanships {(chair)}(man)>ship> +chairmen {(chair)}(men) +chairperson {(chair)}{(person)} +chairpersons {(chair)}{(person)} +chairs {(chair)} +chairwoman {(chair)}(woman) +chairwomen {(chair)}(women) +chaise {(chaise)} +chaises {(chaise)} +chalet {(chalet)} +chalets {(chalet)} +chalice {(chalice)} +chalices {(chalice)} +chalk {(chalk)} +chalked {(chalk)} +chalkier {(chalk)}>y>>er> +chalkiest {(chalk)}>y>>est> +chalkiness {(chalk)}>y>>ness> +chalking {(chalk)} +chalkpit {(chalk)}{(pit)} +chalkpits {(chalk)}{(pit)} +chalks {(chalk)} +chalky {(chalk)}>y> +challenge {(challenge)} +challenged {(challenge)} +challenger {(challenge)}>er> +challengers {(challenge)}>er> +challenges {(challenge)} +challenging {(challenge)} +challengingly 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{(chubby)}>er> +chubbiest {(chubby)}>est> +chubbiness {(chubby)}>ness> +chubby {(chubby)} +chubs {(chub)} +chuck {(chuck)} +chucked {(chuck)} +chucking {(chuck)} +chuckle {(chuckle)} +chuckled {(chuckle)} +chuckles {(chuckle)} +chuckling {(chuckle)} +chucks {(chuck)} +chug {(chug)} +chugged {(chug)} +chugging {(chug)} +chugs {(chug)} +chukka {(chukka)} +chukkas {(chukka)} +chum {(chum)} +chummed {(chum)} +chummier {(chum)}>y>>er> +chummiest {(chum)}>y>>est> +chumming {(chum)} +chummy {(chum)}>y> +chump {(chump)} +chumps {(chump)} +chums {(chum)} +chunk {(chunk)} +chunkier {(chunk)}>y>>er> +chunkiest {(chunk)}>y>>est> +chunks {(chunk)} +chunky {(chunk)}>y> +church {(church)} +church's {(church)} +churched {(church)} +churches {(church)} +churchgoer {(church)}{(go)}>er> +churchgoers {(church)}{(go)}>er> +churchgoing {(church)}{(go)} +churching {(church)} +churchmen {(church)}(men) +churchwarden {(church)}{(ward)}>en> +churchwardens {(church)}{(ward)}>en> +churchyard {(church)}{(yard)} 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{(cipher)} +ciphering {(cipher)} +ciphers {(cipher)} +circa {(circa)} +circle {(circle)} +circled {(circle)} +circles {(circle)} +circlet {(circlet)} +circlets {(circlet)} +circling {(circle)} +circuit {(circuit)} +circuitous {(circuitous)} +circuitously {(circuit)}>ious>>ly> +circuitry {(circuit)}>ory> +circuits {(circuit)} +circular {(circle)>ar>} +circularize {(circle)>ar>}>ize> +circularized {(circle)>ar>}>ize> +circularizes {(circle)>ar>}>ize> +circularizing {(circle)>ar>}>ize> +circulars {(circle)>ar>} +circulate {(circle)>ate>} +circulated {(circle)>ate>} +circulates {(circle)>ate>} +circulating {(circle)>ate>} +circulation {(circle)>ate>}>ion> +circulations {(circle)>ate>}>ion> +circulatory {(circle)>ate>}>ory> +circumcise {ion> +circumcisions {ion> +circumference {al> +circumflex {ute>}>ion> +circumlocutions {ute>}>ion> +circumlocutory {ute>}>ory> +circumnavigate ate>} +circumnavigated ate>} +circumnavigates ate>} +circumnavigating ate>} +circumnavigation ate>}>ion> 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{(critic)}>ize> +criticizes {(critic)}>ize> +criticizing {(critic)}>ize> +critics {(critic)} +critique {(critic)} +critiques {(critic)} +critter {(critter)} +critters {(critter)} +croak {(croak)} +croaked {(croak)} +croaking {(croak)} +croaks {(croak)} +crochet {(crochet)} +crocheted {(crochet)} +crocheting {(crochet)} +crochets {(crochet)} +crock {(crock)} +crocked {(crock)} +crockery {(crockery)} +crocks {(crock)} +crocodile {(crocodile)} +crocodiles {(crocodile)} +crocus {(crocus)} +crocuses {(crocus)} +croft {(croft)} +crofter {(croft)}>er> +crofters {(croft)}>er> +crofts {(croft)} +croissant {(croissant)} +croissants {(croissant)} +crone {(crone)} +crones {(crone)} +cronies {(crony)} +crony {(crony)} +crook {(crook)} +crooked {(crook)} +crookedly {(crook)}>ly> +crookedness {(crook)}>ness> +crooking {(crook)} +crooks {(crook)} +croon {(croon)} +crooned {(croon)} +crooner {(croon)}>er> +crooners {(croon)}>er> +crooning {(croon)} +croons {(croon)} +crop {(crop)} +cropped {(crop)} +cropper {(crop)}>er> +croppers {(crop)}>er> +cropping {(crop)} +crops {(crop)} +croquet {(croquet)} +croquette {(croquette)} +croquettes {(croquette)} +cross {(cross)} +crossbar er> +crosses {(cross)} +crossest {(cross)}>est> +crosseyed ly> +crossness {(cross)}>ness> +crossover wise> +crossword y> +crouch {(crouch)} +crouched {(crouch)} +crouches {(crouch)} +crouching {(crouch)} +croup {(croup)} +croupier {(croupier)} +croupiers {(croupier)} +croups {(croup)} +croupy {(croup)}>y> +crouton {(crouton)} +croutons {(crouton)} +crow {(crow)} +crowbait {(crow)}{(bait)} +crowbar {(crow)}{(bar)} +crowbars {(crow)}{(bar)} +crowd {(crowd)} +crowded {(crowd)} +crowdedness {(crowd)}>ness> +crowding {(crowd)} +crowds {(crowd)} +crowed {(crow)} +crowfoot {(crow)}{(foot)} +crowfoots {(crow)}{(foot)} +crowing {(crow)} +crown {(crown)} +crowned {(crown)} +crowning {(crown)} +crowns {(crown)} +crows {(crow)} +crucial {(crucial)} +crucially {(crucial)}>ly> +crucible {(crucible)} +crucibles {(crucible)} +crucified {(crux)>ify>} +crucifies {(crux)>ify>} +crucifix {(crux)>ifix>} +crucifixes {(crux)>ifix>} +crucifixion {(crux)>ifix>}>ion> +crucifixions {(crux)>ifix>}>ion> +cruciform {(crux)(form)} +crucify {(crux)>ify>} +crucifying {(crux)>ify>} +crude {(crude)} +crudely {(crude)}>ly> +cruder {(crude)}>er> +crudest {(crude)}>est> +crudities {(crude)}>ity> +crudity {(crude)}>ity> +cruel {(cruel)} +crueller {(cruel)}>er> +cruellest {(cruel)}>est> +cruelly {(cruel)}>ly> +cruelness {(cruel)}>ness> +cruelties {(cruel)}>ity> +cruelty {(cruel)}>ity> +cruet {(cruet)} +cruets {(cruet)} +cruise {(cruise)} +cruised {(cruise)} +cruiser {(cruise)}>er> +cruisers {(cruise)}>er> +cruises {(cruise)} +cruising {(cruise)} +crumb {(crumb)} +crumble {(crumble)} +crumbled {(crumble)} +crumbles {(crumble)} +crumblier {(crumble)}>y>>er> +crumbliest {(crumble)}>y>>est> +crumbling {(crumble)} +crumbly {(crumble)}>y> +crumbs {(crumb)} +crummier {(crum)}>y>>er> +crummiest {(crum)}>y>>est> +crummy {(crum)}>y> +crumpet {(crumpet)} +crumpets {(crumpet)} +crumple {(crumple)} +crumpled {(crumple)} +crumples {(crumple)} +crumpling {(crumple)} +crunch {(crunch)} +crunched {(crunch)} +crunches {(crunch)} +crunchier {(crunch)}>y>>er> +crunchiest {(crunch)}>y>>est> +crunching {(crunch)} +crunchy {(crunch)}>y> +crupper {(crupper)} +cruppers {(crupper)} +crusade {(crusade)} +crusaded {(crusade)} +crusader {(crusade)}>er> +crusaders {(crusade)}>er> +crusades {(crusade)} +crusading {(crusade)} +crush {(crush)} +crushed {(crush)} +crusher {(crush)}>er> +crushers {(crush)}>er> +crushes {(crush)} +crushing {(crush)} +crushingly {(crush)}>ly> +crust {(crust)} +crustacean {(crustacean)} +crustaceans {(crustacean)} +crusted {(crust)} +crustier {(crust)}>y>>er> +crustiest {(crust)}>y>>est> +crustily {(crust)}>y>>ly> +crustiness {(crust)}>y>>ness> +crusts {(crust)} +crusty {(crust)}>y> +crutch {(crutch)} +crutches {(crutch)} +crux {(crux)} +cruxes {(crux)} +cry {(cry)} +crybabies {(cry)}{(baby)} +crybaby {(cry)}{(baby)} +crying {(cry)} +crypt {(crypt)} +cryptic {(crypt)}>ic> +cryptically {(crypt)}>ic>>ly> +cryptogram {(crypt)(gram)} +cryptograms {(crypt)(gram)} +cryptographer {(crypt)(graph)>er>} +cryptographers {(crypt)(graph)>er>} +cryptographic {(crypt)(graph)>ic>} +cryptographically {(crypt)(graph)>ic>}>al>>ly> +cryptography {(crypt)(graph)>y>} +crypts {(crypt)} +crystal {(crystal)} +crystalline {(crystal)}>ine> +crystallite {(crystal)}>ite> +crystallization {(crystal)}>ize>>ion> +crystallizations {(crystal)}>ize>>ion> +crystallize {(crystal)}>ize> +crystallized {(crystal)}>ize> +crystallizes {(crystal)}>ize> +crystallizing {(crystal)}>ize> +crystallographers {(crystal)}(graph)>er> +crystallography {(crystal)}(graph)>y> +crystals {(crystal)} +cub {(cub)} +cub's {(cub)} +cubbyhole {(cubby)(hole)} +cubbyholes {(cubby)(hole)} +cube {(cube)} +cubed {(cube)} +cubes {(cube)} +cubic {(cube)}>ic> +cubical {(cube)}>ic>>al> +cubicle {(cubicle)} +cubicles {(cubicle)} +cubing {(cube)} +cubism {(cube)}>ism> +cubist {(cube)}>ist> +cubists {(cube)}>ist> +cubit {(cubit)} +cubits {(cubit)} +cubs {(cub)} +cuckold {(cuckold)} +cuckolded {(cuckold)} +cuckolding {(cuckold)} +cuckolds {(cuckold)} +cuckoo {(cuckoo)} +cuckoos {(cuckoo)} +cucumber {(cucumber)} +cucumbers {(cucumber)} +cud {(cud)} +cuddle {(cuddle)} +cuddled {(cuddle)} +cuddles {(cuddle)} +cuddlesome {(cuddle)}>some> +cuddlier {(cuddle)}>y>>er> +cuddliest {(cuddle)}>y>>est> +cuddling {(cuddle)} +cuddly {(cuddle)}>y> +cudgel {(cudgel)} +cudgelled {(cudgel)} +cudgelling {(cudgel)} +cudgels {(cudgel)} +cue {(cue)} +cues {(cue)} +cuff {(cuff)} +cuffed {(cuff)} +cuffing {(cuff)} +cufflinks {(cuff)}{(link)} +cuffs {(cuff)} +cuisine {(cuisine)} +culinary {(culinary)} +cull {(cull)} +culled {(cull)} +culling {(cull)} +culls {(cull)} +culminate {(culminate)} +culminated {(culminate)} +culminates {(culminate)} +culminating {(culminate)} +culmination {(culminate)}>ion> +culminations {(culminate)}>ion> +culotte {(culotte)} +culottes {(culotte)} +culpability {(culp)>able>}>ity> +culpable {(culp)>able>} +culpably {(culp)>able>}>y> +culprit {(culprit)} +culprits {(culprit)} +cult {(cult)} +cultist {(cult)}>ist> +cultivable {(cultiv)>able>} +cultivate {(cultiv)>ate>} +cultivated {(cultiv)>ate>} +cultivates {(cultiv)>ate>} +cultivating {(cultiv)>ate>} +cultivation {(cultiv)>ate>}>ion> +cultivator {(cultiv)>ate>}>or> +cultivators {(cultiv)>ate>}>or> +cults {(cult)} +cultural {(culture)}>al> +culturally {(culture)}>al>>ly> +culture {(culture)} +culture's {(culture)} +cultured {(culture)} +cultures {(culture)} +culvert {(culvert)} +culverts {(culvert)} +cumber {(cumber)} +cumbered {(cumber)} +cumbering {(cumber)} +cumbers {(cumber)} +cumbersome {(cumber)>some>} +cumbrous {(cumber)>ious>} +cumin {(cumin)} +cummerbund {(cummerbund)} +cummerbunds {(cummerbund)} +cumulate {(cumul)>ate>} +cumulation {(cumul)>ate>}>ion> +cumulations {(cumul)>ate>}>ion> +cumulative {(cumul)>ate>}>ive> +cumulatively {(cumul)>ate>}>ive>>ly> +cumulus {(cumulus)} +cuneiform {(cuneiform)} +cunnilingus {(cunnilingus)} +cunning {(cunning)} +cunningly {(cunning)}>ly> +cunt {(cunt)} +cunts {(cunt)} +cup {(cup)} +cupboard {(cupboard)} +cupboards {(cupboard)} +cupcake {(cup)}{(cake)} +cupcakes {(cup)}{(cake)} +cupful {(cup)}>ful> +cupfuls {(cup)}>ful> +cupid {(cupid)} +cupidity {(cupid)}>ity> +cupids {(cupid)} +cupola {(cupola)} +cupolas {(cupola)} +cuppa {(cuppa)} +cupped {(cup)} +cupping {(cup)} +cupric {(cupric)} +cups {(cup)} +cur {(cur)} +curability {(cure)}>able>>ity> +curable {(cure)}>able> +curably {(cure)}>able>>y> +curacies {(curacy)} +curacy {(curacy)} +curate {(curate)} +curates {(curate)} +curative {(cure)}>ive> +curatives {(cure)}>ive> +curator {(curate)}>or> +curators {(curate)}>or> +curatorship {(curate)}>or>>ship> +curatorships {(curate)}>or>>ship> +curb {(curb)} +curbed {(curb)} +curbing {(curb)} +curbs {(curb)} +curbside {(curb)}{(side)} +curd {(curd)} +curdle {(curdle)} +curdled {(curdle)} +curdles {(curdle)} +curdling {(curdle)} +curds {(curd)} +cure {(cure)} +cured {(cure)} +cures {(cure)} +curfew {(curfew)} +curfews {(curfew)} +curia {(curia)} +curiae {(curiae)} +curing {(cure)} +curio {(curio)} +curios {(curio)} +curiosities {(curious)}>ity> +curiosity {(curious)}>ity> +curious {(curious)} +curiously {(curious)}>ly> +curl {(curl)} +curled {(curl)} +curler {(curl)}>er> +curlers {(curl)}>er> +curlew {(curlew)} +curlews {(curlew)} +curlicue {(curlicue)} +curlicues {(curlicue)} +curlier {(curl)}>y>>er> +curliest {(curl)}>y>>est> +curliness {(curl)}>y>>ness> +curling {(curl)} +curls {(curl)} +curly {(curl)}>y> +curmudgeon {(curmudgeon)} +curmudgeons {(curmudgeon)} +currant {(currant)} +currants {(currant)} +currencies {(currency)} +currency {(currency)} +current {(current)} +currently {(current)}>ly> +currents {(current)} +curricula {(curricula)} +curricular {(curricula)}>er> +curriculum {(curriculum)} +curriculums {(curriculum)} +curried {(currie)} +curries {(currie)} +curry {(curry)} +currying {(curry)} +curs {(cur)} +curse {(curse)} +cursed {(curse)} +cursedly {(curse)}>ly> +curses {(curse)} +cursing {(curse)} +cursive {(curse)>ive>} +cursively {(curse)>ive>}>ly> +cursorily {(curse)>ory>}>ly> +cursory {(curse)>ory>} +curt {(curt)} +curtail {(curtail)} +curtailed {(curtail)} +curtailing {(curtail)} +curtailment {(curtail)}>ment> +curtailments {(curtail)}>ment> +curtails {(curtail)} +curtain {(curtain)} +curtained {(curtain)} +curtaining {(curtain)} +curtains {(curtain)} +curter {(curt)}>er> +curtly {(curt)}>ly> +curtness {(curt)}>ness> +curtsied {(curtsy)} +curtsies {(curtsy)} +curtsy {(curtsy)} +curtsying {(curtsy)} +curvaceous {(curve)}>ious> +curvaceously {(curve)}>ious>>ly> +curvature {(curve)}>ure> +curve {(curve)} +curved {(curve)} +curves {(curve)} +curving {(curve)} +cushier {(cushy)}>er> +cushiest {(cushy)}>est> +cushion {(cushion)} +cushioned {(cushion)} +cushioning {(cushion)} +cushions {(cushion)} +cushy {(cushy)} +cusp {(cusp)} +cusps {(cusp)} +cuss {(cuss)} +cussed {(cuss)} +cussedness {(cuss)}>ness> +cusses {(cuss)} +cussing {(cuss)} +custard {(custard)} +custards {(custard)} +custodial {(custody)}>al> +custodian {(custody)}>ian> +custodians {(custody)}>ian> +custodianship {(custody)}>ian>>ship> +custody {(custody)} +custom {(custom)} +customarily {(custom)}>ory>>ly> +customary {(custom)}>ory> +customer {(custom)}>er> +customer's {(custom)}>er> +customers {(custom)}>er> +customhouse {(custom)}{(house)} +customhouses {(custom)}{(house)} +customs {(custom)} +cut {(cut)} +cutaneous {(cutaneous)} +cutback {(cut)}{(back)} +cutbacks {(cut)}{(back)} +cute {(cute)} +cutely {(cute)}>ly> +cuteness {(cute)}>ness> +cuter {(cute)}>er> +cutest {(cute)}>est> +cuticle {(cuticle)} +cuticles {(cuticle)} +cutlass {(cutlass)} +cutlasses {(cutlass)} +cutler {(cutler)} +cutlers {(cutler)} +cutlery {(cutlery)} +cutlet {(cutlet)} +cutlets {(cut)}>let> +cutoff {(cut)}{(off)} +cutout {(cut)}{(out)} +cutouts {(cut)}{(out)} +cutpurse {(cut)}{(purse)} +cutpurses {(cut)}{(purse)} +cuts {(cut)} +cutter {(cut)}>er> +cutters {(cut)}>er> +cutthroat {(cut)}{(throat)} +cutthroats {(cut)}{(throat)} +cutting {(cut)} +cuttingly {(cut)}>ly> +cuttings {(cut)} +cuttle {(cuttle)} +cuttlefish {(cuttle)}{(fish)} +cuttlefishes {(cuttle)}{(fish)} +cuttles {(cuttle)} +cutworm {(cut)}{(worm)} +cutworms {(cut)}{(worm)} +cyanide {(cyano)>ide>} +cybernetic {(cybernetic)} +cybernetically {(cybernetic)}>al>>ly> +cybernetics {(cybernetics)} +cyclamen {(cyclamen)} +cyclamens {(cyclamen)} +cycle {(cycle)} +cycled {(cycle)} +cycles {(cycle)} +cyclic {(cycle)}>ic> +cyclical {(cycle)}>ic>>al> +cyclically {(cycle)}>ic>>ly> +cycling {(cycle)} +cyclist {(cycle)}>ist> +cyclists {(cycle)}>ist> +cyclone {(cyclone)} +cyclones {(cyclone)} +cyclonic {(cyclone)}>ic> +cyclorama {(cycle)(rama)} +cyclotron {(cyclotron)} +cyclotrons {(cyclotron)} +cygnet {(cygnet)} +cygnets {(cygnet)} +cylinder {(cylinder)} +cylinder's {(cylinder)} +cylinders {(cylinder)} +cylindrical {(cylinder)>ic>}>al> +cylindrically {(cylinder)>ic>}>ly> +cymbal {(cymbal)} +cymbals {(cymbal)} +cynic {(cynic)} +cynical {(cynic)}>al> +cynically {(cynic)}>al>>ly> +cynicism {(cynic)}>ism> +cynicisms {(cynic)}>ism> +cynics {(cynic)} +cynosure {(cynosure)} +cynosures {(cynosure)} +cypress {(cypress)} +cypresses {(cypress)} +cyst {(cyst)} +cystitis {(cyst)>itis>} +cysts {(cyst)} +cytologist {(cyto)(log)>ist>} +cytologists {(cyto)(log)>ist>} +cytology {(cyto)(log)>y>} +cytolysis {(cyto)>sis>} +cytoplasm {(cyto)(plasm)} +czar {(czar)} +czarina {(czar)>ina>} +czarinas {(czar)>ina>} +czars {(czar)} +czarship {(czar)}{(ship)} +dab {(dab)} +dabbed {(dab)} +dabbing {(dab)} +dabble {(dabble)} +dabbled {(dabble)} +dabbler {(dabble)}>er> +dabblers {(dabble)}>er> +dabbles {(dabble)} +dabbling {(dabble)} +dabs {(dab)} +dacha {(dacha)} +dachas {(dacha)} +dachshund {(dachshund)} +dacoit {(dacoit)} +dacoits {(dacoit)} +dactyl {(dactyl)} +dactylic {(dactyl)}>ic> +dactyls {(dactyl)} +dad {(dad)} +daddies {(dad)}>y> +daddy {(dad)}>y> +daddy's {(dad)}>y> +dado {(dado)} +dados {(dado)} +dads {(dad)} +daemon {(daemon)} +daemons {(daemon)} +daffodil {(daffodil)} +daffodils {(daffodil)} +daft {(daft)} +dafter {(daft)}>er> +daftest {(daft)}>est> +daftly {(daft)}>ly> +daftness {(daft)}>ness> +dagger {(dagger)} +daggers {(dagger)} +daguerreotype {(daguerreo)(typo)} +daguerreotypes {(daguerreo)(typo)} +dahlia {(dahlia)} +dahlias {(dahlia)} +dailies {(day)}>ly> +daily {(day)}>ly> +daintier {(dainty)}>er> +dainties {(dainty)} +daintiest {(dainty)}>est> +daintily {(dainty)}>ly> +daintiness {(dainty)}>ness> +dainty {(dainty)} +dairies {(dairy)} +dairy {(dairy)} +dairying {(dairy)} +dairymaid {(dairy)}{(maid)} +dairymaids {(dairy)}{(maid)} +dairyman {(dairy)}(man) +dairymen {(dairy)}(men) +dais {(dais)} +daises {(dais)} +daisies {(daisy)} +daisy {(daisy)} +dale {(dale)} +dales {(dale)} +dalesman {(dale)}(man) +dalliance {(dally)}>ance> +dallied {(dally)} +dallies {(dally)} +dally {(dally)} +dallying {(dally)} +dalmatians {(dalmatian)} +dam {(dam)} +damage {(damage)} +damaged {(damage)} +damages {(damage)} +damaging {(damage)} +damascene {(damascene)} +damascened {(damascene)} +damascenes {(damascene)} +damascening {(damascene)} +damask {(damask)} +dame {(dame)} +dames {(dam)} +dammed {(damm)} +damming {(damm)} +damn {(damn)} +damnable {(damn)}>able> +damnably {(damn)}>able>>y> +damnation {(damn)}>ion> +damned {(damn)} +damnedest {(damn)}>est> +damning {(damn)} +damns {(damn)} +damp {(damp)} +damped {(damp)} +dampen {(damp)}>en> +dampened {(damp)}>en> +dampening {(damp)}>en> +dampens {(damp)}>en> +damper {(damp)}>er> +dampers {(damp)}>er> +dampest {(damp)}>est> +damping {(damp)} +dampish {(damp)}>ish> +damply {(damp)}>ly> +dampness {(damp)}>ness> +damps {(damp)} +dams {(dam)} +damsel {(damsel)} +damsels {(damsel)} +dance {(dance)} +danced {(dance)} +dancelike {(dance)}{(like)} +dancer {(dance)}>er> +dancers {(dance)}>er> +dances {(dance)} +dancing {(dance)} +dandelion {(dandelion)} +dandelions {(dandelion)} +dandier {(dandy)}>er> +dandies {(dandy)} +dandiest {(dandy)}>est> +dandified {(dandy)}>ify> +dandifies {(dandy)}>ify> +dandify {(dandy)}>ify> +dandifying {(dandy)}>ify> +dandily {(dandy)}>ly> +dandle {(dandle)} +dandled {(dandle)} +dandles {(dandle)} +dandling {(dandle)} +dandruff {(dandruff)} +dandy {(dandy)} +danger {(danger)} +dangerous {(danger)}>ious> +dangerously {(danger)}>ious>>ly> +dangers {(danger)} +dangle {(dangle)} +dangled {(dangle)} +dangles {(dangle)} +dangling {(dangle)} +dank {(dank)} +danker {(dank)}>er> +dankest {(dank)}>est> +dankness {(dank)}>ness> +daphnes {(daphne)} +dapper {(dapper)} +dapple {(dapple)} +dappled {(dapple)} +dapples {(dapple)} +dappling {(dapple)} +dare {(dare)} +dared {(dare)} +daredevil {(dare)}{(devil)} +daredevils {(dare)}{(devil)} +daren't {(dare)} +dares {(dare)} +daresay {(daresay)} +daring {(dare)} +daringly {(dare)}>ly> +dark {(dark)} +darken {(dark)}>en> +darkened {(dark)}>en> +darkening {(dark)}>en> +darkens {(dark)}>en> +darker {(dark)}>er> +darkest {(dark)}>est> +darkhaired {(dark)}{(hair)} +darkies {(dark)}>y> +darkly {(dark)}>ly> +darkness {(dark)}>ness> +darkroom {(dark)}{(room)} +darkrooms {(dark)}{(room)} +darling {(darling)} +darling's {(darling)} +darlings {(darling)} +darn {(darn)} +darned {(darn)} +darning {(darn)} +darns {(darn)} +dart {(dart)} +dartboard {(dart)}{(board)} +dartboards {(dart)}{(board)} +darted {(dart)} +darting {(dart)} +darts {(dart)} +dash {(dash)} +dashboard {(dash)}{(board)} +dashboards {(dash)}{(board)} +dashed {(dash)} +dashes {(dash)} +dashing {(dash)} +dashingly {(dash)}>ly> +data {(data)} +datable {(date)}>able> +date {(date)} +dated {(date)} +dateless {(date)}>less> +dateline {(date)}{(line)} +datelines {(date)}{(line)} +dates {(date)} +dating {(date)} +dative {(dative)} +datives {(dative)} +datum {(datum)} +daub {(daub)} +daubed {(daub)} +daubing {(daub)} +daubs {(daub)} +daughter {(daughter)} +daughter's {(daughter)} +daughterly {(daughter)}>ly> +daughters {(daughter)} +daunt {(daunt)} +daunted {(daunt)} +daunting {(daunt)} +dauntless {(daunt)}>less> +dauntlessly {(daunt)}>less>>ly> +daunts {(daunt)} +dauphin {(dauphin)} +dauphins {(dauphin)} +davenports {(davenport)} +davit {(davit)} +dawdle {(dawdle)} +dawdled {(dawdle)} +dawdler {(dawdle)}>er> +dawdlers {(dawdle)}>er> +dawdles {(dawdle)} +dawdling {(dawdle)} +dawn {(dawn)} +dawned {(dawn)} +dawning {(dawn)} +dawns {(dawn)} +day {(day)} +day's {(day)} +daybed {(day)}{(bed)} +daybreak {(day)}{(break)} +daydream {(day)}{(dream)} +daydreamed {(day)}{(dream)} +daydreamer {(day)}{(dream)}>er> +daydreamers {(day)}{(dream)}>er> +daydreaming {(day)}{(dream)} +daydreams {(day)}{(dream)} +daygirl {(day)}{(girl)} +daygirls {(day)}{(girl)} +daylight {(day)}{(light)} +daylight's {(day)}{(light)} +days {(day)} +daytime {(day)}{(time)} +daze {(daze)} +dazed {(daze)} +dazedly {(daze)}>ly> +dazes {(daze)} +dazing {(daze)} +dazzle {(dazzle)} +dazzled {(dazzle)} 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{(fire)}>y> +fiesta {(fiesta)} +fiestas {(fiesta)} +fife {(fife)} +fifes {(fife)} +fifteen {(five)}>teen> +fifteens {(five)(teen)} +fifteenth {(five)}>teen>>th> +fifteenths {(five)(teen)}>th> +fifth {(five)}>th> +fifthly {(five)}>th>>ly> +fifths {(five)}>th> +fifties {(five)>ity>} +fiftieth {(five)>ity>}>th> +fiftieths {(five)>ity>}>th> +fifty {(five)>ity>} +fig {(fig)} +fight {(fight)} +fighter {(fight)}>er> +fighters {(fight)}>er> +fighting {(fight)} +fights {(fight)} +figment {(figment)} +figments {(figment)} +figs {(fig)} +figural {(figure)}>al> +figurative {(figure)}>ate>>ive> +figuratively {(figure)}>ate>>ive>>ly> +figure {(figure)} +figured {(figure)} +figurehead {(figure)}{(head)} +figureheads {(figure)}{(head)} +figures {(figure)} +figurine {(figure)}>ine> +figurines {(figure)}>ine> +figuring {(figure)} +filament {(filament)} +filaments {(filament)} +filbert {(filbert)} +filberts {(filbert)} +filch {(filch)} +filched {(filch)} +filches {(filch)} +filching {(filch)} +file {(file)} +filed {(file)} +files {(file)} +filet {(filet)} +filial {(filial)} +filibuster {(filibuster)} +filibustered {(filibuster)} +filibustering {(filibuster)} +filibusters {(filibuster)} +filigree {(filigree)} +filing {(file)} +filings {(file)} +fill {(fill)} +filled {(fill)} +filler {(fill)}>er> +fillet {(fillet)} +filleted {(fillet)} +filleting {(fillet)} +fillets {(fillet)} +fillies {(filly)} +filling {(fill)} +fillings {(fill)} +fillip {(fillip)} +fillips {(fillip)} +fills {(fill)} +filly {(filly)} +film {(film)} +film's {(film)} +filmable {(film)}>able> +filmdom {(film)}>dom> +filmed {(film)} +filmier {(film)}>y>>er> +filmiest {(film)}>y>>est> +filminess {(film)}>y>>ness> +filming {(film)} +films {(film)} +filmstrip {(film)}{(strip)} +filmstrips {(film)}{(strip)} +filmy {(film)}>y> +filter {(filter)} +filtered {(filter)} +filtering {(filter)} +filters {(filter)} +filth {(filth)} +filthier {(filth)}>y>>er> +filthiest {(filth)}>y>>est> +filthily {(filth)}>y>>ly> +filthiness {(filth)}>y>>ness> +filthy {(filth)}>y> +filtrate {(filter)>ate>} +filtrated {(filter)>ate>} +filtrates {(filter)>ate>} +filtrating {(filter)>ate>} +filtration {(filter)>ate>}>ion> +fin {(fin)} +final {(final)} +finale {(finale)} +finales {(finale)} +finalist {(final)}>ist> +finalists {(final)}>ist> +finality {(final)}>ity> +finalize {(final)}>ize> +finalized {(final)}>ize> +finalizes {(final)}>ize> +finalizing {(final)}>ize> +finally {(final)}>ly> +finals {(final)} +finance {(finance)} +financed {(finance)} +finances {(finance)} +financial {(finance)}>al> +financially {(finance)}>al>>ly> +financier {(finance)}>er> +financiers {(finance)}>er> +financing {(finance)} +finch {(finch)} +finches {(finch)} +find {(find)} +finder {(find)}>er> +finders {(find)}>er> +finding {(find)} +findings {(find)} +finds {(find)} +fine {(fine)} +fined {(fine)} +finely {(fine)}>ly> +fineness {(fine)}>ness> +finer {(fine)}>er> +finery {(fine)}>ory> +fines {(fine)} +finesse {(finesse)} +finesses {(finesse)} +finest {(fine)}>est> +finger {(finger)} +fingerboard {(finger)}{(board)} +fingerboards {(finger)}{(board)} +fingered {(finger)} +fingering {(finger)} +fingerings {(finger)} +fingernail {(finger)}{(nail)} +fingernails {(finger)}{(nail)} +fingerplate {(finger)}{(plate)} +fingerplates {(finger)}{(plate)} +fingerpost {(finger)}{(post)} +fingerposts {(finger)}{(post)} +fingerprint {(finger)}{(print)} +fingerprinted {(finger)}{(print)} +fingerprinting {(finger)}{(print)} +fingerprints {(finger)}{(print)} +fingers {(finger)} +fingertip {(finger)}{(tip)} +fingertips {(finger)}{(tip)} +finical {(finical)} +finicky {(finicky)} +finis {(finis)} +finish {(finish)} +finished {(finish)} +finisher {(finish)}>er> +finishes {(finish)} +finishing {(finish)} +finite {(fin)>ite>} +finitely {(fin)>ite>}>ly> +fink {(fink)} +finned {(finn)} +fins {(fin)} +fir {(fir)} +fire {(fire)} +firearm {(fire)}{(arm)} +firearms {(fire)}{(arm)} +fireball {(fire)}{(ball)} +fireballs {(fire)}{(ball)} +firebird {(fire)}{(bird)} +firebomb {(fire)}{(bomb)} +firebombs {(fire)}{(bomb)} +firebrand {(fire)}{(brand)} +firebrands {(fire)}{(brand)} +firebreak {(fire)}{(break)} +firebreaks {(fire)}{(break)} +firebrick {(fire)}{(brick)} +firebricks {(fire)}{(brick)} +firebug {(fire)}{(bug)} +firebugs {(fire)}{(bug)} +fireclay {(fire)}{(clay)} +firecracker {(fire)}{(crack)}>er> +firecrackers {(fire)}{(crack)}>er> +fired {(fire)} +firedamp {(fire)}{(damp)} +firedog {(fire)}{(dog)} +firedogs {(fire)}{(dog)} +fireflies {(fire)}{(fly)} +firefly {(fire)}{(fly)} +fireguard {(fire)}{(guard)} +fireguards {(fire)}{(guard)} +firehouses {(fire)}{(house)} +firelight {(fire)}{(light)} +firelighter {(fire)}{(light)}>er> +firelighters {(fire)}{(light)}>er> +fireman {(fire)}(man) +firemen {(fire)}(men) +fireplace {(fire)}{(place)} +fireplaces {(fire)}{(place)} +firepower {(fire)}{(power)} +fireproof {(fire)}{(proof)} +fireproofing {(fire)}{(proof)} +fires {(fire)} +fireside {(fire)}{(side)} +firesides {(fire)}{(side)} +firestone {(fire)(stone)} +firewatcher {(fire)}{(watch)}>er> +firewatchers {(fire)}{(watch)}>er> +firewatching {(fire)}{(watch)} +firewater {(fire)}{(water)} +firewood {(fire)}{(wood)} +firework {(fire)}{(work)} +fireworks {(fire)}{(work)} +firing {(fire)} +firkin {(firkin)} +firkins {(firkin)} +firm {(firm)} +firm's {(firm)} +firmament {(firmament)} +firmaments {(firmament)} +firmed {(firm)} +firmer {(firm)}>er> +firmest {(firm)}>est> +firming {(firm)} +firmly {(firm)}>ly> +firmness {(firm)}>ness> +firms {(firm)} +firs {(fir)} +first {(first)} +firstborn {(first)}{(born)} +firstborns {(first)}{(born)} +firstfruits {(first)}{(fruit)} +firsthand {(first)}{(hand)} +firstly {(first)}>ly> +firsts {(first)} +firth {(firth)} +firths {(firth)} +firtree {(fir)}{(tree)} +firtrees {(fir)}{(tree)} +fiscal {(fiscal)} +fiscally {(fiscal)}>ly> +fiscals {(fiscal)} +fish {(fish)} +fishbone {(fish)}{(bone)} +fishbones {(fish)}{(bone)} +fishcake {(fish)}{(cake)} +fishcakes {(fish)}{(cake)} +fished {(fish)} +fisher {(fish)}>er> +fisheries {(fish)}>ory> +fisherman {(fish)}>er>(man) +fisherman's {(fish)}>er>(man) +fishermen {(fish)}>er>(men) +fishers {(fish)}>er> +fishery {(fish)}>ory> +fishes {(fish)} +fishier {(fish)}>y>>er> +fishiest {(fish)}>y>>est> +fishing {(fish)} +fishmonger {(fish)}{(monger)} +fishmongers {(fish)}{(monger)} +fishpaste {(fish)}{(paste)} +fishpond {(fish)}{(pond)} +fishwife {(fish)}{(wife)} +fishwives {(fish)}{(wife)} +fishy {(fish)}>y> +fissile {(fissile)} +fission {(fission)} +fissionable {(fission)}>able> +fissure {(fissure)} +fissures {(fissure)} +fist {(fist)} +fisted {(fist)} +fisticuffs {(fist)>i>(cuff)} +fists {(fist)} +fit {(fit)} +fitful {(fit)}>ful> +fitfully {(fit)}>ful>>ly> +fitly {(fit)}>ly> +fitment {(fit)}>ment> +fitments {(fit)}>ment> +fitness {(fit)}>ness> +fits {(fit)} +fitted {(fit)} +fitter {(fit)}>er> +fitters {(fit)}>er> +fittest {(fit)}>est> +fitting {(fit)} +fittings {(fit)} +five {(five)} +fivefold {(five)}>fold> +fivepence {(five)}{(pence)} +fivepences {(five)}{(pence)} +fiver {(five)}>er> +fivers {(five)}>er> +fives {(five)} +fix {(fix)} +fixate {(fix)}>ate> +fixated {(fix)}>ate> +fixates {(fix)}>ate> +fixating {(fix)}>ate> +fixation {(fix)}>ion> +fixations {(fix)}>ate>>ion> +fixative {(fix)}>ate>>ive> +fixatives {(fix)}>ate>>ive> +fixed {(fix)} +fixedly {(fix)}>ly> +fixers {(fix)}>er> +fixes {(fix)} +fixing {(fix)} +fixity {(fix)}>ity> +fixture {(fix)}>ure> +fixtures {(fix)}>ure> +fizz {(fizz)} +fizzed {(fizz)} +fizzes {(fizz)} +fizzier {(fizz)}>y>>er> +fizziest {(fizz)}>y>>est> +fizzing {(fizz)} +fizzle {(fizzle)} +fizzled {(fizzle)} +fizzles {(fizzle)} +fizzling {(fizzle)} +fizzy {(fizz)}>y> +fjord {(fjord)} +fjords {(fjord)} +flabbergast {(flabbergast)} +flabbergasted {(flabbergast)} +flabbergasting {(flabbergast)} +flabbergasts {(flabbergast)} +flabbier {(flab)}>y>>er> +flabbiest {(flab)}>y>>est> +flabbily {(flab)}>y>>ly> +flabbiness {(flab)}>y>>ness> +flabby {(flab)}>y> +flaccid {(flaccid)} +flaccidity {(flaccid)}>ity> +flag {(flag)} +flagellate {(flagellate)} +flagellated {(flagellate)} +flagellates {(flagellate)} +flagellating {(flagellate)} +flagellation {(flagellate)}>ion> +flageolet {(flageolet)} +flageolets {(flageolet)} +flagged {(flag)} +flagging {(flag)} +flagon {(flagon)} +flagons {(flagon)} +flagpole {(flag)}{(pole)} +flagpoles {(flag)}{(pole)} +flagrant {(flagrant)} +flagrantly {(flagrant)}>ly> +flags {(flag)} +flagship {(flag)}{(ship)} +flagships {(flag)}{(ship)} +flagstaff {(flag)}{(staff)} +flagstaffs {(flag)}{(staff)} +flagstone {(flag)}{(stone)} +flagstones {(flag)}{(stone)} +flail {(flail)} +flailed {(flail)} +flailing {(flail)} +flails {(flail)} +flair {(flair)} +flairs {(flair)} +flak {(flak)} +flake {(flake)} +flaked {(flake)} +flakes {(flake)} +flakier {(flake)}>y>>er> +flakiest {(flake)}>y>>est> +flakiness {(flake)}>y>>ness> +flaking {(flake)} +flaky {(flake)}>y> +flamboyance {(flamboyance)} +flamboyant {(flamboyant)} +flamboyantly {(flamboyant)}>ly> +flame {(flame)} +flamed {(flame)} +flamenco {(flamenco)} +flames {(flame)} +flamethrower {(flame)}{(throw)}>er> +flamethrowers {(flame)}{(throw)}>er> +flaming {(flame)} +flamingo {(flamingo)} +flamingos {(flamingo)} +flammable {(flame)>able>} +flan {(flan)} +flange {(flange)} +flanges {(flange)} +flank {(flank)} +flanked {(flank)} +flanking {(flank)} +flanks {(flank)} +flannel {(flannel)} +flannelette {(flannel)}>ette> +flannelled {(flannel)} +flannelling {(flannel)} +flannels {(flannel)} +flans {(flan)} +flap {(flap)} +flapjack {(flap)}{(jack)} +flapjacks {(flap)}{(jack)} +flapped {(flap)} +flapper {(flap)}>er> +flappers {(flap)}>er> +flapping {(flap)} +flaps {(flap)} +flare {(flare)} +flared {(flare)} +flares {(flare)} +flaring {(flare)} +flash {(flash)} +flashback {(flash)}{(back)} +flashbacks {(flash)}{(back)} +flashbulb {(flash)}{(bulb)} +flashbulbs {(flash)}{(bulb)} +flashed {(flash)} +flasher {(flash)}>er> +flashers {(flash)}>er> +flashes {(flash)} +flashier {(flash)}>y>>er> +flashiest {(flash)}>y>>est> +flashily {(flash)}>y>>ly> +flashiness {(flash)}>y>>ness> +flashing {(flash)} +flashlight {(flash)}{(light)} +flashlights {(flash)}{(light)} +flashpoint {(flash)}{(point)} +flashpoints {(flash)}{(point)} +flashy {(flash)}>y> +flask {(flask)} +flasks {(flask)} +flat {(flat)} +flatfeet {(flat)}{(feet)} +flatfish {(flat)}{(fish)} +flatfishes {(flat)}{(fish)} +flatfoot {(flat)}{(foot)} +flathead {(flat)}{(head)} +flatiron {(flat)}{(iron)} +flatirons {(flat)}{(iron)} +flatlet {(flat)}{(let)} +flatlets {(flat)}{(let)} +flatly {(flat)}>ly> +flatness {(flat)}>ness> +flatnesses {(flat)}>ness> +flats {(flat)} +flatten {(flat)}>en> +flattened {(flat)}>en> +flattening {(flat)}>en> +flattens {(flat)}>en> +flatter {(flatter)} +flattered {(flatter)} +flatterer {(flatter)}>er> +flatterers {(flatter)}>er> +flatteries {(flatter)}>y> +flattering {(flatter)} +flatteringly {(flatter)}>ly> +flatters {(flatter)} +flattery {(flatter)}>y> +flattest {(flat)}>est> +flatulence {(flatulence)} +flatulent {(flatulent)} +flatus {(flatus)} +flaunt {(flaunt)} +flaunted {(flaunt)} +flaunting {(flaunt)} +flaunts {(flaunt)} +flautist {(flautist)} +flautist's {(flautist)} +flautists {(flautist)} +flavor {(flavor)} +flavored {(flavor)} +flavoring {(flavor)} +flavorings {(flavor)} +flavors {(flavor)} +flavour {(flavor)} +flavoured {(flavor)} +flavouring {(flavor)} +flavourings {(flavor)} +flavourless {(flavor)}>less> +flavours {(flavor)} +flaw {(flaw)} +flawed {(flaw)} +flawing {(flaw)} +flawless {(flaw)}>less> +flawlessly {(flaw)}>less>>ly> +flaws {(flaw)} +flax {(flax)} +flaxen {(flax)}>en> +flaxseed {(flax)}{(seed)} +flay {(flay)} +flayed {(flay)} +flaying {(flay)} +flays {(flay)} +flea {(flea)} +fleapit {(flea)}{(pit)} +fleapits {(flea)}{(pit)} +fleas {(flea)} +fleawort {(flea)(wort)} +fleck {(fleck)} +flecked {(fleck)} +flecking {(fleck)} +flecks {(fleck)} +fled {(fled)} +fledge {(fledge)} +fledged {(fledge)} +fledges {(fledge)} +fledging {(fledge)} +fledgling {(fledge)}>ling> +fledglings {(fledge)}>ling> +flee {(flee)} +fleece {(fleece)} +fleeced {(fleece)} +fleeces {(fleece)} +fleecier {(fleece)}>y>>er> +fleeciest {(fleece)}>y>>est> +fleecing {(fleece)} +fleecy {(fleece)}>y> +fleeing {(flee)} +flees {(flee)} +fleet {(fleet)} +fleet's {(fleet)} +fleeted {(fleet)} +fleeter {(fleet)}>er> +fleeting {(fleet)} +fleetingly {(fleet)}>ly> +fleetness {(fleet)}>ness> +fleets {(fleet)} +flesh {(flesh)} +fleshier {(flesh)}>y>>er> +fleshiest {(flesh)}>y>>est> +fleshly {(flesh)}>ly> +fleshpot {(flesh)}{(pot)} +fleshpots {(flesh)}{(pot)} +fleshy {(flesh)}>y> +flew {(flew)} +flex {(flex)} +flexed {(flex)} +flexes {(flex)} +flexibility {(flex)}>able>>ity> +flexible {(flex)}>able> +flexibly {(flex)}>able>>y> +flexing {(flex)} +flibbertigibbet {(flibbertigibbet)} +flibbertigibbets {(flibbertigibbet)} +flick {(flick)} +flicked {(flick)} +flicker {(flicker)} +flickered {(flicker)} +flickering {(flicker)} +flickers {(flicker)} +flicking {(flick)} +flicks {(flick)} +flier {(fly)}>er> +fliers {(fly)}>er> +flies {(fly)} +flight {(flight)} +flighted {(flight)} +flightier {(flight)}>y>>er> +flightiness {(flight)}>y>>ness> +flighting {(flight)} +flightless {(flight)}>less> +flights {(flight)} +flighty {(flight)}>y> +flimsier {(flimsy)}>er> +flimsiest {(flimsy)}>est> +flimsily {(flimsy)}>ly> +flimsiness {(flimsy)}>ness> +flimsy {(flimsy)} +flinch {(flinch)} +flinched {(flinch)} +flinches {(flinch)} +flinching {(flinch)} +fling {(fling)} +flinging {(fling)} +flings {(fling)} +flint {(flint)} +flintier {(flint)}>y>>er> +flintless {(flint)}>less> +flintlock {(flint)}{(lock)} +flintlocks {(flint)}{(lock)} +flints {(flint)} +flintstone {(flint)}{(stone)} +flinty {(flint)}>y> +flip {(flip)} +flippancies {(flippancy)} +flippancy {(flippancy)} +flippant {(flippant)} +flippantly {(flippant)}>ly> +flipped {(flip)} +flipper {(flip)}>er> +flippers {(flip)}>er> +flipping {(flip)} +flips {(flip)} +flirt {(flirt)} +flirtation {(flirt)}>ion> 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{(frog)}>y> +frogman {(frog)}(man) +frogmarch {(frog)}{(march)} +frogmarched {(frog)}{(march)} +frogmarches {(frog)}{(march)} +frogmarching {(frog)}{(march)} +frogmen {(frog)}(men) +frogs {(frog)} +frolic {(frolic)} +frolicked {(frolick)} +frolicking {(frolick)} +frolics {(frolic)} +frolicsome {(frolic)}>some> +from {(from)} +frond {(frond)} +fronds {(frond)} +front {(front)} +frontage {(front)}>age> +frontages {(front)}>age> +frontal {(front)}>al> +frontally {(front)}>al>>ly> +fronted {(front)} +frontier {(front)}>er> +frontiers {(front)}>er> +frontiersman {(front)}>er>(man) +frontiersmen {(front)}>er>(men) +fronting {(front)} +frontispiece {(frontis)(piece)} +frontispieces {(frontis)(piece)} +fronts {(front)} +frost {(frost)} +frost's {(frost)} +frostbite {(frost)}{(bite)} +frostbitten {(frost)}{(bit)}>en> +frostbound {(frost)}{(bound)} +frosted {(frost)} +frostier {(frost)}>y>>er> +frostiest {(frost)}>y>>est> +frostily {(frost)}>y>>ly> +frostiness {(frost)}>y>>ness> +frosting {(frost)} +frosts {(frost)} +frosty {(frost)}>y> +froth {(froth)} +frothed {(froth)} +frothier {(froth)}>y>>er> +frothiest {(froth)}>y>>est> +frothily {(froth)}>y>>ly> +frothiness {(froth)}>y>>ness> +frothing {(froth)} +froths {(froth)} +frothy {(froth)}>y> +frown {(frown)} +frowned {(frown)} +frowning {(frown)} +frowningly {(frown)}>ly> +frowns {(frown)} +frowzier {(frowzy)}>er> +frowzy {(frowzy)} +froze {(froze)} +frozen {(froze)}>en> +fructified {(fruit)>ify>} +fructifies {(fruit)>ify>} +fructify {(fruit)>ify>} +fructifying {(fruit)>ify>} +frugal {(frugal)} +frugalities {(frugal)}>ity> +frugality {(frugal)}>ity> +frugally {(frugal)}>ly> +fruit {(fruit)} +fruitcake {(fruit)}{(cake)} +fruitcakes {(fruit)}{(cake)} +fruiterer {(fruit)}>er> +fruiterers {(fruit)}>er> +fruitful {(fruit)}>ful> +fruitfully {(fruit)}>ful>>ly> +fruitfulness {(fruit)}>ful>>ness> +fruitier {(fruit)}>y>>er> +fruitiest {(fruit)}>y>>est> +fruiting {(fruit)} +fruition {(fruit)>ion>} +fruitless {(fruit)}>less> 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{(fugue)>ive>} +fugs {(fug)} +fugue {(fugue)} +fugues {(fugue)} +fulcrum {(fulcrum)} +fulcrums {(fulcrum)} +fulfil {(fulfil)} +fulfill {ment> +fulfills {ment> +fulfilments {(fulfil)}>ment> +fulfils {(fulfil)} +full {(full)} +fullback {(full)}{(back)} +fullbacking {(full)}{(back)} +fullbacks {(full)}{(back)} +fuller {(full)}>er> +fullers {(fuller)} +fullest {(full)}>est> +fullness {(full)}>ness> +fully {(full)}>y> +fulmar {(fulmar)} +fulmars {(fulmar)} +fulminate {(fulminate)} +fulminated {(fulminate)} +fulminates {(fulminate)} +fulminating {(fulminate)} +fulmination {(fulminate)}>ion> +fulminations {(fulminate)}>ion> +fulsome {(fulsome)} +fulsomely {(full)}>some>>ly> +fulsomeness {(full)}>some>>ness> +fumble {(fumble)} +fumbled {(fumble)} +fumbler {(fumble)}>er> +fumblers {(fumble)}>er> +fumbles {(fumble)} +fumbling {(fumble)} +fume {(fume)} +fumed {(fume)} +fumes {(fume)} +fumigate {(fumigate)} +fumigated {(fumigate)} +fumigates {(fumigate)} +fumigating {(fumigate)} +fumigation {(fumigate)}>ion> +fuming {(fume)} +fun {(fun)} +function {(function)} +functional {(function)}>al> +functionalism {(function)}>al>>ism> +functionalist {(function)}>al>>ist> +functionalists {(function)}>al>>ist> +functionally {(function)}>al>>ly> +functionaries {(function)}>ory> +functionary {(function)}>ory> +functioned {(function)} +functioning {(function)} +functions {(function)} +fund {(fund)} +fund's {(fund)} +fundament {(fundament)} +fundamental {(fundament)}>al> +fundamentalism {(fundament)}>al>>ism> +fundamentalist {(fundament)}>al>>ist> +fundamentalists {(fundament)}>al>>ist> +fundamentally {(fundament)}>al>>ly> +fundamentals {(fundament)}>al> +fundaments {(fundament)} +funded {(fund)} +funding {(fund)} +funds {(fund)} +funeral {(funer)>al>} +funerals {(funer)>al>} +funerary {(funer)>ory>} +funereal {(funer)>al>} +funereally {(funer)>al>}>ly> +funfair {(fun)}{(fair)} +funfairs {(fun)}{(fair)} +fungal {(fung)>al>} +fungi {(fung)>i>} +fungicide {(fung)(cide)} +fungicides {(fung)(cide)} +fungoid {(fung)>oid>} +fungus {(fung)>us>} +funguses {(fung)>us>} +funicular {(funicular)} +funk {(funk)} +funked {(funk)} +funkier {(funk)}>y>>er> +funkiest {(funk)}>y>>est> +funking {(funk)} +funks {(funk)} +funky {(funk)}>y> +funnel {(funnel)} +funneled {(funnel)} +funnelled {(funnel)} +funnelling {(funnel)} +funnels {(funnel)} +funnier {(fun)}>y>>er> +funnies {(fun)}>y> +funniest {(fun)}>y>>est> +funnily {(fun)}>y>>ly> +funniness {(fun)}>y>>ness> +funny {(fun)}>y> +fur {(fur)} +furbish {(furbish)} +furbished {(furbish)} +furbishes {(furbish)} +furbishing {(furbish)} +furies {(fury)} +furious {(fury)}>ious> +furiously {(fury)}>ious>>ly> +furiousness {(fury)}>ious>>ness> +furl {(furl)} +furled {(furl)} +furling {(furl)} +furlong {(furlong)} +furlongs {(furlong)} +furlough {(furlough)} +furloughed {(furlough)} +furloughs {(furlough)} +furls {(furl)} +furnace {(furnace)} +furnace's {(furnace)} +furnaces {(furnace)} +furnish {(furnish)} +furnished {(furnish)} +furnishes {(furnish)} +furnishing {(furnish)} +furnishings {(furnish)} +furniture {(furniture)} +furore {(furore)} +furred {(fur)} +furrier {(fur)}>y>>er> +furriers {(fur)}>er> +furriest {(fur)}>y>>est> +furring {(fur)} +furrow {(furrow)} +furrowed {(furrow)} +furrowing {(furrow)} +furrows {(furrow)} +furry {(fur)}>y> +furs {(fur)} +further {(further)} +furtherance {(further)}>ance> +furthered {(further)} +furthering {(further)} +furthermore {(further)}{(more)} +furthermost {(further)}{(most)} +furthers {(further)} +furthest {(furthest)} +furtive {(furtive)} +furtively {(furtive)}>ly> +furtiveness {(furtive)}>ness> +fury {(fury)} +furze {(furze)} +fuse {(fuse)} +fused {(fuse)} +fuselage {(fuselage)} +fuselages {(fuselage)} +fuses {(fuse)} +fusillade {(fusillade)} +fusillades {(fusillade)} +fusing {(fuse)} +fusion {(fuse)}>ion> +fusions {(fuse)}>ion> +fuss {(fuss)} +fussed {(fuss)} +fusses {(fuss)} +fussier {(fuss)}>y>>er> +fussiest {(fuss)}>y>>est> +fussily {(fuss)}>y>>ly> +fussiness {(fuss)}>y>>ness> +fussing {(fuss)} +fusspot {(fuss)}{(pot)} +fusspots {(fuss)}{(pot)} +fussy {(fuss)}>y> +fustier {(fust)}>y>>er> +fustiness {(fust)}>y>>ness> +fusty {(fust)}>y> +futile {(futile)} +futilities {(futile)}>ity> +futility {(futile)}>ity> +future {(future)} +futureless {(future)}>less> +futures {(future)} +futurism {(future)}>ism> +futurist {(future)}>ist> +futuristic {(future)}>ist>>ic> +futuristically {(future)}>ist>>ic>>ly> +futurists {(future)}>ist> +futurities {(future)}>ity> +futurity {(future)}>ity> +fuzz {(fuzz)} +fuzzed {(fuzz)} +fuzzier {(fuzz)}>y>>er> +fuzziest {(fuzz)}>y>>est> +fuzzily {(fuzz)}>y>>ly> +fuzziness {(fuzz)}>y>>ness> +fuzzy {(fuzz)}>y> +gab {(gab)} +gabardine {(gabardine)} +gabble {(gabble)} +gabbled {(gabble)} +gabbles {(gabble)} +gabbling {(gabble)} +gable {(gable)} +gabled {(gable)} +gables {(gable)} +gad {(gad)} +gadflies {(gad)}{(fly)} +gadfly {(gad)}{(fly)} +gadget {(gadget)} +gadgetry {(gadget)}>ory> +gadgets {(gadget)} +gaff {(gaff)} +gaffe {(gaffe)} +gaffed {(gaff)} +gaffer {(gaffer)} +gaffers {(gaffer)} +gaffes {(gaffe)} +gaffing {(gaff)} +gaffs {(gaff)} +gag {(gag)} +gage {(gage)} +gaged {(gage)} +gages {(gage)} +gagged {(gag)} +gagging {(gag)} +gaggle {(gaggle)} +gaggles {(gaggle)} +gaging {(gage)} +gags {(gag)} +gaieties {(gay)}>ity> +gaiety {(gay)}>ity> +gaily {(gay)}>ly> +gain {(gain)} +gained {(gain)} +gainer {(gain)}>er> +gainers {(gain)}>er> +gainful {(gain)}>ful> +gainfully {(gain)}>ful>>ly> +gaining {(gain)} +gains {(gain)} +gainsaid {(gain)(say)} +gainsay {(gain)(say)} +gainsaying {(gain)(say)} +gainsays {(gain)(say)} +gait {(gait)} +gaiter {(gaiter)} +gaiters {(gaiter)} +gaits {(gait)} +gal {(gal)} +gala {(gala)} +galactic {(galactic)} +galas {(gala)} +galaxies {(galaxy)} +galaxy {(galaxy)} +gale {(gale)} +gales {(gale)} +gall {(gall)} +gallant {(gallant)} +gallantly {(gallant)}>ly> +gallantries {(gallant)}>ory> +gallantry {(gallant)}>ory> +gallants {(gallant)} +gallbladder {(gall)}{(bladder)} +galled {(gall)} +galleon {(galleon)} +galleons {(galleon)} +galleries {(gallery)} +gallery {(gallery)} +gallery's {(gallery)} +galley {(galley)} +galleys {(galley)} +gallicism {(gall)>ic>}>ism> +gallicisms {(gall)>ic>}>ism> +galling {(gall)} +gallivant {(gallivant)} +gallivanted {(gallivant)} +gallivanting {(gallivant)} +gallivants {(gallivant)} +gallon {(gallon)} +gallons {(gallon)} +gallop {(gallop)} +galloped {(gallop)} +galloping {(gallop)} +gallops {(gallop)} +gallows {(gallows)} +galls {(gall)} +gallstone {(gall)}{(stone)} +gallstones {(gall)}{(stone)} +gallup {(gallup)} +galore {(galore)} +galosh {(galosh)} +galoshes {(galosh)} +gals {(gal)} +galumph {(galumph)} +galumphed {(galumph)} +galumphing {(galumph)} +galumphs {(galumph)} +galvanic {(galvan)>ic>} +galvanism {(galvan)>ism>} +galvanize {(galvan)>ize>} +galvanized {(galvan)>ize>} +galvanizes {(galvan)>ize>} +galvanizing {(galvan)>ize>} +gambit {(gambit)} +gambits {(gambit)} +gamble {(gamble)} +gambled {(gamble)} +gambler {(gamble)}>er> +gamblers {(gamble)}>er> +gambles {(gamble)} +gambling {(gamble)} +gamboge {(gamboge)} +gambol {(gambol)} +gambolled {(gambol)} +gambolling {(gambol)} +gambols {(gambol)} +game {(game)} +game's {(game)} +gamecock {(game)}{(cock)} +gamecocks {(game)}{(cock)} +gamed {(game)} +gamekeeper {(game)}{(keep)}>er> +gamekeepers {(game)}{(keep)}>er> +gamely {(game)}>ly> +games {(game)} +gamesmanship {(game)}(man)>ship> +gaming {(game)} +gamma {(gamma)} +gammas {(gamma)} +gammon {(gammon)} +gammy {(gammy)} +gamut {(gamut)} +gander {(gander)} +ganders {(gander)} +gang {(gang)} +gangland {(gang)}{(land)} +ganglia {(ganglia)} +gangling {(gangling)} +ganglion {(ganglion)} +ganglions {(ganglion)} +gangplank {(gang)}{(plank)} +gangplanks {(gang)}{(plank)} +gangrene {(gangrene)} +gangrened {(gangrene)} +gangrenes {(gangrene)} +gangrening {(gangrene)} +gangs {(gang)} +gangster {(gang)}>ster> +gangsters {(gang)}>ster> +gangway {(gang)}{(way)} +gangways {(gang)}{(way)} +gannet {(gannet)} +gannets {(gannet)} +gantries {(gantry)} +gantry {(gantry)} +gap {(gap)} +gape {(gape)} +gaped {(gape)} +gapes {(gape)} +gaping {(gape)} +gaps {(gap)} +garage {(garage)} +garaged {(garage)} +garages {(garage)} +garaging {(garage)} +garb {(garb)} +garbage {(garbage)} +garbed {(garb)} +garbing {(garb)} +garble {(garble)} +garbled {(garble)} +garbles {(garble)} +garbling {(garble)} +garbs {(garb)} +garden {(garden)} +gardened {(garden)} +gardener {(garden)}>er> +gardeners {(garden)}>er> +gardenia {(gardenia)} +gardenias {(gardenia)} +gardening {(garden)} +gardens {(garden)} +gargantuan {(gargantuan)} +gargle {(gargle)} +gargled {(gargle)} +gargles {(gargle)} +gargling {(gargle)} +gargoyle {(gargoyle)} +gargoyles {(gargoyle)} +garish {(garish)} +garishly {(garish)}>ly> +garishness {(garish)}>ness> +garland {(garland)} +garlanded {(garland)} +garlanding {(garland)} +garlands {(garland)} +garlic {(garlic)} +garment {(garment)} +garments {(garment)} +garner {(garner)} +garnered {(garner)} +garnering {(garner)} +garners {(garner)} +garnet {(garnet)} +garnets {(garnet)} +garnish {(garnish)} +garnished {(garnish)} +garnishes {(garnish)} +garnishing {(garnish)} +garret {(garret)} +garrets {(garret)} +garrison {(garrison)} +garrisoned {(garrison)} +garrisoning {(garrison)} +garrisons {(garrison)} +garrotte {(garrotte)} +garrotted {(garrotte)} +garrottes {(garrotte)} +garrotting {(garrotte)} +garrulity {(garrulity)} +garrulous {(garrulous)} +garrulously {(garrulous)}>ly> +garrulousness {(garrulous)}>ness> +garter {(garter)} +garters {(garter)} +gas {(gas)} +gaseous {(gas)}>ious> +gases {(gas)} +gash {(gash)} +gashed {(gash)} +gashes {(gash)} +gashing {(gash)} +gasification {(gas)}>ify>>ion> +gasifications {(gas)}>ify>>ion> +gasified {(gas)}>ify> +gasifies {(gas)}>ify> +gasify {(gas)}>ify> +gasifying {(gas)}>ify> +gasket {(gasket)} +gasket's {(gasket)} +gaskets {(gasket)} +gaslight {(gas)}{(light)} +gaslights {(gas)}{(light)} +gasman {(gas)}{(man)} +gasmask {(gas)}{(mask)} +gasmasks {(gas)}{(mask)} +gasmen {(gas)}{(men)} +gasoline {(gasoline)} +gasp {(gasp)} +gasped {(gasp)} +gasping {(gasp)} +gaspingly {(gasp)}>ly> +gasps {(gasp)} +gassed {(gas)} +gasses {(gas)} +gassier {(gas)}>y>>er> +gassiest {(gas)}>y>>est> +gassiness {(gas)}>y>>ness> +gassing {(gas)} +gassy {(gas)}>y> +gastric {(gastric)} +gastroenteritis (gastr){(enter)>itis>} +gastrointestinal (gastr){(intestine)}>al> +gastronomic {(gastr)(nomin)>ic>} +gastronomically {(gastr)(nomin)>ic>}>al>>ly> +gastronomy {(gastr)(nomin)>y>} +gasworks {(gas)}{(work)} +gate {(gate)} +gateau {(gateau)} +gateaux {(gateaux)} +gatecrash {(gate)}{(crash)} +gatecrashed {(gate)}{(crash)} +gatecrasher {(gate)}{(crash)}>er> +gatecrashers {(gate)}{(crash)}>er> +gatecrashes {(gate)}{(crash)} +gatecrashing {(gate)}{(crash)} +gated {(gate)} +gatehouse {(gate)}{(house)} +gatehouses {(gate)}{(house)} +gatekeeper {(gate)}{(keep)}>er> +gatekeepers {(gate)}{(keep)}>er> +gatepost {(gate)}{(post)} +gateposts {(gate)}{(post)} 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{(gawp)} +gawps {(gawp)} +gay {(gay)} +gayer {(gay)}>er> +gayest {(gay)}>est> +gayness {(gay)}>ness> +gays {(gay)} +gaze {(gaze)} +gazebo {(gazebo)} +gazebos {(gazebo)} +gazed {(gaze)} +gazelle {(gazelle)} +gazelles {(gazelle)} +gazer {(gaze)}>er> +gazers {(gaze)}>er> +gazes {(gaze)} +gazette {(gazette)} +gazetteer {(gazette)}>eer> +gazetteers {(gazette)}>eer> +gazettes {(gazette)} +gazing {(gaze)} +gazump {(gazump)} +gazumped {(gazump)} +gazumping {(gazump)} +gazumps {(gazump)} +gear {(gear)} +gearbox {(gear)}{(box)} +gearboxes {(gear)}{(box)} +geared {(gear)} +gearing {(gear)} +gears {(gear)} +gecko {(gecko)} +geckos {(gecko)} +gee {(gee)} +geese {(geese)} +geezer {(geezer)} +geezers {(geezer)} +geisha {(geisha)} +geishas {(geisha)} +gel {(gel)} +gelatin {(gelatin)} +gelatine {(gelatin)>e>} +gelatinous {(gelatin)>ous>} +geld {(geld)} +gelded {(geld)} +gelding {(geld)} +geldings {(geld)} +gelds {(geld)} +gelignite {(gel)(ign)>ite>} +gelled {(gel)} +gelling {(gel)} +gels {(gel)} +gem {(gem)} +gemlike {(gem)}{(like)} +gems {(gem)} +gen {(gen)} +gendarme {(gendarme)} +gendarmes {(gendarme)} +gender {(gender)} +genders {(gender)} +gene {(gen)} +genealogical {(gen)(log)>ic>>al>} +genealogically {(gen)(log)>ic>>al>}>ly> +genealogies {(gen)(log)>y>} +genealogist {(gen)(log)>ist>} +genealogists {(gen)(log)>ist>} +genealogy {(gen)(log)>y>} +genera {(genera)} +general {(gener)>al>} +general's {(gener)>al>} +generalissimo {(gener)>al>>issimo>} +generalissimos {(gener)>al>>issimo>} +generalities {(gener)>al>}>ity> +generality {(gener)>al>}>ity> +generalization {(gener)>al>}>ize>>ion> +generalizations {(gener)>al>}>ize>>ion> +generalize {(gener)>al>}>ize> +generalized {(gener)>al>}>ize> +generalizes {(gener)>al>}>ize> +generalizing {(gener)>al>}>ize> +generally {(gener)>al>}>ly> +generals {(gener)>al>} +generate {(gener)>ate>} +generated {(gener)>ate>} +generates {(gener)>ate>} +generating {(gener)>ate>} +generation {(gener)>ate>}>ion> +generation's {(gener)>ate>}>ion> 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+gentiles {(gentile)} +gentility {(gentle)}>ity> +gentle {(gentle)} +gentlefolk {(gentle)}{(folk)} +gentlefolks {(gentle)}{(folk)} +gentleman {(gentle)}(man) +gentlemanly {(gentle)}(man)>ly> +gentlemen {(gentle)}(men) +gentleness {(gentle)}>ness> +gentler {(gentle)}>er> +gentlest {(gentle)}>est> +gentlewoman {(gentle)}(woman) +gentlewomen {(gentle)}(women) +gently {(gentle)}>y> +gentry {(gentry)} +gents {(gent)} +genuflect {(genu)(flect)} +genuflected {(genu)(flect)} +genuflecting {(genu)(flect)} +genuflection {(genu)(flect)}>ion> +genuflections {(genu)(flect)}>ion> +genuflects {(genuflect)} +genuine {(genuine)} +genuinely {(genuine)}>ly> +genuineness {(genuine)}>ness> +genus {(genus)} +geocentric {(geo)(center)>ic>} +geocentricism {(geo)(center)>ic>}>ism> +geographer {(geo)(graph)>er>} +geographers {(geo)(graph)>er>} +geographic {(geo)(graph)>ic>} +geographical {(geo)(graph)>ic>}>al> +geographically {(geo)(graph)>ic>}>al>>ly> +geography {(geo)(graph)>y>} +geological {(geo)(log)>ic>}>al> +geologically {(geo)(log)>ic>}>al>>ly> +geologist {(geo)(log)>ist>} +geologists {(geo)(log)>ist>} +geology {(geo)(log)>y>} +geometric {(geo)(meter)>ic>} +geometrical {(geo)(meter)>ic>}>al> +geometrically {(geo)(meter)>ic>}>al>>ly> +geometry {(geo)(meter)>y>} +geophysical (geo){(phys)>ic>>al>} +geophysics (geo){(phys)>ics>} +geopolitical (geo){(politic)}>al> +geopolitics (geo){(politics)} +geranium {(geranium)} +geraniums {(geranium)} +geriatric {(geriatric)} +geriatrician {(geriatric)}>ian> +geriatricians {(geriatric)}>ian> +geriatrics {(geriatric)} +germ {(germ)} +germane {(germane)} +germicide {(germ)}(cide) +germicides {(germ)}(cide) +germinal {(germ)>al>} +germinate {(germ)>ate>} +germinated {(germ)>ate>} +germinates {(germ)>ate>} +germinating {(germ)>ate>} +germination {(germ)>ate>}>ion> +germs {(germ)} +gerontology {(geront)(log)>y>} +gerrymander {(gerrymander)} +gerrymandered {(gerrymander)} +gerrymandering {(gerrymander)} +gerrymanders {(gerrymander)} +gerund {(gerund)} +gerundial {(gerund)}>al> +gerunds {(gerund)} +gestation {(gestate)}>ion> +gesticulate {(gesticulate)} +gesticulated {(gesticulate)} +gesticulates {(gesticulate)} +gesticulating {(gesticulate)} +gesticulation {(gesticulate)}>ion> +gesticulations {(gesticulate)}>ion> +gesture {(gesture)} +gestured {(gesture)} +gestures {(gesture)} +gesturing {(gesture)} +get {(get)} +getaway {(get)}{(away)} +gets {(get)} +getting {(get)} +getup {(get)}{(up)} +getups {(get)}{(up)} +gewgaw {(gewgaw)} +gewgaws {(gewgaw)} +geyser {(geyser)} +geysers {(geyser)} +ghastlier {(ghastly)}>er> +ghastliest {(ghastly)}>est> +ghastliness {(ghastly)}>ness> +ghastly {(ghastly)} +ghee {(ghee)} +gherkin {(gherkin)} +gherkins {(gherkin)} +ghetto {(ghetto)} +ghettos {(ghetto)} +ghost {(ghost)} +ghosted {(ghost)} +ghosting {(ghost)} +ghostlike {(ghost)}{(like)} +ghostliness {(ghost)}>ly>>ness> +ghostly {(ghost)}>ly> +ghosts {(ghost)} +ghoul {(ghoul)} +ghoulish {(ghoul)}>ish> +ghoulishness {(ghoul)}>ish>>ness> +ghouls {(ghoul)} +giant {(giant)} +giantess {(giant)}>ess> +giantesses {(giant)}>ess> +giants {(giant)} +gibber {(gibber)} +gibbered {(gibber)} +gibbering {(gibber)} +gibberish {(gibber)}>ish> +gibbers {(gibber)} +gibbet {(gibbet)} +gibbeted {(gibbet)} +gibbeting {(gibbet)} +gibbets {(gibbet)} +gibbon {(gibbon)} +gibbons {(gibbon)} +gibbous {(gibbous)} +gibe {(gibe)} +gibed {(gibe)} +gibes {(gibe)} +gibing {(gibe)} +gibingly {(gibe)}>ly> +giblet {(giblet)} +giblets {(giblet)} +giddier {(giddy)}>er> +giddiest {(giddy)}>est> +giddily {(giddy)}>ly> +giddiness {(giddy)}>ness> +giddy {(giddy)} +gift {(gift)} +gifted {(gift)} +gifting {(gift)} +gifts {(gift)} +gig {(gig)} +gigantic {(gigantic)} +gigantically {(gigantic)}>ly> +giggle {(giggle)} +giggled {(giggle)} +giggles {(giggle)} +giggling {(giggle)} +gigolo {(gigolo)} +gigolos {(gigolo)} +gigs {(gig)} +gild {(gild)} +gilded {(gild)} +gilder {(gilder)} +gilders {(gilder)} +gilding {(gild)} +gilds {(gild)} +gill {(gill)} +gillies {(gilly)} +gills {(gill)} +gilt {(gilt)} +gimbaled {(gimbal)} +gimbals {(gimbal)} +gimcrack {(gimcrack)} +gimlet {(gimlet)} +gimlets {(gimlet)} +gimme {(gimme)} +gimmick {(gimmick)} +gimmicks {(gimmick)} +gimmicky {(gimmick)}>y> +gin {(gin)} +ginger {(ginger)} +gingerbread {(ginger)}{(bread)} +gingerbreads {(ginger)}{(bread)} +gingerly {(ginger)}>ly> +gingersnap {(ginger)}{(snap)} +gingersnaps {(ginger)}{(snap)} +gingham {(gingham)} +ginghams {(gingham)} +gingko {(gingko)} +gingkoes {(gingko)} +ginkgo {(ginkgo)} +ginkgoes {(ginkgo)} +ginmill {(gin)}{(mill)} +ginner's {(ginn)}>er> +gins {(gin)} +ginseng {(ginseng)} +gipsies {(gipsy)} +gipsy {(gipsy)} +giraffe {(giraffe)} +giraffes {(giraffe)} +gird {(gird)} +girded {(gird)} +girder {(gird)}>er> +girders {(gird)}>er> +girding {(gird)} +girdle {(girdle)} +girdled {(girdle)} +girdles {(girdle)} +girdling {(girdle)} +girds {(gird)} +girl {(girl)} +girl's {(girl)} +girlfriend {(girl)}{(friend)} +girlfriends {(girl)}{(friend)} +girlhood {(girl)}>hood> +girlie {(girl)}>y> +girlish {(girl)}>ish> +girlishly {(girl)}>ish>>ly> +girlishness {(girl)}>ish>>ness> +girls {(girl)} +giro {(giro)} +girt {(girt)} +girth {(girth)} +girths {(girth)} +gist {(gist)} +give {(give)} +giveaway {(give)}{(away)} +giveaways {(give)}{(away)} +given {(give)}>en> +giver {(give)}>er> +givers {(give)}>er> +gives {(give)} +giveth {(give)}>th> +giving {(give)} +gizzard {(gizzard)} +gizzards {(gizzard)} +glacial {(glacial)} +glacier {(glacier)} +glaciers {(glacier)} +glad {(glad)} +gladden {(glad)}>en> +gladdened {(glad)}>en> +gladdening {(glad)}>en> +gladdens {(glad)}>en> +gladder {(glad)}>er> +gladdest {(glad)}>est> +glade {(glade)} +glades {(glade)} +gladiator {(gladiate)}>or> +gladiators {(gladiate)}>or> +gladioli {(gladioli)} +gladiolus {(gladiolus)} +gladioluses {(gladiolus)} +gladly {(glad)}>ly> +gladness {(glad)}>ness> +glamor {(glamour)} +glamorization {(glamour)}>ize>>ion> +glamorize {(glamour)}>ize> 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{(gleam)} +gleaming {(gleam)} +gleams {(gleam)} +glean {(glean)} +gleaned {(glean)} +gleaner {(glean)}>er> +gleaners {(glean)}>er> +gleaning {(glean)} +gleanings {(glean)} +gleans {(glean)} +glee {(glee)} +gleeful {(glee)}>ful> +gleefully {(glee)}>ful>>ly> +glees {(glee)} +glen {(glen)} +glengarries {(glengarry)} +glengarry {(glengarry)} +glens {(glen)} +glib {(glib)} +glibber {(glib)}>er> +glibbest {(glib)}>est> +glibly {(glib)}>ly> +glibness {(glib)}>ness> +glide {(glide)} +glided {(glide)} +glider {(glide)}>er> +gliders {(glide)}>er> +glides {(glide)} +gliding {(glide)} +glimmer {(glimmer)} +glimmered {(glimmer)} +glimmering {(glimmer)} +glimmerings {(glimmer)} +glimmers {(glimmer)} +glimpse {(glimpse)} +glimpsed {(glimpse)} +glimpses {(glimpse)} +glimpsing {(glimpse)} +glint {(glint)} +glinted {(glint)} +glinting {(glint)} +glints {(glint)} +glissade {(glissade)} +glissaded {(glissade)} +glissades {(glissade)} +glissading {(glissade)} +glissando {(glissando)} +glissandos {(glissando)} +glisten {(glisten)} +glistened {(glisten)} +glistening {(glisten)} +glisteningly {(glisten)}>ly> +glistens {(glisten)} +glister {(glister)} +glistered {(glister)} +glistering {(glister)} +glisters {(glister)} +glitter {(glitter)} +glittered {(glitter)} +glittering {(glitter)} +glitters {(glitter)} +gloat {(gloat)} +gloated {(gloat)} +gloating {(gloat)} +gloatingly {(gloat)}>ly> +gloats {(gloat)} +global {(globe)}>al> +globally {(globe)}>al>>ly> +globe {(globe)} +globes {(globe)} +globetrotter {(globe)}{(trot)}>er> +globetrotters {(globe)}{(trot)}>er> +globular {(globe)>ule>}>ar> +globule {(globe)>ule>} +globules {(globe)>ule>} +globulin {(globe)>ulin>} +glockenspiel {(glockenspiel)} +glockenspiels {(glockenspiel)} +gloom {(gloom)} +gloomier {(gloom)}>y>>er> +gloomiest {(gloom)}>y>>est> +gloomily {(gloom)}>y>>ly> +gloominess {(gloom)}>y>>ness> +gloomy {(gloom)}>y> +glories {(glory)} +glorification {(glory)}>ify>>ion> +glorified {(glory)}>ify> +glorifies {(glory)}>ify> +glorify {(glory)}>ify> +glorifying {(glory)}>ify> +glorious {(glory)}>ious> +gloriously {(glory)}>ious>>ly> +glory {(glory)} +glorying {(glory)} +gloss {(gloss)} +glossaries {(gloss)>ory>} +glossary {(gloss)>ory>} +glossed {(gloss)} +glosses {(gloss)} +glossier {(gloss)}>y>>er> +glossies {(gloss)}>y> +glossiest {(gloss)}>y>>est> +glossily {(gloss)}>y>>ly> +glossiness {(gloss)}>y>>ness> +glossing {(gloss)} +glossy {(gloss)}>y> +glottal {(glott)>al>} +glottis {(glott)>sis>} +glottises {(glott)>sis>} +glove {(glove)} +gloved {(glove)} +gloves {(glove)} +glow {(glow)} +glowed {(glow)} +glower {(glower)} +glowered {(glower)} +glowering {(glower)} +gloweringly {(glower)}>ly> +glowers {(glower)} +glowing {(glow)} +glowingly {(glow)}>ly> +glows {(glow)} +glucose {(glucose)} +glue {(glue)} +glued {(glue)} +glueing {(glue)} +glues {(glue)} +gluey {(glue)}>y> +glum {(glum)} +glumly {(glum)}>ly> +glummer {(glum)}>er> +glummest {(glum)}>est> +glumness {(glum)}>ness> +glut {(glut)} +gluten {(gluten)} +glutinous {(glutin)>ious>} +gluts {(glut)} +glutted {(glut)} +glutting {(glut)} +glutton {(glutton)} +gluttons {(glutton)} +gluttony {(glutton)}>y> +glycerin {(glycerin)} +glycerine {(glycerine)} +glycerol {(glycerol)} +glycol {(glycol)} +gnarled {(gnarl)} +gnash {(gnash)} +gnashed {(gnash)} +gnashes {(gnash)} +gnashing {(gnash)} +gnat {(gnat)} +gnats {(gnat)} +gnaw {(gnaw)} +gnawed {(gnaw)} +gnawing {(gnaw)} +gnaws {(gnaw)} +gneiss {(gneiss)} +gnocchi {(gnocchi)} +gnome {(gnome)} +gnomelike {(gnome)}{(like)} +gnomes {(gnome)} +gnu {(gnu)} +gnus {(gnu)} +go {(go)} +goad {(goad)} +goaded {(goad)} +goading {(goad)} +goads {(goad)} +goal {(goal)} +goalie {(goal)}>y> +goalies {(goal)}>y> +goalkeeper {(goal)}{(keep)}>er> +goalkeepers {(goal)}{(keep)}>er> +goalmouth {(goal)}{(mouth)} +goalmouths {(goal)}{(mouth)} +goalpost {(goal)}{(post)} +goalposts {(goal)}{(post)} +goals {(goal)} +goat {(goat)} +goat's {(goat)} +goatee {(goatee)} +goatees {(goat)}>ee> +goatherd {(goat)}{(herd)} +goatherds {(goat)}{(herd)} +goats {(goat)} +goatskin {(goat)}{(skin)} +goatskins {(goat)}{(skin)} +gob {(gob)} +gobble {(gobble)} +gobbled {(gobble)} +gobbledygook {(gobbledygook)} +gobbler {(gobble)}>er> +gobblers {(gobble)}>er> +gobbles {(gobble)} +gobbling {(gobble)} +goblet {(goblet)} +goblets {(goblet)} +goblin {(goblin)} +goblins {(goblin)} +gobs {(gob)} +god {(god)} +godchild {(god)}{(child)} +godchildren {(god)}{(child)} +goddam {(god)}{(damn)} +goddaughter {(god)}{(daughter)} +goddaughters {(god)}{(daughter)} +goddess {(god)}>ess> +goddesses {(god)}>ess> +godfather {(god)}{(father)} +godfathers {(god)}{(father)} +godfearing {(god)}{(fear)} +godforsaken {(god)}{en> +godhead {(god)}{(head)} +godless {(god)}>less> +godlessly {(god)}>less>>ly> +godlessness {(god)}>less>>ness> +godlier {(god)}>ly>>er> +godliest {(god)}>ly>>est> +godlike {(god)}{(like)} +godliness {(god)}>ly>>ness> +godly {(god)}>ly> +godmother {(god)}{(mother)} +godmothers {(god)}{(mother)} +godown {(godown)} +godowns {(go)}{(down)} +godparent {(god)}{(parent)} +godparents {(god)}{(parent)} +gods {(god)} +godsend {(god)}{(send)} +godsends {(god)}{(send)} +godson {(god)}{(sono)} +godsons {(god)}{(sono)} +godspeed {(god)}{(speed)} +goer {(go)}>er> +goers {(go)}>er> +goes {(go)} +goggle {(goggle)} +goggled {(goggle)} +goggles {(goggle)} +goggling {(goggle)} +gogo {(gogo)} +going {(go)} +goings {(go)} +goitre {(goitre)} +gold {(gold)} +golden {(gold)}>en> +goldfield {(goldfield)} +goldfinch {(gold)}{(finch)} +goldfinches {(gold)}{(finch)} +goldfish {(gold)}{(fish)} +goldfishes {(gold)}{(fish)} +goldmine {(gold)}{(mine)} +goldmines {(gold)}{(mine)} +goldsmith {(gold)}(smith) +goldsmiths {(gold)}(smith) +golf {(golf)} +golfer {(golf)}>er> +golfers {(golf)}>er> +golfing {(golf)} +goliaths {(goliath)} +gollies {(golly)} +golliwog {(golliwog)} +golliwogs {(golliwog)} +golly {(golly)} +gonad {(gonad)} +gonads {(gonad)} +gondola {(gondol)>a>} +gondolas {(gondol)>a>} +gondolier {(gondol)>er>} +gondoliers {(gondol)>er>} +gone {(gone)} +goner {(gone)}>er> +goners {(gone)}>er> +gong {(gong)} +gonged {(gong)} +gonging {(gong)} +gongs {(gong)} +gonna {(gonna)} +gonorrhoea {(gono)(rrhoea)} +goo {(goo)} +goober {(goober)} +goobers {(goober)} +good {(good)} +goodbye {(good)}{(bye)} +goodbyes {(good)}{(bye)} +goodies {(good)}>y> +goodish {(good)}>ish> +goodlier {(good)}>ly>>er> +goodliest {(good)}>ly>>est> +goodly {(good)}>ly> +goodness {(good)}>ness> +goodnight {(good)}{(night)} +goodnights {(good)}{(night)} +goods {(goods)} +goodwill {(good)}{(will)} +goody {(good)}>y> +gooey {(goo)}>y> +goof {(goof)} +goofed {(goof)} +goofier {(goof)}>y>>er> +goofiest {(goof)}>y>>est> +goofiness {(goof)}>y>>ness> +goofing {(goof)} +goofs {(goof)} +goofy {(goof)}>y> +gooier {(goo)}>y>>er> +goon {(goon)} +goons {(goon)} +goose {(goose)} +gooseberries {(goose)}(berry) +gooseberry {(goose)}(berry) +goosed {(goose)} +gooseflesh {(goose)}{(flesh)} +gooses {(goose)} +goosing {(goose)} +gopher {(gopher)} +gophers {(gopher)} +gore {(gore)} +gored {(gore)} +gores {(gore)} +gorge {(gorge)} +gorged {(gorge)} +gorgeous {(gorgeous)} +gorgeously {(gorgeous)}>ly> +gorgeousness {(gorgeous)}>ness> +gorges {(gorge)} +gorging {(gorge)} +gorgons {(gorgon)} +gorgonzola {(gorgonzola)} +gorier {(gore)}>y>>er> +goriest {(gore)}>y>>est> +gorilla {(gorilla)} +gorillas {(gorilla)} +goring {(gore)} +gormand {(gormand)} +gormandize {(gormand)}>ize> +gormandized {(gormand)}>ize> +gormandizes {(gormand)}>ize> +gormandizing {(gormand)}>ize> +gormands {(gormand)} +gormless {(gorm)}>less> +gormlessly {(gorm)}>less>>ly> +gorse {(gorse)} +gory {(gore)}>y> +gosh {(gosh)} +gosling {(gosling)} +goslings {(gosling)} +gospel {(gospel)} +gospels {(gospel)} +gossamer {(gossamer)} +gossamers {(gossamer)} +gossip {(gossip)} +gossiped {(gossip)} +gossiping {(gossip)} +gossipped {(gossip)} +gossips {(gossip)} +gossipy {(gossip)}>y> +got {(got)} +gotta {(gotta)} +gotten {(get)}> +gouge {(gouge)} +gouged {(gouge)} +gouges {(gouge)} +gouging {(gouge)} +goulash {(goulash)} +goulashes {(goulash)} +gourd {(gourd)} +gourds {(gourd)} +gourmand {(gourmand)} +gourmands {(gourmand)} +gourmet {(gourmet)} +gourmet's {(gourmet)} +gourmets {(gourmet)} +gout {(gout)} +goutier {(gout)}>y>>er> +gouty {(gout)}>y> +govern {(govern)} +governable {(govern)}>able> +governance {(govern)}>ance> +governed {(govern)} +governess {(govern)}>ess> +governesses {(govern)}>ess> +governing {(govern)} +government {(govern)}>ment> +government's {(govern)}>ment> +governmental {(govern)}>ment>>al> +governments {(govern)}>ment> +governor {(govern)}>or> +governor's {(govern)}>or> +governors {(govern)}>or> +governorship {(govern)}>or>>ship> +governs {(govern)} +gown {(gown)} +gowned {(gown)} +gowning {(gown)} +gowns {(gown)} +grab {(grab)} +grabbed {(grab)} +grabber {(grab)}>er> +grabbers {(grab)}>er> +grabbing {(grab)} +grabs {(grab)} +grace {(grace)} +graced {(grace)} +graceful {(grace)}>ful> +gracefully 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+grandmother {(grand)}{(mother)} +grandmother's {(grand)}{(mother)} +grandmothers {(grand)}{(mother)} +grandnephew {(grand)}{(nephew)} +grandnephews {(grand)}{(nephew)} +grandness {(grand)}>ness> +grandniece {(grand)}{(niece)} +grandnieces {(grand)}{(niece)} +grandpa {(grand)}{(pa)} +grandparent {(grand)}{(parent)} +grandparents {(grand)}{(parent)} +grandpas {(grand)}{(pa)} +grands {(grand)} +grandson {(grand)}{(sono)} +grandsons {(grand)}{(sono)} +grandstand {(grand)}{(stand)} +grandstands {(grand)}{(stand)} +granduncle {(grand)}{(uncle)} +granduncles {(grand)}{(uncle)} +grange {(grange)} +granges {(grange)} +granite {(granite)} +granite's {(granite)} +grannies {(gran)}>y> +granny {(gran)}>y> +granny's {(gran)}>y> +grans {(gran)} +grant {(grant)} +granted {(grant)} +granting {(grant)} +grants {(grant)} +granular {(granule)}>ar> +granulate {(granule)}>ate> +granulated {(granule)}>ate> +granulates {(granule)}>ate> +granulating {(granule)}>ate> +granule {(granule)} +granules {(granule)} +grape {(grape)} +grapefruit {(grape)}{(fruit)} +grapefruits {(grape)}{(fruit)} +grapes {(grape)} +grapeshot {(grape)}{(shot)} +grapevine {(grape)}{(vine)} +grapevines {(grape)}{(vine)} +graph {(graph)} +graphed {(graph)} +graphic {(graph)>ic>} +graphical {(graph)>ic>}>al> +graphically {(graph)}>ic>>al>>ly> +graphics {(graph)>ics>} +graphing {(graph)} +graphite {(graph)>ite>} +graphologist {(graph)(log)>ist>} +graphologists {(graph)(log)>ist>} +graphology {(graph)(log)>y>} +graphs {(graph)} +grapple {(grapple)} +grappled {(grapple)} +grapples {(grapple)} +grappling {(grapple)} +grasp {(grasp)} +grasped {(grasp)} +grasping {(grasp)} +graspingly {(grasp)}>ly> +grasps {(grasp)} +grass {(grass)} +grassed {(grass)} +grasses {(grass)} +grassfire {(grass)}{(fire)} +grasshopper {(grass)}{(hop)}>er> +grasshoppers {(grass)}{(hop)}>er> +grassier {(grass)}>y>>er> +grassiest {(grass)}>y>>est> +grassing {(grass)} +grassland {(grass)}{(land)} +grasslands {(grass)}{(land)} +grassroots {(grass)}{(root)} +grassy {(grass)}>y> +grate {(grat)} +grated {(grat)} +grateful {(grat)>ful>} +gratefully {(grat)>ful>}>ly> +gratefulness {(grat)>ful>}>ness> +grater {(grat)}>er> +graters {(grat)}>er> +grates {(grat)} +gratification {(grat)>ify>}>ion> +gratifications {(grat)>ify>}>ion> +gratified {(grat)>ify>} +gratifies {(grat)>ify>} +gratify {(grat)>ify>} +gratifying {(grat)>ify>} +gratifyingly {(grat)>ify>}>ly> +grating {(grat)} +gratingly {(grat)}>ly> +gratings {(grat)} +gratis {(gratis)} +gratitude {(grat)>itude>} +gratuities {(grat)>uity>} +gratuitous {(grat)>uitous>} +gratuitously {(grat)>uitous>}>ly> +gratuitousness {(grat)>uitous>}>ness> +gratuity {(grat)>uity>} +grave {(grave)} +gravel {(gravel)} +gravelled {(gravel)} +gravelling {(gravel)} +gravelly {(gravel)}>y> +gravels {(gravel)} +gravely {(grave)}>ly> +graven {(grave)}>en> +graver {(grave)}>er> +graves {(grave)} +gravest {(grave)}>est> +gravestone {(grave)}{(stone)} +gravestones {(grave)}{(stone)} +graveyard {(grave)}{(yard)} +graveyards {(grave)}{(yard)} +gravitation {(gravitate)}>ion> +gravitational {(gravitate)}>ion>>al> +gravity {(gravity)} +gravure {(gravure)} +gravy {(gravy)} +gray {(gray)} +graybeard {(gray)}{(beard)} +graybeards {(gray)}{(beard)} +grayed {(gray)} +grayer {(gray)}>er> +graying {(gray)} +graze {(graze)} +grazed {(graze)} +grazes {(graze)} +grazier {(graze)}>er> +graziers {(graze)}>er> +grazing {(graze)} +grease {(grease)} +greased {(grease)} +greasepaint {(grease)}{(paint)} +greaseproof {(grease)}{(proof)} +greaser {(grease)}>er> +greasers {(grease)}>er> +greases {(grease)} +greasier {(grease)}>y>>er> +greasiest {(grease)}>y>>est> +greasily {(grease)}>y>>ly> +greasiness {(grease)}>y>>ness> +greasing {(grease)} +greasy {(grease)}>y> +great {(great)} +greatcoat {(great)}{(coat)} +greatcoats {(great)}{(coat)} +greater {(great)}>er> +greatest {(great)}>est> +greatly {(great)}>ly> +greatness {(great)}>ness> +greaves {(greaves)} +grebe {(grebe)} +grebes {(grebe)} +greed {(greed)} +greedier {(greed)}>y>>er> +greediest {(greed)}>y>>est> +greedily {(greed)}>y>>ly> +greediness {(greed)}>y>>ness> +greedy {(greed)}>y> +green {(green)} +green's {(green)} +greenback {(green)}{(back)} +greenbacks {(green)}{(back)} +greener {(green)}>er> +greenery {(green)}>ory> +greenest {(green)}>est> +greenflies {(green)}{(fly)} +greenfly {(green)}{(fly)} +greengage {(green)}{(gage)} +greengages {(green)}{(gage)} +greengrocer {(green)}{(grocer)} +greengroceries {(green)}{(grocer)}>y> +greengrocers {(green)}{(grocer)} +greengrocery {(green)}{(grocer)}>y> +greenhorn {(green)}{(horn)} +greenhorns {(green)}{(horn)} +greenhouse {(green)}{(house)} +greenhouses {(green)}{(house)} +greening {(green)} +greenish {(green)}>ish> +greenishness {(green)}>ish>>ness> +greenly {(green)}>ly> +greenness {(green)}>ness> +greens {(green)} +greenwood {(greenwood)} +greet {(greet)} +greeted {(greet)} +greeting {(greet)} +greetings {(greet)} +greets {(greet)} +gregarious {(greg)>ious>} +gregariously {(greg)>ious>}>ly> +gregariousness {(greg)>ious>}>ness> +gremlin {(gremlin)} +gremlins {(gremlin)} +grenade {(grenade)} +grenades {(grenade)} +grenadier {(grenade)}>er> +grenadiers {(grenade)}>er> +grew {(grew)} +grey {(grey)} +grey's {(grey)} +greybeard {(grey)}{(beard)} +greybeards {(grey)}{(beard)} +greyed {(grey)} +greyer {(grey)}>er> +greyest {(grey)}>est> +greyhound {(grey)}{(hound)} +greyhounds {(grey)}{(hound)} +greying {(grey)} +greyish {(grey)}>ish> +greyness {(grey)}>ness> +greys {(grey)} +grid {(grid)} +griddle {(griddle)} +griddles {(griddle)} +gridiron {(grid)}{(iron)} +gridirons {(grid)}{(iron)} +grids {(grid)} +grief {(grief)} +griefs {(grief)} +grievance {(grieve)}>ance> +grievances {(grieve)}>ance> +grieve {(grieve)} +grieved {(grieve)} +grieves {(grieve)} +grieving {(grieve)} +grievous {(grieve)}>ious> +grievously {(grieve)}>ious>>ly> +grievousness {(grieve)}>ious>>ness> +griffin {(griffin)} +griffin's {(griffin)} +griffins {(griffin)} +grill {(grill)} +grille {(grille)} +grilled {(grill)} +grilles {(grille)} +grillework {(grille)}{(work)} +grilling {(grill)} +grills {(grill)} +grim {(grim)} +grimace {(grimace)} +grimaced {(grimace)} +grimaces {(grimace)} +grimacing {(grimace)} +grime {(grime)} +grimed {(grime)} +grimes {(grimes)} +grimier {(grime)}>y>>er> +grimiest {(grime)}>y>>est> +griminess {(grime)}>y>>ness> +griming {(grime)} +grimly {(grim)}>ly> +grimmer {(grimm)}>er> +grimmest {(grimm)}>est> +grimness {(grim)}>ness> +grimy {(grime)}>y> +grin {(grin)} +grind {(grind)} +grinder {(grind)}>er> +grinders {(grind)}>er> +grinding {(grind)} +grindings {(grind)} +grinds {(grind)} +grindstone {(grind)}{(stone)} +grindstones {(grind)}{(stone)} +gringo {(gringo)} +gringos {(gringo)} +grinned {(grin)} +grinning {(grin)} +grins {(grin)} +grip {(grip)} +gripe {(gripe)} +griped {(gripe)} +griper {(gripe)}>er> +gripers {(gripe)}>er> +gripes {(gripe)} +griping {(gripe)} +grippe {(grippe)} +gripped {(grip)} +gripping {(grip)} +grippingly {(grip)}>ly> +grips {(grip)} +grislier {(grisly)}>er> +grisly {(grisly)} +grist {(grist)} +gristle {(gristle)} +gristlier {(gristle)}>y>>er> +gristliest {(gristle)}>y>>est> +gristly {(gristle)}>y> +gristmill {(grist)}{(mill)} +grit {(grit)} +grits {(grit)} +grittier {(grit)}>y>>er> +grittiest {(grit)}>y>>est> +gritty {(grit)}>y> +grizzle {(grizzle)} +grizzled {(grizzle)} +grizzles {(grizzle)} +grizzlies {(grizzle)}>y> +grizzling {(grizzle)} +grizzly {(grizzle)}>y> +groan {(groan)} +groaned {(groan)} +groaning {(groan)} +groans {(groan)} +groat {(groat)} +groats {(groat)} +grocer {(grocer)} +grocer's {(grocer)} +groceries {(grocer)}>y> +grocers {(grocer)} +grocery {(grocer)}>y> +grog {(grog)} +groggier {(grog)}>y>>er> +groggiest {(grog)}>y>>est> +groggily {(grog)}>y>>ly> +groggy {(grog)}>y> +groin {(groin)} +groined {(groin)} +groins {(groin)} +groom {(groom)} +groomed {(groom)} +grooming {(groom)} +grooms {(groom)} +groove {(groove)} +grooved {(groove)} +groover {(groove)}>er> 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{(growl)}>er> +growling {(growl)} +growlingly {(growl)}>ly> +growls {(growl)} +grown {(grow)}>n> +grownups {(grow)}>n>{(up)} +grows {(grow)} +growth {(grow)>th>} +growths {(grow)>th>} +grub {(grub)} +grubbed {(grub)} +grubbier {(grub)}>y>>er> +grubbiest {(grub)}>y>>est> +grubbing {(grub)} +grubby {(grub)}>y> +grubs {(grub)} +grudge {(grudge)} +grudged {(grudge)} +grudges {(grudge)} +grudging {(grudge)} +grudgingly {(grudge)}>ly> +gruel {(gruel)} +gruelling {(gruel)} +gruellingly {(gruel)}>ly> +gruesome {(gruesome)} +gruesomely {(gruesome)}>ly> +gruesomeness {(gruesome)}>ness> +gruff {(gruff)} +gruffer {(gruff)}>er> +gruffest {(gruff)}>est> +gruffly {(gruff)}>ly> +gruffness {(gruff)}>ness> +grumble {(grumble)} +grumbled {(grumble)} +grumbler {(grumble)}>er> +grumblers {(grumble)}>er> +grumbles {(grumble)} +grumbling {(grumble)} +grumpier {(grump)}>y>>er> +grumpiest {(grump)}>y>>est> +grumpily {(grump)}>y>>ly> +grumpiness {(grump)}>y>>ness> +grumpy {(grump)}>y> +grunt {(grunt)} +grunted {(grunt)} +grunting {(grunt)} +grunts {(grunt)} +guano {(guano)} +guanos {(guano)} +guarantee {(guarant)>ee>} +guaranteed {(guarant)>ee>} +guaranteeing {(guarant)>ee>} +guarantees {(guarant)>ee>} +guarantor {(guarant)>or>} +guarantors {(guarant)>or>} +guaranty {(guarant)>y>} +guard {(guard)} +guard's {(guard)} +guarded {(guard)} +guardedly {(guard)}>ly> +guardedness {(guard)}>ness> +guardhouse {(guard)}{(house)} +guardhouses {(guard)}{(house)} +guardian {(guard)}>ian> +guardians {(guard)}>ian> +guardianship {(guard)}>ian>>ship> +guarding {(guard)} +guardrail {(guard)}{(rail)} +guardrails {(guard)}{(rail)} +guardroom {(guard)}{(room)} +guardrooms {(guard)}{(room)} +guards {(guard)} +guardsman {(guard)}(man) +guardsmen {(guard)}(men) +guava {(guava)} +guavas {(guava)} +gubernatorial {(gubernator)}>al> +gudgeon {(gudgeon)} +gudgeons {(gudgeon)} +guerilla {(guerilla)} +guerrilla {(guerrilla)} +guerrillas {(guerrilla)} +guess {(guess)} +guessed {(guess)} +guesses {(guess)} +guessing {(guess)} +guesstimate {(guesstimate)} +guesstimates {(guesstimate)} +guesswork {(guess)}{(work)} +guest {(guest)} +guesthouse {(guest)}{(house)} +guesthouses {(guest)}{(house)} +guesting {(guest)} +guestroom {(guest)}{(room)} +guestrooms {(guest)}{(room)} +guests {(guest)} +guffaw {(guffaw)} +guffawed {(guffaw)} +guffawing {(guffaw)} +guffaws {(guffaw)} +guidance {(guide)}>ance> +guide {(guide)} +guide's {(guide)} +guidebook {(guide)}{(book)} +guidebooks {(guide)}{(book)} +guided {(guide)} +guidelines {(guide)}{(line)} +guideposts {(guide)}{(post)} +guides {(guide)} +guiding {(guide)} +guild {(guild)} +guilder {(guilder)} +guilders {(guilder)} +guildhall {(guild)}{(hall)} +guildhalls {(guild)}{(hall)} +guilds {(guild)} +guile {(guile)} +guileful {(guile)}>ful> +guileless {(guile)}>less> +guilelessly {(guile)}>less>>ly> +guilelessness {(guile)}>less>>ness> +guillemot {(guillemot)} +guillemots {(guillemot)} +guillotine {(guillotine)} +guillotined {(guillotine)} +guillotines {(guillotine)} +guillotining {(guillotine)} +guilt {(guilt)} +guiltier {(guilt)}>y>>er> +guiltiest {(guilt)}>y>>est> +guiltily {(guilt)}>y>>ly> +guiltiness {(guilt)}>y>>ness> +guiltless {(guilt)}>less> +guiltlessly {(guilt)}>less>>ly> +guiltlessness {(guilt)}>less>>ness> +guilty {(guilt)}>y> +guineas {(guinea)} +guise {(guise)} +guises {(guise)} +guitar {(guitar)} +guitarist {(guitar)}>ist> +guitars {(guitar)} +gulch {(gulch)} +gulches {(gulch)} +gulf {(gulf)} +gulf's {(gulf)} +gulfs {(gulf)} +gull {(gull)} +gulled {(gull)} +gullet {(gullet)} +gullets {(gullet)} +gullibility {(gullible)}>ity> +gullible {(gullible)} +gullibly {(gullible)}>y> +gullies {(gully)} +gulling {(gull)} +gulls {(gull)} +gully {(gully)} +gulp {(gulp)} +gulped {(gulp)} +gulping {(gulp)} +gulps {(gulp)} +gum {(gum)} +gumbo {(gumbo)} +gumboot {(gum)}{(boot)} +gumboots {(gum)}{(boot)} +gumbos {(gumbo)} +gumdrop {(gum)}{(drop)} +gumdrops {(gum)}{(drop)} +gummed {(gum)} +gummier {(gum)}>y>>er> +gumminess {(gum)}>y>>ness> +gumming {(gum)} +gummy {(gum)}>y> +gumption {(gumption)} +gums {(gum)} +gumshoe {(gum)}{(shoe)} +gumshoes {(gum)}{(shoe)} +gun {(gun)} +gun's {(gun)} +gunboat {(gun)}{(boat)} +gunboats {(gun)}{(boat)} +gundog {(gun)}{(dog)} +gundogs {(gun)}{(dog)} +gunfighter {(gun)}{(fight)}>er> +gunfights {(gun)}{(fight)} +gunfire {(gun)}{(fire)} +gunflint {(gun)}{(flint)} +gunge {(gunge)} +gunk {(gunk)} +gunman {(gun)}(man) +gunmen {(gun)}(men) +gunmetal {(gun)}{(metal)} +gunner {(gun)}>er> +gunners {(gun)}>er> +gunnery {(gun)}>ory> +gunning {(gun)} +gunny {(gunny)} +gunplay {(gun)}{(play)} +gunpoint {(gun)}{(point)} +gunpoints {(gun)}{(point)} +gunpowder {(gun)}{(powder)} +gunroom {(gun)}{(room)} +gunrooms {(gun)}{(room)} +gunrunner {(gun)}{(run)}>er> +gunrunners {(gun)}{(run)}>er> +gunrunning {(gun)}{(run)} +guns {(gun)} +gunshot {(gun)}{(shot)} +gunshots {(gun)}{(shot)} +gunslinger {(gun)}{(sling)}>er> +gunsmith {(gun)}{(smith)} +gunsmiths {(gun)}{(smith)} +gunwale {(gunwale)} +gunwales {(gunwale)} +guppies {(guppy)} +guppy {(guppy)} +gurgle {(gurgle)} +gurgled {(gurgle)} +gurgles {(gurgle)} +gurgling {(gurgle)} +guru {(guru)} +gurus {(guru)} +gush {(gush)} +gushed {(gush)} +gusher {(gush)}>er> +gushes {(gush)} +gushier {(gush)}>y>>er> +gushily {(gush)}>y>>ly> +gushing {(gush)} +gushingly {(gush)}>ly> +gushy {(gush)}>y> +gusset {(gusset)} +gussets {(gusset)} +gust {(gust)} +gustation {(gust)>ion>} +gustatory {(gust)>ory>} +gustier {(gust)}>y>>er> +gusto {(gusto)} +gusts {(gust)} +gusty {(gust)}>y> +gut {(gut)} +gutless {(gut)}>less> +gutlessness {(gut)}>less>>ness> +guts {(gut)} +gutsier {(gut)}>y>>er> +gutsiest {(gut)}>y>>est> +gutsy {(gut)}>y> +gutted {(gut)} +gutter {(gutter)} +guttered {(gutter)} +guttering {(gutter)} +gutters {(gutter)} +guttersnipe {(guttersnipe)} +guttersnipes {(guttersnipe)} +gutting {(gut)} +guttural {(guttural)} +gutturally {(guttural)}>ly> +gutturals {(guttural)} +guy {(guy)} +guy's {(guy)} +guyed {(guy)} +guying {(guy)} +guys {(guy)} +guzzle {(guzzle)} +guzzled {(guzzle)} +guzzler {(guzzle)}>er> +guzzlers {(guzzle)}>er> +guzzles {(guzzle)} +guzzling {(guzzle)} +gym {(gym)} +gymkhana {(gymkhana)} +gymkhanas {(gymkhana)} +gymnasium {(gymn)>asi>>ium>} +gymnasiums {(gymn)>asi>>ium>} +gymnast {(gymn)>ast>} +gymnastic {(gymn)>ast>}>ic> +gymnastics {(gymn)>ast>}>ics> +gymnasts {(gymn)>ast>} +gyms {(gym)} +gymslip {(gym)}{(slip)} +gymslips {(gym)}{(slip)} +gynaecological {(gynaec)(log)>ic>>al>} +gynaecologist {(gynaec)(log)>ist>} +gynaecologists {(gynaec)(log)>ist>} +gynaecology {(gynaec)(log)>y>} +gynecologist {(gynaec)(log)>ist>} +gynecologists {(gynaec)(log)>ist>} +gypsies {(gypsy)} +gypsum {(gypsum)} +gypsy {(gypsy)} +gyrate {(gyrate)} +gyrated {(gyrate)} +gyrates {(gyrate)} +gyrating {(gyrate)} +gyration {(gyrate)}>ion> +gyrations {(gyrate)}>ion> +gyro {(gyro)} +gyros {(gyro)} +gyroscope {(gyro)(scope)} +gyroscopes {(gyro)(scope)} +gyroscopic {(gyro)(scope)}>ic> +ha {(ha)} +haberdasher {(haberdasher)} +haberdasheries {(haberdasher)}>y> +haberdashers {(haberdasher)} +haberdashery {(haberdasher)}>y> +habilitate {(habilitate)} +habilitated {(habilitate)} +habilitates {(habilitate)} +habilitating {(habilitate)} +habit {(habit)} +habitable {(habit)>able>} +habitants {(habit)>ant>} +habitat {(habit)>at>} +habitation {(habit)>ion>} +habitations {(habit)>ion>} +habitats {(habit)>at>} +habiting {(habit)} +habits {(habit)} +habitual {(habit)}>al> +habitually {(habit)}>al>>y> +habituate {(habit)}>ate> +habituated {(habit)}>ate> +habituates {(habit)}>ate> +habituating {(habit)}>ate> +habitude {(habit)>itude>} +habitue {(habit)>ue>} +habitues {(habit)>ue>} +hacienda {(hacienda)} +haciendas {(hacienda)} +hack {(hack)} +hacked {(hack)} +hackers {(hack)}>er> +hacking {(hack)} +hackle {(hackle)} +hackles {(hackle)} +hackney {(hackney)} +hackneyed {(hackney)} +hackneys {(hackney)} +hacks {(hack)} +hacksaw {(hacksaw)} +hacksaws {(hack)}{(saw)} +had {(had)} +haddock {(haddock)} +haddocks {(haddock)} +hadn't {(had)} +haemoglobin {(haemo)(globin)} +haemophilia {(haemo)(philo)>ia>} +haemophiliac {(haemo)(philo)>iac>} +haemophiliacs {(haemo)(philo)>iac>} +haemorrhage {(haemo)>rrhage>} +haemorrhages {(haemo)>rrhage>} +haemorrhoids {(haemo)(rrhoid)} +hag {(hag)} +haggard {(haggard)} +haggardly {(haggard)}>ly> +haggis {(haggis)} +haggises {(haggis)} +haggle {(haggle)} +haggled {(haggle)} +haggles {(haggle)} +haggling {(haggle)} +hags {(hag)} +haiku {(haiku)} +hail {(hail)} +hailed {(hail)} +hailing {(hail)} +hails {(hail)} +hailstone {(hail)}{(stone)} +hailstones {(hail)}{(stone)} +hailstorm {(hail)}{(storm)} +hailstorms {(hail)}{(storm)} +hair {(hair)} +hairbreadth {(hair)}{(breadth)} +hairbrush {(hair)}{(brush)} +hairbrushes {(hair)}{(brush)} +haircloth {(hair)}{(cloth)} +haircloths {(hair)}{(cloth)} +haircut {(hair)}{(cut)} +haircuts {(hair)}{(cut)} +hairdo {(hair)}{(do)} +hairdos {(hair)}{(do)} +hairdresser {(hair)}{(dress)}>er> +hairdressers {(hair)}{(dress)}>er> +hairdressing {(hair)}{(dress)} +hairier {(hair)}>y>>er> +hairiest {(hair)}>y>>est> +hairiness {(hair)}>y>>ness> +hairless {(hair)}>less> +hairlike {(hair)}{(like)} +hairline {(hair)}{(line)} +hairlines {(hair)}{(line)} +hairnet {(hair)}{(net)} +hairnets {(hair)}{(net)} +hairpiece {(hair)}{(piece)} +hairpieces {(hair)}{(piece)} +hairpin {(hair)}{(pin)} +hairpins {(hair)}{(pin)} +hairs {(hair)} +hairspring {(hair)}{(spring)} +hairsprings {(hair)}{(spring)} +hairstyle {(hair)}{(style)} +hairstyles {(hair)}{(style)} +hairstylist {(hair)}{(style)}>ist> +hairstylists {(hair)}{(style)}>ist> +hairy {(hair)}>y> +hake {(hake)} +hakes {(hake)} +halcyon {(halcyon)} +hale {(hale)} +half {(half)} +halfback ate>} +hallucinated {(hallucin)>ate>} +hallucinates {(hallucin)>ate>} +hallucinating {(hallucin)>ate>} +hallucination {(hallucin)>ate>}>ion> +hallucinations {(hallucin)>ate>}>ion> +hallucinatory {(hallucin)>ate>}>ory> +hallucinogenic {(hallucin)(gen)}>ic> +hallway {(hall)}{(way)} +hallways {(hall)}{(way)} +halma {(halma)} +halo {(halo)} +haloes {(halo)} +halogens {(halogen)} +halos {(halo)} +halt {(halt)} +halted {(halt)} +halter {(halter)} +halterneck {(halter)}{(neck)} +halters {(halter)} +halting {(halt)} +haltingly {(halt)}>ly> +halts {(halt)} +halve {(halve)} +halved {(halve)} +halves {(half)} +halving {(halve)} +halyard {(halyard)} +halyards {(halyard)} +ham {(ham)} +hamburger {(hamburg)}>er> +hamburgers {(hamburg)}>er> +hamlet {(hamlet)} +hamlets {(hamlet)} +hammed {(ham)} +hammer {(hammer)} +hammered {(hammer)} +hammering {(hammer)} +hammerless {(hammer)}>less> +hammers {(hammer)} +hamming {(ham)} +hammock {(hammock)} +hammocks {(hammock)} +hamper {(hamper)} +hampered {(hamper)} +hampering {(hamper)} +hampers {(hamper)} +hams {(ham)} +hamster {(hamster)} +hamsters {(hamster)} +hamstring {(ham)}{(string)} +hamstringing {(ham)}{(string)} +hamstrings {(ham)}{(string)} +hamstrung {(ham)}{(strung)} +hand {(hand)} +handbag {(hand)}{(bag)} +handbags {(hand)}{(bag)} +handball {(hand)}{(ball)} +handballs {(hand)}{(ball)} +handbill {(hand)}{(bill)} +handbills {(hand)}{(bill)} +handbook {(hand)}{(book)} +handbooks {(hand)}{(book)} +handbrake {(hand)}{(brake)} +handbrakes {(hand)}{(brake)} +handcart {(hand)}{(cart)} +handcarts {(hand)}{(cart)} +handclap {(hand)}{(clap)} +handclaps {(hand)}{(clap)} +handclasp {(hand)}{(clasp)} +handcuff {(hand)}{(cuff)} +handcuffed {(hand)}{(cuff)} +handcuffing {(hand)}{(cuff)} +handcuffs {(hand)}{(cuff)} +handed {(hand)} +handful {(hand)}>ful> +handfuls {(hand)}>ful> +handgun {(hand)}{(gun)} +handguns {(hand)}{(gun)} +handhold {(hand)}{(hold)} +handholds {(hand)}{(hold)} +handicap {(handicap)} +handicapped {(handicap)} +handicapping {(handicap)} +handicaps {(handicap)} +handicraft {(hand)}>y>{(craft)} +handicrafts {(hand)}>y>{(craft)} +handier {(hand)}>y>>er> +handiest {(hand)}>y>>est> +handily {(hand)}>y>>ly> +handiness {(hand)}>y>>ness> +handing {(hand)} +handiwork {(hand)}>y>{(work)} +handiworks {(hand)}>y>{(work)} +handkerchief {(hand)(kerchief)} +handkerchiefs {(hand)(kerchief)} +handle {(handle)} +handleable {(handle)}>able> +handlebar {(handle)}{(bar)} +handlebars {(handle)}{(bar)} +handled {(handle)} +handler {(handle)}>er> +handlers {(handle)}>er> +handles {(handle)} +handless {(hand)}>less> +handling {(handle)} +handmade {(hand)}{(make)} +handmaid {(hand)}{(maid)} +handmaiden {(hand)}{(maid)>en>} +handmaidens {(hand)}{(maid)>en>} +handmaids {(hand)}{(maid)} +handout {(hand)}{(out)} +handouts {(hand)}{(out)} +handpicked {(hand)}{(pick)} +handrail {(hand)}{(rail)} +handrails {(hand)}{(rail)} +hands {(hand)} +handsaw {(hand)}{(saw)} +handsaws {(hand)}{(saw)} +handshake {(hand)}{(shake)} +handshakes {(hand)}{(shake)} +handsome {(handsome)} +handsomely {(handsome)}>ly> +handsomer {(handsome)}>er> +handsomest {(handsome)}>est> +handstand {(hand)}{(stand)} +handstands {(hand)}{(stand)} +handwork {(hand)}{(work)} +handwriting {(hand)}{(write)} +handy {(hand)}>y> +handyman {(hand)}>y>{(man)} +handymen {(hand)}>y>(men) +hang {(hang)} +hangar {(hangar)} +hangars {(hangar)} +hangdog {(hang)}{(dog)} +hanged {(hang)} +hanger {(hang)}>er> +hangers {(hang)}>er> +hanging {(hang)} +hangings {(hang)} +hangman {(hang)}{(man)} +hangman's {(hang)}{(man)} +hangmen {(hang)}(men) +hangnail {(hang)}{(nail)} +hangnails {(hang)}{(nail)} +hangout {(hang)}{(out)} +hangouts {(hang)}{(out)} +hangover {(hang)}{(over)} +hangovers {(hang)}{(over)} +hangs {(hang)} +hangup {(hang)}{(up)} +hangups {(hang)}{(up)} +hankered {(hanker)} +hankering {(hanker)} +hankerings {(hanker)} +hankies {(hankie)} +hanks {(hank)} +hanky {(hanky)} +hansoms {(hansom)} +hap {(hap)} +haphazard {(hap)(hazard)} +haphazardly {(hap)(hazard)}>ly> +hapless {(hap)}>less> +haply {(hap)}>ly> +happen {(happen)} +happened {(happen)} +happening {(happen)} +happenings {(happen)} +happens {(happen)} +happenstance {(happenstance)} +happier {(happy)}>er> +happiest {(happy)}>est> +happily {(happy)}>ly> +happiness {(happy)}>ness> +happy {(happy)} +harangue {(harangue)} +harangued {(harangue)} +harangues {(harangue)} +haranguing {(harangue)} +harass {(harass)} +harassed {(harass)} +harasses {(harass)} +harassing {(harass)} +harassment {(harass)}>ment> +harbinger {(harbinger)} +harbingers {(harbinger)} +harbor {(harbor)} +harbored {(harbor)} +harboring {(harbor)} +harbors {(harbor)} +harbour {(harbor)} +harbourage {(harbor)}>age> +harbourages {(harbor)}>age> +harboured {(harbor)} +harbourer {(harbor)}>er> +harbourers {(harbor)}>er> +harbouring {(harbor)} +harbours {(harbor)} +hard {(hard)} +hardback {(hard)}{(back)} +hardbacked {(hard)}{(back)} +hardbacks {(hard)}{(back)} +hardboard {(hard)}{(board)} +hardboiled {(hard)}{(boil)} +hardbound {(hard)}{(bound)} +hardcover {(hard)}{(cover)} +hardcovered {(hard)}{(cover)} +hardcovers {(hard)}{(cover)} +harden {(hard)}>en> +hardened {(hard)}>en> +hardening {(hard)}>en> +hardens {(hard)}>en> +harder {(hard)}>er> +hardest {(hard)}>est> +hardheaded {(hard)}{(head)} +hardier {(hard)}>y>>er> +hardiest {(hard)}>y>>est> +hardihood {(hard)}>y>>hood> +hardiness {(hard)}>y>>ness> +hardly {(hard)}>ly> +hardness {(hard)}>ness> +hardscrabble {(hard)}{(scrabble)} +hardship {(hard)}>ship> +hardships {(hard)}>ship> +hardtack {(hard)}{(tack)} +hardtop {(hard)}{(top)} +hardtops {(hard)}{(top)} +hardware {(hard)}{(ware)} +hardwearing {(hard)}{(wear)} +hardwood {(hard)}{(wood)} +hardwoods {(hard)}{(wood)} +hardworking {(hard)}{(work)} +hardy {(hard)}>y> +hare {(hare)} +harebell {(hare)}{(bell)} +harebells {(hare)}{(bell)} +harebrained {(hare)}{(brain)} +hared {(hare)} +harelip {(hare)}{(lip)} +harelipped {(hare)}{(lip)} +harelips {(hare)}{(lip)} +harem {(harem)} +harems {(harem)} +hares {(hare)} +haricot {(haricot)} +haricots {(haricot)} +haring {(hare)} +hark {(hark)} +harked {(hark)} +harking {(hark)} +harks {(hark)} +harlequin {(harlequin)} +harlequins {(harlequin)} +harlot {(harlot)} +harlots {(harlot)} +harm {(harm)} +harmattan {(harmattan)} +harmattans {(harmattan)} +harmed {(harm)} +harmful {(harm)}>ful> +harmfully {(harm)}>ful>>ly> +harmfulness {(harm)}>ful>>ness> +harming {(harm)} +harmless {(harm)}>less> +harmlessly {(harm)}>less>>ly> +harmonic {(harmon)>ic>} +harmonica {(harmonica)} +harmonicas {(harmonica)} +harmonics {(harmon)>ic>} +harmonies {(harmon)>y>} +harmonious {(harmon)>y>}>ious> +harmoniously {(harmon)>y>}>ious>>ly> +harmoniousness {(harmon)>y>}>ious>>ness> +harmonium {(harmonium)} +harmoniums {(harmonium)} +harmonization {(harmon)>ize>}>ion> +harmonizations {(harmon)>ize>}>ate>>ion> +harmonize {(harmon)>ize>} +harmonized {(harmon)>ize>} +harmonizes {(harmon)>ize>} +harmonizing {(harmon)>ize>} +harmony {(harmon)>y>} +harmony's {(harmon)>y>} +harms {(harm)} +harness {(harness)} +harnessed {(harness)} +harnesses {(harness)} +harnessing {(harness)} +harp {(harp)} +harper {(harper)} +harpers {(harper)} +harpies {(harpy)} +harping {(harp)} +harpist {(harp)}>ist> +harpists {(harp)}>ist> +harpoon {(harpoon)} +harpooned {(harpoon)} +harpooning {(harpoon)} +harpoons {(harpoon)} +harps {(harp)} +harpsichord {(harpsichord)} +harpsichordist {(harpsichord)}>ist> +harpsichords {(harpsichord)} +harpy {(harpy)} +harried {(harry)} +harrier {(harrier)} +harriers {(harrier)} +harries {(harry)} +harrow {(harrow)} +harrowed {(harrow)} +harrowing {(harrow)} +harrows {(harrow)} +harry {(harry)} +harrying {(harry)} +harsh {(harsh)} +harshened {(harsh)}>en> +harsher {(harsh)}>er> +harshest {(harsh)}>est> +harshly {(harsh)}>ly> +harshness {(harsh)}>ness> +hart {(hart)} +harts {(hart)} +harvest {(harvest)} +harvested {(harvest)} +harvester {(harvest)}>er> +harvesters {(harvest)}>er> +harvesting {(harvest)} +harvests {(harvest)} +has {(has)} +hash {(hash)} +hashed {(hash)} +hashes {(hash)} +hashing {(hash)} +hashish {(hashish)} +hasn't {(has)} +hasp {(hasp)} +hasps {(hasp)} +hassle {(hassle)} +hassled {(hassle)} +hassles {(hassle)} +hassling {(hassle)} +hassock {(hassock)} +hassocks {(hassock)} +hast {(hast)} +haste {(haste)} +hasten {(haste)}>en> +hastened {(haste)}>en> +hastening {(haste)}>en> +hastens {(haste)}>en> +hastier {(haste)}>y>>er> +hastiest {(haste)}>y>>est> +hastily {(haste)}>y>>ly> +hastiness {(haste)}>y>>ness> +hasty {(haste)}>y> +hat {(hat)} +hatband {(hat)}{(band)} +hatbands {(hat)}{(band)} +hatch {(hatch)} +hatchback {(hatch)}{(back)} +hatchbacks {(hatch)}{(back)} +hatched {(hatch)} +hatcheries {(hatch)}>ory> +hatchery {(hatch)}>ory> +hatches {(hatch)} +hatchet {(hatchet)} +hatchets {(hatchet)} +hatching {(hatch)} +hatchway {(hatch)}{(way)} +hatchways {(hatch)}{(way)} +hate {(hate)} +hated {(hate)} +hateful {(hate)}>ful> +hatefully {(hate)}>ful>>ly> +hatefulness {(hate)}>ful>>ness> +hates {(hate)} +hatful {(hat)}>ful> +hatfuls {(hat)}>ful> +hath {(hath)} +hating {(hate)} +hatless {(hat)}>less> +hatpin {(hat)}{(pin)} +hatpins {(hat)}{(pin)} +hatred {(hat)>red>} +hatreds {(hatred)} +hats {(hat)} +hatter {(hat)}>er> +hatters {(hat)}>er> +haughtier {(haughty)}>er> +haughtiest {(haughty)}>est> +haughtily {(haughty)}>ly> +haughtiness {(haughty)}>ness> +haughty {(haughty)} +haul {(haul)} +haulage {(haul)}>age> +hauled {(haul)} +hauler {(haul)}>er> +haulers {(haul)}>er> +hauling {(haul)} +hauls {(haul)} +haunch {(haunch)} +haunches {(haunch)} +haunt {(haunt)} +haunted {(haunt)} +haunting {(haunt)} +hauntingly {(haunt)}>ly> +haunts {(haunt)} +hautboy {(hautboy)} +hautboys {(hautboy)} +hauteur {(hauteur)} +have {(have)} +haven {(haven)} +haven't {(have)} +havens {(haven)} +haversack {(haver)(sack)} +haversacks {(haver)(sack)} +haves {(have)} +having {(have)} +havoc {(havoc)} +haw {(haw)} +hawed {(haw)} +hawing {(haw)} +hawk {(hawk)} +hawked {(hawk)} +hawker {(hawk)}>er> +hawkers {(hawk)}>er> +hawking {(hawking)} +hawkish {(hawk)}>ish> +hawks {(hawk)} +haws {(haw)} +hawser {(hawser)} +hawsers {(hawser)} +hawthorn {(hawthorn)} +hawthorns {(hawthorn)} +hay {(hay)} +haycock {(haycock)} +haycocks {(haycock)} +hayfork {(hay)}{(fork)} +hayforks {(hay)}{(fork)} +haymaker {(hay)}{(make)}>er> +haymakers {(hay)}{(make)}>er> +haymaking {(hay)}{(make)} +hayrick {(hayrick)} +hayricks {(hayrick)} +haystack {(hay)}{(stack)} +haystacks {(hay)}{(stack)} +haywire {(hay)}{(wire)} +hazard {(hazard)} +hazarded {(hazard)} +hazarding {(hazard)} +hazardous {(hazard)}>ious> +hazardously {(hazard)}>ious>>ly> +hazardousness {(hazard)}>ious>>ness> +hazards {(hazard)} +haze {(haze)} +hazed {(haze)} +hazel {(hazel)} +hazelnuts {(hazel)}{(nut)} +hazels {(hazel)} +hazes {(haze)} +hazier {(haze)}>y>>er> +haziest {(haze)}>y>>est> +hazily {(haze)}>y>>ly> +haziness {(haze)}>y>>ness> +hazy {(haze)}>y> +he {(he)} +he'd {(he)} +he'll {(he)} +he's {(he)} +head {(head)} +headache {(head)}{(ache)} +headaches {(head)}{(ache)} +headachier {(head)}{(ache)}>y>>er> +headachy {(head)}{(ache)}>y> +headband {(head)}{(band)} +headbands {(head)}{(band)} +headboard {(head)}{(board)} +headboards {(head)}{(board)} +headdress {(head)}{(dress)} +headdresses {(head)}{(dress)} +headed {(head)} +header {(head)}>er> +headers {(head)}>er> +headgear {(head)}{(gear)} +headhunter {(head)}{(hunt)}>er> +headhunters {(head)}{(hunt)}>er> +headier {(head)}>y>>er> +headiest {(head)}>y>>est> +heading {(head)} +headings {(head)} +headlamp {(head)}{(lamp)} +headlamps {(head)}{(lamp)} +headland {(head)}(land) +headlands {(head)}(land) +headless {(head)}>less> +headlight {(head)}{(light)} +headlights {(head)}{(light)} +headline {(head)}{(line)} +headlined {(head)}{(line)} +headlines {(head)}{(line)} +headlining {(head)}{(line)} +headlong {(head)}{(long)} +headman {(head)}(man) +headmaster {(head)}{(master)} +headmasters {(head)}{(master)} +headmen {(head)}{(men)} +headmistress {(head)}{(mistress)} +headmistresses {(head)}{(mistress)} +headphones {(head)}{(phon)} +headpiece {(head)}{(piece)} +headpieces {(head)}{(piece)} +headquarter {(head)}{(quarter)} +headquarters {(head)}{(quarter)} +headrest {(head)}{(rest)} +headrests {(head)}{(rest)} +headroom {(head)}{(room)} +heads {(head)} +headset {(head)}{(set)} +headsets {(head)}{(set)} +headship {(head)}>ship> +headships {(head)}>ship> +headstand {(head)}{(stand)} +headstands {(head)}{(stand)} +headstone {(head)}{(stone)} +headstones {(head)}{(stone)} +headstrong {(head)}{(strong)} +headwaters {(head)}{(water)} +headway {(head)}{(way)} +headwind {(head)}{(wind)} +headwinds {(head)}{(wind)} +headword {(head)}{(word)} +headwords {(head)}{(word)} +heady {(head)}>y> +heal {(heal)} +healed {(heal)} +healer {(heal)}>er> +healers {(heal)}>er> +healing {(heal)} +heals {(heal)} +health {(health)} +healthful {(health)}>ful> +healthier {(health)}>y>>er> +healthiest {(health)}>y>>est> +healthily {(health)}>y>>ly> +healthiness {(health)}>y>>ness> +healthy {(health)}>y> +heap {(heap)} +heaped {(heap)} +heaping {(heap)} +heaps {(heap)} +hear {(hear)} +heard {(heard)} +hearer {(hear)}>er> +hearers {(hear)}>er> +hearing {(hear)} +hearings {(hear)} +hearken {(hearken)} +hearkened {(hearken)} +hearkening {(hearken)} +hearkens {(hearken)} +hears {(hear)} +hearsay {(hear)}{(say)} +hearse {(hearse)} +hearses {(hearse)} +heart {(heart)} +heart's {(heart)} +heartache {(heart)}{(ache)} +heartaches {(heart)}{(ache)} +heartbeat {(heart)}{(beat)} +heartbeats {(heart)}{(beat)} +heartbreak {(heart)}{(break)} +heartbreaking {(heart)}{(break)} +heartbreakingly {(heart)}{(break)}>ly> +heartbroken {(heart)}{(broke)}>en> +heartburn {(heart)}{(burn)} +heartburning {(heart)}{(burn)} +hearten {(heart)}>en> +heartened {(heart)}>en> +heartening {(heart)}>en> +hearteningly {(heart)}>en>>ly> +heartens {(heart)}>en> +heartfelt {(heart)}{(felt)} +hearth {(hearth)} +hearthrug {(hearth)}{(rug)} +hearthrugs {(hearth)}{(rug)} +hearths {(hearth)} +heartier {(heart)}>y>>er> +heartiest {(heart)}>y>>est> +heartily {(heart)}>y>>ly> +heartiness {(heart)}>y>>ness> +heartless {(heart)}>less> +heartlessly {(heart)}>less>>ly> +heartlessness {(heart)}>less>>ness> +heartrending {(heart)}{(rend)} +hearts {(heart)} +heartsick {(heart)}{(sick)} +heartstrings {(heart)}{(string)} +heartthrob {(heart)}{(throb)} +heartthrobs {(heart)}{(throb)} +heartwarming {(heart)}{(warm)} +heartwarmingly {(heart)}{(warm)}>ly> +heartwood {(heart)}{(wood)} +hearty {(heart)}>y> +heat {(heat)} +heated {(heat)} +heatedly {(heat)}>ly> +heater {(heat)}>er> +heaters {(heat)}>er> +heath {(heath)} +heathen {(heathen)} +heathendom {(heathen)}>dom> +heathenish {(heathen)}>ish> +heathens {(heathen)} +heather {(heather)} +heathers {(heather)} +heaths {(heath)} +heating {(heat)} +heats {(heat)} +heatspot {(heat)}{(spot)} +heatspots {(heat)}{(spot)} +heatstroke {(heat)}{(stroke)} +heatwave {(heat)}{(wave)} +heatwaves {(heat)}{(wave)} +heave {(heave)} +heaved {(heave)} +heaven {(heaven)} +heaven's {(heaven)} +heavenly {(heaven)}>ly> +heavens {(heaven)} +heavenward {(heaven)}>ward> +heavenwards {(heaven)}>ward> +heaves {(heave)} +heavier {(heavy)}>er> +heavies {(heavy)} +heaviest {(heavy)}>est> +heavily {(heavy)}>ly> +heaviness {(heavy)}>ness> +heaving {(heave)} +heavy 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{(hinge)} +hint {(hint)} +hinted {(hint)} +hinterland {(hinterland)} +hinterlands {(hinterland)} +hinting {(hint)} +hints {(hint)} +hip {(hip)} +hipline {(hip)}{(line)} +hippie {(hippie)} +hippies {(hippie)} +hippo {(hippo)} +hippodrome {(hippo)(drome)} +hippodromes {(hippo)(drome)} +hippopotami {(hippopotami)} +hippopotamus {(hippo)(potamus)} +hippos {(hippo)} +hips {(hip)} +hipster {(hip)}>ster> +hipsters {(hip)}>ster> +hire {(hire)} +hired {(hire)} +hireling {(hire)}>ling> +hirelings {(hire)}>ling> +hires {(hire)} +hiring {(hire)} +hirsute {(hirsute)} +his {(his)} +hiss {(hiss)} +hissed {(hiss)} +hisses {(hiss)} +hissing {(hiss)} +histology {(histo)(log)>y>} +historian {(history)>y>}>ian> +historian's {(history)>y>}>ian> +historians {(history)>y>}>ian> +historic {(history)>ic>} +historical {(history)>ic>}>al> +historically {(history)>ic>}>al>>ly> +historicism {(history)>ic>}>ism> +histories {(history)>y>} +history {(history)>y>} +histrionic {(histrionic)} +histrionically {(histrionic)}>ly> +histrionics {(histrionic)} +hit {(hit)} +hitch {(hitch)} +hitched {(hitch)} +hitches {(hitch)} +hitchhike {(hitch)}{(hike)} +hitchhiked {(hitch)}{(hike)} +hitchhiker {(hitch)}{(hike)}>er> +hitchhikers {(hitch)}{(hike)}>er> +hitchhikes {(hitch)}{(hike)} +hitchhiking {(hitch)}{(hike)} +hitching {(hitch)} +hither {(hither)} +hitherto {(hitherto)} +hitless {(hit)}>less> +hits {(hit)} +hitter {(hit)}>er> +hitters {(hit)}>er> +hitting {(hit)} +hive {(hive)} +hived {(hive)} +hives {(hive)} +hiving {(hive)} +ho {(ho)} +hoagy {(hoagy)} +hoar {(hoar)} +hoard {(hoard)} +hoarded {(hoard)} +hoarder {(hoard)}>er> +hoarders {(hoard)}>er> +hoarding {(hoard)} +hoardings {(hoard)} +hoards {(hoard)} +hoarfrost {(hoar)}{(frost)} +hoarier {(hoar)}>y>>er> +hoariest {(hoar)}>y>>est> +hoariness {(hoar)}>y>>ness> +hoarse {(hoarse)} +hoarsely {(hoarse)}>ly> +hoarseness {(hoarse)}>ness> +hoarser {(hoarse)}>er> +hoarsest {(hoarse)}>est> +hoary {(hoar)}>y> +hoax {(hoax)} +hoaxed {(hoax)} 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{(holy)} +holystone {(holy)(stone)} +holystones {(holy)(stone)} +homage {(homage)} +home {(home)} +homebound {(home)}{(bound)} +homebuilders {(home)}{(build)}>er> +homebuilding {(home)}{(build)} +homecoming {(home)}{(come)} +homecomings {(home)}{(come)} +homed {(home)} +homegrown {(home)}{(grow)}>n> +homeland {(home)}{(land)} +homelands {(home)}{(land)} +homeless {(home)}>less> +homelessness {(home)}>less>>ness> +homelier {(home)}>ly>>er> +homeliest {(home)}>ly>>est> +homelike {(home)}{(like)} +homeliness {(home)}>ly>>ness> +homely {(home)}>ly> +homemade {(home)}{(make)} +homemaker {(home)}{(make)}>er> +homemakers {(home)}{(make)}>er> +homeowners {(home)}{(own)}>er> +homers {(homer)} +homes {(home)} +homesick {(home)}{(sick)} +homesickness {(home)}{(sick)}>ness> +homespun {(home)}{(spun)} +homestead {(home)}{(stead)} +homesteaders {(home)}{(stead)}>er> +homesteads {(home)}{(stead)} +hometown {(home)}{(town)} +hometowns {(home)}{(town)} +homeward {(home)}>ward> +homewards {(home)}>ward> 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{(hone)} +hones {(hone)} +honest {(honest)} +honestly {(honest)}>ly> +honesty {(honest)}>y> +honey {(honey)} +honeybee {(honey)}{(bee)} +honeybees {(honey)}{(bee)} +honeycomb {(honey)}{(comb)} +honeycombed {(honey)}{(comb)} +honeycombing {(honey)}{(comb)} +honeycombs {(honey)}{(comb)} +honeydew {(honey)}{(dew)} +honeyed {(honey)} +honeymoon {(honey)}{(moon)} +honeymooned {(honey)}{(moon)} +honeymooner {(honey)}{(moon)}>er> +honeymooners {(honey)}{(moon)}>er> +honeymooning {(honey)}{(moon)} +honeymoons {(honey)}{(moon)} +honeys {(honey)} +honeysuckle {(honey)}{(suckle)} +honing {(hone)} +honk {(honk)} +honked {(honk)} +honking {(honk)} +honks {(honk)} +honor {(honor)} +honorable {(honor)}>able> +honorably {(honor)}>able>>y> +honoraria {(honor)}>aria> +honorarium {(honor)}>ium> +honorariums {(honor)}>ium> +honorary {(honor)}>ory> +honored {(honor)} +honorific {(honor)}>ic> +honorifically {(honor)}>ic>>ly> +honorifics {(honor)}>ic> +honoring {(honor)} +honors {(honor)} +honour {(honor)} +honourable {(honor)}>able> +honourably {(honor)}>able>>y> +honoured {(honor)} +honouring {(honor)} +honours {(honor)} +hooch {(hooch)} +hood {(hood)} +hood's {(hood)} +hooded {(hood)} +hooding {(hood)} +hoodlum {(hoodlum)} +hoodlums {(hoodlum)} +hoodoo {(hoodoo)} +hoodooed {(hoodoo)} +hoodooing {(hoodoo)} +hoodoos {(hoodoo)} +hoods {(hood)} +hoodwink {(hood)}{(wink)} +hoodwinked {(hood)}{(wink)} +hoodwinking {(hood)}{(wink)} +hoodwinks {(hood)}{(wink)} +hooey {(hooey)} +hoof {(hoof)} +hoofmarks {(hoof)}{(mark)} +hoofs {(hoof)} +hook {(hook)} +hookah {(hookah)} +hookahs {(hookah)} +hooked {(hook)} +hooker {(hook)}>er> +hooker's {(hook)}>er> +hookers {(hook)}>er> +hooking {(hook)} +hooks {(hook)} +hookup {(hook)}{(up)} +hookups {(hook)}{(up)} +hookworm {(hook)}{(worm)} +hookworms {(hook)}{(worm)} +hooky {(hooky)} +hooligan {(hooligan)} +hooliganism {(hooligan)}>ism> +hooligans {(hooligan)} +hoop {(hoop)} +hooped {(hoop)} +hooping {(hoop)} +hoopla {(hoopla)} +hoops {(hoop)} +hooray {(hooray)} +hoorays {(hooray)} +hoot {(hoot)} +hooted {(hoot)} +hooter {(hoot)}>er> +hooters {(hoot)}>er> +hooting {(hoot)} +hoots {(hoot)} +hoovered {(hoover)} +hoovering {(hoover)} +hoovers {(hoover)} +hooves {(hoof)} +hop {(hop)} +hope {(hope)} +hoped {(hope)} +hopeful {(hope)}>ful> +hopefully {(hope)}>ful>>ly> +hopefulness {(hope)}>ful>>ness> +hopefuls {(hope)}>ful> +hopeless {(hope)}>less> +hopelessly {(hope)}>less>>ly> +hopelessness {(hope)}>less>>ness> +hopes {(hope)} +hoping {(hope)} +hopped {(hop)} +hopper {(hop)}>er> +hoppers {(hop)}>er> +hopping {(hop)} +hops {(hop)} +hopscotch {(hop)}{(scotch)} +horde {(horde)} +hordes {(horde)} +horizon {(horizon)} +horizons {(horizon)} +horizontal {(horizontal)} +horizontally {(horizontal)}>ly> +hormone {(hormone)} +hormones {(hormone)} +horn {(horn)} +hornbeam {(horn)}{(beam)} +hornbeams {(horn)}{(beam)} +hornbill {(horn)}{(bill)} +hornbills {(horn)}{(bill)} +horned {(horn)} +hornet {(hornet)} +hornets {(hornet)} +hornier {(horn)}>y>>er> 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{(karate)} +karma {(karma)} +katydid {(katydid)} +katydids {(katydid)} +kava {(kava)} +kayak {(kayak)} +kayaks {(kayak)} +kazoo {(kazoo)} +kazoos {(kazoo)} +kebab {(kebab)} +kebabs {(kebab)} +kedgeree {(kedgeree)} +keel {(keel)} +keels {(keel)} +keen {(keen)} +keener {(keen)}>er> +keenest {(keen)}>est> +keening {(keen)} +keenly {(keen)}>ly> +keenness {(keen)}>ness> +keens {(keen)} +keep {(keep)} +keeper {(keep)}>er> +keepers {(keep)}>er> +keeping {(keep)} +keeps {(keep)} +keepsake {(keep)}{(sake)} +keepsakes {(keep)}{(sake)} +keg {(keg)} +kegs {(keg)} +kelp {(kelp)} +kelvins {(kelvin)} +kenned {(kenn)} +kennel {(kennel)} +kennelled {(kennel)} +kennelling {(kennel)} +kennels {(kennel)} +kens {(ken)} +kept {(kept)} +kerb {(kerb)} +kerbs {(kerb)} +kerbstone {(kerb)}{(stone)} +kerbstones {(kerb)}{(stone)} +kerchief {(kerchief)} +kerchiefs {(kerchief)} +kernel {(kernel)} +kernels {(kernel)} +kerosene {(kerosene)} +kestrel {(kestrel)} +kestrels {(kestrel)} +ketch {(ketch)} +ketches {(ketch)} +ketchup {(ketchup)} +kettle {(kettle)} +kettledrum {(kettle)}{(drum)} +kettledrums {(kettle)}{(drum)} +kettles {(kettle)} +key {(key)} +keyboard {(key)}{(board)} +keyboarded {(key)}{(board)} +keyboarder {(key)}{(board)}>er> +keyboarders {(key)}{(board)}>er> +keyboarding {(key)}{(board)} +keyboards {(key)}{(board)} +keyed {(key)} +keyhole {(key)}{(hole)} +keyholes {(key)}{(hole)} +keying {(key)} +keyless {(key)}>less> +keynote {(key)}{(note)} +keynoted {(key)}{(note)} +keynotes {(key)}{(note)} +keynoting {(key)}{(note)} +keypunch {(key)}{(punch)} +keypunches {(key)}{(punch)} +keys {(key)} +keystone {(key)}{(stone)} +keystones {(key)}{(stone)} +khaki {(khaki)} +khan {(khan)} +khans {(khan)} +kibbutz {(kibbutz)} +kibbutzes {(kibbutz)} +kibbutzim {(kibbutzim)} +kick {(kick)} +kickback {(kick)}{(back)} +kickbacks {(kick)}{(back)} +kicked {(kick)} +kicker {(kick)}>er> +kickers {(kick)}>er> +kicking {(kick)} +kickoff {(kick)}{(off)} +kickoffs {(kick)}{(off)} +kicks {(kick)} +kid {(kid)} +kid's {(kid)} +kidded {(kidd)} +kidder {(kidd)}>er> +kidders {(kidd)}>er> +kiddies {(kidd)}>y> +kidding {(kidd)} +kiddy {(kidd)}>y> +kidnap {(kidnap)} +kidnapped {(kidnap)} +kidnapper {(kidnap)}>er> +kidnappers {(kidnap)}>er> +kidnapping {(kidnap)} +kidnaps {(kidnap)} +kidney {(kidney)} +kidneys {(kidney)} +kids {(kid)} +kill {(kill)} +killable {(kill)}>able> +killed {(kill)} +killer {(kill)}>er> +killers {(kill)}>er> +killing {(kill)} +killingly {(kill)}>ly> +killjoy {(kill)}{(joy)} +killjoys {(kill)}{(joy)} +kills {(kill)} +kiln {(kiln)} +kilns {(kiln)} +kilo {(kilo)} +kilocycle a>} +kinder {(kind)}>er> +kindergarten {(kindergarten)} +kindergartens {(kindergarten)} +kindest {(kind)}>est> +kindle {(kindle)} +kindled {(kindle)} +kindles {(kindle)} +kindlier {(kind)}>ly>>er> +kindliest {(kind)}>ly>>est> +kindliness {(kind)}>ly>>ness> +kindling {(kindle)} +kindly {(kind)}>ly> +kindness {(kind)}>ness> +kindnesses {(kind)}>ness> +kindred {(kindred)} +kinds {(kind)} +kinesthetically {(kin)}{ic>}>ly> +kinetic {(kine)>ic>} +kinetically {(kine)>ic>}>ly> +kinetics {(kine)>tics>} +king {(king)} +kingdom {(king)}>dom> +kingdoms {(king)}>dom> +kingfisher {(king)}{(fish)}>er> +kingfishers {(king)}{(fish)}>er> +kinglier {(king)}>ly>>er> +kinglike {(king)}{(like)} +kingly {(king)}>ly> +kingmaker {(king)}{(make)}>er> +kingmakers {(king)}{(make)}>er> +kingpin {(king)}{(pin)} +kingpins {(king)}{(pin)} +kings {(king)} +kingship {(king)}>ship> +kink {(kink)} +kinked {(kink)} +kinkier {(kink)}>y>>er> +kinkiest {(kink)}>y>>est> +kinking {(kink)} +kinks {(kink)} +kinky {(kink)}>y> +kinsfolk {(kin)}{(folk)} +kinship {(kin)}>ship> +kinsman {(kin)}(man) +kinsmen {(kin)}(men) +kinswoman {(kin)}(woman) +kiosk {(kiosk)} +kiosks {(kiosk)} +kip {(kip)} +kipped {(kipp)} +kipper {(kipper)} +kippers {(kipper)} +kipping {(kipp)} +kips {(kip)} +kirsch {(kirsch)} +kiss {(kiss)} +kissable {(kiss)}>able> +kissed {(kiss)} +kisser {(kiss)}>er> +kissers {(kiss)}>er> +kisses {(kiss)} +kissing {(kiss)} +kit {(kit)} +kitchen {(kitchen)} +kitchenette {(kitchen)}>ette> +kitchenettes {(kitchen)}>ette> +kitchens {(kitchen)} +kite {(kite)} +kites {(kite)} +kits {(kit)} +kitsch {(kitsch)} +kitschier {(kitsch)}>y>>er> +kitschy {(kitsch)}>y> +kitten {(kitten)} +kittenish {(kitten)}>ish> +kittenishly {(kitten)}>ish>>ly> +kittens {(kitten)} +kitties {(kitty)} +kittiwake {(kittiwake)} +kittiwakes {(kittiwake)} +kitty {(kitty)} +kitty's {(kitty)} +kiwi {(kiwi)} +kiwis {(kiwi)} +klaxon {(klaxon)} +klaxons {(klaxon)} +kleptomania {(klepto)(mania)} +kleptomaniac {(klepto)(mania)>iac>} +kleptomaniacs {(klepto)(mania)>iac>} +knack {(knack)} +knacker {(knacker)} +knackered {(knacker)} +knackers {(knacker)} +knacks {(knack)} +knapsack {(knap)(sack)} +knapsacks {(knap)(sack)} +knave {(knave)} +knaveries {(knave)}>ory> +knavery {(knave)}>ory> +knaves {(knave)} +knavish {(knave)}>ish> +knavishly {(knave)}>ish>>ly> +knavishness {(knave)}>ish>>ness> +knead {(knead)} +kneaded {(knead)} +kneading {(knead)} +kneads {(knead)} +knee {(knee)} +kneecap {(knee)}{(cap)} +kneecapped {(knee)}{(cap)} +kneecapping {(knee)}{(cap)} +kneecaps {(knee)}{(cap)} +kneed {(knee)} +kneeing {(knee)} +kneel {(kneel)} +kneeled {(kneel)} +kneeling {(kneel)} +kneels {(kneel)} +knees {(knee)} +knell {(knell)} +knelt {(knelt)} +knew {(knew)} +knickerbocker {(knickerbocker)} +knickerbockers {(knickerbocker)} +knickers {(knickers)} +knife {(knife)} +knife's {(knife)} +knifed {(knife)} +knifelike {(knife)}{(like)} +knifes {(knife)} +knifing {(knife)} +knight {(knight)} +knighted {(knight)} +knighthood {(knight)}>hood> +knighthoods {(knight)}>hood> +knighting {(knight)} +knightlier {(knight)}>ly>>er> +knightly {(knight)}>ly> +knights {(knight)} +knit {(knit)} +knits {(knit)} +knitted {(knit)} +knitter {(knit)}>er> +knitters {(knit)}>er> +knitting {(knit)} +knitwear {(knit)}{(wear)} +knives {(knife)} +knob {(knob)} +knobbier {(knob)}>y>>er> +knobby {(knob)}>y> +knobs {(knob)} +knock {(knock)} +knockabout {(knock)}{(about)} +knockdown {(knock)}{(down)} +knockdowns {(knock)}{(down)} +knocked {(knock)} +knocker {(knock)}>er> +knockers {(knock)}>er> +knocking {(knock)} +knockout {(knock)}{(out)} +knockouts {(knock)}{(out)} +knocks {(knock)} +knoll {(knoll)} +knolls {(knoll)} +knot {(knot)} +knothole {(knot)}{(hole)} +knotholes {(knot)}{(hole)} +knots {(knot)} +knotted {(knot)} +knottier {(knot)}>y>>er> +knottiest {(knot)}>y>>est> +knotting {(knot)} +knotty {(knot)}>y> +know {(know)} +knoweth {(know)}>th> +knowing {(know)} +knowingly {(know)}>ly> +knowledge {(know)(ledge)} +knowledgeable {(know)(ledge)}>able> +knowledgeably {(know)(ledge)}>able>>y> +known {(know)}>n> +knows {(know)} +knuckle {(knuckle)} +knuckleball {(knuckle)}{(ball)} +knuckled {(knuckle)} +knuckles {(knuckle)} +koala {(koala)} +koalas {(koala)} +kohl {(kohl)} +kohlrabi {(kohlrabi)} +kohlrabis {(kohlrabi)} +kola {(kola)} +kolas {(kola)} +kookaburra {(kookaburra)} +kookaburras {(kookaburra)} +kosher {(kosher)} +kowtow {(kowtow)} +kowtowed {(kowtow)} +kowtowing {(kowtow)} +kowtows {(kowtow)} +kraut {(kraut)} +krautheads {(kraut)}{(head)} +krauts {(kraut)} +kris {(kris)} +krona {(krona)} +kroner {(kroner)} +kronor {(kronor)} +kudos {(kudos)} +kukri {(kukri)} +kukris {(kukri)} +kumquat {(kumquat)} +kumquats {(kumquat)} +kwashiorkor {(kwashiorkor)} +la {(la)} +lab {(lab)} +label {(label)} +labeled {(label)} +labeling {(label)} +labelled {(label)} +labelling {(label)} +labels {(label)} +labial {(labio)}>al> +labials {(labio)}>al> +labile {(labile)} +labor {(labor)} +laboratories {(labor)>ory>} +laboratory {(labor)>ory>} +labored {(labor)} +laborer {(labor)}>er> +laborers {(labor)}>er> +laborious {(labor)}>ious> +laboriously {(labor)}>ious>>ly> +laboriousness {(labor)}>ious>>ness> +labors {(labor)} +laboured {(labor)} +labourer {(labor)}>er> +labourers {(labor)}>er> +labouring {(labor)} +labours {(labor)} +labs {(lab)} +laburnum {(laburnum)} +laburnums {(laburnum)} +labyrinth {(labyrinth)} +labyrinthine {(labyrinth)>ine>} +labyrinths {(labyrinth)} +lace {(lace)} +laced {(lace)} +lacerate {(lacerate)} +lacerated {(lacerate)} +lacerates {(lacerate)} +lacerating {(lacerate)} +laceration {(lacerate)}>ion> +lacerations {(lacerate)}>ion> +laces {(lace)} +lachrymal {(lachrym)>al>} +lachrymose {(lachrym)>ose>} +lacier {(lace)}>y>>er> +laciest {(lace)}>y>>est> +lacing {(lace)} +lack {(lack)} +lackadaisical {(lackadaisic)}>al> +lackadaisically {(lackadaisic)}>al>>ly> +lacked {(lack)} +lackey {(lackey)} +lackeys {(lackey)} +lacking {(lack)} +lacklustre {(lack)}{(luster)} +lacks {(lack)} +laconic {(laconic)} +laconically {(laconic)}>ly> +lacquer {(lacquer)} +lacquered {(lacquer)} +lacquering {(lacquer)} +lacquers {(lacquer)} +lacrosse {(lacrosse)} +lactate {(lactate)} +lactated {(lactate)} +lactates {(lactate)} +lactating {(lactate)} +lactation {(lactate)}>ion> +lactic {(lactic)} +lactose {(lactose)} +lacuna {(lacuna)} +lacunae {(lacunae)} +lacunas {(lacuna)} +lacy {(lace)}>y> +lad {(lad)} +lad's {(lad)} +ladder {(ladder)} +laddered {(ladder)} +laddering {(ladder)} +ladders {(ladder)} +laddie {(ladd)}>y> +laddies {(ladd)}>y> +lade {(lade)} +laded {(lade)} +laden {(laden)} +lades {(lade)} +ladies {(lady)} +lading {(lade)} +ladle {(ladle)} +ladled {(ladle)} +ladles {(ladle)} +ladling {(ladle)} +lads {(lad)} +lady {(lady)} +lady's {(lady)} +ladybird {(lady)}{(bird)} +ladybirds {(lady)}{(bird)} +ladybug {(lady)}{(bug)} +ladybugs {(lady)}{(bug)} +ladylike {(lady)}{(like)} +ladyship {(lady)}>ship> +ladyships {(lady)}>ship> +lag {(lag)} +lager {(lager)} +lagers {(lager)} +laggard {(lag)}>ard> +laggards {(lag)}>ard> +lagged {(lag)} +lagging {(lag)} +lagoon {(lagoon)} +lagoons {(lagoon)} +lags {(lag)} +laid {(lay)} +lain {(lay)}>n> +lair {(lair)} +laird {(laird)} +lairds {(laird)} +lairs {(lair)} +laity {(laity)} +lake {(lake)} +lakes {(lake)} +lakh {(lakh)} +lakhs {(lakh)} +lam {(lam)} +lamb {(lamb)} +lambast {(lambast)} +lambasted {(lambast)} +lambasting {(lambast)} +lambasts {(lambast)} +lambed {(lamb)} +lambing {(lamb)} +lambkin {(lambkin)} +lambkins {(lambkin)} +lamblike {(lamb)}{(like)} +lambs {(lamb)} +lambskin {(lamb)}{(skin)} +lambskins {(lamb)}{(skin)} +lame {(lame)} +lamed {(lame)} +lamely {(lame)}>ly> +lameness {(lame)}>ness> +lament {(lament)} +lamentable {(lament)}>able> +lamentably {(lament)}>able>>y> +lamentation {(lament)}>ion> +lamentations {(lament)}>ion> +lamented {(lament)} +lamenting {(lament)} +laments {(lament)} +lamer {(lame)}>er> +lames {(lame)} +lamest {(lame)}>est> +laminate {(laminate)} +laminated {(laminate)} +laminates {(laminate)} +laminating {(laminate)} +laming {(lame)} +lamp {(lamp)} +lamplight {(lamp)}{(light)} +lamplighter {(lamp)}{(light)}>er> +lamplighters {(lamp)}{(light)}>er> +lampoon {(lampoon)} +lampooned {(lampoon)} +lampooning {(lampoon)} +lampoonist {(lampoon)}>ist> +lampoonists {(lampoon)}>ist> +lampoons {(lampoon)} +lamppost {(lamp)}{(post)} +lampposts {(lamp)}{(post)} +lamprey {(lamprey)} +lampreys {(lamprey)} +lamps {(lamp)} +lampshade {(lamp)}{(shade)} +lampshades {(lamp)}{(shade)} +lams {(lam)} +lance {(lance)} +lanced {(lance)} +lancer {(lance)}>er> +lancers {(lance)}>er> +lances {(lance)} +lancet {(lancet)} +lancets {(lancet)} +lancing {(lance)} +land {(land)} +land's {(land)} +landau {(landau)} +landaus {(landau)} +landed {(land)} +lander {(lander)} +landfall {(land)}{(fall)} +landfalls {(land)}{(fall)} +landholder {(land)}{(hold)}>er> +landholders {(land)}{(hold)}>er> +landing {(land)} +landings {(land)} +landladies {(land)}{(lady)} +landlady {(land)}{(lady)} +landless {(land)}>less> +landlocked {(land)}{(lock)} +landlord {(land)}{(lord)} +landlords {(land)}{(lord)} +landlubber {(land)(lubber)} +landlubbers {(land)(lubbers)} +landmark {(land)}{(mark)} +landmarks {(land)}{(mark)} +landmine {(land)}{(mine)} +landmines {(land)}{(mine)} +landowner {(land)}{(own)}>er> +landowners {(land)}{(own)}>er> +landrover {(land)}{(rove)}>er> +lands {(land)} +landscape {(land)}(scape) +landscaped {(land)}(scape) +landscapes {(land)}(scape) +landscaping {(land)}(scape) +landslide {(land)}{(slide)} +landslides {(land)}{(slide)} +landsman {(land)}(man) +landsmen {(land)}(men) +landward {(land)}>ward> +landwards {(land)}>ward> +lane {(lane)} +lanes {(lane)} +language {(language)} +languages {(language)} +languid {(languid)} +languidly {(languid)}>ly> +languish {(languish)} +languished {(languish)} +languishes {(languish)} +languishing {(languish)} +languor {(languor)} +languorous {(languor)}>ious> +lank {(lank)} +lankier {(lank)}>y>>er> +lankiest {(lank)}>y>>est> +lankily {(lank)}>y>>ly> +lankiness {(lank)}>y>>ness> +lankly {(lank)}>ly> +lankness {(lank)}>ness> +lanky {(lank)}>y> +lanolin {(lanolin)} +lantern {(lantern)} +lanterns {(lantern)} +lanyard {(lanyard)} +lanyards {(lanyard)} +lap {(lap)} +lapel {(lapel)} +lapels {(lapel)} +lapidaries {(lapidary)} +lapidary {(lapidary)} +lapped {(lapp)} +lapping {(lapp)} +laps {(lap)} +lapse {(lapse)} +lapsed {(lapse)} +lapses {(lapse)} +lapsing {(lapse)} +lapwing {(lap)}{(wing)} +lapwings {(lap)}{(wing)} +larcenies {(larceny)} +larceny {(larceny)} +larch {(larch)} +larches {(larch)} +lard {(lard)} +larder {(larder)} +larders {(larder)} +larding {(lard)} +lards {(lard)} +large {(large)} +largely {(large)}>ly> +largeness {(large)}>ness> +larger {(large)}>er> +largesse {(largesse)} +largest {(large)}>est> +largo {(largo)} +largos {(largo)} +lariat {(lariat)} +lariats {(lariat)} +lark {(lark)} +larks {(lark)} +larkspur {(lark)(spur)} +larkspurs {(lark)(spur)} +larva {(larva)} +larvae {(larvae)} +larval {(larval)} +laryngeal {(laryng)>al>} +laryngitis {(laryng)>itis>} +laryngoscope {(laryng)(scope)} +laryngoscopes {(laryng)(scope)} +larynx {(larynx)} +larynxes {(larynx)} +lascar {(lascar)} +lascars {(lascar)} +lascivious {(lascivious)} +lasciviously {(lascivious)}>ly> +lasciviousness {(lascivious)}>ness> +laser {(laser)} +lasers {(laser)} +lash {(lash)} +lashed {(lash)} +lashes {(lash)} +lashing {(lash)} +lashings {(lash)} +lass {(lass)} +lasses {(lass)} +lassie {(lass)}>y> +lassies {(lass)}>y> +lassitude {(lassitude)} +lasso {(lasso)} +lassoed {(lasso)} +lassoes {(lasso)} +lassoing {(lasso)} +last {(last)} +lasted {(last)} +lasting {(last)} +lastly {(last)}>ly> +lasts {(last)} +latch {(latch)} +latched {(latch)} +latches {(latch)} +latching {(latch)} +latchkey {(latch)}{(key)} +latchkeys {(latch)}{(key)} +late {(late)} +latecomer {(late)}{(come)}>er> +latecomers {(late)}{(come)}>er> +lateen {(lateen)} +lately {(late)}>ly> +latency {(latency)} +lateness {(late)}>ness> +latent {(latent)} +later {(late)}>er> +lateral {(lateral)} +laterally {(lateral)}>ly> +laterals {(lateral)} +laterite {(laterite)} +latest {(late)}>est> +latex {(latex)} +lath {(lath)} +lathe {(lathe)} +lather {(lather)} +lathered {(lather)} +lathering {(lather)} +lathers {(lather)} +lathes {(lathe)} +laths {(lath)} +latinized {(latin)}>ize> +latinizes {(latin)}>ize> +latinizing {(latin)}>ize> +latitude {(latitude)} +latitudes {(latitude)} +latitudinal {(latitude)}>al> +latrine {(latrine)} +latrines {(latrine)} +latter {(latter)} +latterly {(latter)}>ly> +lattice {(lattice)} +latticed {(lattice)} +lattices {(lattice)} +laud {(laud)} +laudability {(laud)}>able>>ity> +laudable {(laud)}>able> +laudably {(laud)}>able>>y> +laudanum {(laudanum)} +laudatory {(laud)}>ory> +lauded {(laud)} +lauder {(lauder)} +lauding {(laud)} +lauds {(laud)} +laugh {(laugh)} +laughable {(laugh)}>able> +laughably {(laugh)}>able>>y> +laughed {(laugh)} +laughing {(laugh)} +laughingly {(laugh)}>ly> +laughingstock {(laugh)}{(stock)} +laughingstocks {(laugh)}{(stock)} +laughs {(laugh)} +laughter {(laughter)} +launch {(launch)} +launched {(launch)} +launcher {(launch)}>er> +launches {(launch)} +launching {(launch)} +launchings {(launch)} +launder {(launder)} +laundered {(launder)} +launderer {(launder)}>er> +launderers {(launder)}>er> +launderette {(launder)>ette>} +launderettes {(launder)>ette>} +laundering {(launder)} +launderings {(launder)} +launders {(launder)} +laundress {(launder)>ess>} +laundresses {(launder)>ess>} +laundries {(launder)>y>} +laundromat {(launder)>omat>} +laundromats {(launder)>omat>} +laundry {(launder)>y>} +laundryman {(launder)>y>}{(man)} +laundrymen {(launder)>y>}{(men)} +laureate {(laureate)} +laureates {(laureate)} +laurel {(laurel)} +laurelled {(laurel)} +laurels {(laurel)} +lav {(lav)} +lava {(lava)} +lavatories {(lavatory)} +lavatory {(lavatory)} +lavender {(lavender)} +lavish {(lavish)} +lavished {(lavish)} +lavishing {(lavish)} +lavishly {(lavish)}>ly> +lavishness {(lavish)}>ness> +lavs {(lav)} +law {(law)} +lawful {(law)}>ful> +lawfully {(law)}>ful>>ly> +lawfulness {(law)}>ful>>ness> +lawless {(law)}>less> +lawlessly {(law)}>less>>ly> +lawlessness {(law)}>less>>ness> +lawmakers {(law)}{(make)}>er> +lawmaking {(law)}{(make)} +lawman {(law)}{(man)} +lawmen {(law)}(men) +lawn {(lawn)} +lawns {(lawn)} +laws {(law)} +lawsuit {(law)}{(suit)} +lawsuits {(law)}{(suit)} +lawyer {(law)>er>} +lawyer's {(law)>er>} +lawyers {(law)>er>} +lax {(lax)} +laxative {(lax)}>ive> +laxatives {(lax)}>ive> +laxer {(lax)}>er> +laxest {(lax)}>est> +laxities {(lax)}>ity> +laxity {(lax)}>ity> +laxly {(lax)}>ly> +laxness {(lax)}>ness> +lay {(lay)} +layabout {(lay)}{(about)} +layabouts {(lay)}{(about)} +layby {(lay)}{(by)} +layer {(layer)} +layered {(layer)} +layering {(layer)} +layers {(lay)}>er> +layette {(layette)} +layettes {(layette)} +laying {(lay)} +layman {(lay)}(man) +layman's {(lay)}(man) +laymen {(lay)}(men) +laymen's {(lay)}(men) +layoff {(lay)}{(off)} +layoffs {(lay)}{(off)} +layout {(lay)}{(out)} +layover {(lay)}{(over)} +layovers {(lay)}{(over)} +lays {(lay)} +laze {(laze)} +lazed {(laze)} +lazes {(laze)} +lazier {(lazy)}>er> +laziest {(lazy)}>est> +lazily {(lazy)}>ly> +laziness {(lazy)}>ness> +lazing {(laze)} +lazy {(lazy)} +lazybones {(lazy)}{(bone)} +lea {(lea)} +leach {(leach)} +leached {(leach)} +leaching {(leach)} +lead {(lead)} +leaded {(lead)} +leaden {(lead)}>en> +leader {(lead)}>er> +leader's {(lead)}>er> +leaderless {(lead)}>er>>less> +leaders {(lead)}>er> +leadership {(lead)}>er>>ship> +leading {(lead)} +leadings {(lead)} +leads {(lead)} +leaf {(leaf)} +leafage {(leaf)}>age> +leafed {(leaf)} +leafier {(leaf)}>y>>er> +leafiest {(leaf)}>y>>est> +leafing {(leaf)} +leafless {(leaf)}>less> +leaflet {(leaf)}>let> +leaflets {(leaf)}>let> +leafs {(leaf)} +leafy {(leaf)}>y> +league {(league)} +league's {(league)} +leagued {(league)} +leagues {(league)} +leaguing {(league)} +leak {(leak)} +leakage {(leak)}>age> +leakages {(leak)}>age> +leaked {(leak)} +leakier {(leak)}>y>>er> +leakiest {(leak)}>y>>est> +leakily {(leak)}>y>>ly> +leakiness {(leak)}>y>>ness> +leaking {(leak)} +leaks {(leak)} +leaky {(leak)}>y> +lean {(lean)} +leaned {(lean)} +leaner {(lean)}>er> +leanest {(lean)}>est> +leaning {(lean)} +leanings {(lean)} +leanness {(lean)}>ness> +leans {(lean)} +leant {(lean)>t>} +leap {(leap)} +leaped {(leap)} +leapfrog {(leap)}{(frog)} +leaping {(leap)} +leaps {(leap)} +leapt {(leap)>t>} +learn {(learn)} +learned {(learn)} +learnedly {(learn)}>ly> +learner {(learn)}>er> +learners {(learn)}>er> +learning {(learn)} +learns {(learn)} +learnt {(learn)}>t> +leas {(lea)} +lease {(lease)} +leased {(lease)} +leasehold {(lease)}{(hold)} +leaseholder {(lease)}{(hold)}>er> +leaseholders {(lease)}{(hold)}>er> +leases {(lease)} +leash {(leash)} +leashes {(leash)} +leasing {(lease)} +least {(least)} +leastways {(least)}(ways) +leastwise {(least)}>wise> +leather {(leather)} +leathered {(leather)} +leathering {(leather)} +leatherneck {(leather)}{(neck)} +leathernecks {(leather)}{(neck)} +leathers {(leather)} +leathery {(leather)}>y> +leave {(leave)} +leaved {(leave)} +leaven {(leaven)} +leavened {(leaven)} +leavening {(leaven)} +leavenings {(leaven)} +leavens {(leaven)} +leaves {(leave)} +leaving {(leave)} +leavings {(leave)} +lech {(lech)} +lecher {(lech)>er>} +lecheries {(lech)>er>}>y> +lecherous {(lech)>er>}>ious> +lecherously 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{(leprosy)} +leprous {(leprous)} +lesbian {(lesbian)} +lesbianism {(lesbian)}>ism> +lesbians {(lesbian)} +lesion {(lesion)} +lesions {(lesion)} +less {(less)} +lessee {(lessee)} +lessees {(lessee)} +lessen {(less)}>en> +lessened {(less)}>en> +lessening {(less)}>en> +lessens {(less)}>en> +lesser {(less)}>er> +lesson {(lesson)} +lessons {(lesson)} +lessor {(lessor)} +lessors {(lessor)} +lest {(lest)} +let {(let)} +let's {let's} +letdown {(let)}{(down)} +letdowns {(let)}{(down)} +lethal {(lethal)} +lethality {(lethal)}>ity> +lethargic {(letharg)>ic>} +lethargically {(letharg)>ic>}>ly> +lethargies {(letharg)>y>} +lethargy {(letharg)>y>} +lets {(let)} +letter {(letter)} +letterbox {(letter)}{(box)} +letterboxes {(letter)}{(box)} +lettered {(letter)} +letterhead {(letter)}{(head)} +letterheads {(letter)}{(head)} +lettering {(letter)} +letterman {(letter)(man)} +lettermen {(letter)}(men) +letterpress {(letter)}{(press)} +letters {(letter)} +letting {(let)} +lettings {(let)} +lettuce {(lettuce)} +lettuces {(lettuce)} +letup {(let)}{(up)} +letups {(let)}{(up)} +leucotomies {(leuk)(tom)>y>} +leucotomy {(leuk)(tom)>y>} +leukaemia {(leukaemia)} +leukemia {(leukemia)} +levee {(levee)} +levees {(levee)} +level {(level)} +leveled {(level)} +leveling {(level)} +levelled {(level)} +leveller {(level)}>er> +levellers {(level)}>er> +levelling {(level)} +levels {(level)} +lever {(lever)} +leverage {(lever)}>age> +levered {(lever)} +leveret {(leveret)} +leverets {(leveret)} +levering {(lever)} +levers {(lever)} +leviathan {(leviathan)} +leviathans {(leviathan)} +levied {(levy)} +levies {(levy)} +levitate {(levitate)} +levitated {(levitate)} +levitates {(levitate)} +levitating {(levitate)} +levitation {(levitate)}>ion> +levitations {(levitate)}>ion> +levities {(levity)} +levity {(levity)} +levy {(levy)} +levying {(levy)} +lewd {(lewd)} +lewder {(lewd)}>er> +lewdest {(lewd)}>est> +lewdly {(lewd)}>ly> +lewdness {(lewd)}>ness> +lexes {(lexic)} +lexical {(lexic)>ic>>al>} +lexically {(lexic)>ic>>al>}>ly> +lexicographer {(lexic)>ic>(graph)>er>} +lexicographers {(lexic)>ic>(graph)>er>} +lexicography {(lexic)>ic>(graph)>y>} +lexicon {(lexic)>ic>>on>} +lexicons {(lexic)>ic>>on>} +liabilities {(liable)}>ity> +liability {(liable)}>ity> +liable {(liable)} +liaise {(liaise)} +liaised {(liaise)} +liaises {(liaise)} +liaising {(liaise)} +liaison {(liaison)} +liaisons {(liaison)} +liar {(lie)}>ar> +liar's {(lie)}>ar> +liars {(lie)}>ar> +libation {(libate)}>ion> +libations {(libate)}>ion> +libber {(lib)}>er> +libbers {(lib)}>er> +libel {(libel)} +libelled {(libel)} +libelling {(libel)} +libellous {(libel)}>ious> +libellously {(libel)}>ious>>ly> +libelous {(libel)}>ious> +libels {(libel)} +liberal {(liber)>al>} +liberalism {(liber)>al>}>ism> +liberalities {(liber)>al>}>ity> +liberality {(liber)>al>}>ity> +liberalization {(liber)>al>}>ize>>ion> +liberalize {(liber)>al>}>ize> +liberalized {(liber)>al>}>ize> +liberalizes {(liber)>al>}>ize> +liberalizing {(liber)>al>}>ize> 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{(license)}>ee> +licenses {(license)} +licensing {(license)} +licentious {(licence)}>ious> +licentiously {(licence)}>ious>>ly> +licentiousness {(licence)}>ious>>ness> +lichen {(lichen)} +lichgate {(lich)(gate)} +lichgates {(lich)(gate)} +licit {(licit)} +licitly {(licit)}>ly> +lick {(lick)} +licked {(lick)} +licking {(lick)} +licks {(lick)} +lid {(lid)} +lidless {(lid)}>less> +lido {(lido)} +lidos {(lido)} +lids {(lid)} +lie {(lie)} +lied {(lie)} +lieder {(lieder)} +lief {(lief)} +liege {(liege)} +liegemen {(liege)}{(men)} +lieges {(liege)} +lien {(lien)} +liens {(lien)} +lies {(lie)} +lieu {(lieu)} +lieutenant {(lieutenant)} +lieutenant's {(lieutenant)} +lieutenants {(lieutenant)} +life {(life)} +life's {(life)} +lifebelt {(life)}{(belt)} +lifebelts {(life)}{(belt)} +lifeblood {(life)}{(blood)} +lifeboat {(life)}{(boat)} +lifeboats {(life)}{(boat)} +lifebuoy {(life)}{(buoy)} +lifebuoys {(life)}{(buoy)} +lifeguard {(life)}{(guard)} +lifeguards {(life)}{(guard)} +lifeless {(life)}>less> 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{(lime)}{(kiln)} +limekilns {(lime)}{(kiln)} +limelight {(lime)}{(light)} +limerick {(limerick)} +limericks {(limerick)} +limes {(lime)} +limestone {(lime)}{(stone)} +limey {(lime)}>y> +limeys {(lime)}>y> +liming {(lime)} +limit {(limit)} +limitable {(limit)}>able> +limitation {(limit)}>ion> +limitations {(limit)}>ion> +limited {(limit)} +limiting {(limit)} +limitless {(limit)}>less> +limitlessly {(limit)}>less>>ly> +limitlessness {(limit)}>less>>ness> +limits {(limit)} +limn {(limn)} +limned {(limn)} +limning {(limn)} +limns {(limn)} +limousine {(limousine)} +limousines {(limousine)} +limp {(limp)} +limped {(limp)} +limpet {(limpet)} +limpets {(limpet)} +limpid {(limpid)} +limpidity {(limpid)}>ity> +limping {(limp)} +limply {(limp)}>ly> +limpness {(limp)}>ness> +limps {(limp)} +linchpin {(linchpin)} +linchpins {(linchpin)} +linctus {(linctus)} +linden {(linden)} +lindens {(linden)} +lindy {(lindy)} +line {(line)} +lineage {(lineage)} +lineal {(line)>al>} +linear {(line)>ar>} +linearly {(line)>ar>}>ly> +linebackers {(line)}{(back)}>er> +lined {(line)} +lineman {(line)}(man) +linemen {(line)}(men) +linen {(linen)} +liner {(line)}>er> +liners {(line)}>er> +linertrain {(line)}>er>{(train)} +linertrains {(line)}>er>{(train)} +lines {(line)} +linesman {(line)}(man) +lineup {(line)}{(up)} +linger {(linger)} +lingered {(linger)} +lingerer {(linger)}>er> +lingerers {(linger)}>er> +lingerie {(lingerie)} +lingering {(linger)} +lingeringly {(linger)}>ly> +lingers {(linger)} +lingo {(lingo)} +lingoes {(lingo)} +lingual {(lingu)>al>} +linguist {(lingu)>ist>} +linguistic {(lingu)>ist>}>ic> +linguistically {(lingu)>ist>}>ic>>ly> +linguistics {(lingu)>ist>}>ics> +linguists {(lingu)>ist>} +liniment {(liniment)} +liniments {(liniment)} +lining {(line)} +linings {(line)} +link {(link)} +linkage {(link)}>age> +linkages {(link)}>age> +linked {(link)} +linking {(link)} +linkmen {(link)}{(men)} +links {(link)} +linkup {(link)}{(up)} +linkups {(link)}{(up)} +lino {(lino)} +linocut {(lino)}{(cut)} +linocuts {(lino)}{(cut)} +linoleum {(linoleum)} +linotype {(lino)(typo)} +linotypes {(lino)(typo)} +linseed {(linseed)} +lint {(lint)} +lintel {(lintel)} +lintels {(lintel)} +lion {(lion)} +lion's {(lion)} +lioness {(lion)}>ess> +lionesses {(lion)}>ess> +lionization {(lion)}>ize>>ion> +lionize {(lion)}>ize> +lionizes {(lion)}>ize> +lionizing {(lion)}>ize> +lions {(lion)} +lip {(lip)} +lips {(lip)} +lipstick {(lip)}{(stick)} +lipsticks {(lip)}{(stick)} +liquefaction {(liqu)(fact)>ion>} +liquefied {(liqu)>efy>} +liquefies {(liqu)>efy>} +liquefy {(liqu)>efy>} +liquefying {(liqu)>efy>} +liqueur {(liqueur)} +liqueurs {(liqueur)} +liquid {(liqu)>id>} +liquidate {(liqu)>id>}>ate> +liquidated {(liqu)>id>}>ate> +liquidates {(liqu)>id>}>ate> +liquidating {(liqu)>id>}>ate> +liquidation {(liqu)>id>}>ate>>ion> +liquidations {(liqu)>id>}>ate>>ion> +liquidator {(liqu)>id>}>ate>>or> +liquidators {(liqu)>id>}>ate>>or> +liquidity {(liqu)>id>}>ity> +liquidize {(liqu)>id>}>ize> 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{(litera)>ory>} +literate {(litera)>ate>} +literateness {(litera)>ate>}>ness> +literature {(litera)>ure>} +literatures {(litera)>ure>} +liters {(liter)} +lithe {(lithe)} +lithely {(lithe)}>ly> +lithium {(lithium)} +lithograph {(litho)(graph)} +lithographed {(litho)(graph)} +lithographic {(litho)(graph)>ic>} +lithographically {(litho)(graph)>ic>}>al>>ly> +lithographing {(litho)(graph)} +lithographs {(litho)(graph)} +lithography {(litho)(graph)>y>} +litigant {(litigant)} +litigants {(litigant)} +litigate {(litigate)} +litigated {(litigate)} +litigates {(litigate)} +litigating {(litigate)} +litigation {(litigate)}>ion> +litigious {(litigious)} +litigiousness {(litigious)}>ness> +litmus {(litmus)} +litre {(litre)} +litres {(litre)} +litter {(litter)} +litterbag {(litter)}{(bag)} +litterbags {(litter)}{(bag)} +litterbin {(litter)}{(bin)} +litterbins {(litter)}{(bin)} +litterbug {(litter)}{(bug)} +litterbugs {(litter)}{(bug)} +littered {(litter)} +littering {(litter)} +litterlout {(litter)}{(lout)} +litterlouts {(litter)}{(lout)} +litters {(litter)} +little {(little)} +littleness {(little)}>ness> +littler {(little)}>er> +littlest {(little)}>est> +littoral {(littoral)} +liturgical {(liturgic)}>al> +liturgically {(liturgic)}>al>>ly> +liturgies {(liturgy)} +liturgy {(liturgy)} +livability {(live)}>able>>ity> +livable {(live)}>able> +live {(live)} +lived {(live)} +livelier {(live)}>ly>>er> +liveliest {(live)}>ly>>est> +livelihood {(live)}>ly>>hood> +livelihoods {(live)}>ly>>hood> +liveliness {(live)}>ly>>ness> +livelong {(live)}{(long)} +lively {(live)}>ly> +liver {(liver)} +liveried {(livery)} +liveries {(livery)} +liverish {(liver)}>ish> +livers {(liver)} +livery {(livery)} +liveryman {(livery)}(man) +liverymen {(livery)}{(men)} +lives {(live)} +livestock {(live)}{(stock)} +livid {(livid)} +lividly {(livid)}>ly> +living {(live)} +livings {(live)} +lizard {(lizard)} +lizard's {(lizard)} +lizards {(lizard)} +llama {(llama)} +llamas {(llama)} +lo {(lo)} +load {(load)} +loaded {(load)} +loader {(load)}>er> +loaders {(load)}>er> +loading {(load)} +loadings {(load)} +loads {(load)} +loaf {(loaf)} +loafed {(loaf)} +loafer {(loaf)}>er> +loafers {(loaf)}>er> +loafing {(loaf)} +loafs {(loaf)} +loam {(loam)} +loamier {(loam)}>y>>er> +loamy {(loam)}>y> +loan {(loan)} +loaned {(loan)} +loaning {(loan)} +loans {(loan)} +loanword {(loan)}{(word)} +loanwords {(loan)}{(word)} +loath {(loath)} +loathe {(loathe)} +loathed {(loathe)} +loathes {(loathe)} +loathing {(loathe)} +loathsome {(loath)}>some> +loathsomely {(loath)}>some>>ly> +loathsomeness {(loath)}>some>>ness> +loaves {(loaf)} +lob {(lobe)} +lobbed {(lobe)} +lobbied {(lobby)} +lobbies {(lobby)} +lobbing {(lobe)} +lobby {(lobby)} +lobbying {(lobby)} +lobbyist {(lobby)}>ist> +lobbyists {(lobby)}>ist> +lobe {(lobe)} +lobed {(lobe)} +lobes {(lobe)} +lobotomies {(lobe)(tom)>y>} +lobotomy {(lobe)(tom)>y>} +lobs {(lobe)} +lobster {(lobster)} +lobsters {(lobster)} +lobular {(lobe)>ule>}>ar> +lobularity 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{(lock)}{(smith)} +lockstitch {(lock)}{(stitch)} +lockstitches {(lock)}{(stitch)} +lockup {(lock)}{(up)} +lockups {(lock)}{(up)} +loco {(loc)} +locomotion {(loc)(mot)}>ion> +locomotive {(loc)(mot)}>ive> +locomotives {(loc)(mot)}>ive> +locum {(locum)} +locums {(locum)} +locus {(loc)>us>} +locust {(locust)} +locusts {(locust)} +locution {(loqu)>ion>} +locutions {(loqu)>ion>} +lode {(lode)} +lodestar {(lode)}{(star)} +lodestars {(lode)}{(star)} +lodestone {(lode)}{(stone)} +lodestones {(lode)}{(stone)} +lodge {(lodge)} +lodged {(lodge)} +lodger {(lodge)}>er> +lodgers {(lodge)}>er> +lodges {(lodge)} +lodging {(lodge)} +lodgings {(lodge)} +lodgment {(lodge)}>ment> +lodgments {(lodge)}>ment> +loess {(loess)} +loft {(loft)} +lofted {(loft)} +loftier {(loft)}>y>>er> +loftiest {(loft)}>y>>est> +loftily {(loft)}>y>>ly> +loftiness {(loft)}>y>>ness> +lofting {(loft)} +lofts {(loft)} +lofty {(loft)}>y> +log {(log)} +loganberries {(logan)(berry)} +loganberry {(logan)(berry)} +logarithm {(logarithm)} 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{(lollop)} +lolloping {(lollop)} +lollops {(lollop)} +lolls {(loll)} +lolly {(lolly)} +lone {(lone)} +lonelier {(lone)}>ly>>er> +loneliest {(lone)}>ly>>est> +loneliness {(lone)}>ly>>ness> +lonely {(lone)}>ly> +loner {(lone)}>er> +loners {(lone)}>er> +lonesome {(lone)}>some> +long {(long)} +longboat {(long)}{(boat)} +longboats {(long)}{(boat)} +longbow {(long)}{(bow)} +longbows {(long)}{(bow)} +longed {(long)} +longer {(long)}>er> +longest {(long)}>est> +longevity {(long)>ity>} +longhaired {(long)}{(hair)} +longhand {(long)}{(hand)} +longhop {(long)}{(hop)} +longhops {(long)}{(hop)} +longhorn {(long)}{(horn)} +longhorns {(long)}{(horn)} +longing {(long)} +longingly {(long)}>ly> +longings {(long)} +longish {(long)}>ish> +longitude {(long)>itude>} +longitudes {(long)>itude>} +longitudinal {(long)>itude>}>al> +longitudinally {(long)>itude>}>al>>ly> +longrun {(long)}{(run)} +longs {(long)} +longship {(long)}{(ship)} +longships {(long)}{(ship)} +longshoremen {(long)}{(shore)}(men) +longshot {(long)}{(shot)} +longstanding {(long)}{(stand)} +longsuffering {(long)}{(suffer)} +longways {(long)}(ways) +longwearing {(long)}{(wear)} +longwinded {(long)}{(wind)} +longwindedly {(long)}{(wind)}>ly> +longwindedness {(long)}{(wind)}>ness> +longwise {(long)}>wise> +loo {(loo)} +loofah {(loofah)} +loofahs {(loofah)} +look {(look)} +looked {(look)} +looker {(look)}>er> +lookers {(look)}>er> +looking {(look)} +lookout {(look)}{(out)} +lookouts {(look)}{(out)} +looks {(look)} +lookup {(look)}{(up)} +loom {(loom)} +loomed {(loom)} +looming {(loom)} +looms {(loom)} +loon {(loon)} +loonier {(loon)>y>}>er> +loonies {(loon)>y>} +looniest {(loon)>y>}>est> +loons {(loon)} +loony {(loon)>y>} +loonybin {(loon)>y>}{(bin)} +loonybins {(loon)>y>}{(bin)} +loop {(loop)} +looped {(loop)} +loophole {(loop)}{(hole)} +loopholes {(loop)}{(hole)} +loopier {(loop)}>y>>er> +loopiest {(loop)}>y>>est> +looping {(loop)} +loops {(loop)} +loopy {(loop)}>y> +loos {(loo)} +loose {(loose)} +loosebox {(loose)}{(box)} 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{(lose)} +loser {(lose)}>er> +losers {(lose)}>er> +loses {(lose)} +losing {(lose)} +loss {(loss)} +losses {(loss)} +lost {(lost)} +lot {(lot)} +lotion {(lotion)} +lotions {(lotion)} +lots {(lot)} +lotteries {(lottery)} +lottery {(lottery)} +lotto {(lotto)} +lotus {(lotus)} +lotuses {(lotus)} +loud {(loud)} +louder {(loud)}>er> +loudest {(loud)}>est> +loudhailer {(loud)}{(hail)}>er> +loudhailers {(loud)}{(hail)}>er> +loudly {(loud)}>ly> +loudmouth {(loud)}{(mouth)} +loudmouthed {(loud)}{(mouth)} +loudness {(loud)}>ness> +loudspeaker {(loud)}{(speak)}>er> +loudspeakers {(loud)}{(speak)}>er> +lough {(lough)} +loughs {(lough)} +lounge {(lounge)} +lounged {(lounge)} +lounger {(lounge)}>er> +loungers {(lounge)}>er> +lounges {(lounge)} +lounging {(lounge)} +louse {(louse)} +loused {(louse)} +lousier {(louse)}>y>>er> +lousiest {(louse)}>y>>est> +lousiness {(louse)}>y>>ness> +lousy {(louse)}>y> +lout {(lout)} +loutish {(lout)}>ish> +louts {(lout)} +louvre {(louvre)} +louvred {(louvre)} +louvres {(louvre)} +lovable {(love)}>able> +love {(love)} +love's {(love)} +lovebird {(love)}{(bird)} +lovebirds {(love)}{(bird)} +lovechildren {(love)}{(child)} +loved {(love)} +loveless {(love)}>less> +lovelier {(love)}>ly>>er> +lovelies {(love)}>ly> +loveliest {(love)}>ly>>est> +loveliness {(love)}>ly>>ness> +lovelorn {(love)}{(lorn)} +lovely {(love)}>ly> +lovemaking {(love)}{(make)} +lover {(love)}>er> +lover's {(love)}>er> +loverlike {(love)}>er>{(like)} +lovers {(love)}>er> +loves {(love)} +lovesick {(love)}{(sick)} +lovey {(love)}>y> +loving {(love)} +lovingly {(love)}>ly> +low {(low)} +lowbrow {(low)}{(brow)} +lowdown {(low)}{(down)} +lowed {(low)} +lower {(low)}>er> +lowered {(low)>er>} +lowering {(low)>er>} +lowermost {(low)}>er>{(most)} +lowers {(low)>er>} +lowest {(low)}>est> +lowing {(low)} +lowland {(low)}(land) +lowlander {(low)}(land)>er> +lowlanders {(low)}(land)>er> +lowlands {(low)}(land) +lowlier {(low)}>ly>>er> +lowliest {(low)}>ly>>est> +lowliness {(low)}>ly>>ness> +lowly {(low)}>ly> +lowness {(low)}>ness> +lows {(low)} +loyal {(loyal)} +loyalist {(loyal)}>ist> +loyalists {(loyal)}>ist> +loyally {(loyal)}>ly> +loyalties {(loyal)}>ity> +loyalty {(loyal)}>ity> +lozenge {(lozenge)} +lozenges {(lozenge)} +lubber {(lubber)} +lubricant {(lubric)>ant>} +lubricants {(lubric)>ant>} +lubricate {(lubric)>ate>} +lubricated {(lubric)>ate>} +lubricates {(lubric)>ate>} +lubricating {(lubric)>ate>} +lubrication {(lubric)>ate>}>ion> +lubrications {(lubric)>ate>}>ion> +lubricator {(lubric)>ate>}>or> +lubricators {(lubric)>ate>}>or> +lubricious {(lubric)>ious>} +lucerne {(lucerne)} +lucid {(lucid)} +lucidity {(lucid)}>ity> +lucidly {(lucid)}>ly> +luck {(luck)} +lucked {(luck)} +luckier {(luck)}>y>>er> +luckiest {(luck)}>y>>est> +luckily {(luck)}>y>>ly> +luckiness {(luck)}>y>>ness> +luckless {(luck)}>less> +lucky {(luck)}>y> +lucrative {(lucre)>ive>} +lucratively {(lucre)>ive>}>ly> +lucre {(lucre)} +ludicrous {(ludicrous)} +ludicrously {(ludicrous)}>ly> +ludicrousness {(ludicrous)}>ness> +ludo {(ludo)} +lug {(lug)} +luge {(luge)} +luger {(luger)} +luges {(luge)} +luggage {(luggage)} +lugged {(lug)} +lugging {(lug)} +lugs {(lug)} +lugubrious {(lugubr)>ious>} +lugubriously {(lugubr)>ious>}>ly> +lugubriousness {(lugubr)>ious>}>ness> +lukewarm {(luke)(warm)} +lukewarmly {(luke)(warm)}>ly> +lukewarmness {(luke)(warm)}>ness> +lull {(lull)} +lullabies {(lullaby)} +lullaby {(lullaby)} +lulled {(lull)} +lulling {(lull)} +lulls {(lull)} +lumbago {(lumbago)} +lumbar {(lumbar)} +lumber {(lumber)} +lumbered {(lumber)} +lumbering {(lumber)} +lumberjack {(lumber)}{(jack)} +lumberjacks {(lumber)}{(jack)} +lumberman {(lumber)}(man) +lumbermen {(lumber)}(men) +lumbers {(lumber)} +lumberyard {(lumber)}{(yard)} +lumberyards {(lumber)}{(yard)} +luminaries {(lumin)>ory>} +luminary {(lumin)>ory>} +luminescence {(lumin)>esc>}>ance> +luminescent {(lumin)>esc>}>ant> +luminosity {(lumin)>ious>}>ity> +luminous {(lumin)>ious>} +luminously {(lumin)>ious>}>ly> +lummox {(lummox)} 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+lusciously {(luscious)}>ly> +lusciousness {(luscious)}>ness> +lush {(lush)} +lusher {(lush)}>er> +lushes {(lush)} +lushest {(lush)}>est> +lust {(lust)} +luster {(luster)} +lustful {(lust)}>ful> +lustfully {(lust)}>ful>>ly> +lustfulness {(lust)}>ful>>ness> +lustier {(lust)}>y>>er> +lustiest {(lust)}>y>>est> +lustily {(lust)}>y>>ly> +lustiness {(lust)}>y>>ness> +lustre {(luster)} +lustrous {(luster)>ious>} +lustrously {(luster)>ious>}>ly> +lusts {(lust)} +lusty {(lust)}>y> +lutanist {(lutanist)} +lutanists {(lutanist)} +lute {(lute)} +luted {(lute)} +lutes {(lute)} +luting {(lute)} +luxuriance {(luxury)}>ance> +luxuriant {(luxury)}>ant> +luxuriantly {(luxury)}>ant>>ly> +luxuries {(luxury)} +luxurious {(luxury)}>ious> +luxuriously {(luxury)}>ious>>ly> +luxury {(luxury)} +lyceum {(lyceum)} +lyceums {(lyceum)} +lychee {(lychee)} +lychees {(lychee)} +lychgate {(lych)(gate)} +lychgates {(lych)(gate)} +lye {(lye)} +lying {(lie)} +lymph {(lymph)} +lymphatic {(lymph)>ic>} +lymphoma {(lymphoma)} +lynch {(lynch)} +lynched {(lynch)} +lynches {(lynch)} +lynching {(lynch)} +lynx {(lynx)} +lynxes {(lynx)} +lyre {(lyre)} +lyres {(lyre)} +lyric {(lyric)} +lyrical {(lyric)}>al> +lyrically {(lyric)}>al>>ly> +lyricism {(lyric)}>ism> +lyricisms {(lyric)}>ism> +lyricist {(lyric)}>ist> +lyricist's {(lyric)}>ist> +lyricists {(lyric)}>ist> +lyrics {(lyric)} +ma {(ma)} +ma'am {(ma'am)} +mac {(mac)} +macabre {(macabre)} +macadam {(macadam)} +macadamize {(macadam)}>ize> +macadamized {(macadam)}>ize> +macadamizes {(macadam)}>ize> +macadamizing {(macadam)}>ize> +macaroni {(macaroni)} +macaroon {(macaroon)} +macaroons {(macaroon)} +macaw {(macaw)} +macaws {(macaw)} +mace {(mace)} +macerate {(macerate)} +macerated {(macerate)} +macerates {(macerate)} +macerating {(macerate)} +maceration {(macerate)}>ion> +maces {(mace)} +machete {(machete)} +machetes {(machete)} +machinate {(machine)>ate>} +machinated {(machine)>ate>} +machinates {(machine)>ate>} +machinating {(machine)>ate>} +machination {(machine)>ate>}>ion> +machinations {(machine)>ate>}>ion> +machine {(machine)} +machined {(machine)} +machinegun {(machine)}{(gun)} +machineguns {(machine)}{(gun)} +machinelike {(machine)}{(like)} +machinery {(machine)}>ory> +machines {(machine)} +machining {(machine)} +machinist {(machine)}>ist> +machinists {(machine)}>ist> +machismo {(machismo)} +mack {(mack)} +mackerel {(mackerel)} +mackerels {(mackerel)} +mackintosh {(mack)(intosh)} +mackintoshes {(mack)(intosh)} +macrobiotic ic>} +macrocosm {ar> +macrophages {ic>}>ly> +macs {(mac)} +mad {(mad)} +madams {(madam)} +madcap {(mad)}{(cap)} +madden {(mad)}>en> +maddened {(mad)}>en> +maddening {(mad)}>en> +maddens {(mad)}>en> +madder {(mad)}>er> +maddest {(mad)}>est> +made {(make)} +mademoiselle {(ma)(demoiselle)} +madhouse {(mad)}{(house)} +madhouses {(mad)}{(house)} +madly {(mad)}>ly> +madman {(mad)}(man) +madmen {(mad)}(men) +madness {(mad)}>ness> +madras {(madras)} +madrigal {(madrigal)} +madrigals {(madrigal)} +madwoman {(mad)}(woman) +madwomen {(mad)}(women) +maelstrom {(maelstrom)} +maelstroms {(maelstrom)} +maestro {(maestro)} +maestro's {(maestro)} +maestros {(maestro)} +mafias {(mafia)} +mag {(mag)} +magazine {(magazine)} +magazine's {(magazine)} +magazines {(magazine)} +magenta {(magenta)} +maggot {(maggot)} +maggots {(maggot)} +maggoty {(maggot)}>y> +magi {(magi)} +magic {(magic)} +magical {(magic)}>al> +magically {(magic)}>al>>ly> +magician {(magic)}>ian> +magician's {(magic)}>ian> +magicians {(magic)}>ian> +magisterial {(magister)>al>} +magisterially {(magister)>iall>}>y> +magistracy {(magister)>acy>} +magistrate {(magister)>ate>} +magistrates {(magister)>ate>} +magma {(magma)} +magnanimities {(magn)(anim)>ity>} +magnanimity {(magn)(anim)>ity>} +magnanimous {(magn)(anim)>ious>} +magnanimously {(magn)(anim)>ious>}>ly> +magnate {(magnate)} +magnates {(magnate)} +magnesia {(magnesia)} +magnesium {(magnesium)} +magnet {(magnet)} +magnetic {(magnet)}>ic> +magnetically {(magnet)}>ic>>ly> +magnetism {(magnet)}>ism> +magnetisms {(magnet)}>ism> +magnetization {(magnet)}>ize>>ion> +magnetize {(magnet)}>ize> +magnetized {(magnet)}>ize> +magnetizes {(magnet)}>ize> +magnetizing {(magnet)}>ize> +magneto {(magnet)} +magnetos {(magnet)} +magnets {(magnet)} +magnification {(magn)>ify>}>ion> +magnifications {(magn)>ify>}>ion> +magnificence {(magnific)>ance>} +magnificent {(magnific)>ant>} +magnificently {(magnific)>ant>}>ly> +magnified {(magn)>ify>} +magnifier {(magn)>ify>}>er> +magnifiers {(magn)>ify>}>er> +magnifies {(magn)>ify>} +magnify {(magn)>ify>} +magnifying {(magn)>ify>} +magnitude {(magn)>itude>} +magnitudes {(magn)>itude>} +magnolia {(magnolia)} +magnolias {(magnolia)} +magnum {(magnum)} +magnums {(magnum)} +magpie {(magpie)} +magpies {(magpie)} +mags {(mag)} +maharajah {(maharajah)} +maharajahs {(maharajah)} +maharani {(maharani)} +maharanis {(maharani)} +mahatma {(mahatma)} +mahatmas {(mahatma)} +mahoganies {(mahogany)} +mahogany {(mahogany)} +mahout {(mahout)} +mahouts {(mahout)} +maid {(maid)} +maid's {(maid)} +maiden {(maid)>en>} +maidenhair {(maid)>en>}{(hair)} +maidenhead {(maid)>en>(head)} +maidenlike {(maid)>en>}{(like)} +maidenly {(maid)>en>}>ly> +maidens {(maid)>en>} +maids {(maid)} +maidservant {(maid)}{(serve)}>ant> +maidservants {(maid)}{(serve)}>ant> +mail {(mail)} +mailbag {(mail)}{(bag)} +mailbags {(mail)}{(bag)} +mailboat {(mail)}{(boat)} +mailboats {(mail)}{(boat)} +mailbox {(mail)}{(box)} +mailboxes {(mail)}{(box)} +mailed {(mail)} +mailer {(mail)}>er> +mailing {(mail)} +mailings {(mail)} +mailman {(mail)}{(man)} +mailmen {(mail)}{(men)} +mails {(mail)} +maim {(maim)} +maimed {(maim)} +maiming {(maim)} +maims {(maim)} +main {(main)} +mainland {(main)}(land) +mainline {(main)}{(line)} +mainlined {(main)}{(line)} +mainlines {(main)}{(line)} +mainlining {(main)}{(line)} +mainly {(main)}>ly> +mains {(main)} +mainsail {(main)}{(sail)} +mainsails {(main)}{(sail)} +mainspring {(main)}{(spring)} +mainsprings {(main)}{(spring)} +mainstay 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{(musk)}>y>>er> +muskiest {(musk)}>y>>est> +muskiness {(musk)}>y>>ness> +muskmelon {(musk)}{(melon)} +muskmelons {(musk)}{(melon)} +muskrat {(musk)}{(rat)} +muskrats {(musk)}{(rat)} +musky {(musk)}>y> +muslin {(muslin)} +muss {(muss)} +mussed {(muss)} +mussel {(mussel)} +mussels {(mussel)} +musses {(muss)} +mussing {(muss)} +must {(must)} +must've {(must)} +mustache {(mustache)} +mustached {(mustache)} +mustaches {(mustache)} +mustachio {(mustachio)} +mustachios {(mustachio)} +mustang {(mustang)} +mustangs {(mustang)} +mustard {(mustard)} +muster {(muster)} +mustered {(muster)} +mustering {(muster)} +musters {(muster)} +mustier {(must)}>y>>er> +mustiest {(must)}>y>>est> +mustiness {(must)}>y>>ness> +mustn't {(must)} +musty {(must)}>y> +mutability {(mutable)}>ity> +mutable {(mutable)} +mutably {(mutable)}>y> +mutant {(mutant)} +mutants {(mutant)} +mutate {(mutate)} +mutated {(mutate)} +mutates {(mutate)} +mutating {(mutate)} +mutation {(mutate)}>ion> +mutational {(mutate)}>ion>>al> +mutations {(mutate)}>ion> +mute {(mute)} +muted {(mute)} +mutely {(mute)}>ly> +muteness {(mute)}>ness> +mutes {(mute)} +mutilate {(mutilate)} +mutilated {(mutilate)} +mutilates {(mutilate)} +mutilating {(mutilate)} +mutilation {(mutilate)}>ion> +mutilations {(mutilate)}>ion> +mutineer {(mutineer)} +mutineers {(mutineer)} +muting {(mute)} +mutinied {(mutiny)} +mutinies {(mutiny)} +mutinous {(mutinous)} +mutinously {(mutinous)}>ly> +mutiny {(mutiny)} +mutinying {(mutiny)} +mutt {(mutt)} +mutter {(mutter)} +muttered {(mutter)} +mutterer {(mutter)}>er> +mutterers {(mutter)}>er> +muttering {(mutter)} +mutters {(mutter)} +mutton {(mutton)} +mutts {(mutt)} +mutual {(mutual)} +mutuality {(mutual)}>ity> +mutually {(mutual)}>y> +muzak {(muzak)} +muzzle {(muzzle)} +muzzled {(muzzle)} +muzzles {(muzzle)} +muzzling {(muzzle)} +my {(my)} +mycology {(myco)(log)>y>} +myelitis {(myel)>itis>} +myeloid {(myel)>oid>} +mynah {(mynah)} +mynahs {(mynah)} +myocardium {(myocardium)} +myopia {(myop)>ia>} +myopic {(myop)>ic>} +myopically {(myop)>ic>}>ly> +myosin {(myosin)} +myriad {(myriad)} +myriads {(myriad)} +myrrh {(myrrh)} +myrtle {(myrtle)} +myrtles {(myrtle)} +myself {(my)}{(self)} +mysteries {(myst)>ory>} +mysterious {(myst)>ory>}>ious> +mysteriously {(myst)>ory>}>ious>>ly> +mysteriousness {(myst)>ory>}>ious>>ness> +mystery {(myst)>ory>} +mystic {(myst)>ic>} +mystical {(myst)>ic>}>al> +mystically {(myst)>ic>}>ly> +mysticism {(myst)>ic>}>ism> +mystics {(myst)>ic>} +mystification {(myst)>ify>}>ion> +mystifications {(myst)>ify>}>ion> +mystified {(myst)>ify>} +mystifies {(myst)>ify>} +mystify {(myst)>ify>} +mystifying {(myst)>ify>} +mystique {(mystique)} +mystiques {(mystique)} +myth {(myth)} +mythic {(myth)}>ic> +mythical {(myth)}>ic>>al> +mythological {(myth)}(log)>ic>>al> +mythologies {(myth)}(log)>y> +mythologist {(myth)}(log)>ist> +mythologists {(myth)}(log)>ist> +mythology {(myth)}(log)>y> +myths {(myth)} +myxomatosis {(myxomatosis)} +nab {(nab)} +nabbed {(nab)} +nabbing {(nab)} +nabs {(nab)} +nacelle {(nacelle)} +nacelles {(nacelle)} +nadir {(nadir)} +nadirs {(nadir)} +nag {(nag)} +nagged {(nag)} +nagger {(nag)}>er> +naggers {(nag)}>er> +nagging {(nag)} +nags {(nag)} +naiad {(naiad)} +naiads {(naiad)} +nail {(nail)} +nailbrush {(nail)}{(brush)} +nailbrushes {(nail)}{(brush)} +nailed {(nail)} +nailing {(nail)} +nails {(nail)} +naira {(naira)} +nairas {(naira)} +naive {(naive)} +naively {(naive)}>ly> +naivete {(naivete)} +naiveties {(naive)}>ity> +naivety {(naive)}>ity> +naked {(naked)} +nakedly {(naked)}>ly> +nakedness {(naked)}>ness> +name {(name)} +name's {(name)} +named {(name)} +nameless {(name)}>less> +namely {(name)}>ly> +nameplate {(name)}{(plate)} +nameplates {(name)}{(plate)} +names {(name)} +namesake {(name)}{(sake)} +namesakes {(name)}{(sake)} +naming {(name)} +nan {(null)} +nankeen {(nankeen)} +nannies {(nanny)} +nanny {(nanny)} +nap {(nap)} +napalm {(napalm)} +nape {(nape)} +napes {(nape)} +naphtha {(naphtha)} +napkin {(napkin)} +napkins {(napkin)} +napped {(nap)} +nappies {(nappy)} +napping {(nap)} +nappy {(nappy)} +naps {(nap)} +narcissism {(narciss)>ism>} +narcissist {(narciss)>ist>} +narcissistic {(narciss)>ist>}>ic> +narcissistically {(narciss)>ist>}>ic>>ly> +narcissists {(narciss)>ist>} +narcissuses {(narcissus)} +narcotic {(narco)>ic>} +narcotics {(narco)>ic>} +nark {(nark)} +narked {(nark)} +narkier {(nark)}>y>>er> +narkiest {(nark)}>y>>est> +narking {(nark)} +narks {(nark)} +narky {(nark)}>y> +narrate {(narrate)} +narrated {(narrate)} +narrates {(narrate)} +narrating {(narrate)} +narration {(narrate)}>ion> +narrations {(narrate)}>ion> +narrative {(narrate)}>ive> +narratives {(narrate)}>ive> +narrator {(narrate)}>or> +narrators {(narrate)}>or> +narrow {(narrow)} +narrowed {(narrow)} +narrower {(narrow)}>er> +narrowest {(narrow)}>est> +narrowing {(narrow)} +narrowly {(narrow)}>ly> +narrowness {(narrow)}>ness> +narrows {(narrow)} +nasal {(nasal)} +nasality {(nasal)}>ity> +nasalization {(nasal)}>ize>>ion> +nasalize {(nasal)}>ize> +nasalized {(nasal)}>ize> +nasalizes {(nasal)}>ize> +nasalizing {(nasal)}>ize> +nasally {(nasal)}>ly> +nasals {(nasal)} +nascent {(nascent)} +nastier {(nasty)}>er> +nastiest {(nasty)}>est> +nastily {(nasty)}>ly> +nastiness {(nasty)}>ness> +nasturtium {(nasturtium)} +nasturtiums {(nasturtium)} +nasty {(nasty)} +natal {(natal)} +nation {(nation)} +nation's {(nation)} +national {(nation)}>al> +nationalism {(nation)}>al>>ism> +nationalisms {(nation)}>al>>ism> +nationalist {(nation)}>al>>ist> +nationalistic {(nation)}>al>>ist>>ic> +nationalistically {(nation)}>al>>ist>>ic>>ly> +nationalists {(nation)}>al>>ist> +nationalities {(nation)}>al>>ity> +nationality {(nation)}>al>>ity> +nationalization {(nation)}>al>>ize>>ion> +nationalizations {(nation)}>al>>ize>>ion> +nationalize {(nation)}>al>>ize> +nationalized {(nation)}>al>>ize> +nationalizes {(nation)}>al>>ize> +nationalizing {(nation)}>al>>ize> +nationally {(nation)}>al>>ly> +nationals {(nation)}>al> +nations {(nation)} +nationwide {(nation)}{(wide)} +native {(native)} +natives {(native)} +nativities {(native)>ity>} +nativity {(native)>ity>} +natter {(natter)} +nattered {(natter)} +nattering {(natter)} +natters {(natter)} +nattier {(natty)}>er> +nattiest {(natty)}>est> +nattily {(natty)}>ly> +natty {(natty)} +natural {(nature)>al>} +naturalism {(nature)>al>}>ism> +naturalist {(nature)>al>}>ist> +naturalistic {(nature)>al>}>ist>>ic> +naturalistically {(nature)>al>}>ist>>ic>>ly> +naturalists {(nature)>al>}>ist> +naturalization {(nature)>al>}>ize>>ion> +naturalize {(nature)>al>}>ize> +naturalized {(nature)>al>}>ize> +naturalizes {(nature)>al>}>ize> +naturalizing {(nature)>al>}>ize> +naturally {(nature)>al>}>ly> +naturalness {(nature)>al>}>ness> +naturals {(nature)>al>} +nature {(nature)} +nature's {(nature)} +natured {(nature)} +natures {(nature)} +naturism {(nature)}>ism> +naturist {(nature)}>ist> +naturists {(nature)}>ist> +naturopath {(nature)>opath>} +naturopaths {(nature)>opath>} +naught {(naught)} +naughtier {(naughty)}>er> +naughtiest {(naughty)}>est> +naughtily {(naughty)}>ly> +naughtiness {(naughty)}>ness> +naughts {(naught)} +naughty {(naughty)} +nausea {(nausea)} +nauseate {(nausea)>ate>} +nauseated {(nausea)>ate>} +nauseates {(nausea)>ate>} +nauseating {(nausea)>ate>} +nauseous {(nausea)>ious>} +nauseousness {(nausea)>ious>}>ness> +nautical {(naut)>ic>>al>} +nautically {(naut)>ic>>al>}>ly> +nautilus {(nautilus)} +naval {(nav)>al>} +nave {(nave)} +navel {(navel)} +navels {(navel)} +naves {(nave)} +navies {(navy)} +navigability {(navy)>able>}>ity> +navigable {(navy)>able>} +navigate {(navy)>ate>} +navigated {(navy)>ate>} +navigates {(navy)>ate>} +navigating {(navy)>ate>} +navigation {(navy)>ate>}>ion> +navigator {(navy)>ate>}>or> +navigators {(navy)>ate>}>or> +navvies {(navvy)} +navvy {(navvy)} +navy {(nav)>y>} +nay {(nay)} +nays {(nay)} +ne'er {(ne'er)} +neapolitan {(neapolitan)} +near {(near)} +nearby {(near)}{(by)} +neared {(near)} +nearer {(near)}>er> +nearest {(near)}>est> +nearing {(near)} +nearly {(near)}>ly> +nearness {(near)}>ness> +nears {(near)} +nearside {(near)}{(side)} +nearsighted {(near)}{(sight)} +nearsightedly {(near)}{(sight)}>ly> +nearsightedness {(near)}{(sight)}>ness> +neat {(neat)} +neater {(neat)}>er> +neatest {(neat)}>est> +neatly {(neat)}>ly> +neatness {(neat)}>ness> +nebula {(nebul)>a>} +nebulae {(nebul)>ae>} +nebular {(nebul)>a>}>er> +nebulas {(nebul)>a>} +nebulosity {(nebul)>ious>}>ity> +nebulous {(nebul)>ious>} +nebulousness {(nebul)>ious>}>ness> +necessaries {(necess)>ory>} +necessarily {(necess)>ory>}>ly> +necessary {(necess)>ory>} +necessitate {(necess)>itate>} +necessitated {(necess)>itate>} +necessitates {(necess)>itate>} +necessitating {(necess)>itate>} +necessities {(necess)>ity>} +necessitous {(necess)>itous>} +necessitously {(necess)>itous>}>ly> +necessity {(necess)>ity>} +neck {(neck)} +neckband {(neck)}{(band)} +neckbands {(neck)}{(band)} +neckcloth {(neck)}{(cloth)} +neckcloths {(neck)}{(cloth)} +necked {(neck)} +neckerchief {(nec)(kerchief)} +neckerchiefs {(neck)}{(kerchief)} +necking {(neck)} +necklace {(neck)(lace)} +necklaces {(neck)(lace)} +necklet {(neck)}>let> +necklets {(neck)}>let> +neckline {(neck)}{(line)} +necklines {(neck)}{(line)} +necks {(neck)} +necktie {(neck)}{(tie)} +neckties {(neck)}{(tie)} +neckwear {(neck)}{(wear)} +necromancer {(necro)(manc)>er>} +necromancers {(necro)(manc)>er>} +necromancy {(necro)(manc)>y>} +necrophile {(necro)(philo)} +necrophiles {(necro)(philo)} +necrophilia {(necro)(philo)>ia>} +necrophiliac {(necro)(philo)>iac>} +necrophiliacs {(necro)(philo)>iac>} +necrophilism {(necro)(philo)}>ism> +necropolis {(necropolis)} +necropolises {(necropolis)} +necrosis {(necrosis)} +nectar {(nectar)} +nectarine {(nectar)}>ine> +nectarines {(nectar)}>ine> +nee {(nee)} +need {(need)} +needed {(need)} +needful {(need)}>ful> +needfully {(need)}>ful>>ly> +needier {(need)}>y>>er> +neediest {(need)}>y>>est> +neediness {(need)}>y>>ness> +needing {(need)} +needle {(needle)} +needlecraft {(needle)}{(craft)} +needled {(needle)} +needlepoint {(needle)}{(point)} +needlepoints {(needle)}{(point)} +needles {(needle)} +needless {(need)}>less> +needlessly {(need)}>less>>ly> +needlewoman {(needle)}(woman) +needlewomen {(needle)}(women) +needlework {(needle)}{(work)} +needling {(needle)} +needn't {(need)} +needs {(need)} +needy {(need)}>y> +nefarious {(nefarious)} +nefariously {(nefarious)}>ly> +nefariousness {(nefarious)}>ness> +negate {(neg)>ate>} +negated {(neg)>ate>} +negates {(neg)>ate>} +negating {(neg)>ate>} +negation {(neg)>ate>}>ion> +negations {(neg)>ate>}>ion> +negative {(neg)>ate>}>ive> +negatived {(neg)>ate>}>ive> +negatively {(neg)>ate>}>ive>>ly> +negatives {(neg)>ate>}>ive> +negativing {(neg)>ate>}>ive> +negativism {(neg)>ate>}>ive>>ism> +neglect {(neglect)} +neglected {(neglect)} +neglectful {(neglect)}>ful> +neglectfully {(neglect)}>ful>>ly> +neglectfulness {(neglect)}>ful>>ness> +neglecting {(neglect)} +neglects {(neglect)} +negligee {(negect)>ee>} +negligees {(negect)>ee>} +negligence {(negect)>ance>} +negligent {(negect)>ant>} +negligently {(negect)>ant>}>ly> +negligible {(negect)>able>} +negligibly {(negect)>able>}>y> +negotiable {(negoti)>able>} +negotiate {(negoti)>ate>} +negotiated {(negoti)>ate>} +negotiates {(negoti)>ate>} +negotiating {(negoti)>ate>} +negotiation {(negoti)>ate>}>ion> +negotiations {(negoti)>ate>}>ion> +negotiator {(negoti)>ate>}>or> +negotiators {(negoti)>ate>}>or> +negro {(negro)} +negroes {(negro)} +negroid {(negro)>oid>} +neigh {(neigh)} +neighbor {(neighbor)} +neighbor's {(neighbor)} +neighborhood {(neighbor)}>hood> +neighborhoods {(neighbor)}>hood> +neighboring {(neighbor)} +neighbors {(neighbor)} +neighbour {(neighbour)} +neighbourhood {(neighbour)}>hood> +neighbourhoods {(neighbour)}>hood> +neighbouring {(neighbour)} +neighbourliness {(neighbour)}>ly>>ness> +neighbourly {(neighbour)}>ly> +neighbours {(neighbour)} +neighed {(neigh)} +neighing {(neigh)} +neighs {(neigh)} +neither {(neither)} +nelsons {(nelson)} +nemeses {(nemeses)} +nemesis {(nemesis)} +neoclassic (neo){(class)}>ic> +neoclassical (neo){(class)}>ic>>al> +neocolonialism (neo){(colon)>y>}>al>>ism> +neocortex {(neo)}{(cortex)} +neolithic {(neo)(lith)>ic>} +neologism {(neo)(log)>ism>} +neologisms {(neo)(log)>ism>} +neon {(neon)} +neonatal (neo){(natal)} +neophyte {(neo)(phyte)} +neophytes {(neo)(phyte)} +neoplasm {(neo)(plasm)} +neoplasms {(neo)(plasm)} +nephew {(nephew)} +nephews {(nephew)} +nephritis {(nephro)>itis>} +nepotism {(nepotism)} +nerve {(nerve)} +nerved {(nerve)} +nerveless {(nerve)}>less> +nervelessness {(nerve)}>less>>ness> +nerves {(nerve)} +nervier {(nerve)}>y>>er> +nerving {(nerve)} +nervous {(nerve)}>ious> +nervously {(nerve)}>ious>>ly> +nervousness {(nerve)}>ious>>ness> +nervy {(nerve)}>y> +ness {(ness)} +nesses {(ness)} +nest {(nest)} +nested {(nest)} +nester {(nest)}>er> +nesting {(nest)} +nestle {(nestle)} +nestled {(nestle)} +nestles {(nestle)} +nestling {(nestle)} +nestlings {(nest)}>ling> +nests {(nest)} +net {(net)} +netball {(net)}{(ball)} +nether {(nether)} +nethermost {(nether)}{(most)} +nets {(net)} +nett {(nett)} +netted {(nett)} +netting {(nett)} +nettle {(nettle)} +nettled {(nettle)} +nettlerash {(nettle)}{(rash)} +nettles {(nettle)} +nettlesome {(nettle)}>some> +nettling {(nettle)} +netts {(nett)} +network {(net)}{(work)} +network's {(net)}{(work)} +networks {(net)}{(work)} +neural {(neuro)>al>} +neuralgia {(neuro)>alg>>ia>} +neurasthenic {(neuro)>asthenic>} +neurasthenics {(neuro)>asthenic>} +neuritis {(neuro)>itis>} +neurological {(neuro)(log)>ic>}>al> +neurologist {(neuro)(log)>ist>} +neurologists {(neuro)(log)>ist>} +neurology {(neuro)(log)>y>} +neuromuscular (neuro){(muscle)>ar>} +neuron {(neuro)>on>} +neuronal {(neuro)>on>}>al> +neuropathology (neuro){(patho)(log)>y>} +neuropsychiatric (neuro){(psycho)>ater>>ic>} +neuroses {(neuro)>sis>} +neurosis {(neuro)>sis>} +neurotic {(neuro)>ic>} +neurotics {(neuro)>ic>} +neuter {(neuter)} +neutered {(neuter)} +neutering {(neuter)} +neuters {(neuter)} +neutral {(neutr)>al>} +neutralism {(neutr)>al>}>ism> +neutralist {(neutr)>al>}>ist> +neutralists {(neutr)>al>}>ist> +neutrality {(neutr)>al>}>ity> +neutralization {(neutr)>al>}>ize>>ion> +neutralizations {(neutr)>al>}>ize>>ion> +neutralize {(neutr)>al>}>ize> +neutralized {(neutr)>al>}>ize> +neutralizer {(neutr)>al>}>ize>>er> +neutralizers {(neutr)>al>}>ize>>er> +neutralizes {(neutr)>al>}>ize> +neutralizing {(neutr)>al>}>ize> +neutrally {(neutr)>al>}>ly> +neutrals {(neutr)>al>} +neutron {(neutr)>on>} +neutrons {(neutr)>on>} +never {(never)} +nevertheless {(never)}{(theo)}{(less)} +new {(new)} +newborn {(new)}{(born)} +newcomer {(new)}{(come)}>er> +newcomers {(new)}{(come)}>er> +newel {(newel)} +newels {(newel)} +newer {(new)}>er> +newest {(new)}>est> +newfangled {(new)(fangle)} +newfangledness {(newfangled)}>ness> +newfound {(new)}{(found)} +newly {(new)}>ly> +newlywed {(new)}>ly>{(wed)} +newlyweds {(new)}>ly>{(wed)} +newness {(new)}>ness> +news {(new)} +newsagent {(new)}{(agent)} +newsagents {(new)}{(agent)} +newsboy {(new)}{(boy)} +newsboys {(new)}{(boy)} +newscast {(new)}{(cast)} +newscaster {(new)}{(cast)}>er> +newscasters {(new)}{(cast)}>er> +newscasts {(new)}{(cast)} +newsdealer {(new)}{(deal)}>er> +newsdealers {(new)}{(deal)}>er> +newsflash {(new)}{(flash)} +newsflashes {(new)}{(flash)} +newsier {(new)}>y>>er> +newsiest {(new)}>y>>est> +newsiness {(new)}>y>>ness> +newsless {(new)}>less> +newsletter {(new)}{(letter)} +newsletters {(new)}{(letter)} +newsman {(new)}{(man)} +newsmen {(new)}{(men)} +newsmonger {(new)}{(monger)} +newsmongers {(new)}{(monger)} +newspaper {(new)}{(paper)} +newspaperman {(new)}{(paper)}{(man)} +newspapermen {(new)}{(paper)}{(men)} +newspapers {(new)}{(paper)} +newsprint {(new)}{(print)} +newsreader {(new)}{(read)}>er> +newsreaders {(new)}{(read)}>er> +newsreel {(new)}{(reel)} +newsreels {(new)}{(reel)} +newsroom {(new)}{(room)} +newsrooms {(new)}{(room)} +newssheet {(new)}{(sheet)} +newssheets {(new)}{(sheet)} +newsstand {(new)}{(stand)} +newsstands {(new)}{(stand)} +newsvendor {(new)}{(vend)}>or> +newsvendors {(new)}{(vend)}>or> +newsworthy {(new)}{(worth)}>y> +newsy {(new)}>y> +newt {(newt)} +newts {(newt)} +next {(next)} +nexus {(nexus)} +nexuses {(nexus)} +nib {(nib)} +nibble {(nibble)} +nibbled {(nibble)} +nibblers {(nibble)}>er> +nibbles {(nibble)} +nibbling {(nibble)} +niblick {(niblick)} +niblicks {(niblick)} +nibs {(nib)} +nice {(nice)} +nicely {(nice)}>ly> +niceness {(nice)}>ness> +nicer {(nice)}>er> +nicest {(nice)}>est> +niceties {(nice)}>ity> +nicety {(nice)}>ity> +niche {(niche)} +niches {(niche)} +nick {(nick)} +nicked {(nick)} +nickel {(nickel)} +nickels {(nickel)} +nicking {(nick)} +nicknack {(nicknack)} +nicknacks {(nicknack)} +nickname {(nick)}{(name)} +nicknamed {(nick)}{(name)} +nicknames {(nick)}{(name)} +nicknaming {(nick)}{(name)} +nicks {(nick)} +nicotine {(nicotine)} +niece {(niece)} +nieces {(niece)} +niff {(niff)} 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{(night)}{(line)} +nightlines {(night)}{(line)} +nightly {(night)}>ly> +nightmare {(night)}{(mare)} +nightmares {(night)}{(mare)} +nightmarish {(night)}{(mare)}>ish> +nightmarishly {(night)}{(mare)}>ish>>ly> +nights {(night)} +nightshade {(night)}{(shade)} +nightshades {(night)}{(shade)} +nightshirt {(night)}{(shirt)} +nightshirts {(night)}{(shirt)} +nighttime {(night)}{(time)} +nightwork {(night)}{(work)} +nihilism {(nihil)>ism>} +nihilist {(nihil)>ist>} +nihilistic {(nihil)>ist>}>ic> +nihilists {(nihil)>ist>} +nil {(nil)} +nimble {(nimble)} +nimbleness {(nimble)}>ness> +nimbler {(nimble)}>er> +nimblest {(nimble)}>est> +nimbly {(nimble)}>y> +nimbus {(nimbus)} +nimbuses {(nimbus)} +nimrod {(nimrod)} +nincompoop {(nincompoop)} +nincompoops {(nincompoop)} +nine {(nine)} +ninefold {(nine)}>fold> +ninepence {(nine)(pence)} +ninepences {(nine)(pence)} +ninepenny {(nine)}{(penny)} +ninepin {(nine)}{(pin)} +ninepins {(nine)}{(pin)} +nines {(nine)} +nineteen {(nine)}>teen> +nineteens 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{(pale)} +palings {(pale)} +palisade {(palisade)} +palisaded {(palisade)} +palisades {(palisade)} +palisading {(palisade)} +palish {(pale)}>ish> +pall {(pall)} +palladium {(palladium)} +pallbearer {(pall)}{(bear)}>er> +pallbearers {(pall)}{(bear)}>er> +palled {(pal)} +pallet {(pallet)} +pallets {(pallet)} +palliate {(palliate)} +palliated {(palliate)} +palliates {(palliate)} +palliating {(palliate)} +palliation {(palliate)}>ion> +palliations {(palliate)}>ion> +palliative {(palliate)}>ive> +palliatives {(palliate)}>ive> +pallid {(pallid)} +pallidly {(pallid)}>ly> +pallidness {(pallid)}>ness> +pallier {(pall)}>y>>er> +palling {(pal)} +pallor {(pallor)} +palls {(pall)} +pally {(pall)}>y> +palm {(palm)} +palmed {(palm)} +palmers {(palmer)} +palmetto {(palmetto)} +palmettos {(palmetto)} +palmier {(palm)}>y>>er> +palming {(palm)} +palmist {(palm)}>ist> +palmists {(palm)}>ist> +palms {(palm)} +palmy {(palm)}>y> +palomino {(palomino)} +palominos {(palomino)} +palpable {(palp)>able>} +palpably {(palp)>able>}>y> +palpation {(palp)}>ion> +palpations {(palp)}>ion> +palpitate {(palpit)>ate>} +palpitated {(palpit)>ate>} +palpitates {(palpit)>ate>} +palpitating {(palpit)>ate>} +palpitation {(palpit)>ate>}>ion> +palpitations {(palpit)>ate>}>ion> +pals {(pal)} +palsied {(palsy)} +palsies {(palsy)} +palsy {(palsy)} +palsying {(palsy)} +paltrier {(paltry)}>er> +paltriest {(paltry)}>est> +paltry {(paltry)} +pampas {(pampas)} +pamper {(pamper)} +pampered {(pamper)} +pampering {(pamper)} +pampers {(pamper)} +pamphlet {(pamphlet)} +pamphleteer {(pamphlet)}>eer> +pamphleteers {(pamphlet)}>eer> +pamphlets {(pamphlet)} +pan {(pan)} +panacea {(panacea)} +panaceas {(panacea)} +panache {(panache)} +panamas {(panama)} +pancake {(pan)}{(cake)} +pancaked {(pan)}{(cake)} +pancakes {(pan)}{(cake)} +pancaking {(pan)}{(cake)} +pancreas {(pancreas)} +pancreases {(pancreas)} +pancreatic {(pancreatic)} +panda {(panda)} +pandas {(panda)} +pandemic {ist> +panellists {(panel)}>ist> +panels {(panel)} +panes {(pane)} +pang {(pang)} +pangs {(pang)} +panhandle {(pan)}{(handle)} +panhandled {(pan)}{(handle)} +panhandler {(pan)}{(handle)}>er> +panhandlers {(pan)}{(handle)}>er> +panhandles {(pan)}{(handle)} +panhandling {(pan)}{(handle)} +panic {(panic)} +panicked {(panic)} +panicking {(panic)} +panicky {(panic)}>y> +panics {(panic)} +panjandrum {(panjandrum)} +panjandrums {(panjandrum)} +panned {(pan)} +pannier {(pannier)} +panniers {(pannier)} +pannikin {(pannikin)} +pannikins {(pannikin)} +panning {(pan)} +panoplied {(panoply)} +panoply {(panoply)} +panorama {ly> +pans {(pan)} +pansies {(pansy)} +pansy {(pansy)} +pant {(pant)} +pantaloon {(pantaloon)} +pantaloons {(pantaloon)} +panted {(pant)} +pantheism {ism>} +pantheist {ist>} +pantheistic {ist>}>ic> +pantheists {ist>} +pantheon {on>} +pantheons {on>} +panther {(panther)} +panthers {(panther)} +panties {(pant)}>y> +panting {(pant)} +pantingly {(pant)}>ly> +panto {(panto)} +pantomime {(pantomime)} +pantomimed {(pantomime)} +pantomimes {(pantomime)} +pantomimic {(pantomime)}>ic> +pantos {(panto)} +pantries {(pantry)} +pantry {(pantry)} +pantrymen {(pantry)}{(men)} +pants {(pant)} +panty {(pant)}>y> +pap {(pap)} +papa {(papa)} +papa's {(papa)} +papacies {(pap)>acy>} +papacy {(pap)>acy>} +papal {(pap)>al>} +papas {(papa)} +papaw {(papaw)} +papaws {(papaw)} +papaya {(papaya)} +papayas {(papaya)} +paper {(paper)} +paper's {(paper)} +paperback {(paper)}{(back)} +paperbacked {(paper)}{(back)} +paperbacks {(paper)}{(back)} +paperboy {(paper)}{(boy)} +paperboys {(paper)}{(boy)} +papered {(paper)} +paperhanger {(paper)}{(hang)}>er> +paperhangers {(paper)}{(hang)}>er> +papering {(paper)} +papers {(paper)} +paperweight {(paper)}{(weigh)>t>} +paperweights {(paper)}{(weigh)>t>} +paperwork {(paper)}{(work)} +papery {(paper)}>y> +papillary {(papillary)} +papist {(pap)>ist>} +papists {(pap)>ist>} +papoose {(papoose)} +papooses {(papoose)} +pappies {(pappy)} +pappy {(pappy)} +paprika {(paprika)} +papyri {(papyri)} +papyrus {(papyrus)} +papyruses {(papyrus)} +par {(par)} +para {(para)} +parable {(parable)} +parables {(parable)} +parabola {(para)(bol)>a>} +parabolas {(para)(bol)>a>} +parabolic {(para)(bol)>ic>} +parabolically {(para)(bol)>ic>}>ly> +parachute {(para)(chute)} +parachuted {(para)(chute)} +parachutes {(para)(chute)} +parachuting {(para)(chute)} +parachutist {(para)(chute)}>ist> +parachutists {(para)(chute)}>ist> +parade {(parade)} +paraded {(parade)} +parades {(parade)} +paradigm {(paradigm)} +paradigmatic {(paradigm)}>ic> +paradigmatically {(paradigm)}>ic>>ly> +paradigms {(paradigm)} +parading {(parade)} +paradise {(paradise)} +paradises {(paradise)} +paradox {(paradox)} +paradoxes {(paradox)} +paradoxical {(paradox)}>ic>>al> +paradoxically {(paradox)}>al>>ly> +paraffin {(paraffin)} +paragon {(paragon)} +paragons {(paragon)} +paragraph {(para)(graph)} +paragraphed {(para)(graph)} +paragraphing {(para)(graph)} +paragraphs {(para)(graph)} +parakeet {(parakeet)} +parakeets {(parakeet)} +parallel {(parallel)} +paralleled {(parallel)} +paralleling {(parallel)} +parallelism {(parallel)}>ism> +parallelisms {(parallel)}>ism> +parallelogram {(parallel)}(gram) +parallelograms {(parallel)}(gram) +parallels {(parallel)} +paralyse {(para)>ize>} +paralysed {(para)>ize>} +paralyses {(para)>ize>} +paralysing {(para)>ize>} +paralysis {(para)>lys>>sis>} +paralytic {(para)(lyt)>ic>} +paralytically {(para)(lyt)>ic>}>ly> +paralyze {(para)>ize>} +paralyzed {(para)>ize>} +paralyzes {(para)>ize>} +paramagnet (para){(magnet)} +paramagnetic (para){(magnet)}>ic> +parameter {(para)(meter)} +parameters {(para)(meter)} +parametric {(para)(meter)>ic>} +paramilitary (para){(milit)>ory>} +paramount {(par)>a>(mount)} +paramountcy {(par)>a>(mount)}>acy> +paramour {(par)(amour)} +paramours {(par)(amour)} +paranoia {(para)(noia)} +paranoiac {(para)>iac>} +paranoiacally {(para)(noia)}{(cal)}>ly> +paranoiacs {(para)>iac>} +paranoid {(para)>oid>} +paranormal (para){(norm)>al>} +parapet {(parapet)} +parapets {(parapet)} +paraphernalia {(paraphernalia)} +paraphrase {(para)(phrase)} +paraphrased {(para)(phrase)} +paraphrases {(para)(phrase)} +paraphrasing {(para)(phrase)} +paraplegia {(para)(pleg)>ia>} +paraplegic {(para)(pleg)>ic>} +paraplegically {(para)(pleg)>ic>}>ly> +paraplegics {(para)(pleg)>ic>} +parapsychology (para){(psycho)(log)>y>} +paras {(para)} +parasite {(parasite)} +parasites {(parasite)} +parasitic {(parasite)}>ic> +parasitical {(parasite)}>ic>>al> +parasitically {(parasite)}>ic>>ly> +parasol {(parasol)} +parasols {(parasol)} +parasympathetic (para){ic>} +paratrooper (para){(troop)}>er> +paratroopers (para){(troop)}>er> +paratroops (para){(troop)} +paratyphoid (para){(typhoid)} +parboil {(par)(boil)} +parboiled {(par)(boil)} +parboiling {(par)(boil)} +parboils {(par)(boil)} +parcel {(parcel)} +parceled {(parcel)} +parcels {(parcel)} +parch {(parch)} +parched {(parch)} +parches {(parch)} +parching {(parch)} +parchment {(parchment)} +parchments {(parchment)} +pardon {(pardon)} +pardonable {(pardon)}>able> +pardonably {(pardon)}>able>>y> +pardoned {(pardon)} +pardoner {(pardon)}>er> +pardoners {(pardon)}>er> +pardoning {(pardon)} +pardons {(pardon)} +pare {(pare)} +pared {(pare)} +paregoric {(paregoric)} +parent {(parent)} +parent's {(parent)} +parentage {(parent)}>age> +parental {(parent)}>al> +parentally {(parent)}>al>>ly> +parentheses {(par)>en>(thes)>sis>} +parenthesis {(par)>en>(thes)>sis>} +parenthetic {(par)>en>(thetic)} +parenthetical {(par)>en>(thetic)}>al> +parenthetically {(par)>en>(thetic)}>al>>ly> +parenthood {(parent)}>hood> +parents {(parent)} +parer {(pare)}>er> +parers {(pare)}>er> +pares {(pare)} +pariah {(pariah)} +pariahs {(pariah)} +paring {(pare)} +parings {(pare)} +parish {(parish)} +parishes {(parish)} +parishioner {(parish)}>ion>>er> +parishioners {(parish)}>ion>>er> +parity {(par)>ity>} +park {(park)} +parka {(parka)} +parkas {(parka)} +parked {(park)} +parkhouse {(park)}{(house)} +parkier {(parky)}>er> +parkin {(parkin)} +parking {(park)} +parkland {(park)}{(land)} +parklike {(park)}{(like)} +parks {(park)} +parkway {(park)}{(way)} +parky {(parky)} +parlance {(parlance)} +parley {(parley)} +parleyed {(parley)} +parleying {(parley)} +parleys {(parley)} +parliament {(parliament)} +parliamentarian {(parliament)}>ory>>ian> +parliamentarians {(parliament)}>ory>>ian> +parliamentary {(parliament)}>ory> +parliaments {(parliament)} +parlor {(parlor)} +parlors {(parlor)} +parlour {(parlor)} +parlours {(parlor)} +parlous {(parlous)} +parochial {(parochial)} +parochialism {(parochial)}>ism> +parochially {(parochial)}>y> +parodied {(parod)>y>} +parodies {(parod)>y>} +parodist {(parod)>ist>} +parodists {(parod)>ist>} +parody {(parod)>y>} +parodying {(parod)>y>} +parole {(parole)} +paroled {(parole)} +parolees {(parole)}>ee> +paroles {(parole)} +paroxysm {(paroxysm)} +paroxysms {(paroxysm)} +parquet {(parquet)} +parr {(parr)} +parricide {(parr)(cide)} +parricides {(parr)(cide)} +parried {(parry)} +parries {(parry)} +parrot {(parrot)} +parroted {(parrot)} +parroting {(parrot)} +parrotlike {(parrot)}{(like)} +parrots {(parrot)} +parrs {(parr)} +parry {(parry)} +parrying {(parry)} +pars {(par)} +parse {(parse)} +parsed {(parse)} +parses {(parse)} +parsimonious {(parsimony)}>ious> +parsimoniously {(parsimony)}>ious>>ly> +parsimoniousness {(parsimony)}>ious>>ness> +parsimony {(parsimony)} +parsing {(parse)} +parsley {(parsley)} +parsnip {(parsnip)} +parsnips {(parsnip)} +parson {(parson)} +parsonage {(parson)}>age> +parsonages {(parson)}>age> +parsons {(parson)} +part {(part)} +partake {(par)(take)} +partaken {(par)(take)}>en> +partaker {(par)(take)}>er> +partakes {(par)(take)} +partaking {(par)(take)} +parted {(part)} +parterre {(parterre)} +parterres {(parterre)} +parthenogenesis {(parthenogenesis)} +partial {(part)}>al> +partialities {(part)}>al>>ity> +partiality {(part)}>al>>ity> +partially {(part)}>al>>ly> +participant {(participant)} +participants {(participant)} +participate {(participate)} +participated {(participate)} +participates {(participate)} +participating {(participate)} +participation {(participate)}>ion> +participle {(participle)} +participles {(participle)} +particle {(particle)} +particles {(particle)} +particular {(particle)>ar>} +particularistic {(particle)>ar>}>ist>>ic> +particularities {(particle)>ar>}>ity> +particularity {(particle)>ar>}>ity> +particularization {(particle)>ar>}>ize>>ion> +particularizations {(particle)>ar>}>ize>>ion> +particularize {(particle)>ar>}>ize> +particularized {(particle)>ar>}>ize> +particularizes {(particle)>ar>}>ize> +particularizing {(particle)>ar>}>ize> +particularly {(particle)>ar>}>ly> +particulars {(particle)>ar>} +particulate {(particle)>ate>} +parties {(party)} +parting {(part)} +partings {(part)} +partisan {(part)>ian>} +partisans {(part)>ian>} +partisanship {(part)>ian>}>ship> +partition {(part)}>ion> +partitioned {(part)}>ion> +partitioning {(part)}>ion> +partitions {(part)}>ion> +partly {(part)}>ly> +partner {(partner)} +partnered {(partner)} +partnering {(partner)} +partners {(partner)} +partnership {(partner)}>ship> +partnerships {(partner)}>ship> +partook {(par)(took)} +partridge {(partridge)} +partridges {(partridge)} +parts {(part)} +party {(party)} +party's {(party)} +parvenu {(parvenu)} +parvenus {(parvenu)} +paschal {(paschal)} +pasha {(pasha)} +pashas {(pasha)} +pass {(pass)} +passable {(pass)}>able> +passably {(pass)}>able>>y> +passage {(pass)}>age> +passages {(pass)}>age> +passageway {(pass)}>age>{(way)} +passageways {(pass)}>age>{(way)} +passbook {(pass)}{(book)} +passbooks {(pass)}{(book)} +passe {(passe)} +passed {(pass)} +passee {(past)>ee>} +passenger {(passenger)} +passengers {(passenger)} +passerby {(pass)}>er>{(by)} +passes {(pass)} +passing {(pass)} +passion {(passion)} +passionate {(passion)}>ate> +passionately {(passion)}>ate>>ly> +passionateness {(passion)}>ate>>ness> +passionless {(passion)}>less> +passionlessly {(passion)}>less>>ly> +passions {(passion)} +passive {(passive)} +passively {(passive)}>ly> +passiveness {(passive)}>ness> +passives {(passive)} +passivity {(passive)}>ity> +passivize {(passive)}>ize> +passivized {(passive)}>ize> +passivizes {(passive)}>ize> +passivizing {(passive)}>ize> +passkey {(pass)}{(key)} +passkeys {(pass)}{(key)} +passport {(pass)}{(port)} +passports {(pass)}{(port)} +password {(pass)}{(word)} +passwords {(pass)}{(word)} +past {(past)} +pasta {(pasta)} +paste {(paste)} +pasteboard {(paste)}{(board)} +pasted {(paste)} +pastel {(pastel)} +pastels {(pastel)} +pastern {(pastern)} +pasterns {(pastern)} +pastes {(paste)} +pasteurization {(pasteur)>ize>}>ion> +pasteurize {(pasteur)>ize>} +pasteurized {(pasteur)>ize>} +pasteurizes {(pasteur)>ize>} +pasteurizing {(pasteur)>ize>} +pastiche {(pastiche)} +pastiches {(pastiche)} +pastier {(paste)}>y>>er> +pasties {(pasty)} +pastiest {(paste)}>y>>est> +pastime {(past)(time)} +pastimes {(past)(time)} +pasting {(paste)} +pastness {(past)}>ness> +pastor {(pastor)} +pastor's {(pastor)} +pastoral {(pastor)}>al> +pastors {(pastor)} +pastries {(pastry)} +pastry {(pastry)} +pasturage {(pasture)}>age> +pasture {(pasture)} +pastured {(pasture)} +pastures {(pasture)} +pasturing {(pasture)} +pasty {(paste)}>y> +pat {(pat)} +patch {(patch)} +patched {(patch)} +patches {(patch)} +patchier {(patch)}>y>>er> +patchiest {(patch)}>y>>est> +patchily {(patch)}>y>>ly> +patchiness {(patch)}>y>>ness> +patching {(patch)} +patchwork {(patch)}{(work)} +patchworks {(patch)}{(work)} +patchy {(patch)}>y> +pate {(pate)} +patella {(patella)} +patent {(patent)} +patented {(patent)} +patentee {(patent)}>ee> +patentees {(patent)}>ee> +patenting {(patent)} +patently {(patent)}>ly> +patents {(patent)} +pater {(pater)} +paternal {(pater)>al>} +paternalism {(pater)>al>}>ism> +paternalist {(pater)>al>}>ist> +paternalistic {(pater)>al>}>ist>>ic> +paternalistically {(pater)>al>}>ist>>ic>>ally> +paternalists {(pater)>al>}>ist> +paternally {(pater)>al>}>ly> +paternity {(pater)>ity>} +paternoster {(pater)(noster)} +paternosters {(pater)(noster)} +paters {(pater)} +pates {(pate)} +path {(patho)} +pathetic {(patho)>ic>} +pathetically {(patho)>ic>}>al>>ly> +pathfinder {(patho)}{(find)}>er> +pathfinders {(patho)}{(find)}>er> +pathless {(patho)}>less> +pathogenesis {(patho)(gen)>sis>} +pathogenic {(patho)(gen)}>ic> +pathologic {(patho)(log)>ic>} +pathological {(patho)(log)>ic>}>al> +pathologically {(patho)(log)>ic>}>al>>ly> +pathologist {(patho)(log)>ist>} +pathologists {(patho)(log)>ist>} +pathology {(patho)(log)>y>} +pathos {(patho)} +paths {(patho)} +pathway {(patho)}{(way)} +pathways {(patho)}{(way)} +patience {(patience)} +patient {(patient)} +patient's {(patient)} +patiently {(patient)}>ly> +patients {(patient)} +patina {(patina)} +patio {(patio)} +patios {(patio)} +patisserie {(patisserie)} +patisseries {(patisserie)} +patois {(patois)} +patriarch {(pater)(arch)} +patriarchal {(pater)(arch)}>al> +patriarchate {(pater)(arch)}>ate> +patriarchates {(pater)(arch)}>ate> +patriarchies {(pater)(arch)}>y> +patriarchs {(pater)(arch)} +patriarchy {(pater)(arch)}>y> +patrician {(pater)>ian>} +patricians {(pater)>ian>} +patricide {(pater)(cide)} +patricides {(pater)(cide)} +patrimonial {(pater)(mony)}>al> +patrimonies {(pater)(mony)} +patrimony {(pater)(mony)} +patriot {(pater)>ot>} +patriotic {(pater)>ot>}>ic> +patriotically {(pater)>ot>}>ic>>ly> +patriotism {(pater)>ot>}>ism> +patriots {(pater)>ot>} +patrol {(patrol)} +patrolled {(patrol)} +patrolling {(patrol)} +patrolman {(patrol)}(man) +patrolman's {(patrol)}(man) +patrolmen {(patrol)}(men) +patrols {(patrol)} +patron {(patron)} +patronage {(patron)}>age> +patroness {(patron)}>ess> +patronesses {(patron)}>ess> +patronize {(patron)}>ize> +patronized {(patron)}>ize> +patronizes {(patron)}>ize> +patronizing {(patron)}>ize> +patronizingly {(patron)}>ize>>ly> +patrons {(patron)} +patronymic {(pater)(nym)}>ic> +patronymics {(pater)(nym)}>ic> +pats {(pat)} +patted {(pat)} +patten {(patten)} +pattens {(patten)} +patter {(patter)} +pattered {(patter)} +pattering {(patter)} +pattern {(pattern)} +patterned {(pattern)} +patterning {(pattern)} +patterns {(pattern)} +patters {(patter)} +patties {(patty)} +patting {(pat)} +patty {(patty)} +paucity {(paucity)} +paunch {(paunch)} +paunches {(paunch)} +paunchier {(paunch)}>y>>er> +paunchy {(paunch)}>y> +pauper {(pauper)} +pauper's {(pauper)} +pauperism {(pauper)}>ism> +pauperization {(pauper)}>ize>>ion> +pauperize {(pauper)}>ize> +pauperized {(pauper)}>ize> +pauperizes {(pauper)}>ize> +pauperizing {(pauper)}>ize> +paupers {(pauper)} +pause {(pause)} +paused {(pause)} +pauses {(pause)} +pausing {(pause)} +pave {(pave)} +paved {(pave)} +pavement {(pave)}>ment> +pavements {(pave)}>ment> +paves {(pave)} +pavilion {(pavilion)} +pavilions {(pavilion)} +paving {(pave)} +pavings {(pave)} +paw {(paw)} +pawed {(paw)} +pawing {(paw)} +pawn {(pawn)} +pawnbroker {(pawn)}{(broke)}>er> +pawnbrokers {(pawn)}{(broke)}>er> +pawned {(pawn)} +pawning {(pawn)} +pawns {(pawn)} +pawnshop {(pawn)}{(shop)} +pawnshops {(pawn)}{(shop)} +pawpaw {(pawpaw)} +pawpaws {(pawpaw)} +paws {(paw)} +pax {(pax)} +paxes {(pax)} +pay {(pay)} +payable {(pay)}>able> +paycheck {(pay)}{(check)} +payday {(pay)}{(day)} +paydays {(pay)}{(day)} +payee {(pay)}>ee> +payees {(pay)}>ee> +payer {(pay)}>er> +payers {(pay)}>er> +paying {(pay)} +payload {(pay)}{(load)} +payloads {(pay)}{(load)} +paymaster {(pay)}{(master)} +paymasters {(pay)}{(master)} +payment {(pay)}>ment> +payments {(pay)}>ment> +payoff {(pay)}{(off)} +payroll {(pay)}{(roll)} +payrolls {(pay)}{(roll)} +pays {(pay)} +pea {(pea)} +peace {(peace)} +peaceable {(peace)}>able> +peaceably {(peace)}>able>>y> +peaceful {(peace)}>ful> +peacefully {(peace)}>ful>>ly> +peacefulness {(peace)}>ful>>ness> +peacemaker {(peace)}{(make)}>er> +peacemakers {(peace)}{(make)}>er> +peacemaking {(peace)}{(make)} +peacetime {(peace)}{(time)} +peach {(peach)} +peached {(peach)} +peaches {(peach)} +peaching {(peach)} +peacock {(pea)}{(cock)} 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{(philo)(anthropo)}>ic>>ly> +philanthropist {(philo)(anthropo)}>ist> +philanthropists {(philo)(anthropo)}>ist> +philanthropy {(philo)(anthropo)}>y> +philatelic {(philatelic)} +philatelist {(philatelist)} +philatelists {(philatelist)} +philately {(philately)} +philharmonic {(philo)(harmon)>ic>} +philhellene {(philo)(hellene)} +philhellenes {(philo)(hellene)} +philistines {(philistine)} +philistinism {(philistine)}>ism> +philological {(philo)(log)>ic>>al>} +philologically {(philo)(log)>ic>>al>}>ly> +philologist {(philo)(log)>ist>} +philologists {(philo)(log)>ist>} +philology {(philo)(log)>y>} +philosopher {(philo)(soph)>er>} +philosophers {(philo)(soph)>er>} +philosophic {(philo)(soph)>ic>} +philosophical {(philo)(soph)>ic>}>al> +philosophically {(philo)(soph)>ic>}>ly> +philosophies {(philo)(soph)>y>} +philosophize {(philo)(soph)>ize>} +philosophized {(philo)(soph)>ize>} +philosophizes {(philo)(soph)>ize>} +philosophizing {(philo)(soph)>ize>} +philosophy {(philo)(soph)>y>} +phis {(phi)} +phlebitis {(phlebitis)} +phlegm {(phlegm)} +phlegmatic {(phlegm)>ic>} +phlegmatically {(phlegm)>ic>}>ly> +phlox {(phlox)} +phloxes {(phlox)} +phobia {(phobe)>ia>} +phobias {(phobe)>ia>} +phobic {(phobe)>ic>} +phoenixes {(phoenix)} +phone {(phon)} +phonebooth {(phon)}{(booth)} +phonebooths {(phon)}{(booth)} +phonecall {(phon)}{(call)} +phonecalls {(phon)}{(call)} +phoned {(phon)} +phoneme {(phon)>eme>} +phonemes {(phon)>eme>} +phonemic {(phon)>eme>}>ic> +phonemically {(phon)>eme>}>ic>>ly> +phonemics {(phon)>eme>}>ics> +phones {(phon)} +phonetic {(phon)>ic>} +phonetically {(phon)>ic>}>ly> +phonetician {(phon)>ic>}>ian> +phoneticians {(phon)>ic>}>ian> +phonetics {(phon)>ics>} +phoney {(phoney)} +phoneys {(phoney)} +phonic {(phon)>ic>} +phonics {(phon)>ics>} +phonier {(phone)>y>}>er> +phonies {(phone)>y>} +phoniness {(phone)>y>}>ness> +phoning {(phon)} +phonograph {(phon)(graph)} +phonographs {(phon)(graph)} +phonological {(phon)(log)>ic>>al>} +phonologically {(phon)(log)>ic>>al>}>ly> +phonologist {(phon)(log)>ist>} +phonologists {(phon)(log)>ist>} +phonology {(phon)(log)>y>} +phony {(phone)>y>} +phooey {(phooey)} +phosgene {(phosgene)} +phosphate {(phosphor)>ate>} +phosphates {(phosphor)>ate>} +phosphide {(phosphor)>ide>} +phosphor {(phosphor)>or>} +phosphoresce {(phosphor)>or>>esc>} +phosphoresced {(phosphor)>or>>esc>} +phosphorescence {(phosphor)>or>>esc>}>ance> +phosphorescent {(phosphor)>or>>esc>}>ant> +phosphorescently {(phosphor)>or>>esc>}>ant>>ly> +phosphoresces {(phosphor)>or>>esc>} +phosphorescing {(phosphor)>or>>esc>} +phosphoric {(phosphor)>or>}>ic> +phosphorous {(phosphor)>or>}>ious> +phosphorus {(phosphor)>or>}>us> +photo {(photo)} +photochemical (photo){(chem)>ic>>al>} +photocopied (photo){(copy)} +photocopier (photo){(copy)}>er> +photocopiers (photo){(copy)}>er> +photocopies (photo){(copy)} +photocopy (photo){(copy)} +photocopying (photo){(copy)} +photoelectric (photo){(electr)>ic>} +photoelectronic {(photo)}{(electr)>on>}>ic> +photoflash {(photo)}{(flash)} +photoflashes {(photo)}{(flash)} +photogenic {(photo)(gen)>ic>} +photograph {(photo)(graph)} +photographed {(photo)(graph)} +photographer {(photo)(graph)>er>} +photographers {(photo)(graph)>er>} +photographic {(photo)(graph)>ic>} +photographically {(photo)(graph)>ic>}>al>>ly> +photographing {(photo)(graph)} +photographs {(photo)(graph)} +photography {(photo)(graph)>y>} +photogravure (photo){(gravure)} +photogravures (photo){(gravure)} +photolithography (photo){(litho)(graph)>y>} +photoluminescence (photo){(lumin)>esc>}>ance> +photometer {(photo)(meter)} +photometers {(photo)(meter)} +photon {(photon)} +photons {(photon)} +photorealism {(photo)}{(real)}>ism> +photos {(photo)} +photosensitive (photo){(sense)>ive>} +photosensitization (photo){(sense)>itize>}>ion> +photosensitizations (photo){(sense)>itize>}>ion> +photosensitize (photo){(sense)>itize>} +photosensitized (photo){(sense)>itize>} +photosensitizes (photo){(sense)>itize>} +photosensitizing (photo){(sense)>itize>} +photostatic {(photo)}{(stat)>ic>} +photosynthesis (photo){sis>} +phrasal {(phrase)}>al> +phrase {(phrase)} +phrasebook {(phrase)}{(book)} +phrasebooks {(phrase)}{(book)} +phrased {(phrase)} +phraseology {(phrase)(log)>y>} +phrases {(phrase)} +phrasing {(phrase)} +phrenologist {(phrene)(log)>ist>} +phrenologists {(phrene)(log)>ist>} +phrenology {(phrene)(log)>y>} +phthisis {(phthisis)} +physic {(phys)>ic>} +physical {(phys)>ic>>al>} +physically {(phys)>ic>>al>}>ly> +physicalness {(phys)>ic>>al>}>ness> +physician {(phys)>ic>>ian>} +physician's {(phys)>ic>>ian>} +physicians {(phys)>ic>>ian>} +physicist {(phys)>ic>>ist>} +physicists {(phys)>ic>>ist>} +physics {(phys)>ics>} +physio {(phys)} +physiognomies {(phys)(gnom)>y>} +physiognomy {(phys)(gnom)>y>} +physiologic {(phys)(log)>ic>} +physiological {(phys)(log)>ic>}>al> +physiologically {(phys)(log)>ic>}>al>>ly> +physiologies {(phys)(log)>y>} +physiologist {(phys)(log)>ist>} +physiologists {(phys)(log)>ist>} +physiology {(phys)(log)>y>} +physios {(phys)} +physiotherapist (phys){(therap)>ist>} +physiotherapists (phys){(therap)>ist>} +physiotherapy (phys){(therap)>y>} +physiography (phys){(graph)>y>} +physique {(physique)} +physiques {(physique)} +pi {(pi)} +pianissimo {(piano)>issimo>} +pianist {(piano)>ist>} +pianists {(piano)>ist>} +piano {(piano)} +pianoforte {(piano)(forte)} +pianofortes {(piano)(forte)} +pianolas {(piano)>ola>} +pianos {(piano)} +piazza {(piazza)} +piazzas {(piazza)} +pica {(pica)} +picador {(picador)} +picadors {(picador)} +picaresque {(picaresque)} +piccaninnies {(piccaninny)} +piccaninny {(piccaninny)} +piccolo {(piccolo)} +piccolos {(piccolo)} +pick {(pick)} +pickaback {(pick)>a>>back>} +pickaxe {(pick)}{(axe)} +pickaxes {(pick)}{(axe)} +picked {(pick)} +picker {(pick)}>er> +pickerel {(pickerel)} +pickerels {(pickerel)} +pickers {(pick)}>er> +picket {(picket)} +picketed {(picket)} +picketer {(picket)}>er> +picketers {(picket)}>er> +picketing {(picket)} +pickets {(picket)} +pickier {(pick)}>y>>er> +pickiest {(pick)}>y>>est> +picking {(pick)} +pickings {(pick)} +pickle {(pickle)} +pickled {(pickle)} +pickles {(pickle)} +pickling {(pickle)} +pickpocket {(pick)}{(pocket)} +pickpockets {(pick)}{(pocket)} +picks {(pick)} +pickup {(pick)}{(up)} +picky {(pick)}>y> +picnic {(picnic)} +picnicked {(picnic)} +picnicker {(picnic)}>er> +picnickers {(picnic)}>er> +picnicking {(picnic)} +picnics {(picnic)} +pictorial {(picto)>orial>} +pictorially {(picto)>orial>}>y> +pictorials {(picto)>orial>} +picture {(picto)>ure>} +pictured {(picto)>ure>} +pictures {(picto)>ure>} +picturesque {(picto)>ure>}>esque> +picturesquely {(picto)>ure>}>esque>>ly> +picturesqueness {(picto)>ure>}>esque>>ness> +picturing {(picto)>ure>} +piddle {(piddle)} +piddled {(piddle)} +piddles {(piddle)} +piddling {(piddle)} +pidgin {(pidgin)} +pidgins {(pidgin)} +pie {(pie)} +piebald {(pie)(bald)} +piebalds {(pie)(bald)} +piece {(piece)} +pieced {(piece)} +piecemeal {(piece)}{(meal)} +pieces {(piece)} +piecewise {(piece)}{(wise)} +piecework {(piece)}{(work)} +piecing {(piece)} +piecrust {(pie)}{(crust)} +piecrusts {(pie)}{(crust)} +pied {(pied)} +pier {(pier)} +pierce {(pierce)} +pierced {(pierce)} +pierces {(pierce)} +piercing {(pierce)} +piercingly {(pierce)}>ly> +piers {(pier)} +pies {(pie)} +pieta {(pieta)} +pietas {(pieta)} +pieties {(piety)} +piety {(piety)} +piffle {(piffle)} +piffled {(piffle)} +piffles {(piffle)} +piffling {(piffle)} +pig {(pig)} +pigeon {(pigeon)} +pigeonhole {(pigeon)}{(hole)} +pigeonholed {(pigeon)}{(hole)} +pigeonholes {(pigeon)}{(hole)} +pigeonholing {(pigeon)}{(hole)} +pigeons {(pigeon)} +piggeries {(pig)}>ory> +piggery {(pig)}>ory> +piggier {(pig)}>y>>er> +piggies {(pig)}>y> +piggiest {(pig)}>y>>est> +piggish {(pig)}>ish> +piggishly {(pig)}>ish>>ly> +piggishness {(pig)}>ish>>ness> +piggy {(pig)}>y> +piggyback {(pig)}>y>{(back)} +piggybacks {(pig)}>y>{(back)} +pigheaded {(pig)}{(head)} +pigheadedly {(pig)}{(head)}>ly> +pigheadedness {(pig)}{(head)}>ness> +piglet {(pig)}>let> +piglets {(pig)}>let> +pigment {(pigment)} +pigmentation {(pigment)}>ion> +pigmented {(pigment)} +pigments {(pigment)} +pignut {(pig)}{(nut)} +pignuts {(pig)}{(nut)} +pigpen {(pig)}{(pen)} +pigpens {(pig)}{(pen)} +pigs {(pig)} +pigskin {(pig)}{(skin)} +pigsties {(pig)}{(sty)} +pigsty {(pig)}{(sty)} +pigswill {(pig)}{(swill)} +pigtail {(pig)}{(tail)} +pigtailed {(pig)}{(tail)} +pigtails {(pig)}{(tail)} +pike {(pike)} +piked {(pike)} +pikes {(pike)} +pikestaff {(pike)}{(staff)} +pikestaffs {(pike)}{(staff)} +piking {(pike)} +pilaster {(pilaster)} +pilasters {(pilaster)} +pilau {(pilau)} +pilchard {(pilchard)} +pilchards {(pilchard)} +pile {(pile)} +piled {(pile)} +piles {(pile)} +pilfer {(pilfer)} +pilferage {(pilfer)}>age> +pilfered {(pilfer)} +pilferer {(pilfer)}>er> +pilferers {(pilfer)}>er> +pilfering {(pilfer)} +pilfers {(pilfer)} +pilgrim {(pilgrim)} +pilgrim's {(pilgrim)} +pilgrimage {(pilgrim)}>age> +pilgrimages {(pilgrim)}>age> +pilgrims {(pilgrim)} +piling {(pile)} +pill {(pill)} +pillage {(pillage)} +pillaged {(pillage)} +pillager {(pillage)}>er> +pillagers {(pillage)}>er> +pillages {(pillage)} +pillaging {(pillage)} +pillar {(pillar)} +pillared {(pillar)} +pillars {(pillar)} +pillbox {(pill)}{(box)} +pillboxes {(pill)}{(box)} +pillion {(pillion)} +pillions {(pillion)} +pillock {(pillock)} +pillocks {(pillock)} +pilloried {(pillory)} +pillories {(pillory)} +pillory {(pillory)} +pillorying {(pillory)} +pillow {(pillow)} +pillowcase {(pillow)}{(case)} +pillowcases {(pillow)}{(case)} +pillowed {(pillow)} +pillowing {(pillow)} +pillows {(pillow)} +pills {(pill)} +pilot {(pilot)} +pilot's {(pilot)} +piloted {(pilot)} +piloting {(pilot)} +pilots {(pilot)} +pimento {(pimento)} +pimentos {(pimento)} +pimp {(pimp)} +pimped {(pimp)} +pimpernel {(pimpernel)} +pimpernels {(pimpernel)} +pimping {(pimp)} +pimple {(pimple)} +pimpled {(pimple)} +pimples {(pimple)} +pimplier {(pimple)}>y>>er> +pimpliest {(pimple)}>y>>est> +pimplike {(pimp)}{(like)} +pimply {(pimple)}>y> +pimps {(pimp)} +pin {(pin)} +pinafore {(pinafore)} +pinafores {(pinafore)} +pinball {(pin)}{(ball)} +pincer {(pincer)} +pincers {(pincer)} +pinch {(pinch)} +pinched {(pinch)} +pinches {(pinch)} +pinching {(pinch)} +pincushion {(pin)}{(cushion)} +pincushions {(pin)}{(cushion)} +pine {(pine)} +pineal {(pine)>al>} +pineapple {(pine)}{(apple)} +pineapples {(pine)}{(apple)} +pined {(pine)} +pines {(pine)} +pinewood {(pine)}{(wood)} +pinewoods {(pine)}{(wood)} +ping {(ping)} +pinged {(ping)} +pinging {(ping)} +pingpong {(ping)}{(pong)} +pings {(ping)} +pinhead {(pin)}{(head)} +pinheads {(pin)}{(head)} +pinholes {(pin)}{(hole)} +pining {(pine)} +pinion {(pinion)} +pinioned {(pinion)} +pinioning {(pinion)} +pinions {(pinion)} +pink {(pink)} +pinked {(pink)} +pinker {(pink)}>er> +pinkest {(pink)}>est> +pinkie {(pink)}>y> +pinkies {(pink)}>y> +pinking {(pink)} +pinkish {(pink)}>ish> +pinko {(pink)}>o> +pinkos {(pink)}>o> +pinks {(pink)} +pinnacle {(pinnacle)} +pinnacled {(pinnacle)} +pinnacles {(pinnacle)} +pinnacling {(pinnacle)} +pinnate {(pinnate)} +pinned {(pin)} +pinnies {(pinny)} +pinning {(pin)} +pinny {(pinny)} +pinpoint {(pin)}{(point)} +pinpointed {(pin)}{(point)} +pinpointing {(pin)}{(point)} +pinpoints {(pin)}{(point)} +pinprick {(pin)}{(prick)} +pinpricks {(pin)}{(prick)} +pins {(pin)} +pinscher {(pinscher)} +pinstripe {(pin)}{(stripe)} +pinstriped {(pin)}{(stripe)} +pinstripes {(pin)}{(stripe)} +pint {(pint)} +pintable {(pin)}{(table)} +pintables {(pin)}{(table)} +pinto {(pinto)} +pints {(pint)} +pinup {(pin)}{(up)} +pinups {(pin)}{(up)} +pioneer {(pioneer)} +pioneer's {(pioneer)} +pioneered {(pioneer)} +pioneering {(pioneer)} +pioneers {(pioneer)} +pious {(pious)} +piously {(pious)}>ly> +piousness {(pious)}>ness> +pip {(pip)} +pipe {(pipe)} +pipeclay {(pipe)}{(clay)} +piped {(pipe)} +pipedream {(pipe)}{(dream)} +pipedreams {(pipe)}{(dream)} +pipeful {(pipe)}>ful> +pipefuls {(pipe)}>ful> +pipeline {(pipe)}{(line)} +pipelines {(pipe)}{(line)} +piper {(pipe)}>er> +pipers {(pipe)}>er> +pipes {(pipe)} +pipette {(pipette)} +pipettes {(pipette)} +piping {(pipe)} +pipped {(pip)} +pippin {(pippin)} +pipping {(pip)} +pippins {(pippin)} +pips {(pip)} +pipsqueak {(pip)}{(squeak)} +pipsqueaks {(pip)}{(squeak)} +piquant {(piquant)} +pique {(pique)} +piqued {(pique)} +piques {(pique)} +piquet {(piquet)} +piquing {(pique)} +piracies {(piracy)} +piracy {(piracy)} +piranha {(piranha)} +piranhas {(piranha)} +pirate {(pirate)} +pirated {(pirate)} +pirates {(pirate)} +piratical {(pirate)}>ic>>al> +piratically {(pirate)}>ic>>ly> +pirating {(pirate)} +pirouette {(pirouette)} +pirouetted {(pirouette)} +pirouettes {(pirouette)} +pirouetting {(pirouette)} +pis {(pi)} +pish {(pish)} +piss {(piss)} +pissed {(piss)} +pisses {(piss)} +pissing {(piss)} +pistachio {(pistachio)} +pistachios {(pistachio)} +pistol {(pistol)} +pistols {(pistol)} +piston {(piston)} +pistons {(piston)} +pit {(pit)} +pitch {(pitch)} +pitchblende {(pitchblende)} +pitched {(pitch)} +pitcher {(pitch)}>er> +pitchers {(pitch)}>er> +pitches {(pitch)} +pitchfork {(pitch)}{(fork)} +pitchforked {(pitch)}{(fork)} +pitchforking {(pitch)}{(fork)} +pitchforks {(pitch)}{(fork)} +pitching {(pitch)} +piteous {(pity)}>ious> +piteously {(pity)}>ious>>ly> +piteousness {(pity)}>ious>>ness> +pitfall {(pit)}{(fall)} +pitfalls {(pit)}{(fall)} +pith {(pith)} +pithead {(pit)}{(head)} +pitheads {(pit)}{(head)} +pithier {(pith)}>y>>er> +pithiest {(pith)}>y>>est> +pithily {(pith)}>y>>ly> +pithiness {(pith)}>y>>ness> +pithy {(pith)}>y> +pitiable {(pity)}>able> +pitiably {(pity)}>able>>y> +pitied {(pity)} +pities {(pity)} +pitiful {(pity)}>ful> +pitifully {(pity)}>ful>>ly> +pitifulness {(pity)}>ful>>ness> +pitiless {(pity)}>less> +pitilessly {(pity)}>less>>ly> +pitilessness {(pity)}>less>>ness> +pitman {(pit)(man)} +pitmen {(pit)}{(men)} +piton {(piton)} +pitons {(piton)} +pits {(pit)} +pittance {(pittance)} +pittances {(pittance)} +pitted {(pit)} +pitting {(pit)} +pituitary {(pituitary)} +pity {(pity)} +pitying {(pity)} +pityingly {(pity)}>ly> +pivot {(pivot)} +pivotal {(pivot)}>al> +pivoted {(pivot)} +pivoting {(pivot)} +pivots {(pivot)} +pixels {(pixel)} +pixie {(pixie)} +pixies {(pixie)} +pizza {(pizza)} +pizzas {(pizza)} +pizzeria {(pizzeria)} +pizzerias {(pizzeria)} +pizzicato {(pizzicato)} +pizzicatos {(pizzicato)} +placard {(placard)} +placarded {(placard)} +placarding {(placard)} +placards {(placard)} +placate {(placate)} +placated {(placate)} +placates {(placate)} +placating {(placate)} +placatory {(placate)}>ory> +place {(place)} +placebo {(placebo)} +placebos {(placebo)} +placed {(place)} +placeless {(place)}>less> +placemen {(place)}{(men)} +placement {(place)}>ment> +placements {(place)}>ment> +placenta {(placenta)} +placentas {(placenta)} +places {(place)} +placid {(placid)} +placidity {(placid)}>ity> +placidly {(placid)}>ly> +placing {(place)} +placket {(placket)} +plackets {(placket)} +plagiarism {(plagiar)>ism>} +plagiarisms {(plagiar)>ism>} +plagiarist {(plagiar)>ist>} +plagiarists {(plagiar)>ist>} +plagiarize {(plagiar)>ize>} +plagiarized {(plagiar)>ize>} +plagiarizes {(plagiar)>ize>} +plagiarizing {(plagiar)>ize>} +plague {(plague)} +plagued {(plague)} +plagues {(plague)} +plaguily {(plague)}>y>>ly> +plaguing {(plague)} +plaguy {(plague)}>y> +plaice {(plaice)} +plaices {(plaice)} +plaid {(plaid)} +plaids {(plaid)} +plain {(plain)} +plainclothes {(plain)}{(cloth)} +plained {(plain)} +plainer {(plain)}>er> +plainest {(plain)}>est> +plaining {(plain)} +plainly {(plain)}>ly> +plainness {(plain)}>ness> +plains {(plain)} +plainsong {(plain)}{(song)} +plainspoken {(plain)}{(spoke)}>en> +plaintiff {(plaint)>iff>} +plaintiff's {(plaint)>iff>} +plaintiffs {(plaint)>iff>} +plaintive {(plaint)>ive>} +plaintively {(plaint)>ive>}>ly> +plaintiveness {(plaint)>ive>}>ness> +plait {(plait)} +plaited {(plait)} +plaiting {(plait)} +plaits {(plait)} +plan {(plan)} +plan's {(plan)} +planar {(plane)}>ar> +plane {(plane)} +planed {(plane)} +planeload {(plane)}{(load)} +planer {(plane)}>er> +planes {(plane)} +planet {(planet)} +planetaria {(planet)}>aria> +planetarium {(planet)}>ium> +planetariums {(planet)}>ium> +planetary {(planet)}>ory> +planetoid {(planet)}>oid> +planetoids {(planet)}>oid> +planets {(planet)} +planing {(plane)} +plank {(plank)} +planked {(plank)} +planking {(plank)} +planks {(plank)} +plankton {(plankton)} +planless {(plan)}{(less)} +planned {(plan)} +planner {(plan)}>er> +planners {(plan)}>er> +planning {(plan)} +plans {(plan)} +plant {(plant)} +plant's {(plant)} +plantain {(plantain)} +plantains {(plantain)} +plantation {(plant)}>ion> +plantations {(plant)}>ion> +planted {(plant)} +planter {(plant)}>er> +planters {(plant)}>er> +planting {(plant)} +plants {(plant)} +plaque {(plaque)} +plaques {(plaque)} +plash {(plash)} +plashed {(plash)} +plashes {(plash)} +plashing {(plash)} +plasm {(plasm)} +plasma {(plasma)} +plaster {(plaster)} +plasterboard {(plaster)}{(board)} +plastered {(plaster)} +plasterer {(plaster)}>er> +plasterers {(plaster)}>er> +plastering {(plaster)} +plasterings {(plaster)} +plasters {(plaster)} +plastic {(plastic)} +plastically {(plastic)}>ly> +plasticine {(plasticine)} +plasticity {(plastic)}>ity> +plastics {(plastic)} +plastron {(plastron)} +plastrons {(plastron)} +plate {(plate)} +plateau {(plateau)} +plateaux {(plateaux)} +plated {(plate)} +plateful {(plate)}>ful> +platefuls {(plate)}>ful> +plates {(plate)} +platform {(platform)} +platforms {(platform)} +plating {(plate)} +platinum {(platinum)} +platitude {(platitude)} +platitudes {(platitude)} +platitudinous {(platitude)}>ious> +platonic {(plato)>ic>} +platonically {(plato)>ic>}>ly> +platoon {(platoon)} +platoons {(platoon)} +platter {(platter)} +platters {(platter)} +platypus {(platypus)} +platypuses {(platypus)} +plaudit {(plaudit)} +plaudits {(plaudit)} +plausibilities {(plausible)}>ity> +plausibility {(plausible)}>ity> +plausible {(plausible)} +plausibly {(plausible)}>y> 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{(rough)}>ly> +roughneck {(rough)}{(neck)} +roughnecks {(rough)}{(neck)} +roughness {(rough)}>ness> +roughrider {(rough)}{(ride)}>er> +roughriders {(rough)}{(ride)}>er> +roughs {(rough)} +roughshod {(rough)}{(shod)} +rouging {(rouge)} +roulette {(roulette)} +round {(round)} +round's {(round)} +roundabout {(round)}{(about)} +roundabouts {(round)}{(about)} +rounded {(round)} +roundel {(roundel)} +roundels {(roundel)} +rounder {(round)}>er> +rounders {(round)}>er> +roundest {(round)}>est> +roundhouse {(round)}{(house)} +roundhouses {(round)}{(house)} +rounding {(round)} +roundish {(round)}>ish> +roundly {(round)}>ly> +roundness {(round)}>ness> +rounds {(round)} +roundsman {(round)}(man) +roundup {(round)}{(up)} +roundups {(round)}{(up)} +rouse {(rouse)} +roused {(rouse)} +rouses {(rouse)} +rousing {(rouse)} +roustabout {(roustabout)} +roustabouts {(roustabout)} +rout {(rout)} +route {(route)} +routed {(route)} +routes {(route)} +routine {(routine)} +routinely {(routine)}>ly> +routines {(routine)} +routing {(route)} +routings {(route)} +routs {(rout)} +roux {(roux)} +rove {(rove)} +roved {(rove)} +rover {(rover)} +rovers {(rover)} +roves {(rove)} +roving {(rove)} +row {(row)} +rowan {(rowan)} +rowanberries {(rowan)}{(berry)} +rowanberry {(rowan)}{(berry)} +rowans {(rowan)} +rowboat {(row)}{(boat)} +rowboats {(row)}{(boat)} +rowdier {(rowdy)}>er> +rowdies {(rowdy)} +rowdiest {(rowdy)}>est> +rowdily {(rowdy)}>ly> +rowdiness {(rowdy)}>ness> +rowdy {(rowdy)} +rowdyism {(rowdy)}>ism> +rowed {(row)} +rower {(row)}>er> +rowers {(row)}>er> +rowing {(row)} +rowlock {(rowlock)} +rowlocks {(rowlock)} +rows {(row)} +royal {(roy)>al>} +royalist {(roy)>al>}>ist> +royalists {(roy)>al>}>ist> +royally {(roy)>al>}>ly> +royals {(roy)>al>} +royalties {(roy)>al>}>ity> +royalty {(roy)>al>}>ity> +rub {(rub)} +rubbed {(rub)} +rubber {(rub)}>er> +rubbered {(rub)}>er> +rubbering {(rub)}>er> +rubberize {(rub)}>er>>ize> +rubberized {(rub)}>er>>ize> +rubberizes {(rub)}>er>>ize> +rubberizing {(rub)}>er>>ize> +rubberneck {(rub)}>er>{(neck)} +rubbernecked {(rub)}>er>{(neck)} +rubbernecking {(rub)}>er>{(neck)} +rubbernecks {(rub)}>er>{(neck)} +rubbers {(rub)}>er> +rubbery {(rub)}>er>>y> +rubbing {(rub)} +rubbings {(rub)} +rubbish {(rubbish)} +rubbished {(rubbish)} +rubbishes {(rubbish)} +rubbishing {(rubbish)} +rubbishy {(rubbish)}>y> +rubble {(rubble)} +rubdown {(rub)}{(down)} +rubicund {(rubicund)} +rubies {(ruby)} +rubric {(rubric)} +rubrics {(rubric)} +rubs {(rub)} +ruby {(ruby)} +ruck {(ruck)} +rucked {(ruck)} +rucking {(ruck)} +rucksack {(ruck)}{(sack)} +rucksacks {(ruck)}{(sack)} +ruckus {(ruckus)} +ruckuses {(ruckus)} +rudder {(rudder)} +rudderless {(rudder)}>less> +rudders {(rudder)} +ruddier {(ruddy)}>er> +ruddiest {(ruddy)}>est> +ruddiness {(ruddy)}>ness> +ruddy {(ruddy)} +rude {(rude)} +rudely {(rude)}>ly> +rudeness {(rude)}>ness> +rudenesses {(rude)}>ness> +ruder {(rude)}>er> +rudest {(rude)}>est> +rudiment {(rudiment)} +rudimentary {(rudiment)}>ory> +rudiments {(rudiment)} +rue {(rue)} +rued {(rue)} +rueful {(rue)}>ful> +ruefully {(rue)}>ful>>ly> +ruefulness {(rue)}>ful>>ness> +rues {(rue)} +ruff {(ruff)} +ruffed {(ruff)} +ruffian {(ruffian)} +ruffianism {(ruffian)}>ism> +ruffianly {(ruffian)}>ly> +ruffians {(ruffian)} +ruffing {(ruff)} +ruffle {(ruffle)} +ruffled {(ruffle)} +ruffles {(ruffle)} +ruffling {(ruffle)} +ruffs {(ruff)} +rug {(rug)} +rugby {(rugby)} +rugged {(rugged)} +ruggedly {(rugged)}>ly> +ruggedness {(rugged)}>ness> +rugger {(rugger)} +rugs {(rug)} +ruin {(ruin)} +ruination {(ruin)}>ion> +ruined {(ruin)} +ruing {(rue)} +ruining {(ruin)} +ruinous {(ruin)}>ious> +ruinously {(ruin)}>ious>>ly> +ruins {(ruin)} +rule {(rule)} +rulebook {(rule)}{(book)} +rulebooks {(rule)}{(book)} +ruled {(rule)} +ruler {(rule)}>er> +rulers {(rule)}>er> +rules {(rule)} +ruling {(rule)} +rulings {(rule)} +rum {(rum)} +rumble {(rumble)} +rumbled {(rumble)} +rumbles {(rumble)} +rumbling {(rumble)} +rumblings {(rumble)} +rumbustious {(rumbustious)} +ruminant {(rumin)>ant>} +ruminants {(rumin)>ant>} +ruminate {(rumin)>ate>} +ruminated {(rumin)>ate>} +ruminates {(rumin)>ate>} +ruminating {(rumin)>ate>} +rumination {(rumin)>ate>}>ion> +rummage {(rummage)} +rummaged {(rummage)} +rummages {(rummage)} +rummaging {(rummage)} +rummer {(rum)}>er> +rummest {(rum)}>est> +rummier {(rummy)}>er> +rummy {(rummy)} +rumor {(rumor)} +rumored {(rumor)} +rumors {(rumor)} +rumour {(rumor)} +rumoured {(rumor)} +rumouring {(rumor)} +rumourmonger {(rumor)}{(monger)} +rumourmongers {(rumor)}{(monger)} +rumours {(rumor)} +rump {(rump)} +rumple {(rumple)} +rumpled {(rumple)} +rumples {(rumple)} +rumpling {(rumple)} +rumps {(rump)} +rumpus {(rumpus)} +run {(run)} +runabout {(run)}{(about)} +runaway {(run)}{(away)} +runaways {(run)}{(away)} +rundown {(run)}{(down)} +rune {(rune)} +runes {(run)} +rung {(rung)} +rungs {(rung)} +runic {(runic)} +runner {(run)}>er> +runners {(run)}>er> +runnier {(run)}>y>>er> +runniest {(run)}>y>>est> +running {(run)} +runny {(run)}>y> +runoff {(run)}{(off)} +runs {(run)} +runt {(runt)} +runts {(runt)} +runway {(run)}{(way)} +runways {(run)}{(way)} +rupee {(rupee)} +rupees {(rupee)} +rupiah {(rupiah)} +rupiahs {(rupiah)} +rupture {(rupt)>ure>} +ruptured {(rupt)>ure>} +ruptures {(rupt)>ure>} +rural {(rural)} +rurally {(rural)}>ly> +ruse {(ruse)} +ruses {(ruse)} +rush {(rush)} +rushed {(rush)} +rushes {(rush)} +rushier {(rush)}>y>>er> +rushing {(rush)} +rushlight {(rush)}{(light)} +rushlights {(rush)}{(light)} +rushy {(rush)}>y> +rusk {(rusk)} +rusks {(rusk)} +russet {(russet)} +russets {(russet)} +rust {(rust)} +rusted {(rust)} +rustic {(rustic)} +rusticity {(rustic)}>ity> +rustics {(rustic)} +rustier {(rust)}>y>>er> +rustiest {(rust)}>y>>est> +rustiness {(rust)}>y>>ness> +rusting {(rust)} +rustle {(rustle)} +rustled {(rustle)} +rustler {(rustle)}>er> +rustlers {(rustle)}>er> +rustles {(rustle)} +rustless {(rust)}>less> +rustling {(rustle)} +rustlings {(rustle)} +rustproof {(rust)}{(proof)} +rustproofing {(rust)}{(proof)} +rusts {(rust)} +rusty {(rust)}>y> +rut {(rut)} +rutabaga {(rutabaga)} +ruthless {(ruth)}>less> +ruthlessly {(ruth)}>less>>ly> +ruthlessness {(ruth)}>less>>ness> +ruts {(rut)} +rutted {(rut)} +rutting {(rut)} +rye {(rye)} +sabbatical {(sabbatical)} +sabbaticals {(sabbatical)} +sable {(sable)} +sables {(sable)} +sabotage {(sabotage)} +sabotaged {(sabotage)} +sabotages {(sabotage)} +sabotaging {(sabotage)} +saboteur {(saboteur)} +saboteurs {(saboteur)} +sabre {(sabre)} +sabred {(sabre)} +sabres {(sabre)} +sabring {(sabre)} +sac {(sac)} +saccharin {(saccharin)} +saccharine {(saccharine)} +sacerdotal {(sacerdotal)} +sacerdotalism {(sacerdotal)}>ism> +sachet {(sachet)} +sachets {(sachet)} +sack {(sack)} +sackcloth {(sack)}{(cloth)} +sacked {(sack)} +sacker {(sack)}>er> +sacking {(sack)} +sacks {(sack)} +sacral {(sacro)>al>} +sacrament {(sacro)>ment>} +sacramental {(sacro)>ment>}>al> +sacraments {(sacro)>ment>} +sacred {(sacro)} +sacredly {(sacro)}>ly> +sacredness {(sacro)}>ness> +sacrifice {(sacro)>fice>} +sacrificed {(sacro)>fice>} +sacrifices {(sacro)>fice>} +sacrificial {(sacro)>fice>}>al> +sacrificially {(sacro)>fice>}>al>>ly> +sacrificing {(sacro)>fice>} +sacrilege {(sacro)>lege>} +sacrilegious {(sacro)>lege>}>ious> +sacrilegiously {(sacro)>lege>}>ious>>ly> +sacristan {(sacro)(stan)} +sacristans {(sacro)(stan)} +sacrosanct {(sacro)(sanct)} +sad {(sad)} +sadden {(sad)}>en> +saddened {(sad)}>en> +saddening {(sad)}>en> +saddens {(sad)}>en> +sadder {(sad)}>er> +saddest {(sad)}>est> +saddle {(saddle)} +saddlebag {(saddle)}{(bag)} +saddlebags {(saddle)}{(bag)} +saddled {(saddle)} +saddler {(saddle)}>er> +saddlers {(saddle)}>er> +saddles {(saddle)} +saddling {(saddle)} +sadism {(sadism)} +sadist {(sadist)} +sadistic {(sadist)}>ic> +sadistically {(sadist)}>ic>>ly> +sadists {(sadist)} +sadly {(sad)}>ly> +sadness {(sad)}>ness> +sadomasochism {(sado)(masoch)>ism>} +safari {(safari)} +safaris {(safari)} +safe {(safe)} +safebreaker {(safe)}{(break)}>er> +safebreakers {(safe)}{(break)}>er> +safecracker {(safe)}{(crack)}>er> +safecrackers {(safe)}{(crack)}>er> +safeguard {(safe)}{(guard)} +safeguarded {(safe)}{(guard)} +safeguarding {(safe)}{(guard)} +safeguards {(safe)}{(guard)} +safekeeping {(safe)}{(keep)} +safely {(safe)}>ly> +safeness {(safe)}>ness> +safer {(safe)}>er> +safes {(safe)} +safest {(safe)}>est> +safeties {(safe)}>ity> +safety {(safe)}>ity> +saffron {(saffron)} +saffrons {(saffron)} +sag {(sag)} +saga {(saga)} +sagacious {(sagac)>ious>} +sagaciously {(sagac)>ious>}>ly> +sagacity {(sagac)>ity>} +sagas {(saga)} +sage {(sage)} +sagebrush {(sage)}{(brush)} +sagely {(sage)}>ly> +sages {(sage)} +sagged {(sag)} +sagging {(sag)} +sago {(sago)} +sags {(sag)} +said {(say)} +sail {(sail)} +sailboat {(sail)}{(boat)} +sailboats {(sail)}{(boat)} +sailcloth {(sail)}{(cloth)} +sailed {(sail)} +sailing {(sail)} +sailings {(sail)} +sailor {(sail)}>or> +sailors {(sail)}>or> +sailplane {(sail)}{(plane)} +sailplanes {(sail)}{(plane)} +sails {(sail)} +saint {(saint)} +sainted {(saint)} +sainthood {(saint)}>hood> +saintlier {(saint)}>ly>>er> +saintliest {(saint)}>ly>>est> +saintlike {(saint)}{(like)} +saintliness {(saint)}>ly>>ness> +saintly {(saint)}>ly> +saints {(saint)} +saith {(saith)} +sake {(sake)} +salaam {(salaam)} +salable {(sale)}>able> +salacious {(salacious)} +salaciously {(salacious)}>ly> +salaciousness {(salacious)}>ness> +salad {(salad)} +salads {(salad)} +salamander {(salamander)} +salamanders {(salamander)} +salami {(salami)} +salaried {(salary)} +salaries {(salary)} +salary {(salary)} +sale {(sale)} +saleroom {(sale)}{(room)} +salerooms {(sale)}{(room)} +sales {(sale)} +salesgirl {(sale)}{(girl)} +salesgirls {(sale)}{(girl)} +salesladies {(sale)}{(lady)} +saleslady {(sale)}{(lady)} +salesman {(sale)}(man) +salesmanship {(sale)}(man)>ship> +salesmen {(sale)}(men) +salesroom {(sale)}{(room)} +salesrooms {(sale)}{(room)} +saleswoman {(sale)}(woman) +saleswomen {(sale)}(women) +salient {(salient)} +saline {(saline)} +salinity {(saline)}>ity> +saliva {(saliva)} +salivary {(saliva)>ory>} +salivate {(saliva)>ate>} +salivated {(saliva)>ate>} +salivates {(saliva)>ate>} +salivating {(saliva)>ate>} +sallies {(sally)} +sallow {(sallow)} +sallower {(sallow)}>er> +sallowest {(sallow)}>est> +sallowness {(sallow)}>ness> +salmon {(salmon)} +salmonella {(salmonella)} +salon {(salon)} +salons {(salon)} +saloon {(saloon)} +saloons {(saloon)} +salsify {(salsify)} +salt {(salt)} +saltbush {(salt)}{(bush)} +salted {(salt)} +salter {(salt)}>er> +saltier {(salt)}>y>>er> +saltiest {(salt)}>y>>est> +saltiness {(salt)}>y>>ness> +salting {(salt)} +saltness {(salt)}>ness> +salts {(salt)} +saltwater {(salt)}{(water)} +salty {(salt)}>y> +salubrious {(salubrious)} +salubriousness {(salubrious)}>ness> +salutary {(salutary)} +salutation {(salute)}>ion> +salutations {(salute)}>ion> +salute {(salute)} +saluted {(salute)} +salutes {(salute)} +saluting {(salute)} +salvage {(salve)}>age> +salvaged {(salve)}>age> +salvages {(salve)}>age> +salvaging {(salve)}>age> +salvation {(salve)}>ion> +salvationist {(salve)}>ion>>ist> +salvationists {(salve)}>ion>>ist> +salvations {(salve)}>ion> +salve {(salve)} +salved {(salve)} +salver {(salver)} +salvers {(salver)} +salves {(salve)} +salving {(salve)} +salvo {(salvo)} +salvoes {(salvo)} +samba {(samba)} +sambas {(samba)} +same {(same)} +sameness {(same)}>ness> +samovar {(samovar)} +samovars {(samovar)} +sample {(sample)} +sampled {(sample)} +sampler {(sample)}>er> +samplers {(sample)}>er> +samples {(sample)} +sampling {(sample)} +samurai {(samurai)} +sanatariums {(sanatarium)} +sanatoria {(sanatoria)} +sanatorium {(sanatorium)} +sanatoriums {(sanatorium)} +sanctification {(sanct)>ify>}>ion> +sanctifications {(sanct)>ify>}>ion> +sanctified {(sanct)>ify>} +sanctifies {(sanct)>ify>} +sanctify {(sanct)>ify>} +sanctifying {(sanct)>ify>} +sanctimonious {(sanct)(mony)}>ious> +sanctimoniously {(sanct)(mony)}>ious>>ly> +sanctimoniousness {(sanct)(mony)}>ious>>ness> +sanctimony {(sanct)(mony)} +sanction {(sanct)>ion>} +sanctioned {(sanct)>ion>} +sanctioning {(sanct)>ion>} +sanctions {(sanct)>ion>} +sanctities {(sanct)>ity>} +sanctity {(sanct)>ity>} +sanctuaries {(sanct)>ory>} +sanctuary {(sanct)>ory>} +sanctuary's {(sanct)>ory>} +sanctum {(sanctum)} +sand {(sand)} +sandal {(sandal)} +sandalled {(sandal)} +sandals {(sandal)} +sandalwood {(sandal)}{(wood)} +sandbag {(sand)}{(bag)} +sandbagged {(sand)}{(bag)} +sandbagging {(sand)}{(bag)} +sandbags {(sand)}{(bag)} +sandbank {(sand)}{(bank)} +sandbanks {(sand)}{(bank)} +sandbar {(sand)}{(bar)} +sandbars {(sand)}{(bar)} +sandblast {(sand)}{(blast)} +sandblasted {(sand)}{(blast)} +sandblasting {(sand)}{(blast)} +sandblasts {(sand)}{(blast)} +sandbox {(sand)}{(box)} +sandboxes {(sand)}{(box)} +sanded {(sand)} +sander {(sand)}>er> +sanders {(sanders)} +sandglass {(sand)}{(glass)} +sandglasses {(sand)}{(glass)} +sandier {(sand)}>y>>er> +sandiest {(sand)}>y>>est> +sandiness {(sand)}>y>>ness> +sanding {(sand)} +sandman {(sand)}{(man)} +sandpaper {(sand)}{(paper)} +sandpapered {(sand)}{(paper)} +sandpapering {(sand)}{(paper)} +sandpapers {(sand)}{(paper)} +sandpiper {(sand)}{(pipe)}>er> +sandpipers {(sand)}{(pipe)}>er> +sandpit {(sand)}{(pit)} +sandpits {(sand)}{(pit)} +sands {(sand)} +sandshoe {(sand)}{(shoe)} +sandshoes {(sand)}{(shoe)} +sandstone {(sand)}{(stone)} +sandstorm {(sand)}{(storm)} +sandstorms {(sand)}{(storm)} +sandwich {(sandwich)} +sandwiched {(sandwich)} +sandwiches {(sandwich)} +sandwiching {(sandwich)} +sandwichmen {(sandwich)}{(men)} +sandy {(sand)}>y> +sane {(sane)} +sanely {(sane)}>ly> +saner {(sane)}>er> +sanest {(sane)}>est> +sang {(sang)} +sanguinary {(sanguine)}>ory> +sanguine {(sanguine)} +sanguineous {(sanguineous)} +sanitarium {(sanit)>ium>} +sanitariums {(sanit)>ium>} +sanitary {(sanit)>ory>} +sanitation {(sanit)>ion>} +sanity {(sane)}>ity> +sank {(sank)} +sans {(sans)} +sap {(sap)} +sapient {(sapient)} +sapiently {(sapient)}>ly> +sapless {(sap)}>less> +sapling {(sap)}>ling> +saplings {(sap)}>ling> +sapped {(sap)} +sapper {(sap)}>er> +sappers {(sap)}>er> +sapphic {(sapphic)} +sapphire {(sapphire)} +sapphires {(sapphire)} +sappier {(sap)}>y>>er> +sappiest {(sap)}>y>>est> +sapping {(sap)} +sappy {(sap)}>y> +saps {(sap)} +sapwood {(sap)}{(wood)} +sarcasm {(sarcasm)} +sarcasms {(sarcasm)} +sarcastic {(sarcastic)} +sarcastically {(sarcastic)}>ly> +sarcophagi {(sarco)(phage)>i>} +sarcophagus {(sarco)(phage)>us>} +sarcophaguses {(sarco)(phage)>us>} +sardine {(sardine)} +sardines {(sardine)} +sardonic {(sardonic)} +sardonically {(sardonic)}>ly> +sari {(sari)} +saris {(sari)} +sarong {(sarong)} +sarongs {(sarong)} +sarsaparilla {(sarsaparilla)} +sarsaparillas {(sarsaparilla)} +sartorial {(sartorial)} +sartorially {(sartorial)}>y> +sash {(sash)} +sashay {(sashay)} +sashayed {(sashay)} +sashaying {(sashay)} +sashays {(sashay)} +sashes {(sash)} +sass {(sass)} +sassafras {(sassafras)} +sassed {(sass)} +sasses {(sass)} +sassier {(sass)}>y>>er> +sassiest {(sass)}>y>>est> +sassing {(sass)} +sassy {(sass)}>y> +sat {(sat)} +satanically {(satan)}>ic>>al>>ly> +satchel {(satchel)} +satchels {(satchel)} +sate {(sate)} +sated {(sate)} +satellite {(satellite)} +satellites {(satellite)} +sates {(sate)} +satiable {(satis)>able>} +satiate {(satis)>ate>} +satiated {(satis)>ate>} +satiates {(satis)>ate>} +satiating {(satis)>ate>} +satiety {(satis)>ity>} +satin {(satin)} +sating {(sate)} +satiny {(satin)}>y> +satire {(satire)} +satires {(satire)} +satiric {(satiric)} +satirical {(satire)}>ic>>al> +satirically {(satire)}>ic>>al>>ly> +satirist {(satire)}>ist> +satirists {(satire)}>ist> +satirize {(satire)}>ize> +satirized {(satire)}>ize> +satirizes {(satire)}>ize> +satirizing {(satire)}>ize> +satisfaction {(satis)(fact)>ion>} +satisfactions {(satis)(fact)>ion>} +satisfactorily {(satis)(fact)>ory>}>ly> +satisfactory {(satis)(fact)>ory>} +satisfied {(satis)>ify>} +satisfies {(satis)>ify>} +satisfy {(satis)>ify>} +satisfying {(satis)>ify>} +satisfyingly {(satis)>ify>}>ly> +satsuma {(satsuma)} +satsumas {(satsuma)} +saturate {(saturate)} +saturated {(saturate)} +saturates {(saturate)} +saturating {(saturate)} +saturation {(saturate)}>ion> +saturnine {(saturn)}>ine> +satyr {(satyr)} +satyric {(satyr)}>ic> +satyrs {(satyr)} +sauce {(sauce)} +sauced {(sauce)} +saucepan {(sauce)}{(pan)} +saucepans {(sauce)}{(pan)} +saucer {(sauce)}>er> +saucers {(sauce)}>er> +sauces {(sauce)} +saucier {(sauce)}>y>>er> +sauciest {(sauce)}>y>>est> +saucily {(sauce)}>y>>ly> +sauciness {(sauce)}>y>>ness> +saucing {(sauce)} +saucy {(sauce)}>y> +sauerkraut {(sauer)(kraut)} +sauna {(sauna)} +saunas {(sauna)} +saunter {(saunter)} +sauntered {(saunter)} +saunterer {(saunter)}>er> +saunterers {(saunter)}>er> +sauntering {(saunter)} +saunters {(saunter)} +sausage {(sausage)} +sausages {(sausage)} +saute {(saute)} +sauteed {(saute)} +sauteing {(saute)} +sautes {(saute)} +savage {(savage)} +savaged {(savage)} +savagely {(savage)}>ly> +savageness {(savage)}>ness> +savagery {(savage)}>ory> +savages {(savage)} +savaging {(savage)} +savanna {(savanna)} +savannah {(savannah)} +savannas {(savanna)} +savant {(savant)} +savants {(savant)} +save {(save)} +saved {(save)} +saveloy {(saveloy)} +saveloys {(saveloy)} +saver {(save)}>er> +savers {(save)}>er> +saves {(save)} +saving {(save)} +savings {(save)} +savior {(save)}>or> +saviour {(save)}>our> +saviours {(save)}>our> +savor {(savor)} +savored {(savor)} +savoring {(savor)} +savory {(savor)}>y> +savour {(savor)} +savoured {(savor)} +savouries {(savor)}>y> +savouring {(savor)} +savours {(savor)} +savoury {(savor)}>y> +savoy {(savoy)} +savoys {(savoy)} +savvy {(savvy)} +saw {(saw)} +sawdust {(saw)}{(dust)} +sawed {(saw)} +sawhorse {(saw)}{(horse)} +sawhorses {(saw)}{(horse)} +sawing {(saw)} +sawmill {(saw)}{(mill)} +sawmills {(saw)}{(mill)} +sawn {(saw)}>n> +saws {(saw)} +sax {(sax)} +saxes {(sax)} +saxifrage {(saxifrage)} +saxophone {(saxo)(phon)} 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{(scrutin)>ize>} +scrutiny {(scrutin)>y>} +scuba {(scuba)} +scubas {(scuba)} +scud {(scud)} +scudded {(scud)} +scudding {(scud)} +scuds {(scud)} +scuff {(scuff)} +scuffed {(scuff)} +scuffing {(scuff)} +scuffle {(scuffle)} +scuffled {(scuffle)} +scuffles {(scuffle)} +scuffling {(scuffle)} +scuffmark {(scuff)}{(mark)} +scuffmarks {(scuff)}{(mark)} +scuffs {(scuff)} +scull {(scull)} +sculled {(scull)} +sculler {(scull)}>er> +sculleries {(scullery)} +scullers {(scull)}>er> +scullery {(scullery)} +sculling {(scull)} +scullion {(scullion)} +scullions {(scullion)} +sculls {(scull)} +sculpt {(sculpt)} +sculpted {(sculpt)} +sculpting {(sculpt)} +sculptor {(sculpt)}>or> +sculptor's {(sculpt)}>or> +sculptors {(sculpt)}>or> +sculptress {(sculpt)}>ess> +sculptresses {(sculpt)}>ess> +sculpts {(sculpt)} +sculptural {(sculpt)}>ure>>al> +sculpture {(sculpt)}>ure> +sculptured {(sculpt)}>ure> +sculptures {(sculpt)}>ure> +sculpturing {(sculpt)}>ure> +scum {(scum)} +scummier {(scum)}>y>>er> +scummiest 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{(show)}{(girl)} +showgirls {(show)}{(girl)} +showier {(show)}>y>>er> +showiest {(show)}>y>>est> +showily {(show)}>y>>ly> +showiness {(show)}>y>>ness> +showing {(show)} +showings {(show)} +showman {(show)}(man) +showmanship {(show)}(man)>ship> +showmen {(show)}(men) +shown {(show)}>n> +showpiece {(show)}{(piece)} +showpieces {(show)}{(piece)} +showplace {(show)}{(place)} +showplaces {(show)}{(place)} +showroom {(show)}{(room)} +showrooms {(show)}{(room)} +shows {(show)} +showy {(show)}>y> +shrank {(shrank)} +shrapnel {(shrapnel)} +shred {(shred)} +shredded {(shred)} +shredder {(shred)}>er> +shredders {(shred)}>er> +shredding {(shred)} +shreds {(shred)} +shrew {(shrew)} +shrewd {(shrewd)} +shrewder {(shrewd)}>er> +shrewdest {(shrewd)}>est> +shrewdly {(shrewd)}>ly> +shrewdness {(shrewd)}>ness> +shrewish {(shrew)}>ish> +shrewishly {(shrew)}>ish>>ly> +shrewishness {(shrew)}>ish>>ness> +shrews {(shrew)} +shriek {(shriek)} +shrieked {(shriek)} +shrieking {(shriek)} +shrieks {(shriek)} +shrift {(shrift)} +shrike {(shrike)} +shrikes {(shrike)} +shrill {(shrill)} +shriller {(shrill)}>er> +shrillest {(shrill)}>est> +shrilling {(shrill)} +shrillness {(shrill)}>ness> +shrilly {(shrill)}>ly> +shrimp {(shrimp)} +shrimped {(shrimp)} +shrimping {(shrimp)} +shrimps {(shrimp)} +shrine {(shrine)} +shrined {(shrine)} +shrines {(shrine)} +shrining {(shrine)} +shrink {(shrink)} +shrinkage {(shrink)}>age> +shrinking {(shrink)} +shrinks {(shrink)} +shrive {(shrive)} +shrived {(shrive)} +shrivel {(shrivel)} +shriveled {(shrivel)} +shrivelled {(shrivel)} +shrivelling {(shrivel)} +shrivels {(shrivel)} +shriven {(shrive)}>en> +shrives {(shrive)} +shriving {(shrive)} +shroud {(shroud)} +shrouded {(shroud)} +shrouding {(shroud)} +shrouds {(shroud)} +shrove {(shrove)} +shrub {(shrub)} +shrubberies {(shrub)}>ory> +shrubbery {(shrub)}>ory> +shrubs {(shrub)} +shrug {(shrug)} +shrugged {(shrug)} +shrugging {(shrug)} +shrugs {(shrug)} +shrunk {(shrunk)} +shrunken {(shrunk)}>en> +shuck {(shuck)} +shucked {(shuck)} +shucks {(shuck)} +shudder {(shudder)} +shuddered {(shudder)} +shuddering {(shudder)} +shudders {(shudder)} +shuffle {(shuffle)} +shuffleboard {(shuffle)}{(board)} +shuffled {(shuffle)} +shuffler {(shuffle)}>er> +shufflers {(shuffle)}>er> +shuffles {(shuffle)} +shuffling {(shuffle)} +shun {(shun)} +shunned {(shun)} +shunning {(shun)} +shuns {(shun)} +shunt {(shunt)} +shunted {(shunt)} +shunter {(shunt)}>er> +shunters {(shunt)}>er> +shunting {(shunt)} +shunts {(shunt)} +shush {(shush)} +shushes {(shush)} +shut {(shut)} +shutdown {(shut)}{(down)} +shutdowns {(shut)}{(down)} +shuts {(shut)} +shutter {(shut)}>er> +shuttered {(shut)}>er> +shuttering {(shut)}>er> +shutters {(shut)}>er> +shutting {(shut)} +shuttle {(shuttle)} +shuttlecock {(shuttle)}{(cock)} +shuttlecocks {(shuttle)}{(cock)} +shuttled {(shuttle)} +shuttles {(shuttle)} +shuttling {(shuttle)} +shy {(shy)} +shyer {(shy)}>er> +shyest {(shy)}>est> +shying {(shy)} +shyly {(shy)}>ly> +shyness {(shy)}>ness> +shyster {(shy)}>ster> +shysters {(shy)}>ster> +si {(si)} +sib {(sib)} +sibilant {(sibil)>ant>} +sibilants {(sibil)>ant>} +sibilate {(sibil)>ate>} +sibilated {(sibil)>ate>} +sibilates {(sibil)>ate>} +sibilating {(sibil)>ate>} +sibling {(sibling)} +siblings {(sibling)} +sibs {(sib)} +sibyl {(sibyl)} +sibyls {(sibyl)} +sic {(sic)} +sick {(sick)} +sickbay {(sick)}{(bay)} +sickbays {(sick)}{(bay)} +sickbed {(sick)}{(bed)} +sickbeds {(sick)}{(bed)} +sicken {(sick)}>en> +sickened {(sick)}>en> +sickening {(sick)}>en> +sickeningly {(sick)}>en>>ly> +sickens {(sick)}>en> +sicker {(sick)}>er> +sickest {(sick)}>est> +sickish {(sick)}>ish> +sickle {(sickle)} +sickles {(sickle)} +sicklier {(sick)}>ly>>er> +sickliest {(sick)}>ly>>est> +sickly {(sick)}>ly> +sickness {(sick)}>ness> +sicknesses {(sick)}>ness> +sickroom {(sick)}{(room)} +side {(side)} +side's {(side)} +sidearms {(side)}{(arm)} +sideboard {(side)}{(board)} +sideboards {(side)}{(board)} +sideburns {(side)}{(burn)} +sidecar {(side)}{(car)} 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{(side)}>ward> +sideways {(side)}{(way)} +sidewinder {(side)}{(wind)}>er> +sidewise {(side)}>wise> +siding {(side)} +sidings {(side)} +sidle {(sidle)} +sidled {(sidle)} +sidles {(sidle)} +sidling {(sidle)} +siege {(siege)} +sieges {(siege)} +sienna {(sienna)} +sierra {(sierra)} +sierras {(sierra)} +siesta {(siesta)} +siestas {(siesta)} +sieve {(sieve)} +sieved {(sieve)} +sieves {(sieve)} +sieving {(sieve)} +sift {(sift)} +sifted {(sift)} +sifter {(sift)}>er> +sifters {(sift)}>er> +sifting {(sift)} +sifts {(sift)} +sigh {(sigh)} +sighed {(sigh)} +sighing {(sigh)} +sighs {(sigh)} +sight {(sight)} +sighted {(sight)} +sighting {(sight)} +sightings {(sight)} +sightless {(sight)}>less> +sightliness {(sight)}>ly>>ness> +sights {(sight)} +sightsaw {(sight)}{(saw)} +sightsee {(sight)}{(see)} +sightseeing {(sight)}{(see)} +sightseen {(sight)}{(see)}>n> +sightseer {(sight)}{(see)}>er> +sightseers {(sight)}{(see)}>er> +sightsees {(sight)}{(see)} +sigma {(sigma)} +sign {(sign)} +signal {(sign)}>al> 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{(signor)>ina>} +signorinas {(signor)>ina>} +signors {(signor)} +signpost {(sign)}{(post)} +signposted {(sign)}{(post)} +signposting {(sign)}{(post)} +signposts {(sign)}{(post)} +signs {(sign)} +sikh {(sikh)} +silage {(silage)} +silence {(silence)} +silenced {(silence)} +silencer {(silence)}>er> +silencers {(silence)}>er> +silences {(silence)} +silencing {(silence)} +silent {(silent)} +silently {(silent)}>ly> +silhouette {(silhouette)} +silhouetted {(silhouette)} +silhouettes {(silhouette)} +silhouetting {(silhouette)} +silica {(silic)>a>} +silicate {(silic)>ate>} +silicon {(silic)>on>} +silicone {(silic)>one>} +silicosis {(silic)>sis>} +silk {(silk)} +silken {(silk)}>en> +silkier {(silk)}>y>>er> +silkiest {(silk)}>y>>est> +silkiness {(silk)}>y>>ness> +silks {(silk)} +silkworm {(silk)}{(worm)} +silkworms {(silk)}{(worm)} +silky {(silk)}>y> +sill {(sill)} +sillabub {(sillabub)} +sillabubs {(sillabub)} +sillier {(silly)}>er> +sillies {(silly)} +silliest {(silly)}>est> +silliness {(silly)}>ness> +sills {(sill)} +silly {(silly)} +silo {(silo)} +silos {(silo)} +silt {(silt)} +silver {(silver)} +silvered {(silver)} +silverier {(silver)}>y>>er> +silveriest {(silver)}>y>>est> +silvering {(silver)} +silvers {(silver)} +silverside {(silver)}{(side)} +silversmith {(silver)}{(smith)} +silversmiths {(silver)}{(smith)} +silverware {(silver)}{(ware)} +silvery {(silver)}>y> +simian {(simian)} +simians {(simian)} +similar {(simil)>ar>} +similarities {(simil)>ar>}>ity> +similarity {(simil)>ar>}>ity> +similarly {(simil)>ar>}>ly> +simile {(simile)} +similes {(simile)} +similitude {(simil)>itude>} +similitudes {(simil)>itude>} +simmer {(simmer)} +simmered {(simmer)} +simmering {(simmer)} +simmers {(simmer)} +simoon {(simoon)} +simoons {(simoon)} +simper {(simper)} +simpered {(simper)} +simpering {(simper)} +simperingly {(simper)}>ly> +simpers {(simper)} +simple {(simple)} +simpler {(simple)}>er> +simples {(simple)} +simplest {(simple)}>est> +simpleton {(simpleton)} +simpletons {(simpleton)} +simplex {(simple)} +simplicities {(simple)}>ity> +simplicity {(simple)}>ity> +simplification {(simple)}>ify>>ion> +simplifications {(simple)}>ify>>ion> +simplified {(simple)}>ify> +simplifies {(simple)}>ify> +simplify {(simple)}>ify> +simplifying {(simple)}>ify> +simplistic {(simple)}>ic> +simply {(simple)}>y> +simulacra {(simulacr)>a>} +simulacrum {(simulacr)>ium>} +simulacrums {(simulacr)>ium>} +simulate {(simul)>ate>} +simulated {(simul)>ate>} +simulates {(simul)>ate>} +simulating {(simul)>ate>} +simulation {(simul)>ate>}>ion> +simulations {(simul)>ate>}>ion> +simulator {(simul)>ate>}>or> +simulators {(simul)>ate>}>or> +simultaneity {(simultane)>ity>} +simultaneous {(simultane)>ious>} +simultaneously {(simultane)>ious>}>ly> +simultaneousness {(simultane)>ious>}>ness> +sin {(sin)} +since {(since)} +sincere {(sincere)} +sincerely {(sincere)}>ly> +sincerer {(sincere)}>er> +sincerest {(sincere)}>est> +sincerity {(sincere)}>ity> +sine {(sine)} +sinecure {(sinecure)} +sinecures {(sinecure)} +sines {(sine)} +sinew {(sinew)} +sinews {(sinew)} +sinewy {(sinew)}>y> +sinful {(sin)}>ful> +sinfully {(sin)}>ful>>ly> +sinfulness {(sin)}>ful>>ness> +sing {(sing)} +singable {(sing)}>able> +singe {(singe)} +singed {(singe)} +singeing {(singe)} +singer {(sing)}>er> +singer's {(sing)}>er> +singers {(sing)}>er> +singes {(singe)} +singing {(sing)} +single {(single)} +singled {(single)} +singlehandedly {(single)}{(hand)}>ly> +singleness {(single)}>ness> +singles {(single)} +singlet {(single)>et>} +singleton {(singleton)} +singletons {(singleton)} +singlets {(single)>et>} +singly {(single)}>y> +sings {(sing)} +singsong {(sing)}{(song)} +singsonged {(sing)}{(song)} +singsongs {(sing)}{(song)} +singular {(single)>ar>} +singularities {(single)>ar>}>ity> +singularity {(single)>ar>}>ity> +singularize {(single)>ar>}>ize> +singularized {(single)>ar>}>ize> +singularizes {(single)>ar>}>ize> +singularizing {(single)>ar>}>ize> +singularly {(single)>ar>}>ly> +singulars {(single)>ar>} +sinister {(sinister)} +sink {(sink)} +sinkable {(sink)}>able> +sinker {(sink)}>er> +sinkers {(sink)}>er> +sinkhole {(sink)}{(hole)} +sinking {(sink)} +sinks {(sink)} +sinless {(sin)}>less> +sinlessness {(sin)}>less>>ness> +sinned {(sin)} +sinner {(sin)}>er> +sinners {(sin)}>er> +sinning {(sin)} +sins {(sin)} +sinuous {(sinuous)} +sinuously {(sinuous)}>ly> +sinuousness {(sinuous)}>ness> +sinus {(sinus)} +sinuses {(sinus)} +sinusoidal {(sinus)}>oid>>al> +sip {(sip)} +siphon {(siphon)} +siphoned {(siphon)} +siphoning {(siphon)} +siphons {(siphon)} +sipped {(sip)} +sipping {(sip)} +sips {(sip)} +sir {(sir)} +sire {(sire)} +sired {(sire)} +siren {(siren)} +sirens {(siren)} +sires {(sire)} +siring {(sire)} +sirloin {(sir)(loin)} +sirloins {(sir)(loin)} +sirocco {(sirocco)} +siroccos {(sirocco)} +sirs {(sir)} +sis {(sis)} +sisal {(sisal)} +sissier {(sissy)}>er> +sissy {(sissy)} +sister {(sister)} +sister's {(sister)} +sisterhood {(sister)}>hood> +sisterhoods {(sister)}>hood> +sisterly {(sister)}>ly> +sisters {(sister)} +sit {(sit)} +site {(site)} +sited {(site)} +sites {(site)} +siting {(site)} +sits {(sit)} +sitter {(sit)}>er> +sitter's {(sit)}>er> +sitters {(sit)}>er> +sitting {(sit)} +sittings {(sit)} +situate {(situate)} +situated {(situate)} +situates {(situate)} +situating {(situate)} +situation {(situate)}>ion> +situations {(situate)}>ion> +six {(six)} +sixes {(six)} +sixfold {(six)}>fold> +sixgun {(six)}{(gun)} +sixguns {(six)}{(gun)} +sixpence {(six)(pence)} +sixpences {(six)(pence)} +sixpenny {(six)(penny)} +sixteen {(six)}>teen> +sixteenth {(six)}>teen>>th> +sixteenths {(six)(teen)}>th> +sixth {(six)}>th> +sixthly {(six)}>th>>ly> +sixths {(six)}>th> +sixties {(six)>ity>} +sixtieth {(six)>ity>}>th> +sixtieths {(six)>ity>}>th> +sixty {(six)>ity>} +sizable {(size)}>able> +size {(size)} +sizeable {(size)}>able> +sized {(size)} +sizes {(size)} +sizing {(size)} +sizzle {(sizzle)} +sizzled {(sizzle)} +sizzler {(sizzle)}>er> +sizzlers {(sizzle)}>er> +sizzles {(sizzle)} +sizzling {(sizzle)} +skate {(skate)} +skateboard {(skate)}{(board)} +skateboarded {(skate)}{(board)} +skateboarder {(skate)}{(board)}>er> +skateboarders {(skate)}{(board)}>er> +skateboarding {(skate)}{(board)} +skateboards {(skate)}{(board)} +skated {(skate)} +skater {(skate)}>er> +skaters {(skate)}>er> +skates {(skate)} +skating {(skate)} +skedaddle {(skedaddle)} +skedaddled {(skedaddle)} +skedaddles {(skedaddle)} +skedaddling {(skedaddle)} +skeet {(skeet)} +skein {(skein)} +skeins {(skein)} +skeletal {(skeletal)} +skeleton {(skeleton)} +skeletons {(skeleton)} +skeptical {(skeptic)}>al> +skeptically {(skeptic)}>al>>ly> +skepticism {(skeptic)}>ism> +skeptics {(skeptic)} +sketch {(sketch)} +sketchbook {(sketch)}{(book)} +sketchbooks {(sketch)}{(book)} +sketched {(sketch)} +sketcher {(sketch)}>er> +sketchers {(sketch)}>er> +sketches {(sketch)} +sketchier {(sketch)}>y>>er> +sketchiest {(sketch)}>y>>est> +sketchily {(sketch)}>y>>ly> +sketchiness {(sketch)}>y>>ness> +sketching {(sketch)} +sketchpad {(sketch)}{(pad)} +sketchpads {(sketch)}{(pad)} +sketchy {(sketch)}>y> +skew {(skew)} +skewbald {(skewbald)} +skewbalds {(skewbald)} +skewer {(skewer)} +skewered {(skewer)} +skewering {(skewer)} +skewers {(skewer)} +ski {(ski)} +skibob {(ski)}{(bob)} +skibobs {(ski)}{(bob)} +skid {(skid)} +skidded {(skid)} +skidding {(skid)} +skidlid {(skid)}{(lid)} +skidlids {(skid)}{(lid)} +skidpan {(skid)}{(pan)} +skidpans {(skid)}{(pan)} +skids {(skid)} +skied {(ski)} +skier {(ski)}>er> +skiers {(ski)}>er> +skies {(sky)} +skiff {(skiff)} +skiffle {(skiffle)} +skiffs {(skiff)} +skiing {(ski)} +skilful {(skill)}>ful> +skilfully {(skill)}>ful>>ly> +skilift {(ski)}{(lift)} +skill {(skill)} +skilled {(skill)} +skillet {(skillet)} +skillets {(skillet)} +skillful {(skill)}>ful> +skillfully {(skill)}>ful>>ly> +skillfulness {(skill)}{(full)}>ness> +skills {(skill)} +skim {(skim)} +skimmed {(skim)} +skimmer {(skim)}>er> +skimmers {(skim)}>er> +skimming {(skim)} +skimp {(skimp)} +skimped {(skimp)} +skimpier {(skimp)}>y>>er> +skimpiest {(skimp)}>y>>est> +skimpily {(skimp)}>y>>ly> +skimping {(skimp)} +skimps {(skimp)} +skimpy {(skimp)}>y> +skims {(skim)} +skin {(skin)} +skindive {(skin)}{(dive)} +skindiving {(skin)}{(dive)} +skinflint {(skin)}{(flint)} +skinflints {(skin)}{(flint)} +skinfolds {(skin)}{(fold)} +skinful {(skin)}>ful> +skinhead {(skin)}{(head)} +skinheads {(skin)}{(head)} +skinless {(skin)}>less> +skinned {(skin)} +skinner {(skin)}>er> +skinnier {(skin)}>y>>er> +skinniest {(skin)}>y>>est> +skinning {(skin)} +skinny {(skin)}>y> +skins {(skin)} +skint {(skint)} +skip {(skip)} +skipped {(skip)} +skipper {(skipper)} +skippered {(skipper)} +skippering {(skipper)} +skippers {(skipper)} +skipping {(skip)} +skips {(skip)} +skirl {(skirl)} +skirmish {(skirmish)} +skirmished {(skirmish)} +skirmisher {(skirmish)}>er> +skirmishers {(skirmish)}>er> +skirmishes {(skirmish)} +skirmishing {(skirmish)} +skirt {(skirt)} +skirted {(skirt)} +skirting {(skirt)} +skirts {(skirt)} +skis {(ski)} +skit {(skit)} +skits {(skit)} +skitter {(skitter)} +skittered {(skitter)} +skittering {(skitter)} +skitters {(skitter)} +skittish {(skit)}>ish> +skittishly {(skit)}>ish>>ly> +skittishness {(skit)}>ish>>ness> +skittle {(skittle)} +skittles {(skittle)} +skive {(skive)} +skived {(skive)} +skiver {(skive)}>er> +skivers {(skive)}>er> +skives {(skive)} +skiving {(skive)} +skivvied {(skivvy)} +skivvies {(skivvy)} +skivvy {(skivvy)} +skivvying {(skivvy)} +skiway {(ski)}{(way)} +skua {(skua)} +skuas {(skua)} +skulk {(skulk)} +skulked {(skulk)} +skulker {(skulk)}>er> +skulkers {(skulk)}>er> +skulking {(skulk)} +skulks {(skulk)} +skull {(skull)} +skullcap {(skull)}{(cap)} +skullcaps {(skull)}{(cap)} +skulls {(skull)} +skunk {(skunk)} +skunked {(skunk)} +skunking {(skunk)} +skunks {(skunk)} +sky {(sky)} +sky's {(sky)} +skydiver {(sky)}{(dive)}>er> +skydivers {(sky)}{(dive)}>er> +skyhook {(sky)}{(hook)} +skyhooks {(sky)}{(hook)} +skying {(sky)} +skyjack {(sky)}{(jack)} +skyjacked {(sky)}{(jack)} +skyjacker {(sky)}{(jack)}>er> +skyjackers {(sky)}{(jack)}>er> +skyjacking {(sky)}{(jack)} +skyjackings {(sky)}{(jack)} +skyjacks {(sky)}{(jack)} +skylark {(sky)}{(lark)} +skylarked {(sky)}{(lark)} +skylarking {(sky)}{(lark)} +skylarks {(sky)}{(lark)} +skylight {(sky)}{(light)} +skylights {(sky)}{(light)} +skyline {(sky)}{(line)} +skylines {(sky)}{(line)} +skyrocket {(sky)}{(rocket)} +skyrocketed {(sky)}{(rocket)} +skyrocketing {(sky)}{(rocket)} +skyrockets {(sky)}{(rocket)} +skyscraper {(sky)}{(scrape)}>er> +skyscrapers {(sky)}{(scrape)}>er> +skyward {(sky)}>ward> +skywards {(sky)}>ward> +skyway {(skyway)} +skywriting {(sky)}{(write)} +slab {(slab)} +slabs {(slab)} +slack {(slack)} +slacked {(slack)} +slacken {(slack)}>en> +slackened {(slack)}>en> +slackening {(slack)}>en> +slackens {(slack)}>en> +slacker {(slack)}>er> +slackers {(slack)}>er> +slackest {(slack)}>est> +slacking {(slack)} +slackly {(slack)}>ly> +slackness {(slack)}>ness> 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{(slash)} +slashes {(slash)} +slashing {(slash)} +slat {(slat)} +slate {(slate)} +slated {(slate)} +slates {(slate)} +slatier {(slate)}>y>>er> +slating {(slate)} +slatings {(slate)} +slats {(slat)} +slatted {(slat)} +slattern {(slattern)} +slatternliness {(slattern)}>ly>>ness> +slatternly {(slattern)}>ly> +slatterns {(slattern)} +slaty {(slate)}>y> +slaughter {(slaughter)} +slaughtered {(slaughter)} +slaughterer {(slaughter)}>er> +slaughterers {(slaughter)}>er> +slaughterhouse {(slaughter)}{(house)} +slaughterhouses {(slaughter)}{(house)} +slaughtering {(slaughter)} +slaughters {(slaughter)} +slave {(slave)} +slave's {(slave)} +slaved {(slave)} +slaver {(slaver)} +slavered {(slaver)} +slavering {(slaver)} +slavers {(slaver)} +slavery {(slave)}>ory> +slaves {(slave)} +slavey {(slave)}>y> +slaving {(slave)} +slavish {(slave)}>ish> +slavishly {(slave)}>ish>>ly> +slaw {(slaw)} +slay {(slay)} +slayer {(slay)}>er> +slayers {(slay)}>er> +slaying {(slay)} +slays {(slay)} +sleazier {(sleaze)}>y>>er> +sleaziest {(sleaze)}>y>>est> +sleaziness {(sleaze)}>y>>ness> +sleazy {(sleaze)}>y> +sled {(sled)} +sledded {(sled)} +sledding {(sled)} +sledge {(sledge)} +sledged {(sledge)} +sledgehammer {(sledge)}{(hammer)} +sledgehammers {(sledge)}{(hammer)} +sledges {(sledge)} +sledging {(sledge)} +sleds {(sled)} +sleek {(sleek)} +sleeker {(sleek)}>er> +sleekest {(sleek)}>est> +sleeking {(sleek)} +sleekly {(sleek)}>ly> +sleekness {(sleek)}>ness> +sleep {(sleep)} +sleeper {(sleep)}>er> +sleeper's {(sleep)}>er> +sleepers {(sleep)}>er> +sleepier {(sleep)}>y>>er> +sleepiest {(sleep)}>y>>est> +sleepily {(sleep)}>y>>ly> +sleepiness {(sleep)}>y>>ness> +sleeping {(sleep)} +sleepless {(sleep)}>less> +sleeplessly {(sleep)}>less>>ly> +sleeplessness {(sleep)}>less>>ness> +sleeps {(sleep)} +sleepwalk {(sleep)}{(walk)} +sleepwalked {(sleep)}{(walk)} +sleepwalker {(sleep)}{(walk)}>er> +sleepwalkers {(sleep)}{(walk)}>er> +sleepwalking {(sleep)}{(walk)} +sleepwalks {(sleep)}{(walk)} +sleepy {(sleep)}>y> +sleepyhead {(sleep)}>y>{(head)} +sleepyheads {(sleep)}>y>{(head)} +sleet {(sleet)} +sleeted {(sleet)} +sleetier {(sleet)}>y>>er> +sleeting {(sleet)} +sleets {(sleet)} +sleety {(sleet)}>y> +sleeve {(sleeve)} +sleeveless {(sleeve)}>less> +sleeves {(sleeve)} +sleigh {(sleigh)} +sleighed {(sleigh)} +sleighing {(sleigh)} +sleighs {(sleigh)} +sleight {(sleight)} +slender {(slender)} +slenderer {(slender)}>er> +slenderize {(slender)}>ize> +slenderized {(slender)}>ize> +slenderizes {(slender)}>ize> +slenderizing {(slender)}>ize> +slenderly {(slender)}>ly> +slenderness {(slender)}>ness> +slept {(slept)} +sleuth {(sleuth)} +sleuthing {(sleuth)} +sleuths {(sleuth)} +slew {(slew)} +slewed {(slew)} +slewing {(slew)} +slews {(slew)} +slice {(slice)} +sliced {(slice)} +slices {(slice)} +slicing {(slice)} +slick {(slick)} +slicker {(slick)}>er> +slickers {(slick)}>er> +slickest {(slick)}>est> +slickly {(slick)}>ly> +slickness {(slick)}>ness> +slicks {(slick)} +slid {(slid)} +slide {(slide)} +slides {(slide)} +sliding {(slide)} +slight {(slight)} +slighted {(slight)} +slighter {(slight)}>er> +slightest {(slight)}>est> +slighting {(slight)} +slightingly {(slight)}>ly> +slightly {(slight)}>ly> +slightness {(slight)}>ness> +slights {(slight)} +slim {(slim)} +slime {(slime)} +slimed {(slime)} +slimier {(slime)}>y>>er> +slimiest {(slime)}>y>>est> +sliminess {(slime)}>y>>ness> +slimly {(slim)}>ly> +slimmed {(slim)} +slimmer {(slim)}>er> +slimmers {(slim)}>er> +slimmest {(slim)}>est> +slimming {(slim)} +slimness {(slim)}>ness> +slims {(slim)} +slimy {(slime)}>y> +sling {(sling)} +slinger {(sling)}>er> +slingers {(sling)}>er> +slinging {(sling)} +slings {(sling)} +slingshot {(sling)}{(shot)} +slingshots {(sling)}{(shot)} +slink {(slink)} +slinkiness {(slink)}>y>>ness> +slinking {(slink)} +slinks {(slink)} +slinky {(slink)}>y> +slip {(slip)} +slipcover {(slip)}{(cover)} +slipcovers {(slip)}{(cover)} +slipknot {(slip)}{(knot)} +slipknots {(slip)}{(knot)} +slipover {(slip)}{(over)} +slipovers {(slip)}{(over)} +slippage {(slip)}>age> +slipped {(slip)} +slipper {(slip)}>er> +slippered {(slip)}>er> +slipperier {(slip)}>er>>y>>er> +slipperiest {(slip)}>er>>y>>est> +slipperiness {(slip)}>er>>y>>ness> +slippers {(slip)}>er> +slippery {(slip)}>er>>y> +slipping {(slip)} +slippy {(slip)}>y> +slips {(slip)} +slipshod {(slip)}{(shod)} +slipstream {(slip)}{(stream)} +slipstreams {(slip)}{(stream)} +slipway {(slip)}{(way)} +slipways {(slip)}{(way)} +slit {(slit)} +slither {(slither)} +slithered {(slither)} +slithering {(slither)} +slithers {(slither)} +slithery {(slither)}>y> +slits {(slit)} +slitting {(slit)} +sliver {(sliver)} +slivered {(sliver)} +slivering {(sliver)} +slivers {(sliver)} +slivovitz {(slivovitz)} +sloan {(sloan)} +slob {(slob)} +slobber {(slobber)} +slobbered {(slobber)} +slobbering {(slobber)} +slobbers {(slobber)} +slobs {(slob)} +sloe {(sloe)} +sloes {(sloe)} +slog {(slog)} +slogan {(slogan)} +slogans {(slogan)} +slogged {(slog)} +slogger {(slog)}>er> +sloggers {(slog)}>er> +slogging {(slog)} +slogs {(slog)} +sloop {(sloop)} +sloops {(sloop)} +slop {(slop)} +slope {(slope)} +slope's {(slope)} +sloped {(slope)} +slopes {(slope)} +sloping {(slope)} +slopingly {(slope)}>ly> +slopped {(slop)} +sloppier {(slop)}>y>>er> +sloppiest {(slop)}>y>>est> +sloppily {(slop)}>y>>ly> +sloppiness {(slop)}>y>>ness> +slopping {(slop)} +sloppy {(slop)}>y> +slops {(slop)} +slosh {(slosh)} +sloshed {(slosh)} +sloshes {(slosh)} +sloshing {(slosh)} +slot {(slot)} +sloth {(sloth)} +slothful {(sloth)}>ful> +slothfully {(sloth)}>ful>>ly> +slothfulness {(sloth)}>ful>>ness> +sloths {(sloth)} +slots {(slot)} +slotted {(slot)} +slotting {(slot)} +slouch {(slouch)} +slouched {(slouch)} +slouches {(slouch)} +slouching {(slouch)} +slouchingly {(slouch)}>ly> +slough {(slough)} +sloughs {(slough)} +sloven {(sloven)} +slovenlier {(sloven)}>ly>>er> +slovenliness {(sloven)}>ly>>ness> +slovenly {(sloven)}>ly> +slovens {(sloven)} +slow {(slow)} +slowcoach {(slow)}{(coach)} +slowcoaches {(slow)}{(coach)} +slowed {(slow)} +slower {(slow)}>er> +slowest {(slow)}>est> +slowing {(slow)} +slowly {(slow)}>ly> +slowness {(slow)}>ness> +slows {(slow)} +slowworm {(slow)}{(worm)} +slowworms {(slow)}{(worm)} +sludge {(sludge)} +slug {(slug)} +sluggard {(sluggard)} +sluggards {(sluggard)} +slugged {(slug)} +slugging {(slug)} +sluggish {(slug)}>ish> +sluggishly {(slug)}>ish>>ly> +sluggishness {(slug)}>ish>>ness> +slugs {(slug)} +sluice {(sluice)} +sluiced {(sluice)} +sluices {(sluice)} +sluicing {(sluice)} +slum {(slum)} +slumber {(slumber)} +slumbered {(slumber)} +slumberer {(slumber)}>er> +slumberers {(slumber)}>er> +slumbering {(slumber)} +slumberous {(slumber)}>ious> +slumbers {(slumber)} +slumbrous {(slumber)>ious>} +slummed {(slum)} +slummier {(slum)}>y>>er> +slummiest {(slum)}>y>>est> +slumming {(slum)} +slummy {(slum)}>y> +slump {(slump)} +slumped {(slump)} +slumping {(slump)} +slumps {(slump)} +slums {(slum)} +slung {(slung)} +slunk {(slunk)} +slur {(slur)} +slurp {(slurp)} +slurped {(slurp)} +slurping {(slurp)} +slurps {(slurp)} +slurred {(slur)} +slurring {(slur)} +slurry {(slurry)} +slurs {(slur)} +slush {(slush)} +slushier {(slush)}>y>>er> +slushiest {(slush)}>y>>est> +slushy {(slush)}>y> +slut {(slut)} +sluts {(slut)} +sluttish {(slut)}>ish> +sly {(sly)} +slyer {(sly)}>er> +slyest {(sly)}>est> +slyly {(sly)}>ly> +slyness {(sly)}>ness> +smack {(smack)} +smacked {(smack)} +smacker {(smack)}>er> +smackers {(smack)}>er> +smacking {(smack)} +smackings {(smack)} +smacks {(smack)} +small {(small)} +smaller {(small)}>er> +smallest {(small)}>est> +smallholder {(small)}{(hold)}>er> +smallholders {(small)}{(hold)}>er> +smallholding {(small)}{(hold)} +smallholdings {(small)}{(hold)} +smallish {(small)}>ish> +smallness {(small)}>ness> +smallpox {(small)}{(pox)} +smalls {(small)} +smalltime {(small)}{(time)} +smarmier {(smarm)}>y>>er> +smarmiest {(smarm)}>y>>est> +smarmy {(smarm)}>y> +smart {(smart)} +smarted {(smart)} +smarter {(smart)}>er> +smartest {(smart)}>est> +smarting {(smart)} +smartly {(smart)}>ly> +smartness {(smart)}>ness> +smarts {(smart)} +smash {(smash)} +smashed {(smash)} +smasher {(smash)}>er> +smashers {(smash)}>er> +smashes {(smash)} +smashing {(smash)} +smattering {(smatter)} +smatterings {(smatter)} +smear {(smear)} +smeared {(smear)} +smearing {(smear)} +smears {(smear)} +smell {(smell)} +smelled {(smell)} +smellier {(smell)}>y>>er> +smelliest {(smell)}>y>>est> +smelliness {(smell)}>y>>ness> +smelling {(smell)} +smells {(smell)} +smelly {(smell)}>y> +smelt {(smelt)} +smelted {(smelt)} +smelting {(smelt)} +smelts {(smelt)} +smile {(smile)} +smiled {(smile)} +smiles {(smile)} +smiling {(smile)} +smilingly {(smile)}>ly> +smirch {(smirch)} +smirched {(smirch)} +smirches {(smirch)} +smirching {(smirch)} +smirk {(smirk)} +smirked {(smirk)} +smirking {(smirk)} +smirks {(smirk)} +smite {(smite)} +smites {(smite)} +smith {(smith)} +smithereens {(smithereens)} +smithies {(smith)}>y> +smiths {(smith)} +smithy {(smith)}>y> +smiting {(smite)} +smitten {(smit)}>en> +smock {(smock)} +smocking {(smock)} +smocks {(smock)} +smog {(smog)} +smogs {(smog)} +smoke {(smoke)} +smoked {(smoke)} +smokehouse {(smoke)}{(house)} +smokeless {(smoke)}>less> +smoker {(smoke)}>er> +smokers {(smoke)}>er> +smokes {(smoke)} +smokescreen {(smoke)}{(screen)} +smokescreens {(smoke)}{(screen)} +smokestack {(smoke)}{(stack)} +smokestacks {(smoke)}{(stack)} +smokier {(smoke)}>y>>er> +smokiest {(smoke)}>y>>est> +smokiness {(smoke)}>y>>ness> +smoking {(smoke)} +smoky {(smoke)}>y> +smoldered {(smolder)} +smoldering {(smolder)} +smolders {(smolder)} +smooch {(smooch)} +smooched {(smooch)} +smoocher {(smooch)}>er> +smoochers {(smooch)}>er> +smooches {(smooch)} +smoochier {(smooch)}>y>>er> +smooching {(smooch)} +smoochy {(smooch)}>y> +smooth {(smooth)} +smoothbore {(smooth)}{(bore)} +smoothed {(smooth)} +smoother {(smooth)}>er> +smoothest {(smooth)}>est> +smoothie {(smooth)}>y> +smoothies {(smooth)}>y> +smoothing {(smooth)} +smoothly {(smooth)}>ly> +smoothness {(smooth)}>ness> +smooths {(smooth)} +smorgasbord {(smorgasbord)} +smote {(smote)} +smother {(smother)} +smothered {(smother)} +smothering {(smother)} +smothers {(smother)} +smoulder {(smoulder)} +smouldered {(smoulder)} +smouldering {(smoulder)} +smoulders {(smoulder)} +smudge {(smudge)} +smudged {(smudge)} +smudges {(smudge)} +smudgier {(smudge)}>y>>er> +smudgiest {(smudge)}>y>>est> +smudging {(smudge)} +smudgy {(smudge)}>y> +smug {(smug)} +smugger {(smug)}>er> +smuggest {(smug)}>est> +smuggle {(smuggle)} +smuggled {(smuggle)} +smuggler {(smuggle)}>er> +smugglers {(smuggle)}>er> +smuggles {(smuggle)} +smuggling {(smuggle)} +smugly {(smug)}>ly> +smugness {(smug)}>ness> +smut {(smut)} +smuts {(smut)} +smutted {(smut)} +smuttier {(smut)}>y>>er> +smuttiest {(smut)}>y>>est> +smuttily {(smut)}>y>>ly> +smuttiness {(smut)}>y>>ness> +smutty {(smut)}>y> +snack {(snack)} +snacked {(snack)} +snacking {(snack)} +snacks {(snack)} +snaffle {(snaffle)} +snaffled {(snaffle)} +snaffles {(snaffle)} +snaffling {(snaffle)} +snag {(snag)} +snagged {(snag)} +snagging {(snag)} +snags {(snag)} +snail {(snail)} +snail's {(snail)} +snails {(snail)} +snake {(snake)} +snakebite {(snake)}{(bite)} +snaked {(snake)} +snakes {(snake)} +snakier {(snake)}>y>>er> +snakiest {(snake)}>y>>est> +snaking {(snake)} +snaky {(snake)}>y> +snap {(snap)} +snapdragon {(snap)}{(dragon)} +snapdragons {(snap)}{(dragon)} +snapped {(snap)} +snapper {(snap)}>er> +snappers {(snap)}>er> +snappier {(snap)}>y>>er> +snappiest {(snap)}>y>>est> +snappily {(snap)}>y>>ly> +snapping {(snap)} +snappish {(snap)}>ish> +snappishly {(snap)}>ish>>ly> +snappishness {(snap)}>ish>>ness> +snappy {(snap)}>y> +snaps {(snap)} +snapshot {(snap)}{(shot)} +snapshots {(snap)}{(shot)} +snare {(snare)} +snared {(snare)} +snares {(snare)} +snaring {(snare)} +snarl {(snarl)} +snarled {(snarl)} +snarling {(snarl)} +snarls {(snarl)} +snatch {(snatch)} +snatched {(snatch)} 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{(sniff)} +sniffle {(sniffle)} +sniffled {(sniffle)} +sniffler {(sniffle)}>er> +snifflers {(sniffle)}>er> +sniffles {(sniffle)} +sniffling {(sniffle)} +sniffs {(sniff)} +sniffy {(sniff)}>y> +snifter {(snift)>er>} +snifters {(snift)>er>} +snigger {(snigger)} +sniggered {(snigger)} +sniggering {(snigger)} +sniggers {(snigger)} +snip {(snip)} +snipe {(snipe)} +sniped {(snipe)} +sniper {(snipe)}>er> +snipers {(snipe)}>er> +snipes {(snipe)} +sniping {(snipe)} +snipped {(snip)} +snippet {(snip)}>et> +snippets {(snip)}>et> +snipping {(snip)} +snippings {(snip)} +snippy {(snip)}>y> +snips {(snip)} +snitch {(snitch)} +snitched {(snitch)} +snitches {(snitch)} +snitching {(snitch)} +snivel {(snivel)} +snivelings {(snivel)} +snivelled {(snivel)} +sniveller {(snivel)}>er> +snivellers {(snivel)}>er> +snivelling {(snivel)} +snivels {(snivel)} +snob {(snob)} +snobbery {(snob)}>ory> +snobbier {(snob)}>y>>er> +snobbiest {(snob)}>y>>est> +snobbish {(snob)}>ish> +snobbishly {(snob)}>ish>>ly> +snobbishness 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+somersaulted {(somersault)} +somersaulting {(somersault)} +somersaults {(somersault)} +somerset {(somerset)} +something {(some)}{(thing)} +sometime {(some)}{(time)} +sometimes {(some)}{(time)} +somewhat {(some)}{(what)} +somewhere {(some)}{(where)} +somnambulate {(somn)(amble)>ate>} +somnambulated {(somn)(amble)>ate>} +somnambulates {(somn)(amble)>ate>} +somnambulating {(somn)(amble)>ate>} +somnambulism {(somn)(amble)>ism>} +somnambulist {(somn)(amble)>ist>} +somnambulists {(somn)(amble)>ist>} +somnolence {(somn)>ance>} +somnolent {(somn)>olent>} +somnolently {(somn)>olent>}>ly> +son {(sono)} +son's {(sono)} +sonant {(sono)>ant>} +sonar {(sono)>ar>} +sonata {(sonata)} +sonatas {(sonata)} +song {(song)} +song's {(song)} +songbird {(song)}{(bird)} +songbirds {(song)}{(bird)} +songbook {(song)}{(book)} +songbooks {(song)}{(book)} +songful {(song)}>ful> +songs {(song)} +songster {(song)}>ster> +songsters {(song)}>ster> +songstress {(song)}(stress) +songstresses {(song)}(stress) +sonic {(sono)>ic>} +sonnet {(sonnet)} +sonnets {(sonnet)} +sonogram {(sono)(gram)} +sonorities {(sonority)} +sonority {(sonority)} +sonorous {(sonorous)} +sonorously {(sonorous)}>ly> +sons {(sono)} +soon {(soon)} +sooner {(soon)}>er> +soonest {(soon)}>est> +soot {(soot)} +sooted {(soot)} +soothe {(soothe)} +soothed {(soothe)} +soothes {(soothe)} +soothing {(soothe)} +soothingly {(soothe)}>ly> +soothsayer {(sooth)}{(say)}>er> +soothsayers {(sooth)}{(say)}>er> +sootier {(soot)}>y>>er> +sootiest {(soot)}>y>>est> +sooting {(soot)} +sooty {(soot)}>y> +sop {(sop)} +sophism {(soph)>ism>} +sophisms {(soph)>ism>} +sophist {(soph)>ist>} +sophisticate {(soph)>ist>>ic>>ate>} +sophisticated {(soph)>ist>>ic>>ate>} +sophisticates {(soph)>ist>>ic>>ate>} +sophisticating {(soph)>ist>>ic>>ate>} +sophistication {(soph)>ist>>ic>>ate>}>ion> +sophistries {(soph)>ist>>ory>} +sophistry {(soph)>ist>>ory>} +sophists {(soph)>ist>} +sophomore {(sophomore)} +sophomores {(sophomore)} +soporific {(soporific)} 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{(sortie)} +sorties {(sortie)} +sorting {(sort)} +sorts {(sort)} +sot {(sot)} +sots {(sot)} +sottish {(sot)}>ish> +sottishly {(sot)}>ish>>ly> +sottishness {(sot)}>ish>>ness> +sou {(sou)} +souffle {(souffle)} +souffles {(souffle)} +sough {(sough)} +soughed {(sough)} +soughing {(sough)} +soughs {(sough)} +sought {(sought)} +soul {(soul)} +soul's {(soul)} +soulful {(soul)}>ful> +soulfully {(soul)}>ful>>ly> +soulfulness {(soul)}>ful>>ness> +soulless {(soul)}>less> +soullessly {(soul)}>less>>ly> +soullessness {(soul)}>less>>ness> +souls {(soul)} +sound {(sound)} +sounded {(sound)} +sounder {(sound)}>er> +soundest {(sound)}>est> +sounding {(sound)} +soundings {(sound)} +soundless {(sound)}>less> +soundlessly {(sound)}>less>>ly> +soundly {(sound)}>ly> +soundness {(sound)}>ness> +soundproof {(sound)}{(proof)} +soundproofed {(sound)}{(proof)} +soundproofing {(sound)}{(proof)} +soundproofs {(sound)}{(proof)} +sounds {(sound)} +soundtrack {(sound)}{(track)} +soundtracks {(sound)}{(track)} +soup {(soup)} +soupcon {(soupcon)} +sour {(sour)} +source {(source)} +sources {(source)} +sourdough {(sour)}{(dough)} +sourdoughs {(sour)}{(dough)} +soured {(sour)} +sourer {(sour)}>er> +sourest {(sour)}>est> +souring {(sour)} +sourly {(sour)}>ly> +sourness {(sour)}>ness> +sourpuss {(sour)}{(puss)} +sourpusses {(sour)}{(puss)} +sours {(sour)} +sousaphone {(sousa)(phon)} +sousaphones {(sousa)(phon)} +souse {(souse)} +soused {(souse)} +souses {(souse)} +sousing {(souse)} +soutane {(soutane)} +soutanes {(soutane)} +south {(south)} +southbound {(south)}{(bound)} +southeast {(south)}{(east)} +southeaster {(south)}{(east)}>er> +southeasterly {(south)}{(east)}>er>>ly> +southeastern {(south)}{(east)}>ern> +southeasters {(south)}{(east)}>er> +southeastward {(south)}{(east)}>ward> +southeastwards {(south)}{(east)}>ward> +southerly {(south)}>er>>ly> +southern {(south)}>ern> +southerner {(south)}>ern>>er> +southerners {(south)}>ern>>er> +southernmost {(south)}>ern>>most> +southpaw {(south)}{(paw)} 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{(space)}{(suit)} +spacesuits {(space)}{(suit)} +spacing {(space)} +spacings {(space)} +spacious {(space)}>ious> +spaciously {(space)}>ious>>ly> +spaciousness {(space)}>ious>>ness> +spade {(spade)} +spaded {(spade)} +spadeful {(spade)}>ful> +spadefuls {(spade)}>ful> +spades {(spade)} +spadework {(spade)}{(work)} +spading {(spade)} +spaghetti {(spaghetti)} +spake {(spake)} +spam {(spam)} +span {(spain)} +spangle {(spangle)} +spangled {(spangle)} +spangles {(spangle)} +spangling {(spangle)} +spaniel {(spaniel)} +spaniels {(spaniel)} +spank {(spank)} +spanked {(spank)} +spanking {(spank)} +spankings {(spank)} +spanks {(spank)} +spanned {(spain)} +spanner {(spanner)} +spanners {(spanner)} +spanning {(spain)} +spans {(spain)} +spar {(spar)} +spare {(spare)} +spared {(spare)} +sparely {(spare)}>ly> +spareness {(spare)}>ness> +sparer {(spare)}>er> +spares {(spare)} +sparest {(spare)}>est> +sparing {(spare)} +sparingly {(spare)}>ly> +spark {(spark)} +sparked {(spark)} +sparking {(spark)} +sparkle {(sparkle)} +sparkled {(sparkle)} +sparkler {(sparkle)}>er> +sparklers {(sparkle)}>er> +sparkles {(sparkle)} +sparkling {(sparkle)} +sparks {(spark)} +sparred {(spar)} +sparring {(spar)} +sparrow {(sparrow)} +sparrow's {(sparrow)} +sparrows {(sparrow)} +spars {(spar)} +sparse {(sparse)} +sparsely {(sparse)}>ly> +sparseness {(sparse)}>ness> +sparser {(sparse)}>er> +sparsest {(sparse)}>est> +sparsity {(sparse)}>ity> +spas {(spa)} +spasm {(spasm)} +spasmodic {(spasmodic)} +spasmodically {(spasmodic)}>ly> +spasms {(spasm)} +spastic {(spastic)} +spastics {(spastic)} +spat {(spat)} +spatchcock {(spatchcock)} +spatchcocked {(spatchcock)} +spatchcocking {(spatchcock)} +spatchcocks {(spatchcock)} +spate {(spate)} +spatial {(space)}>al> +spatially {(space)}>al>>ly> +spats {(spat)} +spatter {(spatter)} +spattered {(spatter)} +spattering {(spatter)} +spatters {(spatter)} +spatula {(spatula)} +spatulas {(spatula)} +spavin {(spavin)} +spawn {(spawn)} +spawned {(spawn)} +spawning {(spawn)} +spawns {(spawn)} +spay {(spay)} +spayed {(spay)} +spaying {(spay)} +spays {(spay)} +speak {(speak)} +speakable {(speak)}>able> +speakeasies {(speak)}{(ease)}>y> +speakeasy {(speak)}{(ease)}>y> +speaker {(speak)}>er> +speaker's {(speak)}>er> +speakers {(speak)}>er> +speakership {(speak)}>er>>ship> +speakerships {(speak)}>er>>ship> +speaking {(speak)} +speaks {(speak)} +spear {(spear)} +speared {(spear)} +spearhead {(spear)}{(head)} +spearheaded {(spear)}{(head)} +spearheading {(spear)}{(head)} +spearheads {(spear)}{(head)} +spearing {(spear)} +spearmint {(spearmint)} +spears {(spear)} +spec {(spec)} +special {(special)} +specialist {(special)}>ist> +specialists {(special)}>ist> +specialities {(special)}>ity> +speciality {(special)}>ity> +specialization {(special)}>ize>>ion> +specializations {(special)}>ize>>ion> +specialize {(special)}>ize> +specialized {(special)}>ize> +specializes {(special)}>ize> +specializing {(special)}>ize> +specially {(special)}>ly> +specials {(special)} 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{(spectr)>al>} +spectrally {(spectr)>al>}>ly> +spectre {(spectr)} +spectres {(spectr)} +spectrometer {(spectr)(meter)} +spectrometric {(spectr)(meter)>ic>} +spectroscope {(spectr)(scope)} +spectroscopes {(spectr)(scope)} +spectroscopic {(spectr)(scope)}>ic> +spectroscopy {(spectr)(scope)}>y> +spectrum {(spectr)>ium>} +speculate {(specul)>ate>} +speculated {(specul)>ate>} +speculates {(specul)>ate>} +speculating {(specul)>ate>} +speculation {(specul)>ate>}>ion> +speculations {(specul)>ate>}>ion> +speculative {(specul)>ate>}>ive> +speculatively {(specul)>ate>}>ive>>ly> +speculator {(specul)>ate>}>or> +speculators {(specul)>ate>}>or> +sped {(sped)} +speech {(speech)} +speeches {(speech)} +speechified {(speech)}>ify> +speechifies {(speech)}>ify> +speechify {(speech)}>ify> +speechifying {(speech)}>ify> +speechless {(speech)}>less> +speechlessly {(speech)}>less>>ly> +speechlessness {(speech)}>less>>ness> +speed {(speed)} +speedboat {(speed)}{(boat)} +speedboats {(speed)}{(boat)} +speeded {(speed)} +speedier {(speed)}>y>>er> +speediest {(speed)}>y>>est> +speedily {(speed)}>y>>ly> +speediness {(speed)}>y>>ness> +speeding {(speed)} +speedo {(speed)}>o> +speedometer {(speed)}(meter) +speedometers {(speed)}(meter) +speedos {(speed)}>o> +speeds {(speed)} +speedup {(speed)}{(up)} +speedway {(speed)}{(way)} +speedways {(speed)}{(way)} +speedwell {(speedwell)} +speedwells {(speedwell)} +speedy {(speed)}>y> +speleologist {(speleo)(log)>ist>} +speleologists {(speleo)(log)>ist>} +speleology {(speleo)(log)>y>} +spell {(spell)} +spellbind {(spell)}{(bind)} +spellbinder {(spell)}{(bind)}>er> +spellbinders {(spell)}{(bind)}>er> +spellbinding {(spell)}{(bind)} +spellbinds {(spell)}{(bind)} +spellbound {(spell)}{(bound)} +spelled {(spell)} +speller {(spell)}>er> +spellers {(spell)}>er> +spelling {(spell)} +spellings {(spell)} +spells {(spell)} +spelt {(spelt)} +spend {(spend)} +spender {(spend)}>er> +spenders {(spend)}>er> +spending {(spend)} +spends {(spend)} +spendthrift {(spend)}{(thrift)} +spendthrifts {(spend)}{(thrift)} +spent {(spent)} +sperm {(sperm)} +spermatozoon {(spermatozoon)} +sperms {(sperm)} +spew {(spew)} +spewed {(spew)} +spewing {(spew)} +spews {(spew)} +sphagnum {(sphagnum)} +sphagnums {(sphagnum)} +sphere {(sphere)} +spheres {(sphere)} +spherical {(sphere)}>ic>>al> +spheroid {(sphere)}>oid> +spheroids {(sphere)}>oid> +sphincter {(sphincter)} +sphincters {(sphincter)} +sphinx {(sphinx)} +sphinxes {(sphinx)} +spice {(spice)} +spiced {(spice)} +spices {(spice)} +spicier {(spice)}>y>>er> +spiciest {(spice)}>y>>est> +spicily {(spice)}>y>>ly> +spiciness {(spice)}>y>>ness> +spicing {(spice)} +spicy {(spice)}>y> +spider {(spider)} +spiders {(spider)} +spidery {(spider)}>y> +spied {(spy)} +spiel {(spiel)} +spieled {(spiel)} +spieling {(spiel)} +spiels {(spiel)} +spies {(spy)} +spigot {(spigot)} +spigots {(spigot)} +spike {(spike)} +spiked {(spike)} +spikenard {(spikenard)} +spikes {(spike)} +spikier {(spike)}>y>>er> +spikiest {(spike)}>y>>est> +spiking {(spike)} +spiky {(spike)}>y> +spill {(spill)} +spilled {(spill)} +spilling {(spill)} +spillover {(spill)}{(over)} +spillovers {(spill)}{(over)} +spills {(spill)} +spilt {(spill)>t>} +spin {(spin)} +spinach {(spinach)} +spinal {(spine)}>al> +spindle {(spindle)} +spindles {(spindle)} +spindlier {(spindle)}>y>>er> +spindliest {(spindle)}>y>>est> +spindly {(spindle)}>y> +spindrift {(spin)}{(drift)} +spine {(spine)} +spineless {(spine)}>less> +spinelessly {(spine)}>less>>ly> +spinelessness {(spine)}>less>>ness> +spines {(spine)} +spinier {(spine)}>y>>er> +spiniest {(spine)}>y>>est> +spinnaker {(spinnaker)} +spinnakers {(spinnaker)} +spinner {(spin)}>er> +spinners {(spin)}>er> +spinney {(spinney)} +spinneys {(spinney)} +spinning {(spin)} +spins {(spin)} +spinster {(spinster)} +spinsterhood {(spinster)}>hood> +spinsters {(spinster)} +spiny {(spine)}>y> +spiral {(spiral)} +spiraled {(spiral)} +spiraling {(spiral)} +spiralled {(spiral)} +spiralling {(spiral)} +spirals {(spiral)} +spire {(spir)} +spires {(spir)} +spirit {(spirit)} +spirited {(spirit)} +spiriting {(spirit)} +spiritless {(spirit)}>less> +spiritlessly {(spirit)}>less>>ly> +spiritlessness {(spirit)}>less>>ness> +spirits {(spirit)} +spiritual {(spirit)}>al> +spiritualism {(spirit)}>al>>ism> +spiritualist {(spirit)}>al>>ist> +spiritualistic {(spirit)}>al>>ist>>ic> +spiritualists {(spirit)}>al>>ist> +spirituality {(spirit)}>al>>ity> +spiritualization {(spirit)}>al>>ize>>ion> +spiritualize {(spirit)}>al>>ize> +spiritualized {(spirit)}>al>>ize> +spiritualizes {(spirit)}>al>>ize> +spiritualizing {(spirit)}>al>>ize> +spiritually {(spirit)}>al>>y> +spirituals {(spirit)}>al> +spirituous {(spirit)}>ious> +spit {(spit)} +spite {(spite)} +spited {(spite)} +spiteful {(spite)}>ful> +spitefully {(spite)}>ful>>ly> +spitefulness {(spite)}>ful>>ness> +spites {(spite)} +spitfire {(spit)}{(fire)} +spitfires {(spit)}{(fire)} +spiting {(spite)} +spits {(spit)} +spitting {(spit)} +spittle {(spittle)} +spittoon {(spit)>oon>} +spittoons {(spit)>oon>} +spiv {(spiv)} +spivs {(spiv)} +spivvier {(spiv)}{(vie)}>er> +splash {(splash)} +splashdown {(splash)}{(down)} +splashdowns {(splash)}{(down)} +splashed {(splash)} +splashes {(splash)} +splashier {(splash)}>y>>er> +splashing {(splash)} +splashy {(splash)}>y> +splat {(splat)} +splatter {(splatter)} +splattered {(splatter)} +splattering {(splatter)} +splatters {(splatter)} +splay {(splay)} +splayed {(splay)} +splayfeet {(splay)}{(feet)} +splayfoot {(splay)}{(foot)} +splayfooted {(splay)}{(foot)} +splaying {(splay)} +splays {(splay)} +spleen {(spleen)} +spleens {(spleen)} +splendid {(splendid)} +splendidly {(splendid)}>ly> +splendiferous {(splendiferous)} +splendor {(splendor)} +splendour {(splendor)} +splenetic {(splenetic)} +splice {(splice)} +spliced {(splice)} +splicer {(splice)}>er> +splicers {(splice)}>er> +splices {(splice)} +splicing {(splice)} +splint {(splint)} +splinter {(splint)}>er> +splintered {(splint)}>er> +splintering {(splint)}>er> +splinters {(splint)}>er> +splintery {(splint)}>er>>y> +splinting {(splint)} +splints {(splint)} +split {(split)} +splits {(split)} +splitting {(split)} +splodge {(splodge)} +splodged {(splodge)} +splodges {(splodge)} +splodging {(splodge)} +splotch {(splotch)} +splotched {(splotch)} +splotches {(splotch)} +splotchier {(splotch)}>y>>er> +splotchiest {(splotch)}>y>>est> +splotching {(splotch)} +splotchy {(splotch)}>y> +splurge {(splurge)} +splurged {(splurge)} +splurges {(splurge)} +splutter {(splutter)} +spluttered {(splutter)} +spluttering {(splutter)} +splutters {(splutter)} +spoil {(spoil)} +spoilage {(spoil)}>age> +spoiled {(spoil)} +spoiler {(spoil)}>er> +spoilers {(spoil)}>er> +spoiling {(spoil)} +spoils {(spoil)} +spoilsport {(spoil)}{(sport)} +spoilsports {(spoil)}{(sport)} +spoilt {(spoil)>t>} +spoke {(spoke)} +spoken {(spoke)}>en> +spokes {(spoke)} +spokesman {(spoke)(man)} +spokesmen {(spoke)(men)} +spokeswoman {(spoke)(woman)} +spokeswomen {(spoke)(women)} +spoliation {(spoil)}>ion> +sponge {(sponge)} +sponged {(sponge)} +sponger {(sponge)}>er> +spongers {(sponge)}>er> +sponges {(sponge)} +spongier {(sponge)}>y>>er> +spongiest {(sponge)}>y>>est> +sponginess {(sponge)}>y>>ness> +sponging {(sponge)} +spongy {(sponge)}>y> +sponsor {(sponsor)} +sponsor's {(sponsor)} +sponsored {(sponsor)} +sponsoring {(sponsor)} +sponsors {(sponsor)} +sponsorship {(sponsor)}>ship> +spontaneity {(spontane)>ity>} +spontaneous {(spontane)>ious>} +spontaneously {(spontane)>ious>}>ly> +spontaneousness {(spontane)>ious>}>ness> +spoof {(spoof)} +spoofed {(spoof)} +spoofing {(spoof)} +spoofs {(spoof)} +spook {(spook)} +spooked {(spook)} +spookier {(spook)}>y>>er> +spookiest {(spook)}>y>>est> +spooking {(spook)} +spooks {(spook)} +spooky {(spook)}>y> +spool {(spool)} +spools {(spool)} +spoon {(spoon)} +spooned {(spoon)} +spoonerism {(spooner)}>ism> +spoonerisms {(spooner)}>ism> +spoonfed {(spoon)}{(fed)} +spoonfeed {(spoon)}{(feed)} +spoonfeeding {(spoon)}{(feed)} +spoonfeeds {(spoon)}{(feed)} +spoonful {(spoon)}>ful> +spoonfuls {(spoon)}>ful> +spooning {(spoon)} +spoons {(spoon)} +spoor {(spoor)} +spoors {(spoor)} +sporadic {(sporadic)} +sporadically {(sporadic)}>ly> +spore {(spor)} +spores {(spor)} +sporran {(sporran)} +sporrans {(sporran)} +sport {(sport)} +sported {(sport)} +sportier {(sport)}>y>>er> +sportiest {(sport)}>y>>est> +sportiness {(sport)}>y>>ness> +sporting {(sport)} +sportingly {(sport)}>ly> +sportive {(sport)}>ive> +sportively {(sport)}>ive>>ly> +sportiveness {(sport)}>ive>>ness> +sports {(sport)} +sportsman {(sport)}(man) +sportsmanlike {(sport)}(man){(like)} +sportsmanship {(sport)}(man)>ship> +sportsmen {(sport)}(men) +sportsmen's {(sport)}(men) +sportswoman {(sport)}(woman) +sportswomen {(sport)}(women) +sportswriter {(sport)}{(write)}>er> +sporty {(sport)}>y> +spot {(spot)} +spotless {(spot)}>less> +spotlessly {(spot)}>less>>ly> +spotlessness {(spot)}>less>>ness> +spotlight {(spot)}{(light)} +spotlighted {(spot)}{(light)} +spotlighting {(spot)}{(light)} +spotlights {(spot)}{(light)} +spots {(spot)} +spotted {(spot)} +spotter {(spot)}>er> +spotters {(spot)}>er> +spottier {(spot)}>y>>er> +spottiest {(spot)}>y>>est> +spotting {(spot)} +spotty {(spot)}>y> +spouse {(spouse)} +spouses {(spouse)} +spout {(spout)} +spouted {(spout)} +spouter {(spout)}>er> +spouters {(spout)}>er> +spouting {(spout)} +spouts {(spout)} +sprain {(sprain)} +sprained {(sprain)} +spraining {(sprain)} +sprains {(sprain)} +sprang {(sprang)} +sprat {(sprat)} +sprats {(sprat)} +sprawl {(sprawl)} +sprawled {(sprawl)} +sprawling {(sprawl)} +sprawls {(sprawl)} +spray {(spray)} +sprayed {(spray)} +sprayer {(spray)}>er> +sprayers {(spray)}>er> +spraying {(spray)} +sprays {(spray)} +spread {(spread)} +spreadable {(spread)}>able> +spreader {(spread)}>er> +spreaders {(spread)}>er> +spreading {(spread)} +spreads {(spread)} +spree {(spree)} +sprees {(spree)} +sprig {(sprig)} +sprightlier {(sprightly)}>er> +sprightliest {(sprightly)}>est> +sprightliness {(sprightly)}>ness> +sprightly {(sprightly)} +sprigs {(sprig)} +spring {(spring)} +springboard {(spring)}{(board)} +springboards {(spring)}{(board)} +springbok {(spring)(bok)} +springboks {(spring)(bok)} +springier {(spring)}>y>>er> +springiest {(spring)}>y>>est> +springing {(spring)} +springless {(spring)}>less> +springlike {(spring)}{(like)} +springs {(spring)} +springtime {(spring)}{(time)} +springtimes {(spring)}{(time)} +springy {(spring)}>y> +sprinkle {(sprinkle)} +sprinkled {(sprinkle)} +sprinkler {(sprinkle)}>er> +sprinklers {(sprinkle)}>er> +sprinkles {(sprinkle)} +sprinkling {(sprinkle)} +sprinklings {(sprinkle)} +sprint {(sprint)} +sprinted {(sprint)} +sprinter {(sprint)}>er> +sprinters {(sprint)}>er> +sprinting {(sprint)} +sprints {(sprint)} +sprit {(sprit)} +sprite {(sprite)} +sprites {(sprite)} +sprits {(sprit)} +sprocket {(sprocket)} +sprockets {(sprocket)} +sprout {(sprout)} +sprouted {(sprout)} +sprouting {(sprout)} +sprouts {(sprout)} +spruce {(spruce)} +spruced {(spruce)} +sprucely {(spruce)}>ly> +spruceness {(spruce)}>ness> +spruces {(spruce)} +sprucing {(spruce)} +sprung {(sprung)} +spry {(spry)} +spryer {(spry)}>er> +spryest {(spry)}>est> +spryly {(spry)}>ly> +spryness {(spry)}>ness> +spud {(spud)} +spuds {(spud)} +spume {(spume)} +spun {(spun)} +spunk {(spunk)} +spunkier {(spunk)}>y>>er> +spunky {(spunk)}>y> +spur {(spur)} +spurious {(spurious)} +spuriously {(spurious)}>ly> +spuriousness {(spurious)}>ness> +spurn {(spurn)} +spurned {(spurn)} +spurning {(spurn)} +spurns {(spurn)} +spurred {(spur)} +spurring {(spur)} +spurs {(spur)} +spurt {(spurt)} +spurted {(spurt)} +spurting {(spurt)} +spurts {(spurt)} +sputnik {(sputnik)} +sputter {(sputter)} +sputtered {(sputter)} +sputtering {(sputter)} +sputters {(sputter)} +sputum {(sputum)} +spy {(spy)} +spyglass {(spy)}{(glass)} +spyglasses {(spy)}{(glass)} +spying {(spy)} +squab {(squab)} +squabble {(squabble)} +squabbled {(squabble)} +squabbles {(squabble)} +squabbling {(squabble)} +squabs {(squab)} +squad {(squad)} +squadron {(squadron)} +squadrons {(squadron)} +squads {(squad)} +squalid {(squalid)} +squalidly {(squalid)}>ly> +squall {(squall)} +squalled {(squall)} +squaller {(squall)}>er> +squallers {(squall)}>er> +squallier {(squall)}>y>>er> +squalling {(squall)} +squalls {(squall)} +squally {(squall)}>y> +squalor {(squalor)} +squander {(squander)} +squandered {(squander)} +squanderer {(squander)}>er> +squanderers {(squander)}>er> +squandering {(squander)} +squandermania {(squander)}{(mania)} +squanders {(squander)} +square {(square)} +squared {(square)} +squarely {(square)}>ly> +squareness {(square)}>ness> +squarer {(square)}>er> +squares {(square)} +squarest {(square)}>est> +squaring {(square)} +squash {(squash)} +squashed {(squash)} +squashes {(squash)} +squashier {(squash)}>y>>er> +squashiest {(squash)}>y>>est> +squashiness {(squash)}>y>>ness> +squashing {(squash)} +squashy {(squash)}>y> +squat {(squat)} +squats {(squat)} +squatted {(squat)} +squatter {(squat)}>er> +squatter's {(squat)}>er> +squatters {(squat)}>er> +squattest {(squat)}{(test)} +squatting {(squat)} +squaw {(squaw)} +squawk {(squawk)} +squawked {(squawk)} +squawker {(squawk)}>er> +squawkers {(squawk)}>er> +squawking {(squawk)} +squawks {(squawk)} +squaws {(squaw)} +squeak {(squeak)} +squeaked {(squeak)} +squeaker {(squeak)}>er> +squeakers {(squeak)}>er> +squeakier {(squeak)}>y>>er> +squeakiest {(squeak)}>y>>est> +squeaking {(squeak)} +squeaks {(squeak)} +squeaky {(squeak)}>y> +squeal {(squeal)} +squealed {(squeal)} +squealer {(squeal)}>er> +squealers {(squeal)}>er> +squealing {(squeal)} +squeals {(squeal)} +squeamish {(squeamish)} +squeamishly {(squeamish)}>ly> +squeamishness {(squeamish)}>ness> +squeegee {(squeegee)} +squeegeed {(squeegee)} +squeegeeing {(squeegee)} +squeegees {(squeegee)} +squeeze {(squeeze)} +squeezed {(squeeze)} +squeezer {(squeeze)}>er> +squeezers {(squeeze)}>er> +squeezes {(squeeze)} +squeezing {(squeeze)} +squelch {(squelch)} +squelched {(squelch)} +squelches {(squelch)} +squelching {(squelch)} +squib {(squib)} +squibs {(squib)} +squid {(squid)} +squidgiest {(squidge)}>y>>est> +squids {(squid)} +squiffier {(squiff)}>y>>er> +squiffiest {(squiff)}>y>>est> +squiffy {(squiff)}>y> +squiggle {(squiggle)} +squiggles {(squiggle)} +squigglier {(squiggle)}>y>>er> +squiggly {(squiggle)}>y> +squint {(squint)} +squinted {(squint)} +squintier {(squint)}>y>>er> +squinting {(squint)} +squints {(squint)} +squinty {(squint)}>y> +squire {(squire)} +squired {(squire)} +squires {(squire)} +squiring {(squire)} +squirm {(squirm)} +squirmed {(squirm)} +squirming {(squirm)} +squirms {(squirm)} +squirrel {(squirrel)} +squirrels {(squirrel)} +squirt {(squirt)} +squirted {(squirt)} +squirter {(squirt)}>er> +squirters {(squirt)}>er> +squirting {(squirt)} +squirts {(squirt)} +stab {(stab)} +stabbed {(stab)} +stabber {(stab)}>er> +stabbers {(stab)}>er> +stabbing {(stab)} +stabilities {(stable)}>ity> +stability {(stable)}>ity> +stabilization {(stable)}>ize>>ion> +stabilizations {(stable)}>ize>>ion> +stabilize {(stable)}>ize> +stabilized {(stable)}>ize> +stabilizer {(stable)}>ize>>er> +stabilizers {(stable)}>ize>>er> +stabilizes {(stable)}>ize> +stabilizing {(stable)}>ize> +stable {(stable)} +stabled {(stable)} +stableman {(stable)}(man) +stabler {(stable)}>er> +stables {(stable)} +stablest {(stable)}>est> +stabling {(stable)} +stably {(stable)}>y> +stabs {(stab)} +staccato {(staccato)} +staccatos {(staccato)} +stack {(stack)} +stacked {(stack)} +stacking {(stack)} +stacks {(stack)} +stadia {(stadia)} +stadium {(stadium)} +stadiums {(stadium)} +staff {(staff)} +staff's {(staff)} +staffed {(staff)} +staffing {(staff)} +staffs {(staff)} +stag {(stag)} +stage {(stage)} +stagecoach {(stage)}{(coach)} +stagecoaches {(stage)}{(coach)} +staged {(stage)} +stager {(stage)}>er> +stagers {(stage)}>er> +stages {(stage)} +stagestruck {(stage)}{(struck)} +stagflation {(stag)(flate)}>ion> +stagger {(stagger)} +staggered {(stagger)} +staggerer {(stagger)}>er> +staggerers {(stagger)}>er> +staggering {(stagger)} +staggeringly {(stagger)}>ly> +staggers {(stagger)} +stagier {(stage)}>y>>er> +stagily {(stage)}>y>>ly> +staginess {(stage)}>y>>ness> +staging {(stage)} +stagings {(stage)} +stagnancy {(stagn)>ancy>} +stagnant {(stagn)>ant>} +stagnantly {(stagn)>ant>}>ly> +stagnate {(stagn)>ate>} +stagnated {(stagn)>ate>} +stagnates {(stagn)>ate>} +stagnating {(stagn)>ate>} +stagnation {(stagn)>ate>}>ion> +stags {(stag)} +stagy {(stage)}>y> +staid {(staid)} +staidly {(staid)}>ly> +staidness {(staid)}>ness> +stain {(stain)} +stained {(stain)} +staining {(stain)} +stainless {(stain)}>less> +stains {(stain)} +stair {(stair)} +staircase {(stair)}{(case)} +staircases {(stair)}{(case)} +stairs {(stair)} +stairway {(stair)}{(way)} +stairways {(stair)}{(way)} +stairwell {(stair)}{(well)} +stairwells {(stair)}{(well)} +stake {(stake)} +staked {(stake)} +stakeholder {(stake)}{(hold)}>er> +stakeholders {(stake)}{(hold)}>er> +stakeout {(stake)}{(out)} +stakeouts {(stake)}{(out)} +stakes {(stake)} +staking {(stake)} +stalactite {(stalactite)} +stalactites {(stalactite)} +stalagmite {(stalagmite)} +stalagmites {(stalagmite)} +stale {(stale)} +stalemate {(stale)}{(mate)} +stalemated {(stale)}{(mate)} +stalemates {(stale)}{(mate)} +stalemating {(stale)}{(mate)} +staleness {(stale)}>ness> +staler {(stale)}>er> +stalest {(stale)}>est> +stalk {(stalk)} +stalked {(stalk)} +stalker {(stalk)}>er> +stalkers {(stalk)}>er> +stalking {(stalk)} +stalks {(stalk)} +stall {(stall)} +stalled {(stall)} +stalling {(stall)} +stallings {(stall)} +stallion {(stallion)} +stallion's {(stallion)} +stallions {(stallion)} +stalls {(stall)} +stalwart {(stalwart)} +stalwartly {(stalwart)}>ly> +stalwarts {(stalwart)} +stamen {(stamen)} +stamens {(stamen)} +stamina {(stamina)} +staminate {(stamin)>ate>)} +stammer {(stammer)} +stammered {(stammer)} +stammerer {(stammer)}>er> +stammerers {(stammer)}>er> +stammering {(stammer)} +stammeringly {(stammer)}>ly> +stammers {(stammer)} +stamp {(stamp)} +stamped {(stamp)} +stampede {(stampede)} +stampeded {(stampede)} +stampedes {(stampede)} +stampeding {(stampede)} +stamping {(stamp)} +stamps {(stamp)} +stance {(stance)} +stances {(stance)} +stanch {(stanch)} +stanched {(stanch)} +stancher {(stanch)}>er> +stanches {(stanch)} +stanching {(stanch)} +stanchion {(stanchion)} +stanchions {(stanchion)} +stanchness {(stanch)}>ness> +stand {(stand)} +standard {(standard)} +standardization {(standard)}>ize>>ion> +standardizations {(standard)}>ize>>ion> +standardize {(standard)}>ize> +standardized {(standard)}>ize> +standardizes {(standard)}>ize> +standardizing {(standard)}>ize> +standards {(standard)} +standby {(stand)}{(by)} +standbys {(stand)}{(by)} +stander {(stand)}>er> +standers {(stand)}>er> +standing {(stand)} +standoffish {(stand)}{(off)}>ish> +standoffishness {(stand)}{(off)}>ish>>ness> +standpipe {(stand)}{(pipe)} +standpipes {(stand)}{(pipe)} +standpoint {(stand)}{(point)} +standpoints {(stand)}{(point)} +stands {(stand)} +standstill {(stand)}{(still)} +stank {(stank)} +stanza {(stanza)} +stanzas {(stanza)} +staple {(staple)} +stapled {(staple)} +stapler {(staple)}>er> +staplers {(staple)}>er> +staples {(staple)} +stapling {(staple)} +star {(star)} +starboard {(star)}{(board)} +starboarded {(star)}{(board)} +starboarding {(star)}{(board)} +starch {(starch)} +starched {(starch)} +starches {(starch)} +starchier {(starch)}>y>>er> +starching {(starch)} +starchy {(starch)}>y> +stardom {(star)}>dom> +stardust {(star)}{(dust)} +stare {(stare)} +stared {(stare)} +stares {(stare)} +starfish {(star)}{(fish)} +starfishes {(star)}{(fish)} +stargazer {(star)}{(gaze)}>er> +stargazers {(star)}{(gaze)}>er> +stargazing {(star)}{(gaze)} +staring {(stare)} +stark {(stark)} +starker {(stark)}>er> +starkers {(stark)>er>} +starkest {(stark)}>est> +starkly {(stark)}>ly> +starless {(star)}>less> +starlet {(star)}>let> +starlets {(star)}>let> +starlight {(star)}{(light)} +starling {(starling)} +starlings {(starling)} +starlit {(star)}{(lit)} +starred {(star)} +starrier {(star)}>y>>er> +starring {(star)} +starry {(star)}>y> +stars {(star)} +start {(start)} +started {(start)} +starter {(start)}>er> +starters {(start)}>er> +starting {(start)} +startle {(startle)} +startled {(startle)} +startles {(startle)} +startling {(startle)} +startlingly {(startle)}>ly> +starts {(start)} +startups {(start)}{(up)} +starvation {(starve)}>ion> +starve {(starve)} +starved {(starve)} +starveling {(starve)}>ling> +starvelings {(starve)}>ling> +starves {(starve)} +starving {(starve)} +stash {(stash)} +stashed {(stash)} +stashes {(stash)} +stashing {(stash)} +stasis {(stasis)} +state {(state)} +state's {(state)} +stated {(state)} +statehood {(state)}>hood> +stateless {(state)}>less> +statelessness {(state)}>less>>ness> +statelier {(state)}>ly>>er> +stateliest {(state)}>ly>>est> +stateliness {(state)}>ly>>ness> +stately {(state)}>ly> +statement {(state)}>ment> +statements {(state)}>ment> +stateroom {(state)}{(room)} +staterooms {(state)}{(room)} +states {(state)} +statesman {(state)}(man) +statesmanlike {(state)}(man){(like)} +statesmanship {(state)}(man)>ship> +statesmen {(state)}(men) +statewide {(state)}{(wide)} +static {(stat)>ic>} +statics {(stat)>ic>} +stating {(state)} +station {(stat)>ion>} +station's {(stat)>ion>} +stationary {(stat)>ion>}>ory> +stationed {(stat)>ion>} +stationer {(stat)>ion>}>er> +stationers {(stat)>ion>}>er> +stationery {(stat)>ion>>ery>} +stationing {(stat)>ion>} +stationmaster {(stat)>ion>}{(master)} +stationmasters {(stat)>ion>}{(master)} +stations {(stat)>ion>} +statistic {(statistic)} +statistical {(statistic)}>al> +statistically {(statistic)}>al>>ly> +statistician {(statistic)}>ian> +statisticians {(statistic)}>ian> +statistics {(statistics)} +statuary {(statuary)} +statue {(statue)} +statues {(statue)} +statuesque {(statue)}>esque> +statuette {(statue)}>ette> +statuettes {(statue)}>ette> +stature {(stature)} +status {(status)} +statute {(statute)} +statutes {(statute)} +statutory {(statute)}>ory> +staunch {(staunch)} +staunched {(staunch)} +stauncher {(staunch)}>er> +staunches {(staunch)} +staunchest {(staunch)}>est> +staunching {(staunch)} +staunchly {(staunch)}>ly> +staunchness {(staunch)}>ness> +stave {(stave)} +staved {(stave)} +staves {(stave)} +stay {(stay)} +stayed {(stay)} +stayer {(stay)}>er> +stayers {(stay)}>er> +staying {(stay)} +stays {(stay)} +stead {(stead)} +steadfast {(steadfast)} +steadfastly {(steadfast)}>ly> +steadfastness {(steadfast)}>ness> +steadied {(steady)} +steadier {(steady)}>er> +steadies {(steady)} +steadiest {(steady)}>est> +steadily {(steady)}>ly> +steadiness {(steady)}>ness> +steady {(steady)} +steadying {(steady)} +steak {(steak)} +steaks {(steak)} +steal {(steal)} +stealer {(steal)}>er> +stealing {(steal)} +steals {(steal)} +stealth {(stealth)} +stealthier {(stealth)}>y>>er> +stealthiest {(stealth)}>y>>est> +stealthily {(stealth)}>y>>ly> +stealthy {(stealth)}>y> +steam {(steam)} +steamboat {(steam)}{(boat)} +steamboats {(steam)}{(boat)} +steamed {(steam)} +steamer {(steam)}>er> +steamers {(steam)}>er> +steamier {(steam)}>y>>er> +steamiest {(steam)}>y>>est> +steamily {(steam)}>y>>ly> +steaming {(steam)} +steamroller {(steam)}{(roll)}>er> +steamrollered {(steam)}{(roll)}>er> +steamrollering {(steam)}{(roll)}>er> +steamrollers {(steam)}{(roll)}>er> +steams {(steam)} +steamship {(steam)}{(ship)} +steamships {(steam)}{(ship)} +steamy {(steam)}>y> +steed {(steed)} +steeds {(steed)} +steel {(steel)} +steeled {(steel)} +steelier {(steel)}>y>>er> +steeliest {(steel)}>y>>est> +steeling {(steel)} +steelmaker {(steel)}{(make)}>er> +steels {(steel)} +steelworker {(steel)}{(work)}>er> +steelworkers {(steel)}{(work)}>er> +steelworks {(steel)}{(work)} +steely {(steel)}>y> +steelyard {(steel)}{(yard)} +steelyards {(steel)}{(yard)} +steenbok {en> +steepened {(steep)}>en> +steepening {(steep)}>en> +steepens {(steep)}>en> +steeper {(steep)}>er> +steepest {(steep)}>est> +steeping {(steep)} +steepish {(steep)}>ish> +steeple {(steeple)} +steeplechase {(steeple)}{(chase)} +steeplechases {(steeple)}{(chase)} +steeplejack {(steeple)}{(jack)} +steeplejacks {(steeple)}{(jack)} +steeples {(steeple)} +steeply {(steep)}>ly> +steepness {(steep)}>ness> +steeps {(steep)} +steer {(steer)} +steerage {(steer)}>age> +steerages {(steer)}>age> +steered {(steer)} +steering {(steer)} +steers {(steer)} +steersman {(steer)}(man) +stein {(stein)} +steins {(stein)} +stellar {(stell)>ar>} +stem {(stem)} +stemmed {(stem)} +stemming {(stem)} +stems {(stem)} +stench {(stench)} +stenches {(stench)} +stencil {(stencil)} +stencilled {(stencil)} +stencilling {(stencil)} +stencils {(stencil)} +stenographer {(steno)(graph)>er>} +stenographers {(steno)(graph)>er>} +stenography {(steno)(graph)>y>} +stentorian {(stentorian)} +step {(step)} +stepbrother {(step)}{(brother)} +stepbrothers {(step)}{(brother)} +stepchild {(step)}{(child)} +stepchildren {(step)}{(child)} +stepdaughter {(step)}{(daughter)} +stepdaughters {(step)}{(daughter)} +stepfather {(step)}{(father)} +stepfathers {(step)}{(father)} +stepladder {(step)}{(ladder)} +stepladders {(step)}{(ladder)} +stepmother {(step)}{(mother)} +stepmothers {(step)}{(mother)} +steppe {(steppe)} +stepped {(step)} +steppes {(steppe)} +stepping {(step)} +steprelationship {(step)}{(relate)}>ion>>ship> +steps {(step)} +stepsister {(step)}{(sister)} +stepsisters {(step)}{(sister)} +stepson {(stepson)} +stepsons {(step)}{(sono)} +stepwise {(step)}>wise> +stereo {(stereo)} +stereophonic {(stereo)(phon)>ic>} +stereos {(stereo)} +stereoscope {(stereo)(scope)} +stereoscopes {(stereo)(scope)} +stereoscopic {(stereo)>ic>} +stereotype {(stereo)(typo)} +stereotyped {(stereo)(typo)} +stereotypes {(stereo)(typo)} +stereotyping {(stereo)(typo)} +sterile {(sterile)} +sterility {(sterile)}>ity> +sterilization {(sterile)}>ize>>ion> +sterilize {(sterile)}>ize> +sterilized {(sterile)}>ize> +sterilizes {(sterile)}>ize> +sterilizing {(sterile)}>ize> +sterling {(sterling)} +stern {(sterno)} +sterner {(sterno)}>er> +sternest {(sterno)}>est> +sternly {(sterno)}>ly> +sternness {(sterno)}>ness> +sterns {(sterno)} +sternum {(sternum)} +sternums {(sternum)} +steroid {(steroid)} +steroids {(steroid)} +stertorous {(stertorous)} +stertorously {(stertorous)}>ly> +stethoscope {(stetho)(scope)} +stethoscopes {(stetho)(scope)} +stetson {(stetson)} +stetsons {(stetson)} +stevedore {(stevedore)} +stevedores {(stevedore)} +stew {(stew)} +steward {(steward)} +stewarded {(steward)} +stewardess {(steward)}>ess> +stewardesses {(steward)}>ess> +stewarding {(steward)} +stewards {(steward)} +stewardship {(steward)}>ship> +stewed {(stew)} +stewing {(stew)} +stews {(stew)} +stick {(stick)} +sticker {(stick)}>er> +stickers {(stick)}>er> +stickier {(stick)}>y>>er> +stickiest {(stick)}>y>>est> +stickily {(stick)}>y>>ly> +stickiness {(stick)}>y>>ness> +sticking {(stick)} +stickle {(stickle)} +stickleback {(stickle)}{(back)} +sticklebacks {(stickle)}{(back)} +stickled {(stickle)} +stickler {(stickle)}>er> +sticklers {(stickle)}>er> +stickles {(stickle)} +stickling {(stickle)} +stickpin {(stick)}{(pin)} +stickpins {(stick)}{(pin)} +sticks {(stick)} +sticky {(stick)}>y> +sties {(sty)} +stiff {(stiff)} +stiffen {(stiff)}>en> +stiffened {(stiff)}>en> +stiffener {(stiff)}>en>>er> +stiffeners {(stiff)}>en>>er> +stiffening {(stiff)}>en> +stiffenings {(stiff)}>en> +stiffens {(stiff)}>en> +stiffer {(stiff)}>er> +stiffest {(stiff)}>est> +stiffly {(stiff)}>ly> +stiffness {(stiff)}>ness> +stiffs {(stiff)} +stifle {(stifle)} +stifled {(stifle)} +stifles {(stifle)} +stifling {(stifle)} +stigma {(stigma)} +stigmas {(stigma)} +stigmata {(stigmata)} +stigmatize {(stigma)}>ize> +stigmatized {(stigma)}>ize> +stigmatizes {(stigma)}>ize> +stigmatizing {(stigma)}>ize> +stile {(stile)} +stiles {(stile)} +stiletto {(stiletto)} +stilettos {(stiletto)} +still {(still)} +stillbirth {(still)}{(birth)} +stillbirths {(still)}{(birth)} +stillborn {(still)}{(born)} +stilled {(still)} +stiller {(still)}>er> +stillest {(still)}>est> +stilling {(still)} +stillness {(still)}>ness> +stillroom {(still)}{(room)} +stillrooms {(still)}{(room)} +stills {(still)} +stilt {(stilt)} +stilted {(stilt)} +stiltedly {(stilt)}>ly> +stilts {(stilt)} +stimulant {(stimul)>ant>} +stimulants {(stimul)>ant>} +stimulate {(stimul)>ate>} +stimulated {(stimul)>ate>} +stimulates {(stimul)>ate>} +stimulating {(stimul)>ate>} +stimulation {(stimul)>ate>}>ion> +stimulations {(stimul)>ate>}>ion> +stimulatory {(stimul)>ate>}>ory> +stimuli {(stimul)>i>} +stimulus {(stimul)} +sting {(sting)} +stinger {(sting)}>er> +stingers {(sting)}>er> +stingier {(stingy)}>er> +stingiest {(stingy)}>est> +stingily {(stingy)}>ly> +stinginess {(stingy)}>ness> +stinging {(sting)} +stingless {(sting)}>less> +stingray {(sting)}{(ray)} +stingrays {(sting)}{(ray)} +stings {(sting)} +stingy {(stingy)} +stink {(stink)} +stinker {(stink)}>er> +stinkers {(stink)}>er> +stinking {(stink)} +stinks {(stink)} +stinky {(stink)}>y> +stint {(stint)} +stinted {(stint)} +stinting {(stint)} +stints {(stint)} +stipend {(stipend)} +stipendiaries {(stipend)>ory>} +stipendiary {(stipend)>ory>} +stipends {(stipend)} +stipple {(stipple)} +stippled {(stipple)} +stipples {(stipple)} +stippling {(stipple)} +stipulate {(stipul)>ate>} +stipulated {(stipul)>ate>} +stipulates {(stipul)>ate>} +stipulating {(stipul)>ate>} +stipulation {(stipul)>ate>}>ion> +stipulations {(stipul)>ate>}>ion> +stir {(stir)} +stirred {(stir)} +stirrer {(stir)}>er> +stirrers {(stir)}>er> +stirring {(stir)} +stirringly {(stir)}>ly> +stirrings {(stir)} +stirrup {(stirrup)} +stirrups {(stirrup)} +stirs {(stir)} +stitch {(stitch)} +stitched {(stitch)} +stitches {(stitch)} +stitching {(stitch)} +stoat {(stoat)} +stoats {(stoat)} +stochastic {(stochastic)} +stock {(stock)} +stock's {(stock)} +stockade {(stockade)} +stockaded {(stockade)} +stockades {(stockade)} +stockading {(stockade)} +stockbreeder {(stock)}{(breed)}>er> +stockbreeders {(stock)}{(breed)}>er> +stockbroker {(stock)}{(broke)}>er> +stockbrokers {(stock)}{(broke)}>er> +stockcar {(stock)}{(car)} +stockcars {(stock)}{(car)} +stocked {(stock)} +stockholder {(stock)}{(hold)}>er> +stockholders {(stock)}{(hold)}>er> +stockier {(stock)}>y>>er> +stockily {(stock)}>y>>ly> +stockiness {(stock)}>y>>ness> +stocking {(stock)} +stockings {(stocking)} +stockist {(stock)}>ist> +stockists {(stock)}>ist> +stockmen {(stock)}{(men)} +stockpile {(stock)}{(pile)} +stockpiled {(stock)}{(pile)} +stockpiles {(stock)}{(pile)} +stockpiling {(stock)}{(pile)} +stockpot {(stock)}{(pot)} +stockpots {(stock)}{(pot)} +stockroom {(stock)}{(room)} +stockrooms {(stock)}{(room)} +stocks {(stock)} +stocktaking {(stock)}{(take)} +stocky {(stock)}>y> +stockyard {(stock)}{(yard)} +stockyards {(stock)}{(yard)} +stodge {(stodge)} +stodgier {(stodge)}>y>>er> +stodginess {(stodge)}>y>>ness> +stodgy {(stodge)}>y> +stoic {(stoic)} +stoical {(stoic)}>al> +stoically {(stoic)}>al>>ly> +stoicism {(stoic)}>ism> +stoics {(stoic)} +stoke {(stoke)} +stoked {(stoke)} +stoker {(stoke)}>er> +stokers {(stoke)}>er> +stokes {(stoke)} +stoking {(stoke)} +stole {(stole)} +stolen {(stole)}>en> +stoles {(stole)} +stolid {(stolid)} +stolidity {(stolid)}>ity> +stolidly {(stolid)}>ly> +stolidness {(stolid)}>ness> +stomach {(stomach)} +stomached {(stomach)} +stomachful {(stomach)}>ful> +stomaching {(stomach)} +stomachs {(stomach)} +stomp {(stomp)} +stomped {(stomp)} +stomping {(stomp)} +stomps {(stomp)} +stone {(stone)} +stone's {(stone)} +stonebreaker {(stone)}{(break)}>er> +stonebreakers {(stone)}{(break)}>er> +stonecutter {(stone)}{(cut)}>er> +stonecutters {(stone)}{(cut)}>er> +stoned {(stone)} +stoneless {(stone)}{(less)} +stonemason {(stone)}{(mason)} +stonemasons {(stone)}{(mason)} +stones {(stone)} +stonewall {(stone)}{(wall)} +stonewalled {(stone)}{(wall)} +stonewaller {(stone)}{(wall)}>er> +stonewallers {(stone)}{(wall)}>er> +stonewalling {(stone)}{(wall)} +stonewalls {(stone)}{(wall)} +stoneware {(stone)}{(ware)} +stonework {(stone)}{(work)} +stonier {(stone)}>y>>er> +stoniest {(stone)}>y>>est> +stonily {(stone)}>y>>ly> +stoning {(stone)} +stony {(stone)}>y> +stood {(stood)} +stooge {(stooge)} +stooged {(stooge)} +stooges {(stooge)} +stooging {(stooge)} +stool {(stool)} +stools {(stool)} +stoop {(stoop)} +stooped {(stoop)} +stooping {(stoop)} +stoops {(stoop)} +stop {(stop)} +stopcock {(stop)}{(cock)} +stopcocks {(stop)}{(cock)} +stopgap {(stop)}{(gap)} +stopgaps {(stop)}{(gap)} +stopover {(stop)}{(over)} +stopovers {(stop)}{(over)} +stoppable {(stop)}>able> +stoppage {(stop)}>age> +stoppages {(stop)}>age> +stopped {(stop)} +stopper {(stop)}>er> +stoppers {(stop)}>er> +stopping {(stop)} +stoppings {(stop)} +stops {(stop)} +stopwatch {(stop)}{(watch)} +stopwatches {(stop)}{(watch)} +storage {(store)}>age> +store {(store)} +stored {(store)} +storefront {(store)}{(front)} +storehouse {(store)}{(house)} +storehouses {(store)}{(house)} +storekeeper {(store)}{(keep)}>er> +storekeepers {(store)}{(keep)}>er> +storeroom {(store)}{(room)} +storerooms {(store)}{(room)} +stores {(store)} +storey {(storey)} +storeys {(storey)} +stories {(story)} +storing {(store)} +stork {(stork)} +storks {(stork)} +storm {(storm)} +stormbound {(storm)}{(bound)} +stormed {(storm)} +stormier {(storm)}>y>>er> +stormiest {(storm)}>y>>est> +stormily {(storm)}>y>>ly> +storming {(storm)} +storms {(storm)} +stormy {(storm)}>y> +story {(story)} +storybook {(story)}{(book)} +storyline {(story)}{(line)} +storylines {(story)}{(line)} +storyteller {(story)}{(tell)}>er> +storyteller's {(story)}{(tell)}>er> +storytellers {(story)}{(tell)}>er> +stoup {(stoup)} +stoups {(stoup)} +stout {(stout)} +stouter {(stout)}>er> +stoutest {(stout)}>est> +stoutly {(stout)}>ly> +stoutness {(stout)}>ness> +stove {(stove)} +stovepipe {(stove)}{(pipe)} +stovepipes {(stove)}{(pipe)} +stoves {(stove)} +stow {(stow)} +stowage {(stow)}>age> +stowaway {(stow)}{(away)} +stowaways {(stow)}{(away)} +stowed {(stow)} +stowing {(stow)} +stows {(stow)} +straddle {(straddle)} +straddled {(straddle)} +straddles {(straddle)} +straddling {(straddle)} +strafe {(strafe)} +strafed {(strafe)} +strafes {(strafe)} +strafing {(strafe)} +straggle {(straggle)} +straggled {(straggle)} +straggler {(straggle)}>er> +stragglers {(straggle)}>er> +straggles {(straggle)} +stragglier {(straggle)}>y>>er> +straggling {(straggle)} +straggly {(straggle)}>y> +straight {(straight)} +straightaway {(straight)}{(away)} +straighten {(straight)}>en> +straightened {(straight)}>en> +straightening {(straight)}>en> +straightens {(straight)}>en> +straighter {(straight)}>er> +straightest {(straight)}>est> +straightforward {(straight)}{(forward)} +straightforwardly {(straight)}{(forward)}>ly> +straightness {(straight)}>ness> +straights {(straight)} +straightway {(straight)}{(way)} +strain {(strain)} +strained {(strain)} +strainer {(strain)}>er> +strainers {(strain)}>er> +straining {(strain)} +strains {(strain)} +strait {(strait)} +straitjacket {(strait)}{(jacket)} +straitjackets {(strait)}{(jacket)} +straitlaced {(strait)}{(lace)} +straits {(strait)} +strand {(strand)} +stranded {(strand)} +stranding {(strand)} +strands {(strand)} +strange {(strange)} +strangely {(strange)}>ly> +strangeness {(strange)}>ness> +stranger {(strange)}>er> +stranger's {(strange)}>er> +strangers {(strange)}>er> +strangest {(strange)}>est> +strangle {(strangle)} +strangled {(strangle)} +stranglehold {(strangle)}{(hold)} +strangleholds {(strangle)}{(hold)} +strangles {(strangle)} +strangling {(strangle)} +strangulate {(strangulate)} +strangulated {(strangulate)} +strangulates {(strangulate)} +strangulating {(strangulate)} +strangulation {(strangulate)}>ion> +strap {(strap)} +straphanger {(strap)}{(hang)}>er> +straphangers {(strap)}{(hang)}>er> +straphanging {(strap)}{(hang)} +strapped {(strap)} +strapping {(strap)} +straps {(strap)} +strata {(strat)>a>} +stratagem {(stratagem)} +stratagems {(stratagem)} +strategic {(strateg)>ic>} +strategical {(strateg)>ic>}>al> +strategically {(strateg)>ic>}>ly> +strategics {(strateg)>ics>} +strategies {(strateg)>y>} +strategist {(strateg)>ist>} +strategists {(strateg)>ist>} +strategy {(strateg)>y>} +stratification {(strat)>ify>}>ion> +stratifications {(strat)>ify>}>ion> +stratified {(strat)>ify>} +stratifies {(strat)>ify>} +stratify {(strat)>ify>} +stratifying {(strat)>ify>} +stratosphere {(strat)(sphere)} +stratum {(strat)>ium>} +straw {(straw)} +strawberries {(straw)}(berry) +strawberry {(straw)}(berry) +strawed {(straw)} +strawing {(straw)} +straws {(straw)} +stray {(stray)} +strayed {(stray)} +straying {(stray)} +strays {(stray)} +streak {(streak)} +streaked {(streak)} +streaker {(streak)}>er> +streakers {(streak)}>er> +streakier {(streak)}>y>>er> +streakiest {(streak)}>y>>est> +streaking {(streak)} +streaks {(streak)} +streaky {(streak)}>y> +stream {(stream)} +stream's {(stream)} +streamed {(stream)} +streamer {(stream)}>er> 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{(theor)>ize>} +theorizing {(theor)>ize>} +theory {(theor)>y>} +theosophical {(theo)(soph)>ic>>al>} +theosophist {(theo)(soph)>ist>} +theosophists {(theo)(soph)>ist>} +theosophy {(theo)(soph)>y>} +therapeutic {(therap)>ic>} +therapeutical {(therap)>ic>}>al> +therapeutically {(therap)>ic>}>ly> +therapeutics {(therap)>ics>} +therapies {(therap)>y>} +therapist {(therap)>ist>} +therapists {(therap)>ist>} +therapy {(therap)>y>} +there {(there)} +there'd {(there)} +there'll {(there)} +there's {(there)} +there've {(there)} +thereabout {(there)}{(about)} +thereabouts {(there)}{(about)} +thereafter {(there)}{(after)} +thereby {(there)}{(by)} +therefore {(there)}{(fore)} +therefrom {(there)}{(from)} +therein {(there)}{(in)} +thereof {(there)}{(of)} +thereon {(there)}{(on)} +thereto {(there)}{(to)} +theretofore {(there)}{(to)}{(fore)} +thereunder {(there)}{(under)} +thereupon {(there)}{(upon)} +therewith {(there)}{(with)} +therm {(thermo)} +thermal {(thermo)>al>} +thermally {(thermo)>al>}>ly> 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{(thick)}>en> +thickener {(thick)}>en>>er> +thickeners {(thick)}>en>>er> +thickening {(thick)}>en> +thickens {(thick)}>en> +thicker {(thick)}>er> +thickest {(thick)}>est> +thicket {(thicket)} +thickets {(thicket)} +thickheaded {(thick)}{(head)} +thickly {(thick)}>ly> +thickness {(thick)}>ness> +thicknesses {(thick)}>ness> +thickset {(thick)}{(set)} +thief {(thief)} +thieve {(thieve)} +thieved {(thieve)} +thievery {(thieve)}>ory> +thieves {(thieve)} +thieving {(thieve)} +thievish {(thieve)}>ish> +thievishly {(thieve)}>ish>>ly> +thievishness {(thieve)}>ish>>ness> +thigh {(thigh)} +thighs {(thigh)} +thimble {(thimble)} +thimbleful {(thimble)}>ful> +thimblefuls {(thimble)}>ful> +thimbles {(thimble)} +thin {(thin)} +thine {(thine)} +thing {(thing)} +things {(thing)} +thingumajig {(thing)(uma)(jig)} +thingumajigs {(thing)(uma)(jig)} +thingummies {(thing)>ummy>} +thingummy {(thing)>ummy>} +think {(think)} +thinkable {(think)}>able> +thinker {(think)}>er> +thinkers {(think)}>er> +thinking {(think)} +thinks {(think)} +thinly {(thin)}>ly> +thinned {(thin)} +thinner {(thin)}>er> +thinness {(thin)}>ness> +thinnest {(thin)}>est> +thinning {(thin)} +thins {(thin)} +third {(third)} +thirdly {(third)}>ly> +thirds {(third)} +thirst {(thirst)} +thirsted {(thirst)} +thirstier {(thirst)}>y>>er> +thirstiest {(thirst)}>y>>est> +thirstily {(thirst)}>y>>ly> +thirsting {(thirst)} +thirsts {(thirst)} +thirsty {(thirst)}>y> +thirteen {(three)}>teen> +thirteens {(three)(teen)} +thirteenth {(three)}>teen>>th> +thirteenths {(three)(teen)}>th> +thirties {(three)>ity>} +thirtieth {(three)>ity>}>th> +thirtieths {(three)>ity>}>th> +thirty {(three)>ity>} +this {(this)} +thistle {(thistle)} +thistledown {(thistle)}{(down)} +thistles {(thistle)} +thither {(thither)} +thong {(thong)} +thongs {(thong)} +thorax {(thorax)} +thoraxes {(thorax)} +thorn {(thorn)} +thornier {(thorn)}>y>>er> +thorniest {(thorn)}>y>>est> +thorniness {(thorn)}>y>>ness> +thorns {(thorn)} +thorny {(thorn)}>y> +thorough {(thorough)} +thoroughbred {(thorough)}{(breed)} +thoroughbreds {(thorough)}{(breed)} +thoroughfare {(thorough)}{(fare)} +thoroughfares {(thorough)}{(fare)} +thoroughgoing {(thorough)}{(go)} +thoroughly {(thorough)}>ly> +thoroughness {(thorough)}>ness> +those {(those)} +thou {(thou)} +though {(though)} +thought {(thought)} +thoughtful {(thought)}>ful> +thoughtfully {(thought)}>ful>>ly> +thoughtfulness {(thought)}>ful>>ness> +thoughtless {(thought)}>less> +thoughtlessly {(thought)}>less>>ly> +thoughtlessness {(thought)}>less>>ness> +thoughts {(thought)} +thousand {(thousand)} +thousandfold {(thousand)}>fold> +thousands {(thousand)} +thousandth {(thousand)}>th> +thousandths {(thousand)}>th> +thraldom {(thraldom)} +thrall {(thrall)} +thralls {(thrall)} +thrash {(thrash)} +thrashed {(thrash)} +thrashes {(thrash)} +thrashing {(thrash)} +thrashings {(thrash)} +thread {(thread)} +threadbare {(thread)}{(bare)} +threaded {(thread)} +threading {(thread)} +threadlike {(thread)}{(like)} +threads {(thread)} +threat {(threat)} +threaten {(threat)}>en> +threatened {(threat)}>en> +threatening {(threat)}>en> +threateningly {(threat)}>en>>ly> +threatens {(threat)}>en> +threats {(threat)} +three {(three)} +threefold {(three)}>fold> +threepence {(three)(pence)} +threepences {(three)(pence)} +threes {(three)} +threesome {(three)}>some> +threesomes {(three)}>some> +threnodies {(threnody)} +threnody {(threnody)} +thresh {(thresh)} +threshed {(thresh)} +thresher {(thresh)}>er> +threshers {(thresh)}>er> +threshes {(thresh)} +threshing {(thresh)} +threshold {(threshold)} +thresholds {(threshold)} +threw {(threw)} +thrice {(thrice)} +thrift {(thrift)} +thriftier {(thrift)}>y>>er> +thriftiest {(thrift)}>y>>est> +thriftily {(thrift)}>y>>ly> +thriftiness {(thrift)}>y>>ness> +thriftless {(thrift)}>less> +thriftlessly {(thrift)}>less>>ly> +thrifty {(thrift)}>y> +thrill {(thrill)} +thrilled {(thrill)} +thriller {(thrill)}>er> +thrillers {(thrill)}>er> +thrilling {(thrill)} +thrillingly {(thrill)}>ly> +thrills {(thrill)} +thrive {(thrive)} +thrived {(thrive)} +thriven {(thrive)}>en> +thrives {(thrive)} +thriving {(thrive)} +throat {(throat)} +throat's {(throat)} +throatier {(throat)}>y>>er> +throatily {(throat)}>y>>ly> +throatiness {(throat)}>y>>ness> +throats {(throat)} +throaty {(throat)}>y> +throb {(throb)} +throbbed {(throb)} +throbbing {(throb)} +throbs {(throb)} +throes {(throe)} +thromboses {(thrombos)>es>} +thrombosis {(thrombos)>is>} +throne {(throne)} +thrones {(throne)} +throng {(throng)} +thronged {(throng)} +thronging {(throng)} +throngs {(throng)} +throttle {(throttle)} +throttled {(throttle)} +throttles {(throttle)} +throttling {(throttle)} +through {(through)} +throughout er> +throwers {(throw)}>er> +throwing {(throw)} +thrown {(throw)}>n> +throws {(throw)} +thru {(thru)} +thrum {(thrum)} +thrummed {(thrum)} +thrumming {(thrum)} +thrums {(thrum)} +thrush {(thrush)} +thrushes {(thrush)} +thrust {(thrust)} +thruster {(thrust)}>er> +thrusters {(thrust)}>er> +thrusting {(thrust)} +thrusts {(thrust)} +thruways ory> +thugs {(thug)} +thumb {(thumb)} +thumbed {(thumb)} +thumbing {(thumb)} +thumbnail {(thumb)}{(nail)} +thumbnails {(thumb)}{(nail)} +thumbs {(thumb)} +thumbscrew {(thumb)}{(screw)} +thumbscrews {(thumb)}{(screw)} +thumbtack {(thumb)}{(tack)} +thumbtacks {(thumb)}{(tack)} +thump {(thump)} +thumped {(thump)} +thumping {(thump)} +thumps {(thump)} +thunder {(thunder)} +thunderbolt {(thunder)}{(bolt)} +thunderbolts {(thunder)}{(bolt)} +thunderclap {(thunder)}{(clap)} +thunderclaps {(thunder)}{(clap)} +thundercloud {(thunder)}{(cloud)} +thunderclouds {(thunder)}{(cloud)} +thundered {(thunder)} +thunderer {(thunder)}>er> +thunderers {(thunder)}>er> +thundering {(thunder)} +thunderous {(thunder)}>ious> +thunderously {(thunder)}>ious>>ly> +thunders {(thunder)} +thunderstorm {(thunder)}{(storm)} +thunderstorms {(thunder)}{(storm)} +thunderstruck {(thunder)}{(struck)} +thundery {(thunder)}>y> +thus {(thus)} +thwack {(thwack)} +thwacked {(thwack)} +thwacking {(thwack)} +thwacks {(thwack)} +thwart {(thwart)} +thwarted {(thwart)} +thwarting {(thwart)} +thwarts {(thwart)} +thy {(thy)} +thyme {(thyme)} +thyroid {(thyroid)} +thyroidal {(thyroid)}>al> +thyroids {(thyroid)} +thyself {(thy)}{(self)} +tiara {(tiara)} +tiaras {(tiara)} +tibia {(tibia)} +tibias {(tibia)} +tic {(tic)} +tick {(tick)} +ticked {(tick)} +ticker {(tick)}>er> +tickers {(tick)}>er> +tickertape {(tick)}>er>{(tape)} +ticket {(ticket)} +ticketed {(ticket)} +ticketing {(ticket)} +tickets {(ticket)} +ticking {(tick)} +tickle {(tickle)} +tickled {(tickle)} +tickler {(tickle)}>er> +ticklers {(tickle)}>er> +tickles {(tickle)} +tickling {(tickle)} +ticklish {(tickle)}>ish> +ticklishly {(tickle)}>ish>>ly> +ticklishness {(tickle)}>ish>>ness> +ticks {(tick)} +tics {(tic)} +tidal {(tide)}>al> +tidbit {(tidbit)} +tidbits {(tidbit)} +tiddler {(tiddle)}>er> +tiddlers {(tiddle)}>er> +tiddlier {(tiddle)}>y>>er> +tiddly {(tiddle)}>y> +tiddlywinks {(tiddly)(wink)} +tide {(tide)} +tidemark {(tide)}{(mark)} +tidemarks {(tide)}{(mark)} +tides {(tide)} +tidewater {(tide)}{(water)} +tidied {(tidy)} +tidier {(tidy)}>er> +tidies {(tidy)} +tidiest {(tidy)}>est> +tidily {(tidy)}>ly> +tidiness {(tidy)}>ness> +tidings {(tidings)} +tidy {(tidy)} +tidying {(tidy)} +tie {(tie)} +tiebreak {(tie)}{(break)} +tiebreaker {(tie)}{(break)}>er> +tiebreakers {(tie)}{(break)}>er> +tiebreaks {(tie)}{(break)} +tied {(tie)} +tiepin {(tie)}{(pin)} +tiepins {(tie)}{(pin)} +tier {(tier)} +tiered {(tier)} +tiers {(tier)} +ties {(tie)} +tiff {(tiff)} +tiffin {(tiffin)} +tiffs {(tiff)} +tiger {(tiger)} +tiger's {(tiger)} +tigerish {(tiger)}>ish> +tigers {(tiger)} +tight {(tight)} +tighten {(tight)}>en> +tightened {(tight)}>en> +tightening {(tight)}>en> +tightens {(tight)}>en> +tighter {(tight)}>er> +tightest {(tight)}>est> +tightfisted {(tight)}{(fist)} +tightfistedness {(tight)}{(fist)}>ness> +tightly {(tight)}>ly> +tightness {(tight)}>ness> +tightrope {(tight)}{(rope)} +tightropes {(tight)}{(rope)} +tights {(tight)} +tigress {(tiger)>ess>} +tigresses {(tiger)>ess>} +tilde {(tilde)} +tildes {(tilde)} +tile {(tile)} +tiled {(tile)} +tiler {(tile)}>er> +tilers {(tile)}>er> +tiles {(tile)} +tiling {(tile)} +till {(till)} +tillage {(till)}>age> +tilled {(till)} +tiller {(till)}>er> +tillers {(till)}>er> +tilling {(till)} +tills {(till)} +tilt {(tilt)} +tilted {(tilt)} +tilth {(tilth)} +tilths {(tilth)} +tilting {(tilt)} +tilts {(tilt)} +timber {(timber)} +timbered {(timber)} +timberlands {(timber)}{(land)} +timbers {(timber)} +timbre {(timbre)} +timbres {(timbre)} +time {(time)} +time's {(time)} +timed {(time)} +timekeeper {(time)}{(keep)}>er> +timekeepers {(time)}{(keep)}>er> +timeless {(time)}>less> +timelessly {(time)}>less>>ly> +timelessness {(time)}>less>>ness> +timelier {(time)}>ly>>er> +timeliest {(time)}>ly>>est> +timeliness {(time)}>ly>>ness> +timely {(time)}>ly> +timepiece {(time)}{(piece)} +timepieces {(time)}{(piece)} +timer {(time)}>er> +timers {(time)}>er> +times {(time)} +timesaving {(time)}{(save)} +timeserver {(time)}{(serve)}>er> +timeservers {(time)}{(serve)}>er> +timeserving {(time)}{(serve)} +timetable {(time)}{(table)} +timetabled {(time)}{(table)} +timetables {(time)}{(table)} +timetabling {(time)}{(table)} +timeworn {(time)}{(wore)}>n> +timid {(timid)} +timidity {(timid)}>ity> +timidly {(timid)}>ly> +timidness {(timid)}>ness> +timing {(time)} +timings {(time)} +timorous {(timorous)} +timorously {(timorous)}>ly> +timorousness {(timorous)}>ness> +tin {(tin)} +tincture {(tincture)} +tinctured {(tincture)} +tinctures {(tincture)} +tincturing {(tincture)} +tinder {(tinder)} +tinderbox {(tinder)}{(box)} +tinderboxes {(tinder)}{(box)} +tine {(tine)} +tines {(tine)} +tinfoil {(tin)}{(foil)} +ting {(ting)} +tinge {(tinge)} +tinged {(tinge)} +tinges {(tinge)} +tinging {(ting)} +tingle {(tingle)} +tingled {(tingle)} +tingles {(tingle)} +tingling {(tingle)} +tings {(ting)} +tinier {(tiny)}>er> +tiniest {(tiny)}>est> +tinker {(tinker)} +tinkered {(tinker)} +tinkering {(tinker)} +tinkers {(tinker)} +tinkle {(tinkle)} +tinkled {(tinkle)} +tinkles {(tinkle)} +tinkling {(tinkle)} +tinned {(tin)} +tinnier {(tin)}>y>>er> +tinniest {(tin)}>y>>est> +tinning {(tin)} +tinny {(tin)}>y> +tins {(tin)} +tinsel {(tinsel)} +tinselled {(tinsel)} +tinselling {(tinsel)} +tinselly {(tinsel)}>y> +tinsels {(tinsel)} +tinsmith {(tin)}{(smith)} +tinsmiths {(tin)}{(smith)} +tint {(tint)} +tintable {(tint)}>able> +tinted {(tint)} +tinter {(tint)}>er> +tinters {(tint)}>er> +tinting {(tint)} +tintinnabula {(tintinnabul)>a>} +tintinnabulation {(tintinnabul)>ate>}>ion> +tintinnabulations {(tintinnabul)>ate>}>ion> +tintinnabulum {(tintinnabul)>um>} +tints {(tint)} +tintype {(tin)}{(typo)} +tiny {(tiny)} +tip {(tip)} +tipoff {(tip)}{(off)} +tipped {(tip)} +tipper {(tip)}>er> +tippers {(tip)}>er> +tipping {(tip)} +tipple {(tipple)} +tippled {(tipple)} +tippler {(tipple)}>er> +tipplers {(tipple)}>er> +tipples {(tipple)} +tippling {(tipple)} +tips {(tip)} +tipsier {(tipsy)}>er> +tipsily {(tipsy)}>ly> +tipsiness {(tipsy)}>ness> +tipstaff {(tip)}{(staff)} +tipstaffs {(tip)}{(staff)} +tipstaves {(tip)}{(stave)} +tipster {(tip)}>ster> +tipsters {(tip)}>ster> +tipsy {(tipsy)} +tiptoe {(tip)}{(toe)} +tiptoed {(tip)}{(toe)} +tiptoeing {(tip)}{(toe)} +tiptoes {(tip)}{(toe)} +tirade {(tirade)} +tirades {(tirade)} +tire {(tire)} +tired {(tire)} +tiredly {(tire)}>ly> +tiredness {(tire)}>ness> +tireless {(tire)}>less> +tirelessly {(tire)}>less>>ly> +tires {(tire)} +tiresome {(tire)}>some> +tiresomely {(tire)}>some>>ly> +tiring {(tire)} +tissue {(tissue)} +tissues {(tissue)} +tit {(tit)} +titan {(titan)} +titanic {(titan)}>ic> +titanium {(titanium)} +titans {(titan)} +titbit {(tit)}{(bit)} +titbits {(tit)}{(bit)} +titer {(titer)} +titers {(titer)} +tithe {(tithe)} +tithes {(tithe)} +titillate {(titillate)} +titillated {(titillate)} +titillates {(titillate)} +titillating {(titillate)} +titillation {(titillate)}>ion> +titivate {(titivate)} +titivated {(titivate)} +titivates {(titivate)} +titivating {(titivate)} +title {(title)} +titled {(title)} +titleholder {(title)}{(hold)}>er> +titleholders {(title)}{(hold)}>er> +titles {(title)} +titmice {(tit)}{(mice)} +titmouse {(tit)}{(mouse)} +titration {(titrate)}>ion> +tits {(tit)} +titter {(titter)} +tittered {(titter)} +tittering {(titter)} +titters {(titter)} +titties {(tit)}>y> +tittle {(tittle)} +titular {(title)>ar>} +tizzies {(tizzy)} +tizzy {(tizzy)} +to {(to)} +toad {(toad)} +toadied {(toad)}>y> +toadies {(toad)}>y> +toads {(toad)} +toadstool {(toad)}{(stool)} +toadstools {(toad)}{(stool)} +toady {(toad)}>y> +toadying {(toad)}>y> +toast {(toast)} +toasted {(toast)} +toaster {(toast)}>er> +toasters {(toast)}>er> +toasting {(toast)} +toastmaster {(toast)}{(master)} +toastmasters {(toast)}{(master)} +toasts {(toast)} +tobacco {(tobacco)} +tobacconist {(tobacco)>ist>} +tobacconists {(tobacco)>ist>} +tobaccos {(tobacco)} +tobies {(toby)} +toboggan {(toboggan)} +tobogganed {(toboggan)} +tobogganing {(toboggan)} +toboggans {(toboggan)} +toby {(toby)} +toccata {(toccata)} +toccatas {(toccata)} +tod {(tod)} +today {(to)(day)} +today's {(to)(day)} +toddies {(toddy)} +toddle {(toddle)} +toddled {(toddle)} +toddler {(toddle)}>er> +toddlers {(toddle)}>er> +toddles {(toddle)} +toddling {(toddle)} +toddy {(toddy)} +toe {(toe)} +toehold {(toe)}{(hold)} +toeholds {(toe)}{(hold)} +toenail {(toe)}{(nail)} +toenails {(toe)}{(nail)} +toes {(toe)} +toff {(toff)} +toffee {(toffee)} +toffees {(toffee)} +toffs {(toff)} +tofu {(tofu)} +toga {(toga)} +togas {(toga)} +together {(together)} +togetherness {(together)}>ness> +toggle {(toggle)} +toggles {(toggle)} +togs {(tog)} +toil {(toil)} +toiled {(toil)} +toiler {(toil)}>er> +toilers {(toil)}>er> +toilet {(toilet)} +toiletries {(toilet)}>ory> +toilets {(toilet)} +toiling {(toil)} +toils {(toil)} +toilsome {(toil)}>some> +token {(token)} +tokened {(token)} +tokening {(token)} +tokens {(token)} +told {(told)} +tolerable {(toler)>able>} +tolerably {(toler)>able>}>y> +tolerance {(toler)>ance>} +tolerances {(toler)>ance>} +tolerant {(toler)>ant>} +tolerantly {(toler)>ant>}>ly> +tolerate {(toler)>ate>} +tolerated {(toler)>ate>} +tolerates {(toler)>ate>} +tolerating {(toler)>ate>} +toleration {(toler)>ate>}>ion> +toll {(toll)} +tolled {(toll)} +tollgate {(toll)}{(gate)} +tollgates {(toll)}{(gate)} +tollhouse {(toll)}{(house)} +tollhouses {(toll)}{(house)} +tolling {(toll)} +tolls {(toll)} +tomahawk {(tomahawk)} +tomahawked {(tomahawk)} +tomahawking {(tomahawk)} +tomahawks {(tomahawk)} +tomato {(tomato)} +tomatoes {(tomato)} +tomb {(tomb)} +tombola {(tombola)} +tombolas {(tombola)} +tomboy {(tom)}{(boy)} +tomboyish {(tom)}{(boy)}>ish> +tomboys {(tom)}{(boy)} +tombs {(tomb)} +tombstone {(tomb)}{(stone)} +tombstones {(tomb)}{(stone)} +tomcat {(tom)}{(cat)} +tomcats {(tom)}{(cat)} +tome {(tome)} +tomes {(tome)} +tomfool {(tom)}{(fool)} +tomfooleries {(tom)}{(fool)}>ory> +tomfoolery {(tom)}{(fool)}>ory> +tomorrow {(tomorrow)} +tomorrow's {(tomorrow)} +toms {(tom)} +tomtit {(tom)}{(tit)} +tomtits {(tom)}{(tit)} +tomtom {(tomtom)} +tomtoms {(tomtom)} +ton {(ton)} +tonal {(tone)}>al> +tonalities {(tone)}>al>>ity> +tonality {(tone)}>al>>ity> +tone {(tone)} +toned {(tone)} +toneless {(tone)}>less> +tonelessly {(tone)}>less>>ly> +toner {(tone)}>er> +tones {(tone)} +tong {(tong)} +tongs {(tong)} +tongue {(tongue)} +tongued {(tongue)} +tongues {(tongue)} +tonic {(tone)}>ic> +tonics {(tone)}>ic> +tonight {(to)(night)} +tonight's {(to)(night)} +toning {(tone)} +tonnage {(ton)}>age> +tonnages {(ton)}>age> +tonne {(tonne)} +tonnes {(tonne)} +tons {(ton)} +tonsil {(tonsil)} +tonsillitis {(tonsil)}>itis> +tonsils {(tonsil)} +tonsorial {(tonsor)}>al> +tonsure {(tonsure)} +tonsured {(tonsure)} +tonsures {(tonsure)} +tonsuring {(tonsure)} +too {(too)} +took {(took)} +tool {(tool)} +tooling {(tool)} +toolmaker {(tool)}{(make)}>er> +tools {(tool)} +toot {(toot)} +tooted {(toot)} +tooth {(tooth)} +toothache {(tooth)}{(ache)} +toothaches {(tooth)}{(ache)} +toothbrush {(tooth)}{(brush)} +toothbrushes {(tooth)}{(brush)} +toothcomb {(tooth)}{(comb)} +toothcombs {(tooth)}{(comb)} +toothier {(tooth)}>y>>er> +toothiest {(tooth)}>y>>est> +toothless {(tooth)}>less> +toothpaste {(tooth)}{(paste)} +toothpastes {(tooth)}{(paste)} +toothpick {(tooth)}{(pick)} +toothpicks {(tooth)}{(pick)} +toothpowder {(tooth)}{(powder)} +toothsome {(tooth)}>some> +toothy {(tooth)}>y> +tooting {(toot)} +tootle {(tootle)} +tootled {(tootle)} +tootles {(tootle)} +tootling {(tootle)} +toots {(toot)} +top {(top)} +topaz {(topaz)} +topazes {(topaz)} +topcoat {(top)}{(coat)} +topcoats {(top)}{(coat)} +tope {(tope)} +toped {(tope)} +topes {(tope)} +topiary {(topiary)} +topic {(topic)} +topical {(topic)}>al> +topicalities {(topic)}>al>>ity> +topicality {(topic)}>al>>ity> +topically {(topic)}>al>>ly> +topics {(topic)} +toping {(tope)} +topknot {(top)}{(knot)} +topknots {(top)}{(knot)} +topless {(top)}>less> +topmast {(top)}{(mast)} +topmasts {(top)}{(mast)} +topmost {(top)}{(most)} +topnotch {(top)}{(notch)} +topographer {(topo)(graph)>er>} +topographers {(topo)(graph)>er>} +topographic {(topo)(graph)>ic>} +topographical {(topo)(graph)>ic>}>al> +topographically {(topo)(graph)>ic>}>al>>ly> +topography {(topo)(graph)>y>} +topped {(top)} +topper {(top)}>er> +toppers {(top)}>er> +topping {(top)} +toppingly {(top)}>ly> +toppings {(top)} +topple {(topple)} +toppled {(topple)} +topples {(topple)} +toppling {(topple)} +tops {(top)} +topside {(top)}{(side)} +topsoil {(top)}{(soil)} +toque {(toque)} +toques {(toque)} +tor {(tor)} +torch {(torch)} +torches {(torch)} +torchlight {(torch)}{(light)} +tore {(tore)} +toreador {(toreador)} +toreadors {(toreador)} +torment {(torment)} +tormented {(torment)} +tormenters {(torment)}>er> +tormenting {(torment)} +tormentor {(torment)}>or> +tormentors {(torment)}>or> +torments {(torment)} +torn {(tore)}>n> +tornado {(tornado)} +tornadoes {(tornado)} +tornados {(tornado)} +torpedo {(torpedo)} +torpedoed {(torpedo)} +torpedoes {(torpedo)} +torpedoing {(torpedo)} +torpedos {(torpedo)} +torpid {(torpid)} +torpidity {(torpid)}>ity> +torpidly {(torpid)}>ly> +torpidness {(torpid)}>ness> +torpor {(torpor)} +torpors {(torpor)} +torque {(torque)} +torques {(torque)} +torrent {(torrent)} +torrential {(torrence)}>al> +torrents {(torrent)} +torrid {(torrid)} +torridity {(torrid)}>ity> +torridly {(torrid)}>ly> +tors {(tor)} +torsion {(torsion)} +torso {(torso)} +torsos {(torso)} +tort {(tort)} +tortilla {(tortilla)} +tortillas {(tortilla)} +tortoise {(tortoise)} +tortoises {(tortoise)} +tortoiseshell {(tortoise)}{(shell)} +tortoiseshells {(tortoise)}{(shell)} +torts {(tort)} +tortuous {(tort)>ious>} +tortuously {(tort)>ious>}>ly> +torture {(torture)} +tortured {(torture)} +torturer {(torture)}>er> +torturers {(torture)}>er> +tortures {(torture)} +torturing {(torture)} +tosh {(tosh)} +toshes {(tosh)} 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{(touch)}>y>>ly> +touchiness {(touch)}>y>>ness> +touching {(touch)} +touchingly {(touch)}>ly> +touchline {(touch)}{(line)} +touchlines {(touch)}{(line)} +touchstone {(touch)}{(stone)} +touchstones {(touch)}{(stone)} +touchy {(touch)}>y> +tough {(tough)} +toughen {(tough)}>en> +toughened {(tough)}>en> +toughening {(tough)}>en> +toughens {(tough)}>en> +tougher {(tough)}>er> +toughest {(tough)}>est> +toughie {(tough)}>y> +toughies {(tough)}>y> +toughly {(tough)}>ly> +toughness {(tough)}>ness> +toughs {(tough)} +toupee {(toupee)} +toupees {(toupee)} +tour {(tour)} +toured {(tour)} +touring {(tour)} +tourism {(tour)}>ism> +tourist {(tour)}>ist> +tourist's {(tour)}>ist> +tourists {(tour)}>ist> +tournament {(tournament)} +tournaments {(tournament)} +tourney {(tourney)} +tourneys {(tourney)} +tours {(tour)} +tousle {(tousle)} +tousled {(tousle)} +tousles {(tousle)} +tousling {(tousle)} +tout {(tout)} +touted {(tout)} +touting {(tout)} +touts {(tout)} +tow {(tow)} +toward {(toward)} +towards 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{(troop)}>ship> +troopships {(troop)}{(ship)} +trophies {(trophy)} +trophy {(trophy)} +tropic {(tropic)} +tropical {(tropic)}>al> +tropically {(tropic)}>al>>ly> +tropics {(tropic)} +trot {(trot)} +troth {(troth)} +trotted {(trot)} +trotter {(trot)}>er> +trotters {(trot)}>er> +trotting {(trot)} +troubadour {(troubadour)} +troubadours {(troubadour)} +trouble {(trouble)} +troubled {(trouble)} +troublemaker {(trouble)}{(make)}>er> +troublemakers {(trouble)}{(make)}>er> +troubles {(trouble)} +troubleshooter {(trouble)}{(shoot)}>er> +troubleshooters {(trouble)}{(shoot)}>er> +troublesome {(trouble)}>some> +troubling {(trouble)} +trough {(trough)} +troughs {(trough)} +trounce {(trounce)} +trounced {(trounce)} +trounces {(trounce)} +trouncing {(trounce)} +trouncings {(trounce)} +troupe {(troupe)} +troupes {(troupe)} +trouser {(trouser)} +trousers {(trouser)} +trousseau {(trousseau)} +trout {(trout)} +trouts {(trout)} +trove {(trove)} +troves {(trove)} +trowel {(trowel)} +trowels {(trowel)} +truancies {(tru)>ancy>} +truancy {(tru)>ancy>} +truant {(tru)>ant>} +truants {(tru)>ant>} +truce {(truce)} +truces {(truce)} +truck {(truck)} +trucked {(truck)} +trucker {(truck)}>er> +truckers {(truck)}>er> +trucking {(truck)} +truckle {(truckle)} +truckles {(truckle)} +trucks {(truck)} +truculence {(trucul)>ance>} +truculency {(trucul)>ance>}>y> +truculent {(trucul)>ant>} +truculently {(trucul)>ant>}>ly> +trudge {(trudge)} +trudged {(trudge)} +trudges {(trudge)} +trudging {(trudge)} +truelove {(true)}{(love)} +trueloves {(true)}{(love)} +truer {(true)}>er> +truest {(true)}>est> +truffle {(truffle)} +truffles {(truffle)} +truism {(true)}>ism> +truisms {(true)}>ism> +truly {(true)}>ly> +trump {(trump)} +trumped {(trump)} +trumpery {(trumpery)} +trumpet {(trumpet)} +trumpeted {(trumpet)} +trumpeter {(trumpet)}>er> +trumpeters {(trumpet)}>er> +trumpeting {(trumpet)} +trumpets {(trumpet)} +trumping {(trump)} +trumps {(trump)} +truncate {(truncate)} +truncated {(truncate)} +truncates 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+vitriolic {(vitriol)}>ic> +vitro {(vitro)} +vituperate {(vituperate)} +vituperated {(vituperate)} +vituperates {(vituperate)} +vituperating {(vituperate)} +vituperation {(vituperate)}>ion> +vituperative {(vituperate)}>ive> +vituperatively {(vituperate)}>ive>>ly> +viva {(vive)} +vivace {(vivace)} +vivacious {(vive)>ious>} +vivaciously {(vive)>ious>}>ly> +vivaciousness {(vive)>ious>}>ness> +vivacity {(vive)>ity>} +vivaria {(vive)}{(ria)} +vivas {(vive)} +vivid {(vive)>id>} +vividly {(vive)>id>}>ly> +vividness {(vive)>id>}>ness> +vivified {(vive)>ify>} +vivifies {(vive)>ify>} +vivify {(vive)>ify>} +vivifying {(vive)>ify>} +viviparous {(vive)(par)>ious>} +vivisect {(vive)(sect)} +vivisected {(vive)(sect)} +vivisecting {(vive)(sect)} +vivisection {(vive)(sect)}>ion> +vivisectionist {(vive)(sect)}>ion>>ist> +vivisectionists {(vive)(sect)}>ion>>ist> +vivisections {(vive)(sect)}>ion> +vivisects {(vive)(sect)} +vixen {(vixen)} +vixenish {(vixen)}>ish> +vixens {(vixen)} +vizier {(vizier)} +viziers {(vizier)} +vocabularies {(voc)>abulary>} +vocabulary {(voc)>abulary>} +vocal {(voc)>al>} +vocalic {(voc)>al>}>ic> +vocalist {(voc)>al>}>ist> +vocalists {(voc)>al>}>ist> +vocalization {(voc)>al>}>ize>>ion> +vocalize {(voc)>al>}>ize> +vocalized {(voc)>al>}>ize> +vocalizes {(voc)>al>}>ize> +vocalizing {(voc)>al>}>ize> +vocally {(voc)>al>}>ly> +vocals {(voc)>al>} +vocation {(vocation)} +vocational {(vocation)}>al> +vocationally {(vocation)}>al>>ly> +vocations {(vocation)} +vocative {(voc)>ive>} +vocatives {(voc)>ive>} +voces {(voce)} +vociferate {(voc)>ifer>>ate>} +vociferated {(voc)>ifer>>ate>} +vociferates {(voc)>ifer>>ate>} +vociferating {(voc)>ifer>>ate>} +vociferation {(voc)>ifer>>ate>}>ion> +vociferous {(voc)>ifer>>ious>} +vociferously {(voc)>ifer>>ious>}>ly> +vociferousness {(voc)>ifer>>ious>}>ness> +vodka {(vodka)} +vodkas {(vodka)} +vogue {(vogue)} +vogues {(vogue)} +voice {(voice)} +voiced {(voice)} +voiceless {(voice)}>less> +voices {(voice)} +voicing {(voice)} +void {(void)} +voided {(void)} +voiding {(void)} +voids {(void)} +vol {(vol)} +volatile {(volatile)} +volatilities {(volatile)}>ity> +volatility {(volatile)}>ity> +volatilization {(volatile)}>ize>>ion> +volcanic {(volcan)>ic>} +volcano {(volcan)>o>} +volcanoes {(volcan)>o>} +volcanos {(volcan)>o>} +vole {(vole)} +voles {(vole)} +volition {(vol)>ion>} +volitional {(vol)>ion>}>al> +volley {(volley)} +volleyball {(volley)}{(ball)} +volleyballs {(volley)}{(ball)} +volleyed {(volley)} +volleying {(volley)} +volleys {(volley)} +volt {(volt)} +voltage {(volt)}>age> +voltages {(volt)}>age> +voltaic {(volta)}>ic> +voltmeter {(volt)}{(meter)} +volts {(volt)} +volubility {(voluble)}>ity> +voluble {(voluble)} +volume {(volume)} +volumes {(volume)} +volumetric {(volume)>etr>>ic>} +volumetrically {(volume)>etr>>ic>}>al>>ly> +voluminous {(volume)}>ious> +voluminously {(volume)}>ious>>ly> +voluntaries {(volunt)>ory>} +voluntarily {(volunt)>ory>}>ly> +voluntary {(volunt)>ory>} +volunteer {(volunt)>eer>} +volunteered {(volunt)>eer>} +volunteering {(volunt)>eer>} +volunteers {(volunt)>eer>} +voluptuous {(voluptuous)} +voluptuously {(voluptuous)}>ly> +voluptuousness {(voluptuous)}>ness> +volute {(volute)} +voluted {(volute)} +volutes {(volute)} +vomit {(vomit)} +vomited {(vomit)} +vomiting {(vomit)} +vomits {(vomit)} +voodoo {(voodoo)} +voodooism {(voodoo)}>ism> +voracious {(vorac)>ious>} +voraciously {(vorac)>ious>}>ly> +voracity {(vorac)>ity>} +vortex {(vortex)} +vortexes {(vortex)} +vortices {(vortices)} +votaries {(votary)} +votary {(votary)} +vote {(vote)} +voted {(vote)} +voteless {(vote)}>less> +voter {(vote)}>er> +voters {(vote)}>er> +votes {(vote)} +voting {(vote)} +votive {(votive)} +voucher {(vouch)}>er> +vouchers {(vouch)}>er> +vouching {(vouch)} +vouchsafe {(vouch)}{(safe)} +vouchsafed {(vouch)}{(safe)} +vouchsafes {(vouch)}{(safe)} +vouchsafing {(vouch)}{(safe)} +vow {(vow)} +vowed {(vow)} +vowel {(vowel)} +vowels {(vowel)} +vowing {(vow)} +vows {(vow)} +vox {(vox)} +voyage {(voyage)} +voyaged {(voyage)} +voyager {(voyage)}>er> +voyagers {(voyage)}>er> +voyages {(voyage)} +voyaging {(voyage)} +voyeur {(voyeur)} +voyeuristic {(voyeur)}>ist>>ic> +voyeuristically {(voyeur)}>ist>>ic>>ly> +voyeurs {(voyeur)} +vulcanization {(vulcan)}>ize>>ion> +vulcanizations {(vulcan)}>ize>>ion> +vulcanize {(vulcan)}>ize> +vulcanized {(vulcan)}>ize> +vulcanizes {(vulcan)}>ize> +vulcanizing {(vulcan)}>ize> +vulgar {(vulgar)} +vulgarian {(vulgar)}>ian> +vulgarians {(vulgar)}>ian> +vulgarism {(vulgar)}>ism> +vulgarisms {(vulgar)}>ism> +vulgarities {(vulgar)}>ity> +vulgarity {(vulgar)}>ity> +vulgarization {(vulgar)}>ize>>ion> +vulgarize {(vulgar)}>ize> +vulgarized {(vulgar)}>ize> +vulgarizes {(vulgar)}>ize> +vulgarizing {(vulgar)}>ize> +vulgarly {(vulgar)}>ly> +vulnerabilities {(vulnerable)}>ity> +vulnerability {(vulnerable)}>ity> +vulnerable {(vulnerable)} +vulnerably {(vulnerable)}>y> +vulpine {(vulpine)} +vulture {(vulture)} +vultures {(vulture)} +vulva {(vulv)} +vulvas {(vulv)} +vying {(vie)} +wackier {(wacky)}>er> +wackiness {(wacky)}>ness> +wacky {(wacky)} +wad {(wad)} +wadded {(wad)} +wadding {(wad)} +waddle {(waddle)} +waddled {(waddle)} +waddles {(waddle)} +waddling {(waddle)} +wade {(wade)} +waded {(wade)} +wader {(wade)}>er> +waders {(wade)}>er> +wades {(wade)} +wadi {(wadi)} +wading {(wade)} +wadis {(wadi)} +wads {(wad)} +wafer {(wafer)} +wafers {(wafer)} +waffle {(waffle)} +waffled {(waffle)} +waffles {(waffle)} +waffling {(waffle)} +waft {(waft)} +wafted {(waft)} +wafting {(waft)} +wafts {(waft)} +wag {(wag)} +wage {(wage)} +waged {(wage)} +wager {(wage)}>er> +wagered {(wage)}>er> +wagering {(wage)}>er> +wagers {(wage)}>er> +wages {(wage)} +wagged {(wag)} +waggeries {(wag)}>ory> +waggery {(wag)}>ory> +wagging {(wag)} +waggish {(wag)}>ish> +waggishly {(wag)}>ish>>ly> +waggishness {(wag)}>ish>>ness> +waggle {(waggle)} +waggled {(waggle)} +waggles {(waggle)} +waggling {(waggle)} +waging {(wage)} +wagon {(wagon)} +wagoner {(wagon)}>er> 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{(walrus)} +walruses {(walrus)} +waltz {(waltz)} +waltzed {(waltz)} +waltzes {(waltz)} +waltzing {(waltz)} +wampum {(wampum)} +wan {(wan)} +wand {(wand)} +wander {(wander)} +wandered {(wander)} +wanderer {(wander)}>er> +wanderers {(wander)}>er> +wandering {(wander)} +wanderings {(wander)} +wanderlust {(wander)}{(lust)} +wanders {(wander)} +wands {(wand)} +wane {(wane)} +waned {(wane)} +wanes {(wane)} +wangle {(wangle)} +wangled {(wangle)} +wangles {(wangle)} +wangling {(wangle)} +waning {(wane)} +wank {(wank)} +wanked {(wank)} +wanker {(wank)}>er> +wankers {(wank)}>er> +wanking {(wank)} +wanks {(wank)} +wanly {(wan)}>ly> +wanna {(wanna)} +wanner {(wan)}>er> +wanness {(wan)}>ness> +wannest {(wan)}>est> +want {(want)} +wanted {(want)} +wanting {(want)} +wanton {(wanton)} +wantoned {(wanton)} +wantoning {(wanton)} +wantonly {(wanton)}>ly> +wantonness {(wanton)}>ness> +wantons {(wanton)} +wants {(want)} +wapiti {(wapiti)} +wapitis {(wapiti)} +war {(war)} +war's {(war)} +warble {(warble)} 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{(warm)}{(heart)} +warming {(warm)} +warmish {(warm)}>ish> +warmly {(warm)}>ly> +warmness {(warm)}>ness> +warmonger {(war)}{(monger)} +warmongering {(war)}{(monger)} +warmongers {(war)}{(monger)} +warms {(warm)} +warmth {(warmth)} +warmup {(warm)}{(up)} +warn {(warn)} +warned {(warn)} +warning {(warn)} +warningly {(warn)}>ly> +warnings {(warn)} +warns {(warn)} +warp {(warp)} +warped {(warp)} +warping {(warp)} +warps {(warp)} +warrant {(warrant)} +warranted {(warrant)} +warrantee {(warrant)}>ee> +warrantees {(warrant)}>ee> +warranties {(warrant)}>y> +warranting {(warrant)} +warrantor {(warrant)}>or> +warrantors {(warrant)}>or> +warrants {(warrant)} +warranty {(warrant)}>y> +warred {(war)} +warren {(warren)} +warrens {(warren)} +warring {(war)} +warrior {(war)>or>} +warriors {(war)>or>} +wars {(war)} +warship {(war)}{(ship)} +warships {(war)}{(ship)} +wart {(wart)} +warthog {(wart)}{(hog)} +warthogs {(wart)}{(hog)} +wartier {(wart)}>y>>er> +wartime {(war)}{(time)} +wartorn {(war)}{(tore)}>n> +warts {(wart)} +warty {(wart)}>y> +wary {(ware)>y>} +was {(was)} +wash {(wash)} +washable {(wash)}>able> +washbasin {(wash)}{(basin)} +washbasins {(wash)}{(basin)} +washboard {(wash)}{(board)} +washbowl {(wash)}{(bowl)} +washbowls {(wash)}{(bowl)} +washcloth {(wash)}{(cloth)} +washcloths {(wash)}{(cloth)} +washday {(wash)}{(day)} +washdays {(wash)}{(day)} +washed {(wash)} +washer {(wash)}>er> +washers {(wash)}>er> +washerwoman {(wash)}>er>(woman) +washerwomen {(wash)}>er>(women) +washes {(wash)} +washhouse {(wash)}{(house)} +washhouses {(wash)}{(house)} +washier {(wash)}>y>>er> +washing {(wash)} +washings {(wash)} +washout {(wash)}{(out)} +washouts {(wash)}{(out)} +washroom {(wash)}{(room)} +washrooms {(wash)}{(room)} +washstand {(wash)}{(stand)} +washstands {(wash)}{(stand)} +washwomen {(wash)}{(women)} +washy {(wash)}>y> +wasn't {(was)} +wasp {(wasp)} +waspish {(wasp)}>ish> +waspishly {(wasp)}>ish>>ly> +waspishness {(wasp)}>ish>>ness> +wasps {(wasp)} +wassail {(wassail)} +wassails {(wassail)} +wast {(wast)} +wastage {(waste)}>age> +waste {(waste)} +wastebasket {(waste)}{(basket)} +wastebaskets {(waste)}{(basket)} +wasted {(waste)} +wasteful {(waste)}>ful> +wastefully {(waste)}>ful>>ly> +wastefulness {(waste)}>ful>>ness> +wasteland {(waste)}{(land)} +wastelands {(waste)}{(land)} +waster {(waste)}>er> +wasters {(waste)}>er> +wastes {(waste)} +wastewater {(waste)}{(water)} +wasting {(waste)} +wastrel {(wastrel)} +wastrels {(wastrel)} +watch {(watch)} +watchband {(watch)}{(band)} +watchbands {(watch)}{(band)} +watchdog {(watch)}{(dog)} +watchdogs {(watch)}{(dog)} +watched {(watch)} +watcher {(watch)}>er> +watchers {(watch)}>er> +watches {(watch)} +watchful {(watch)}>ful> +watchfully {(watch)}>ful>>ly> +watchfulness {(watch)}>ful>>ness> +watching {(watch)} +watchmaker {(watch)}{(make)}>er> +watchmakers {(watch)}{(make)}>er> +watchman {(watch)}(man) +watchmen {(watch)}(men) +watchstrap {(watch)}{(strap)} +watchstraps {(watch)}{(strap)} +watchtower {(watch)}{(tower)} +watchtowers {(watch)}{(tower)} +watchword {(watch)}{(word)} +watchwords {(watch)}{(word)} +water {(water)} +water's {(water)} +waterbird {(water)}{(bird)} +waterbirds {(water)}{(bird)} +waterborne {(water)}{(borne)} +watercannon {(water)}{(cannon)} +watercannons {(water)}{(cannon)} +waterchute {(water)}{(chute)} +waterchutes {(water)}{(chute)} +watercolor {(water)}{(color)} +watercolors {(water)}{(color)} +watercolour {(water)}{(color)} +watercolours {(water)}{(color)} +watercourse {(water)}{(course)} +watercourses {(water)}{(course)} +watercress {(water)}{(cress)} +watered {(water)} +waterfall {(water)}{(fall)} +waterfalls {(water)}{(fall)} +waterfowl {(water)}{(fowl)} +waterfowls {(water)}{(fowl)} +waterfront {(water)}{(front)} +waterfronts {(water)}{(front)} +waterhen {(water)}{(hen)} +waterhens {(water)}{(hen)} +waterier {(water)}>y>>er> +wateriest {(water)}>y>>est> +watering {(water)} +waterline {(water)}{(line)} +waterlines {(water)}{(line)} 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{(wave)}{(length)} +waver {(waver)} +wavered {(waver)} +waverer {(waver)}>er> +waverers {(waver)}>er> +wavering {(waver)} +waveringly {(waver)}>ly> +wavers {(wave)}>er> +waves {(wave)} +wavier {(wave)}>y>>er> +waviest {(wave)}>y>>est> +waviness {(wave)}>y>>ness> +waving {(wave)} +wavy {(wave)}>y> +wax {(wax)} +waxed {(wax)} +waxen {(wax)}>en> +waxes {(wax)} +waxier {(wax)}>y>>er> +waxiest {(wax)}>y>>est> +waxiness {(wax)}>y>>ness> +waxing {(wax)} +waxwork {(wax)}{(work)} +waxworks {(wax)}{(work)} +waxy {(wax)}>y> +way {(way)} +way's {(way)} +waybill {(way)}{(bill)} +waybills {(way)}{(bill)} +wayfarer {(way)(fare)}>er> +wayfarers {(way)(fare)}>er> +wayfaring {(way)(fare)} +waylaid {(way)}{(lay)} +waylain {(way)}{(lay)}>n> +waylay {(way)}{(lay)} +waylaying {(way)}{(lay)} +waylays {(way)}{(lay)} +ways {(way)} +wayside {(way)}{(side)} +wayward {(way)}>ward> +we {(we)} +we'd {(we)} +we'll {(we)} +we're {(we)} +we've {(we)} +weak {(weak)} +weaken {(weak)}>en> +weakened {(weak)}>en> 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+woken {(woke)}>en> +wold {(wold)} +wolds {(wold)} +wolf {(wolf)} +wolfed {(wolf)} +wolfhound {(wolf)}{(hound)} +wolfhounds {(wolf)}{(hound)} +wolfing {(wolf)} +wolfish {(wolf)}>ish> +wolfram {(wolfram)} +wolfs {(wolf)} +wolves {(wolf)} +woman {(woman)} +woman's {(woman)} +womanhood {(woman)}>hood> +womanish {(woman)}>ish> +womanize {(woman)}>ize> +womanized {(woman)}>ize> +womanizer {(woman)}>ize>>er> +womanizers {(woman)}>ize>>er> +womanizes {(woman)}>ize> +womanizing {(woman)}>ize> +womankind {(woman)}{(kind)} +womanlike {(woman)}{(like)} +womanliness {(woman)}>ly>>ness> +womanly {(woman)}>ly> +womb {(womb)} +wombat {(wombat)} +wombats {(wombat)} +wombs {(womb)} +women {(women)} +women's {(women)} +womenfolk {(women)}{(folk)} +won {(won)} +won't {won't} +wonder {(wonder)} +wondered {(wonder)} +wonderful {(wonder)}>ful> +wonderfully {(wonder)}>ful>>ly> +wonderfulness {(wonder)}>ful>>ness> +wondering {(wonder)} +wonderingly {(wonder)}>ly> +wonderland {(wonder)}{(land)} +wonderlands {(wonder)}{(land)} +wonderment {(wonder)}>ment> +wonders {(wonder)} +wondrous {(wonder)>ious>} +wondrously {(wonder)>ious>}>ly> +wonkier {(wonky)}>er> +wonky {(wonky)} +wont {(wont)} +wonted {(wont)} +woo {(woo)} +wood {(wood)} +woodbine {(woodbine)} +woodblock {(wood)}{(block)} +woodblocks {(wood)}{(block)} +woodcarver {(wood)}{(carve)}>er> +woodcock {(wood)}{(cock)} +woodcocks {(wood)}{(cock)} +woodcraft {(wood)}{(craft)} +woodcrafts {(wood)}{(craft)} +woodcut {(wood)}{(cut)} +woodcuts {(wood)}{(cut)} +woodcutter {(wood)}{(cut)}>er> +woodcutters {(wood)}{(cut)}>er> +wooded {(wood)} +wooden {(wood)}>en> +woodenly {(wood)}>en>>ly> +woodenness {(wood)}>en>>ness> +woodgraining {(wood)}{(grain)} +woodier {(wood)}>y>>er> +woodiest {(wood)}>y>>est> +woodland {(wood)}(land) +woodlands {(wood)}(land) +woodlice {(wood)}{(lice)} +woodlouse {(wood)}{(louse)} +woodman {(wood)}(man) +woodmen {(wood)}(men) +woodpecker {(wood)}{(peck)}>er> +woodpeckers {(wood)}{(peck)}>er> +woodpile {(wood)}{(pile)} +woods {(wood)} +woodshed {(wood)}{(shed)} +woodsheds {(wood)}{(shed)} +woodsman {(wood)}(man) +woodwind {(wood)}{(wind)} +woodwork {(wood)}{(work)} +woodworking {(wood)}{(work)} +woodworm {(wood)}{(worm)} +woodworms {(wood)}{(worm)} +woody {(wood)}>y> +woodyard {(wood)}{(yard)} +wooed {(woo)} +wooer {(woo)}>er> +wooers {(woo)}>er> +woof {(woof)} +woofer {(woof)}>er> +woofers {(woof)}>er> +wooing {(woo)} +wool {(wool)} +woolen {(wool)}>en> +woolgather {(wool)}{(gather)} +woolgathered {(wool)}{(gather)} +woolgathering {(wool)}{(gather)} +woolgathers {(wool)}{(gather)} +woollen {(wool)}>en> +woollens {(wool)}>en> +woollier {(wool)}>y>>er> +woollies {(wool)}>y> +woolliest {(wool)}>y>>est> +woolliness {(wool)}>y>>ness> +woolly {(wool)}>y> +wools {(wool)} +woolsack {(wool)}{(sack)} +woolworkers {(wool)}{(work)}>er> +woos {(woo)} +woozier {(woozy)}>er> +woozy {(woozy)} +word {(word)} +wordbook {(word)}{(book)} +wordbooks {(word)}{(book)} +worded {(word)} +wordier {(word)}>y>>er> +wordiest {(word)}>y>>est> +wordily {(word)}>y>>ly> +wordiness {(word)}>y>>ness> +wording {(word)} +wordless {(word)}>less> +wordlessly {(word)}>less>>ly> +wordplay {(word)}{(play)} +words {(word)} +wordy {(word)}>y> +wore {(wore)} +work {(work)} +work's {(work)} +workable {(work)}>able> +workableness {(work)}>able>>ness> +workaday {(work)>a>(day)} +workbag {(work)}{(bag)} +workbags {(work)}{(bag)} +workbasket {(work)}{(basket)} +workbaskets {(work)}{(basket)} +workbench {(work)}{(bench)} +workbenches {(work)}{(bench)} +workbook {(work)}{(book)} +workbooks {(work)}{(book)} +workbox {(work)}{(box)} +workboxes {(work)}{(box)} +workday {(work)}{(day)} +workdays {(work)}{(day)} +worked {(work)} +worker {(work)}>er> +worker's {(work)}>er> +workers {(work)}>er> +workhorse {(work)}{(horse)} +workhorses {(work)}{(horse)} +workhouse {(work)}{(house)} +workhouses {(work)}{(house)} +working {(work)} +workingmen {(work)}{(men)} +workings {(work)} +workman {(work)}(man) +workman's {(work)}(man) +workmanlike {(work)}(man){(like)} +workmanship {(work)}(man)>ship> +workmen {(work)}(men) +workout {(work)}{(out)} +workouts {(work)}{(out)} +workpeople {(work)}{(people)} +workpiece {(work)}{(piece)} +workroom {(work)}{(room)} +workrooms {(work)}{(room)} +works {(work)} +worksheet {(work)}{(sheet)} +workshop {(work)}{(shop)} +workshops {(work)}{(shop)} +worktable {(work)}{(table)} +worktables {(work)}{(table)} +world {(world)} +world's {(world)} +worldlier {(world)}>ly>>er> +worldliest {(world)}>ly>>est> +worldliness {(world)}>ly>>ness> +worldly {(world)}>ly> +worlds {(world)} +worldwide {(world)}{(wide)} +worm {(worm)} +wormed {(worm)} +wormhole {(worm)}{(hole)} +wormholes {(worm)}{(hole)} +wormier {(worm)}>y>>er> +wormiest {(worm)}>y>>est> +worming {(worm)} +worms {(worm)} +wormwood {(wormwood)} +wormy {(worm)}>y> +worn {(wore)}>n> +wornout {(wore)}>n>{(out)} +worried {(worry)} +worriedly {(worry)}>ly> +worries {(worry)} +worrisome {(worry)}>some> +worry {(worry)} +worrying {(worry)} +worryingly {(worry)}>ly> +worse {(worse)} +worsen {(worse)}>en> +worsened {(worse)}>en> +worsening {(worse)}>en> +worsens {(worse)}>en> +worship {(worship)} +worshipful {(worship)}>ful> +worshiping {(worship)} +worshipped {(worship)} +worshipper {(worship)}>er> +worshippers {(worship)}>er> +worshipping {(worship)} +worships {(worship)} +worst {(worst)} +worsted {(worst)} +worsting {(worst)} +worsts {(worst)} +wort {(wort)} +worth {(worth)} +worthier {(worth)}>y>>er> +worthies {(worth)}>y> +worthiest {(worth)}>y>>est> +worthily {(worth)}>y>>ly> +worthiness {(worth)}>y>>ness> +worthless {(worth)}>less> +worthlessly {(worth)}>less>>ly> +worthlessness {(worth)}>less>>ness> +worthwhile {(worth)}{(while)} +worthy {(worth)}>y> +would {(would)} +wouldbe {(would)}{(be)} +wouldn't {(would)} +wouldst {(would)}>est> +wound {(wound)} +wounded {(wound)} +wounding {(wound)} +wounds {(wound)} +wove {(wove)} +woven {(wove)}>en> +wow {(wow)} +wrack {(wrack)} +wraith {(wraith)} +wraiths {(wraith)} +wrangle {(wrangle)} +wrangled {(wrangle)} +wrangler {(wrangle)}>er> +wranglers {(wrangle)}>er> +wrangles {(wrangle)} +wrangling {(wrangle)} +wrap {(wrap)} +wrapped {(wrap)} +wrapper {(wrap)}>er> +wrappers {(wrap)}>er> +wrapping {(wrap)} +wrappings {(wrap)} +wraps {(wrap)} +wrath {(wrath)} +wrathful {(wrath)}>ful> +wrathfully {(wrath)}>ful>>ly> +wreak {(wreak)} +wreaked {(wreak)} +wreaking {(wreak)} +wreaks {(wreak)} +wreath {(wreath)} +wreathe {(wreathe)} +wreathed {(wreathe)} +wreathes {(wreathe)} +wreathing {(wreath)} +wreaths {(wreath)} +wreck {(wreck)} +wreckage {(wreck)}>age> +wrecked {(wreck)} +wrecker {(wreck)}>er> +wreckers {(wreck)}>er> +wrecking {(wreck)} +wrecks {(wreck)} +wren {(wren)} +wrench {(wrench)} +wrenched {(wrench)} +wrenches {(wrench)} +wrenching {(wrench)} +wrens {(wren)} +wrest {(wrest)} +wrested {(wrest)} +wresting {(wrest)} +wrestle {(wrestle)} +wrestled {(wrestle)} +wrestler {(wrestle)}>er> +wrestler's {(wrestle)}>er> +wrestlers {(wrestle)}>er> +wrestles {(wrestle)} +wrestling {(wrestle)} +wrestlings {(wrestle)} +wrests {(wrest)} +wretch {(wretch)} +wretched {(wretch)} +wretchedly {(wretch)}>ly> +wretchedness {(wretch)}>ness> +wretches {(wretch)} +wriggle {(wriggle)} +wriggled {(wriggle)} +wriggler {(wriggle)}>er> +wrigglers {(wriggle)}>er> +wriggles {(wriggle)} +wriggling {(wriggle)} +wright {(wright)} +wrights {(wright)} +wring {(wring)} +wringer {(wring)}>er> +wringers {(wring)}>er> +wringing {(wring)} +wrings {(wring)} +wrinkle {(wrinkle)} +wrinkled {(wrinkle)} +wrinkles {(wrinkle)} +wrinklier {(wrinkle)}>y>>er> +wrinkliest {(wrinkle)}>y>>est> +wrinkling {(wrinkle)} +wrinkly {(wrinkle)}>y> +wrist {(wrist)} +wristband {(wrist)}{(band)} +wristbands {(wrist)}{(band)} +wristlet {(wrist)}>let> +wristlets {(wrist)}>let> +wrists {(wrist)} +wristwatch {(wrist)}{(watch)} +wristwatches {(wrist)}{(watch)} +writ {(write)} +write {(write)} +writer {(write)}>er> +writer's {(write)}>er> +writers {(write)}>er> +writes {(write)} +writhe {(writhe)} +writhed {(writhe)} +writhes {(writhe)} +writhing {(writhe)} +writing {(write)} +writings {(write)} +writs {(write)} +written {(write)>en>} +wrong {(wrong)} +wrongdoer {(wrong)}{(do)}>er> +wrongdoers {(wrong)}{(do)}>er> +wrongdoing {(wrong)}{(do)} +wrongdoings {(wrong)}{(do)} +wronged {(wrong)} +wrongful {(wrong)}>ful> +wrongfully {(wrong)}>ful>>ly> +wrongheaded {(wrong)}{(head)} +wrongheadedly {(wrong)}{(head)}>ly> +wrongheadedness {(wrong)}{(head)}>ness> +wronging {(wrong)} +wrongly {(wrong)}>ly> +wrongs {(wrong)} +wrote {(wrote)} +wroth {(wroth)} +wrought {(wrought)} +wrung {(wrung)} +wry {(wry)} +wryly {(wry)}>ly> +wyvern {(wyvern)} +wyverns {(wyvern)} +xenon {(xenon)} +xenophobia {(xeno)(phobe)>ia>} +xenophobic {(xeno)(phobe)}>ic> +xerox {(xerox)} +xeroxed {(xerox)} +xeroxes {(xerox)} +xeroxing {(xerox)} +xylophone {(xylo)(phon)} +xylophones {(xylo)(phon)} +y {(y)} +y's {(y)} +yacht {(yacht)} +yachted {(yacht)} +yachting {(yacht)} +yachts {(yacht)} +yachtsman {(yacht)}(man) +yachtsmen {(yacht)}(men) +yah {(yah)} +yahoo {(yahoo)} +yahoos {(yahoo)} +yak {(yak)} +yakked {(yak)} +yakking {(yak)} +yaks {(yak)} +yam {(yam)} +yammer {(yammer)} +yammered {(yammer)} +yammering {(yammer)} +yammers {(yammer)} +yams {(yam)} +yang {(yang)} +yank {(yank)} +yanked {(yank)} +yanking {(yank)} +yanks {(yank)} +yap {(yap)} +yapped {(yap)} +yapping {(yap)} +yaps {(yap)} +yard {(yard)} +yardage {(yard)}>age> +yardages {(yard)}>age> +yardarm {(yard)}{(arm)} +yardarms {(yard)}{(arm)} +yards {(yard)} +yardstick {(yard)}{(stick)} +yardsticks {(yard)}{(stick)} +yarn {(yarn)} +yarned {(yarn)} +yarning {(yarn)} +yarns {(yarn)} +yarrow {(yarrow)} +yaw {(yaw)} +yawed {(yaw)} +yawing {(yaw)} +yawl {(yawl)} +yawls {(yawl)} +yawn {(yawn)} +yawned {(yawn)} +yawning {(yawn)} +yawns {(yawn)} +yaws {(yaw)} +ye {(ye)} +yea {(yea)} +yeah {(yeah)} +year {(year)} +year's {(year)} +yearbook {(year)}{(book)} +yearbooks {(year)}{(book)} +yearling {(year)>ling>} +yearlings {(year)>ling>} +yearlong {(year)}{(long)} +yearly {(year)}>ly> +yearn {(yearn)} +yearned {(yearn)} +yearning {(yearn)} +yearningly {(yearn)}>ly> +yearnings {(yearn)} +yearns {(yearn)} +years {(year)} +yeas {(yea)} +yeast {(yeast)} +yeastier {(yeast)}>y>>er> +yeasts {(yeast)} +yeasty {(yeast)}>y> +yell {(yell)} +yelled {(yell)} +yeller {(yell)}>er> +yelling {(yell)} +yellow {(yellow)} +yellowed {(yellow)} +yellower {(yellow)}>er> +yellowest {(yellow)}>est> +yellowing {(yellow)} +yellowish {(yellow)}>ish> +yellowness {(yellow)}>ness> +yellows {(yellow)} +yells {(yell)} +yelp {(yelp)} +yelped {(yelp)} +yelping {(yelp)} +yelps {(yelp)} +yen {(yen)} +yens {(yen)} +yeoman {(yeo)(man)} +yeomanry {(yeo)(man)}>ory> +yeomen {(yeo)(men)} +yes {(yes)} +yesterday {(yester)(day)} +yesterday's {(yester)(day)} +yesterdays {(yester)(day)} +yesteryear {(yester)(year)} +yet {(yet)} +yeti {(yeti)} +yetis {(yeti)} +yew {(yew)} +yews {(yew)} +yid {(yid)} +yids {(yid)} +yield {(yield)} +yielded {(yield)} +yielding {(yield)} +yieldingly {(yield)}>ly> +yields {(yield)} +yin {(yin)} +yip {(yip)} +yippee {(yippee)} +yob {(yob)} +yobbo {(yobbo)} +yobbos {(yobbo)} +yobs {(yob)} +yodel {(yodel)} +yodeling {(yodel)} +yodelled {(yodel)} +yodeller {(yodel)}>er> +yodellers {(yodel)}>er> +yodelling {(yodel)} +yodels {(yodel)} +yoga {(yoga)} +yoghurt {(yoghurt)} +yoghurts {(yoghurt)} +yogi {(yogi)} +yogis {(yogi)} +yogurt {(yogurt)} +yoke {(yoke)} +yoked {(yoke)} +yokel {(yokel)} +yokels {(yokel)} +yokes {(yoke)} +yoking {(yoke)} +yolk {(yolk)} +yolks {(yolk)} +yon {(yon)} +yonder {(yonder)} +yore {(yore)} +yorker {(york)}>er> +yorkers {(york)}>er> +you {(you)} +you'd {(you)} +you'll {(you)} +you're {(you)} +you've {(you)} +young {(young)} +young's {(young)} +younger {(young)}>er> +youngest {(young)}>est> +youngish {(young)}>ish> +youngster {(young)}>ster> +youngsters {(young)}>ster> +your {(your)} +yours {(yours)} +yourself {(your)}{(self)} +yourselves {(your)}{(self)} +youth {(youth)} +youthful {(youth)}>ful> +youthfully {(youth)}>ful>>ly> +youthfulness {(youth)}>ful>>ness> +youths {(youth)} +yowl {(yowl)} +yowled {(yowl)} +yowling {(yowl)} +yowls {(yowl)} +yucca {(yucca)} +yuccas {(yucca)} +yule {(yule)} +yuletide {(yule)}{(tide)} +zanier {(zany)}>er> +zaniest {(zany)}>est> +zany {(zany)} +zap {(zap)} +zapped {(zap)} +zapping {(zap)} +zaps {(zap)} +zeal {(zeal)} +zealot {(zeal)>ot>} +zealotry {(zeal)>ot>}>ory> +zealots {(zeal)>ot>} +zealous {(zeal)>ious>} +zealously {(zeal)>ious>}>ly> +zealousness {(zeal)>ious>}>ness> +zebra {(zebra)} +zebras {(zebra)} +zebu {(zebu)} +zebus {(zebu)} +zed {(zed)} +zeds {(zed)} +zee {(zee)} +zees {(zee)} +zeitgeist {(zeitgeist)} +zenith {(zenith)} +zenithal {(zenith)}>al> +zeniths {(zenith)} +zephyr {(zephyr)} +zephyrs {(zephyr)} +zeppelin {(zeppelin)} +zeppelins {(zeppelin)} +zero {(zero)} +zeroed {(zero)} +zeros {(zero)} +zest {(zest)} +zigzag {(zig)}{(zag)} +zigzagged {(zig)}{(zag)} +zigzagging {(zig)}{(zag)} +zigzags {(zig)}{(zag)} +zinc {(zinc)} +zing {(zing)} +zinnia {(zinnia)} +zinnias {(zinnia)} +zip {(zip)} +zipped {(zip)} +zipper {(zip)}>er> +zippers {(zip)}>er> +zippier {(zip)}>y>>er> +zippiest {(zip)}>y>>est> +zipping {(zip)} +zippy {(zip)}>y> +zips {(zip)} +zircon {(zircon)} +zircons {(zircon)} +zither {(zither)} +zithers {(zither)} +zloty {(zloty)} +zlotys {(zloty)} +zodiac {(zodiac)} +zodiacal {(zodiac)}>al> +zodiacs {(zodiac)} +zombie {(zombie)} +zombies {(zombie)} +zonal {(zone)}>al> +zone {(zone)} +zoned {(zone)} +zones {(zone)} +zoning {(zone)} +zonked {(zonk)} +zoo {(zoo)} +zoological {(zoo)(log)>ic>>al>} +zoologist {(zoo)(log)>ist>} +zoologists {(zoo)(log)>ist>} +zoology {(zoo)(log)>y>} +zoom {(zoom)} +zoomed {(zoom)} +zooming {(zoom)} +zooms {(zoom)} +zoos {(zoo)} +zucchini {(zucchini)} +zucchinis {(zucchini)} +bohemian {(boehme)>ia>}>n> +bohemians {(boehme)>ia>}>n> +centilitre al>} +consuetudinary {(consuetude)>al>>ory>} +criminalization {(crimin)>al>>ize>>ion>} +criminalisation {(crimin)>al>>ize>>ion>} +decriminalization al>>ize>>ion>} +decriminalisation al>>ize>>ion>} +islamophobia {(islam)(phobe)>ia>} +rollerblading {(rollerblade)} +rollerblader {(rollerblade)}>er> +Anglia {(anglo)>ia>} +encyclopaedia {ia>} +encyclopedism {ism>} +encyclopaedism {ism>} +cyclopaedia {(cycle)(ped)>ia>} +cyclopedia {(cycle)(ped)>ia>} +hematology {(hema)(log)>y>} +haematology {(hema)(log)>y>} +haematologist {(hema)(log)>ist>} \ No newline at end of file diff --git a/gen-requirements.py b/gen-requirements.py new file mode 100644 index 0000000..1a240d3 --- /dev/null +++ b/gen-requirements.py @@ -0,0 +1,30 @@ +import os +import shutil +from pathlib import Path + +root_dir = os.getcwd() +temp_dir = os.path.join(root_dir, "temp") + +# Clear or create the temporary directory +if os.path.exists(temp_dir): + shutil.rmtree(temp_dir) +os.makedirs(temp_dir) + +# Copy all .py files to the temp directory recursively +for root, _, files in os.walk(root_dir): + for file in files: + if file.endswith(".py"): + src_file = os.path.join(root, file) + dest_file = os.path.join(temp_dir, Path(root).name + "_" + file) + shutil.copyfile(src_file, dest_file) + +# Run pipreqs on the temporary directory +os.system(f"pipreqs {temp_dir} --force") + +# Move the generated requirements.txt to the original root directory +shutil.move(os.path.join(temp_dir, "requirements.txt"), os.path.join(root_dir, "requirements.txt")) + +# Clean up the temporary directory +shutil.rmtree(temp_dir) + +print("requirements.txt has been generated!") diff --git a/readme.md b/readme.md new file mode 100644 index 0000000..51b5800 --- /dev/null +++ b/readme.md @@ -0,0 +1,223 @@ +# OSimUnr-Generator +## INTRODUCTION +This repository provides tools used to automatically generate new instances of **OSimUnr dataset** ([see the paper of the study](#cite)), which contains *orthographically similar but semantically unrelated* (OSimUnr) word-pairs. + +Here are some word-pair examples from the [dataset repository](https://github.com/gokhanercan/OSimUnr): + +| English | Turkish | +| :------------------------- | --------------------------- | +| processor - professor | tencere - pencere | +| adventure - denture | tesbih - teşbih | +| souffle - shuffle | kiracılık - biracılık | +| fridge - fringe | enişte - erişte | +| internet - intercept | kampanya - şampanya | +| lockdown - lookdown | avanta - lavanta | +| undergrad - underground | piyangocu - piyanocu | +| margin - margarin | bakara - makara | +| shrine - shrink | istifa - istifra | +| dictionary - reactionary | kıyafet - kıyamet | + +The dataset construction pipeline leverages various morphological resources and orthographic algorithms such as python-string-similarity, NLTK, WordNet, and MorphoLex. These tools approximate orthographic similarity and semantic relatedness based on the assumptions explained in the paper. + +This repository uses English as the default language, but the codebase is designed to be extensible to support additional languages. This repository does not include corpus, modeling, or evaluation components, as the focus is on the dataset generation. + +## Core Components + +- **Genuine OSimUnr Methods**: Includes methods from the study, such as the dataset generation pipeline, relatedness classifier, shallow affixation, semantic blacklisting, and root detectors. +- **Handles Pairing of Words**: Manages the associations and pairing of words. +- **General Utility Functions**: Comprises Logger, Progress, String manipulation, and other utilities. +- **General NLP Functions**: Covers essential NLP functionalities like Dataset, Language, POS (Part of Speech), Tokenizer, and Preprocessor. +- **Subword Level Representations**: Features components like Ngram, Root, SegmentedWord, and Affixes for detailed linguistic analysis. +- **Orthographic Similarity Tools**: Tools to compute various edit distances and overlapping coefficients for assessing text similarity. +- **MorphoLex Shallow Parser**: A specialized parser for morphological analysis. +- **WordNet Wrapper**: Used as a relatedness approximation tool; includes Word-pool, Semantic graph, and root detector. +- **Supports Building Your Own Language-Specific Pipeline**: Encourages the development of customized language pipelines, as detailed in `PipelineProviderBase`. + +## Compatibility + +The code has been tested on the following environments: + +- **Python 3,6, 3.8**, Windows, Ubuntu. See Github Actions for tests running on Ubuntu. + +### Important Note + +- **NLTK Version**: To ensure reproducibility in the English language processing pipeline, please use the exact 3.4.5 version of NLTK. This version is compatible with Python versions 2.7 through 3.8. +- **Python 3.8+**: Not supported due to NLTK compatibility issues. If you do not require the exact WordNet implementation, feel free to fork and test in higher Python versions. In theory, it should work. + +## INSTALLATION + +1. Clone the repository to a folder: +2. Install required dependencies in the root of the project: + + ```bash + pip install pip-tools + ``` + + ```bash + pip install -r requirements.txt + ``` +3. Run the `setup.py` script to download WordNet data in your local: + + ```bash + python setup.py + ``` +4. (Optional) Add project path to PythonPath to enable importing modules from any location: + + ```bash + $env:PYTHONPATH = "YourClonePath" + ``` + +## How to Run + +### Generate an English Dataset using defaults + +1. Navigate to the root directory of the cloned source-code. +2. Configure the pipeline for your study if you want to. The default is the English pipeline described in the paper. +3. Start the pipeline by running: + + ```bash + python src\Run.py + ``` +4. You should see an output similar to the one given in the Output section below: +5. The generated dataset files should be located in the '../Resources/Studies/MyStudy/eng' directory relative to your source code. + + For example, for the final Q3 dataset for English, check out the file named *'S3a-OrthographicallySimilarButUnrelatedsQ3-nedit-{RandomDatasetID}.csv'*. The overall naming pattern is as follows: + ```S{StageNumber}-SubDatasetNameQ{SimilarityLevel}-{OrthographicAlg}-{RandomDatasetID}.csv ``` + + This is very similar to the naming conventions of the [released OSimUnr dataset.](https://github.com/gokhanercan/OSimUnr) + +**Output:** +todo:output here.. + +## CUSTOMIZATION + +You can customize and extend the pipeline based on your needs as follows: + +### Set the Initial Parameters and Algorithms + +In the `Run.py` file, you can set various parameters: + +```python +GenerateDataset(wordPosFilters=[POSTypes.NOUN],minOrthographicSimQ3=0.50, minOrthographicSimQ4=0.75,maxRelatedness=0.25,limitWordCands=500) +``` + +### Parameters +> **wordPosFilters**: Defines the part-of-speech (POS) tags that the word-pool should use. Default is [POSTypes.NOUN]. + +> **minOrthographicSimQ3**: Defines the lower limit of the Q3 orthographic space. The upper limit is *minOrthographicSimQ4*. Default is 0.50. + +> **minOrthographicSimQ4**: Defines the lower limit of the Q4 orthographic space. The upper limit is 1 by default. Default is 0.75. + +> **maxRelatedness**: Sets the threshold that defines the maximum level of 'unrelatedness' of word pairs on a scale of 0 to 1. Default is 0.25. + +> **limitWordCands**: The size of the word-pool you want to use. If set, it limits the word-pool by randomly picking words form the `IWordSource`. Default is None. + +Please use parameters *resume*, *resumeStage3and4*, *wordpoolPath*, *wordpairsPath*, *s1Only* if you want to use the Save/Restore/Resume stages of the pipeline functionality. It is very useful for very long-running generations that take days. + + +### Change Providers and Settings + +The `Generator.py` implementation utilizes an abstract provider model called `PipelineProviderBase` to create concrete resources, data entries, and implementations. +The default provider is set as `EnglishPipelineProvider`, configured as follows: +```python +englishPipeline: PipelineProviderBase = EnglishPipeline(LinguisticContext.BuildEnglishContext(), EditDistance()) +``` + +If you wish to modify the orthographic similarity, for instance, please provide any Python implementation of `IWordSimilarity` and inject it into the provider. +Below is a list of factory methods expected from a concrete provider, organized into three groups: + +**A. Morphological Resources** +```python +> CreateRootDetector() +> CreateFastRootDetector() +> CreateMorphoLex() +> CreateTokenizer() +``` + +**B. Semantic Resources** +```python +> CreateWordNet() +> CreateWordSource() +> CreateWordSimilarityAlgorithm() +``` + +**C. Semantic Definitions:** Manually defined list of WordNet concept mappings. +```python +> CreateBlacklistedConceptsFilterer() +> CreateConceptPairFilterer() +> CreateDefinitionBasedRelatednessClassifier() +> CreateDerivationallyRelatedClassifier() +``` + +If you check out `EnglishPipeline.py`, you'll see a list of manual definitions and mappings introduced to reduce the false positive rates in the final dataset. As an example, here is the list of blacklisted concepts from English WordNet used in `CreateBlacklistedConceptsFilterer`: + +The concept list (synset names) is ordered from general to specific: + +```bash +- ill_health.n.01 +- disorder.n.01 +- pathologic_process.n.01 +- plant_part.n.01 +- biological_group.n.01 +- medical_procedure.n.01 +- animal.n.01 +- microorganism.n.01 +- plant.n.02 +- chemical.n.01 +- drug.n.01 +- body_substance.n.01 +- vasoconstrictor.n.01 +- symptom.n.01 +``` + + +### Adding a New Language +To add a new language, along with the morphological and semantic provider types required for your language, you need to modify the `LinguisticContext` type specifically for your language code. If the grammar (`IGrammar`) of the language is generic enough, considering aspects such as the alphabet, casing, and accents, you may reuse the `InvariantGrammar` instance. However, if the language has distinct characteristics, please refer to our Turkish implementation (`TRGrammar`) as a model. + +Below is the list of languages supported by WordNet version 3.4.5, which includes 29 languages: +```bash +['eng', 'als', 'arb', 'bul', 'cat', 'cmn', 'dan', 'ell', 'eus', 'fas', 'fin', 'fra', 'glg', 'heb', 'hrv', 'ind', 'ita', 'jpn', 'nld', 'nno', 'nob', 'pol', 'por', 'qcn', 'slv', 'spa', 'swe', 'tha', 'zsm'] +``` + +You can retrieve this list by running the following code: + +```bash +from src.Core.WordNet.NLTKWordNetWrapper import QueryLanguages +QueryLanguages() +``` +Note that Turkish is not included in this list. For generating OSimUnr, we utilized our study group's open-source [Java WordNet library](https://github.com/olcaytaner/TurkishWordNet), which adheres to the same IWordNet and IWordNetMeasure interfaces + +## DEPENDENCIES +This project relies on minimal dependencies (see `requirements.txt` for details). The main dependencies are: + +- **NLTK**: Ensure version 3.4.5 is used. This study heavily relies on NLTK's WordNet and other resources. Changing the NLTK version may cause some semantic or morphological assumption and tests to break. +- **Pandas**: Ensure the compatible version is installed (fixed in `requirements.txt`). + +### Notes + +- **EditDistance and Overlapping Coefficients**: Some implementations are adapted from the https://github.com/gokhanercan/python-string-similarity package. +- **Cython, Java and C++ Code**: These components are excluded from this repository due to their deployment and configuration complexity. + +## RUNNING TESTS + +If you want to verify the installation or have made changes to the code, you can execute the unit tests as follows: + +1. Execute the test suite: + ```bash + python test\UnitTestsRunner.py + ``` +2. Check whether the "TESTS PASSED" as shown below: + +Output: + +See an example of unit test output [here.](unittests.md) + +## CONTRIBUTE AND SUPPORT + +Feel free to open issues or pull requests to suggest improvements or report bugs. If you have read the paper and are looking for specific implementations, such as a C++ implementation of FastText models and n-gramming, resources for Turkish morphology, or Cython-optimized versions of the tools, please contact. + +Before submitting a pull request, please ensure that all tests have been run and passed. + +### Cite + +The paper for this work is currently under peer review. Citation details will be provided here once available. diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..ca9ff5a --- /dev/null +++ b/requirements.txt @@ -0,0 +1,5 @@ +nltk==3.4.5 +pandas>=1.1.5 +tabulate==0.8.10 +unicode_tr==0.6.1 +dataclasses \ No newline at end of file diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..573508b --- /dev/null +++ b/setup.py @@ -0,0 +1,3 @@ +import nltk +nltk.download('wordnet') +nltk.download('omw') \ No newline at end of file diff --git a/src/Core/Dataset/Dataset.py b/src/Core/Dataset/Dataset.py new file mode 100644 index 0000000..7003774 --- /dev/null +++ b/src/Core/Dataset/Dataset.py @@ -0,0 +1,18 @@ +# coding=utf-8 +from abc import ABC, abstractmethod + +class Dataset(ABC): + + def __init__(self) -> None: + super().__init__() + + @abstractmethod + def Name(self): + return self._Name + + def Load(self): + return self + + @abstractmethod + def Persist(self, newFilename:str): + pass \ No newline at end of file diff --git a/src/Core/Dataset/DiscreteScale.py b/src/Core/Dataset/DiscreteScale.py new file mode 100644 index 0000000..f3f50d1 --- /dev/null +++ b/src/Core/Dataset/DiscreteScale.py @@ -0,0 +1,50 @@ +# coding=utf-8 +from typing import Optional +from unittest import TestCase + + +class DiscreteScale(object): + """ + Represents the min-max range for discrete intervals. + By default, we accept 0-10 as in WordSim. + """ + def __init__(self, min:Optional[float] = 0, max:Optional[float] = 10) -> None: + super().__init__() + self.Min:Optional[float] = min + self.Max:Optional[float] = max + + def IsNormalized(self)->bool: + """ + If normalized (Closed), it means min and max values exist. If at least one is missing (None), it is considered open. + :return: + """ + return (self.Max is not None) and (self.Min is not None) + + def __str__(self) -> str: + return str(self.Min if self.Min is not None else "-∞") + \ + " | " + \ + str(self.Max if self.Max is not None else "∞") + + +class DiscreteScaleTest(TestCase): + + def test_IsNormalized_0_10_Normalized(self): + self.assertEqual(True,DiscreteScale(0,10).IsNormalized()) + + def test_IsNormalized_MinInfMax10_False(self): + self.assertEqual(False,DiscreteScale(None,10).IsNormalized()) + + def test_IsNormalized_Min0MaxInf_False(self): + self.assertEqual(False,DiscreteScale(0,None).IsNormalized()) + + def test_IsNormalized_BothInf_False(self): + self.assertEqual(False,DiscreteScale(None,None).IsNormalized()) + + def test_str_Normalized(self): + self.assertEqual("0 | 10",DiscreteScale(0,10).__str__()) + + def test_str_NotNormalized(self): + self.assertEqual("-∞ | 10",DiscreteScale(None,10).__str__()) + + def test_str_NotNormalizedMaxInf(self): + self.assertEqual("0 | ∞",DiscreteScale(0,None).__str__()) diff --git a/src/Core/Dataset/MetadataParser.py b/src/Core/Dataset/MetadataParser.py new file mode 100644 index 0000000..834df22 --- /dev/null +++ b/src/Core/Dataset/MetadataParser.py @@ -0,0 +1,33 @@ +# coding=utf-8 +from typing import Dict +from unittest import TestCase +from src.Tools import StringHelper + +class MetadataParser(object): + """ + Allows parsing metadata defined in the first line of each file after the # sign, independent of task and data. + """ + def ParseMetaHeader(self, line:str) ->Dict[str,str]: + if(StringHelper.IsNullOrEmpty(line)): return {} + if(line[0] != "#"): raise Exception("Not a meta header: '" + line + '"') + eline = line[1:] + metadatas:Dict[str,str] = {} + attrs = eline.split('|') + if(attrs.__len__() == 0): return {} + for attr in attrs: + keyvalpair = attr.strip().split('=') + metadatas[keyvalpair[0]] = keyvalpair[1] + return metadatas + +class MetadataParserTest(TestCase): + + def test_ParseMetaHeader_Empty_ReturnEmptyHeaders(self): + self.assertEqual(0, MetadataParser().ParseMetaHeader("").__len__()) + + def test_ParseMetaHeader_MultipleAttrWithBlanks_Parse(self): + metas = MetadataParser().ParseMetaHeader("#Scale=0-10 | Size=500") + self.assertEqual("0-10",metas["Scale"]) + self.assertEqual("500",metas["Size"]) + + def test_ParseMetaHeader_SingleAttr_Parse(self): + self.assertEqual("0-10",MetadataParser().ParseMetaHeader("#Scale=0-10")["Scale"]) diff --git a/src/Core/Dataset/__init__.py b/src/Core/Dataset/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Dataset/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Generator.py b/src/Core/Generator.py new file mode 100644 index 0000000..a20b73c --- /dev/null +++ b/src/Core/Generator.py @@ -0,0 +1,574 @@ +import threading +from pathlib import Path +from typing import List, Set, Tuple, Optional +import os + +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.IWordSource import IWordSource +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.MorphoLex.MorphoLexSegmentedDataset import MorphoLexSegmentedDataset +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.Morphology.RootDetection.SharingRootDetector import SharingRootDetector +from src.Core.Morphology.RootDetection.IRootDetectorStack import IRootDetectorStack +from src.Core.Morphology.RootDetection.RootDetectorCacher import RootDetectorCacher +from src.Core.Morphology.RootDetection.RootDetectorStackCacher import RootDetectorStackCacher +from src.Core.OSimUnrPipeline.EnglishPipeline import EnglishPipeline +from src.Core.OSimUnrPipeline.PipelineProviderBase import PipelineProviderBase + +from src.Core.Orthographic.NormalizedStringSimilarity.EditDistance import EditDistance +from src.Core.Orthographic.OverlappingMeasures import OverlapCoefficient +from src.Core.Preprocessing.WordsFilterer import WordsFilterer +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer +from src.Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer import NLTKWhitespaceTokenizer +from src.Core.Segmentation.Tokenizers.TokenizerCacher import TokenizerCacher +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier +from src.Core.WordNet.Classifiers.BlacklistedConceptsWordNetRelatednessFilterer import \ + BlacklistedConceptsWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer import ConceptWiseWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.DefinitionBasedRelatednessClassifier import DefinitionBasedRelatednessClassifier +from src.Core.WordNet.Classifiers.WordNetDerivationallyRelatedBinaryClassifier import \ + WordNetDerivationallyRelatedBinaryClassifier +from src.Core.WordNet.IWordNet import IWordNet, WordNetSimilarityAlgorithms, Lemma2SynsetMatching +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper +from src.Core.WordNet.WordPairDefinitionSourceFilter import WordPairDefinitionSourceFilter +from src.Core.WordPair import WordPair +from src.Core.WordPairSynthesizer import WordPairSynthesizer +from src.Core.WordSim.IWordSimilarity import IWordSimilarity +from src.Core.WordSim.WordSimDataset import WordSimDataset +from src.Core.WordSim.WordSimilarityNormalizerWrapper import WordSimilarityNormalizerWrapper +from src.Tools import StringHelper, Resources +from src.Tools.FormatHelper import NoDecimal +from src.Tools.Logger import logp, log, logl, logpif + +#region Console Settings +import warnings # https://stackoverflow.com/questions/15777951/how-to-suppress-pandas-future-warning/15778297 + +from src.Tools.Progressor import Progressor + +warnings.simplefilter(action='ignore', category=FutureWarning) +#endregion + +logp("Building common context for the study...", True) +Provider: PipelineProviderBase = EnglishPipeline(LinguisticContext.BuildEnglishContext(),EditDistance()) +_Context: LinguisticContext = Provider.Context +_StudyName = "MyStudy" +def GetStudyPath() -> str: + return Resources.GetStudyPath(_StudyName) +_RndName = StringHelper.GenerateRandomStr(5) +_MaxRelatedness = 0.25 +logp("Common context executed!", True) + +def IsIWordSimilarityInstance(model) -> bool: + """ + Special type check is required for performance purposes because some models' bases cannot be implemented when cythonized. + :param model: + :return: + """ + if isinstance(model, IWordSimilarity): return True + name = str(model) + if name == "nedit" or name == "edit": return True + if name.__contains__("over_ft"): return True + if name.__contains__("jacc"): return True + if name.__contains__("dice"): return True + if name.__contains__("ngram"): return True + return False + +# region: 0: Common Helper +def snapshotSave(wordpairs, subDatasetName: str, scale: DiscreteScale) -> Optional[str]: + """ + Saves any list of word pairs. + :param wordpairs: + :param subDatasetName: + :param scale: + :return: Returns the path where it saved the file after saving. + """ + if (not wordpairs or wordpairs.__len__() == 0): return None + logp("Saving dataset or dataset snapshot named: " + subDatasetName + " ...", anyMode=True) + dsName = subDatasetName + "-" + _RndName + dsOrthographicallySimilars: WordSimDataset = WordSimDataset(dsName, scale=scale) + dsOrthographicallySimilars.LoadWithWordPairs(wordpairs) + fpath = str(Path(StudyPathForLanguage()).joinpath(f'{dsName}.csv')) + dsOrthographicallySimilars.Persist(fpath) + logp("Saved snapshot: " + fpath + "(" + str(len(wordpairs)) + ")", anyMode=True) + return fpath + +def StudyPathForLanguage(): + return Path(GetStudyPath()).joinpath(_Context.Language.Code.lower()) + +def SetContext(lcontext: LinguisticContext): + """ + Aims to set the context before accessing the paper's setup. + :param lcontext: + :return: + """ + global _Context + _Context = lcontext + +#endregion + +def S2_GenerateOrthographicallySimilarWordPairsExhaustive(wordpool: List[str], orthographicSim: IWordSimilarity, outputName3: str = None, outputName4: str = None, + minOrthographicSimQ4: float = 0.75, minOrthographicSimQ3: float = 0.5, + limitResults: int = None, resumeStage2: str = None, + snapshotPersistenceDetectedBatch: int = None, snapshotPersistenceBatchPercentage: int = 10, + snapshotCallback=None, tryLoadStage2SessionCallback=None, snapshotFinalScale: DiscreteScale = None) -> Tuple[List[WordPair], List[WordPair], int]: + """ + Always perform the cheaper task first. + :param snapshotPersistenceBatchPercentage: Specifies at which percentage intervals a snapshot will be taken. + :param wordSource: + :param orthographicSim: + :param snapshotPersistenceBatch: Saves a snapshot of extracted pairs after the specified number of detections. Must be between 0-100. + :return: + """ + # Validate + if (minOrthographicSimQ4 == 0 or minOrthographicSimQ3 == 0): raise Exception("Orthographic similarity thresholds cannot be 0.") + if (minOrthographicSimQ4 is None or minOrthographicSimQ3 is None): raise Exception("Orthographic similarity thresholds cannot be None.") + if (minOrthographicSimQ3 >= minOrthographicSimQ4): raise Exception("Q3 cannot be greater than Q4.") + if (not outputName4 or not outputName3): raise Exception("Output names are not provided.") + oSimName: str = str(orthographicSim) + logp("Going to use '" + oSimName + "' as the orthographic similarity algorithm!") + + wpOrthographicallySimilarsQ3: List[WordPair] = [] + wpOrthographicallySimilarsQ4: List[WordPair] = [] + + # region Resume Mode + startingChar: str = None + reachedToLastSession: bool = None + if (resumeStage2): + ds4 = tryLoadStage2SessionCallback(outputName4, resumeStage2) + ds3 = tryLoadStage2SessionCallback(outputName3, resumeStage2) + lastWordProcessed = ds3.Wordpairs[ds3.Wordpairs.__len__() - 1].Word1 # Continue always from Q3. + lastCharProccesed = lastWordProcessed[0] + startingChar: str = _Context.Grammar.ToLowerCase(lastCharProccesed) + logp("In the previous session, we stopped at the character '" + lastCharProccesed + "', and will continue from the beginning of the character '" + startingChar + "'...") + reachedToLastSession: bool = False + wpOrthographicallySimilarsQ3 = ds3.Wordpairs + wpOrthographicallySimilarsQ4 = ds4.Wordpairs + + # Delete latest pairs - leftovers to avoid possible duplicates - assumes ordered list, otherwise it takes too long. + logl(str(wpOrthographicallySimilarsQ4.__len__()), "Q4.Items", anyMode=True) + logp("Deleting word pairs for the last remaining characters to avoid duplicates...", anyMode=True) + for wp in wpOrthographicallySimilarsQ4: + if (wp.Word1[0] == startingChar): # Assumes order! Deletes automatically after finding the first character. + index4 = wpOrthographicallySimilarsQ4.index(wp) + wpOrthographicallySimilarsQ4 = wpOrthographicallySimilarsQ4[0:index4] + break + logl(str(wpOrthographicallySimilarsQ4.__len__()), "Q4.Items", anyMode=True) + logl(str(wpOrthographicallySimilarsQ3.__len__()), "Q3.Items", anyMode=True) + for wp in wpOrthographicallySimilarsQ3: + if (wp.Word1[0] == startingChar): # Same assumption of order for Q3. + index3 = wpOrthographicallySimilarsQ3.index(wp) + wpOrthographicallySimilarsQ3 = wpOrthographicallySimilarsQ3[0:index3] + break + logl(str(wpOrthographicallySimilarsQ3.__len__()), "Q3.Items", anyMode=True) + logp("Deletion process completed.", anyMode=True) + snapshotCallback(wpOrthographicallySimilarsQ3, outputName3, snapshotFinalScale) # Save again with a new ID after loading. + snapshotCallback(wpOrthographicallySimilarsQ4, outputName4, snapshotFinalScale) + #endregion + + wpSynthesizer = WordPairSynthesizer().GeneratePossibleWordPairs(wordpool, allowSameWordsInAPair=False) + + i: int = 1 + estsize: int = int(NoDecimal((len(wordpool) * (len(wordpool) / 2)))) # Complexity: (n*n/2) + prog = Progressor(reportRemaniningTime=True, expectedIteration=estsize) + progBatchSize = 10 if estsize < 10000 else int(estsize / 10000) + wpCursor = None + + def saveInSeperateThread(wps, name, scale): + """ + #ref:http://sebastiandahlgren.se/2014/06/27/running-a-method-as-a-background-thread-in-python/ + :param wps: + :param name: + :return: + """ + thread = threading.Thread(target=snapshotCallback, args=(wps, name, scale)) + thread.daemon = True # Daemonize thread + thread.start() # Start the execution + + firstChar: str = None + for wp in wpSynthesizer: + firstChar = wp.Word1[0] + perc: float = prog.logpif(i, progressBatchSize=progBatchSize, anyMode=True, iterstr="iter-" + firstChar) + + # region resume check + if (reachedToLastSession == False): + if (firstChar == startingChar): # Skipping until reaching the stopped character; skipping is 10x faster than similarity calculation. + reachedToLastSession = True + else: + i = i + 1 + continue + #endregion + + # Do the job + try: + sim = orthographicSim.WordSimilarity(wp.Word1, wp.Word2) # Without this cost, generating all possibilities for EN takes only 36 minutes. 95% of time is spent on this operation! + except Exception as e: + print("Error in osim operation! Alg:" + str(orthographicSim) + ", wp:" + wp.ToPairDisplay()) + print(e) + raise + + if (sim >= minOrthographicSimQ3): # Ignore if smaller than both thresholds. + wp.SetOtherSimilarity(oSimName, sim) + wpCursor = wpOrthographicallySimilarsQ4 if sim >= minOrthographicSimQ4 else wpOrthographicallySimilarsQ3 + wpCursor.append(wp) + extracted: int = len(wpCursor) + logpif(iter=len(wpCursor), iterstr="Detected", progressBatchSize=100, anyMode=True) # Log every 100 detections. + if (limitResults): + if (extracted >= limitResults): + return wpOrthographicallySimilarsQ3, wpOrthographicallySimilarsQ4, i - 1 + + # Snapshot by detected (disabled by default) + if (snapshotPersistenceDetectedBatch): # Save snapshot after specified detections. + if (extracted % snapshotPersistenceDetectedBatch == 0): + saveInSeperateThread(wpOrthographicallySimilarsQ3, outputName3, snapshotFinalScale) + saveInSeperateThread(wpOrthographicallySimilarsQ4, outputName4, snapshotFinalScale) + + # Snapshot by percentage + if (snapshotPersistenceBatchPercentage and perc): + if ((perc % snapshotPersistenceBatchPercentage == 0)): # Only at whole percentage points. + saveInSeperateThread(wpOrthographicallySimilarsQ3, outputName3, snapshotFinalScale) + saveInSeperateThread(wpOrthographicallySimilarsQ4, outputName4, snapshotFinalScale) + + i = i + 1 + return wpOrthographicallySimilarsQ3, wpOrthographicallySimilarsQ4, i - 1 + + +# noinspection PyUnresolvedReferences +# @with_goto +def S3_Run(orthographicallySimilarWpsPathQ4: str = None, autoPersist: bool = True, posFilters: List[POSTypes] = [POSTypes.NOUN], includeQ3: bool = True, + orthographicallySimilarsWithRelatednessPathQ4=None, maxRelatedness: float = 0.25, skip: str = ""): + """ + Executes the steps of Stage4-Morphological Relatedness Filtering. + :param orthographicallySimilarWpsPathQ4: + :param autoPersist: + :param posFilters: + :param includeQ3: + :param orthographicallySimilarsWithRelatednessPathQ4: If provided, skips to 4a and starts there. + :param maxRelatedness: + :param skip: Indicates the subprocesses to be skipped. + :return: + """ + # region Commons + dsOrthographicallySimilarsQ4 = None + dsOrthographicallySimilarsQ3 = None + finalScale = DiscreteScale(0, 1) + log("S3: Starting Stage3 Relatedness Filtering...", anyMode=True) + wnSimAlgorithm: WordNetSimilarityAlgorithms = Provider.CreateWordNetSimAlgorithm() + wnSimName: str = "Wn_" + str(wnSimAlgorithm.name).lower() + logl(wnSimName, "CreateWordNetSimAlgorithm") + log("S3: Creating WordNet similarity for the language...") + wordnetSim: IWordSimilarity = Provider.CreateWordNetForSimilarity(wnSimAlgorithm, wordSimPOSFilters=posFilters) + logl(str(wordnetSim), "WordNetSim Type", anyMode=True) + logp("S3: Calculating WordNet relatedness values for WordPairs...", anyMode=True) + if skip is None: skip = "" + # endregion + + if orthographicallySimilarsWithRelatednessPathQ4 is not None: + raise NotImplemented("Skipping to 4a is not implemented yet!") + # goto .Stage3a + + # region Load + logp("S3: Loading", anyMode=True) + if not orthographicallySimilarWpsPathQ4: raise Exception("orthographicallySimilarWpsPathQ4 is null!") + orthographicallySimilarWpsPathQ3: str = orthographicallySimilarWpsPathQ4.replace("SimilarsQ4", "SimilarsQ3") + dsOrthographicallySimilarsQ3: WordSimDataset = None + + # Q4 + if orthographicallySimilarWpsPathQ4: + dsOrthographicallySimilarsQ4 = WordSimDataset(fullPath=orthographicallySimilarWpsPathQ4, linguisticContext=_Context) + dsOrthographicallySimilarsQ4.Load() + # Q3 + if includeQ3: + dsOrthographicallySimilarsQ3 = WordSimDataset(fullPath=orthographicallySimilarWpsPathQ3, linguisticContext=_Context) + dsOrthographicallySimilarsQ3.Load() + # endregion + + def setWordNetSimilarities(wn, ds, s2ExistingPath: str, allowNoneSims: bool = False) -> Tuple[str, str]: + """ + Adds WordNet similarity scores to the original dataset and saves it if necessary. + :param wn: + :param ds: + :param allowNoneSims: In the OSimUnr usage, since the word pool is selected from WordNet, in theory, every word should have a similarity score. If True, the process continues even if None; if False, an error is raised. + :param existingPath: Output of the S2 process without WordNet scores. + :return: Returns the name and physical path of the new S3 dataset. + """ + logp("Setting WordNet similarities for " + s2ExistingPath + " ...", anyMode=True) + scoreScale = wn.SimilarityScale() + wnEff: IWordSimilarity = None # Can be wrapped for normalization purposes if needed. + if not scoreScale.IsNormalized(): + wnEff = WordSimilarityNormalizerWrapper(wn, ds.Wordpairs, finalScale) + else: + wnEff = wn + + wpIndex: int = 0 + for wp in ds.Wordpairs: + sim = wnEff.WordSimilarityInScale(wp.Word1, wp.Word2, finalScale) + if sim is None and not allowNoneSims: + raise Exception("OSim result is 'None'. Cannot proceed without enabling allowNoneSims mode. OSimUnr does not accept None TSim." + str(wp)) + ds.Wordpairs[wpIndex].SetOtherSimilarity(wnSimName, sim) + wpIndex += 1 + + if autoPersist: + head, tail = os.path.split(s2ExistingPath) + newSubDatasetName = tail.replace("S2", "S3").replace("OrthographicallySimilars", "OrthographicallySimilarsWithWN") + newSubDatasetName = newSubDatasetName[0:-10] # Replace extension and stuff + savedPath: str = snapshotSave(ds.Wordpairs, newSubDatasetName, finalScale) + return newSubDatasetName, savedPath + + newS3DatasetNameQ4, newS3DatasetPathQ4 = setWordNetSimilarities(wordnetSim, dsOrthographicallySimilarsQ4, orthographicallySimilarWpsPathQ4) + if orthographicallySimilarsWithRelatednessPathQ4 is None: + orthographicallySimilarsWithRelatednessPathQ4 = newS3DatasetPathQ4 + + if includeQ3: + newS3DatasetNameQ3, newS3DatasetPathQ3 = setWordNetSimilarities(wordnetSim, dsOrthographicallySimilarsQ3, orthographicallySimilarWpsPathQ3) + + # region 3a - Relatedness Filtering + # label .Stage3a + if dsOrthographicallySimilarsQ4 is None: + dsOrthographicallySimilarsQ4 = WordSimDataset(fullPath=orthographicallySimilarsWithRelatednessPathQ4, linguisticContext=_Context) + dsOrthographicallySimilarsQ4.Load() + if includeQ3: + orthographicallySimilarsWithRelatednessPathQ3: str = orthographicallySimilarsWithRelatednessPathQ4.replace("SimilarsWithWNQ4", "SimilarsWithWNQ3") + dsOrthographicallySimilarsQ3 = WordSimDataset(fullPath=orthographicallySimilarsWithRelatednessPathQ3, linguisticContext=_Context) + dsOrthographicallySimilarsQ3.Load() + + # Initialize Root Detection Tools + logp("Initializing root detection dependencies...", anyMode=True) + rootDetector: IRootDetector = Provider.CreateRootDetector() # Will cache it because I want to use the same ML instance! + fastRootDetector: IRootDetector = Provider.CreateFastRootDetector() # No need to cache for the fast one; it's already dictionary-based! + sharingRootDetector = SharingRootDetector(rootDetector, useOutOfLexiconRoots=True) + wnDerRel: IWordRelatednessBinaryClassifier = Provider.CreateDerivationallyRelatedClassifier() + priorPOS: POSTypes = posFilters[0] if posFilters.__len__() == 1 else None # If it's a single POS filter experiment, conveying the POS info can increase success. + + # Initialize D-stage Definition-based classifiers + logp("Initializing definition-based filtering dependencies...", anyMode=True) + defClassifier: DefinitionBasedRelatednessClassifier = Provider.CreateDefinitionBasedRelatednessClassifier(priorPOS, rootDetector, fastRootDetector) + defClassifier.SkipReferencing = skip.__contains__("3A4") + defClassifier.SkipKeywordInTypeHierarchy = skip.__contains__("3A3") + defClassifier.SkipMutualMeaningfulAffixes = skip.__contains__("3C3") # Not 3A5! + blacklistedFilterer: BlacklistedConceptsWordNetRelatednessFilterer = Provider.CreateBlacklistedConceptsFilterer(priorPOS) + conceptFilterer: ConceptWiseWordNetRelatednessFilterer = Provider.CreateConceptPairFilterer(priorPOS) + + def detectUnrelateds(wordpairs, existingS3Path: str): + logp("detectUnrelateds...", anyMode=True) + if not rootDetector: logp("Gloss-based relatedness filter will not be applied as RootDetector is missing!!") + + unrelateds: List[WordPair] = [] + eliminateds: List[WordPair] = [] # Related pairs eliminated during filtering. + if existingS3Path is not None: + logp("S3a Relatedness Filtering is about to begin for " + existingS3Path + " ...", anyMode=True) + else: + logp("existingS3Path is null. Operation terminated.", anyMode=True) + exit() + + prog = Progressor(expectedIteration=wordpairs.Wordpairs.__len__()) + batchSize: int = int(wordpairs.Wordpairs.__len__() / 100) + i = 0 + for wp in wordpairs.Wordpairs: + wp.Reason: str = None + wp.SharedRoot = "" + prog.logpif(i, "wp", progressBatchSize=batchSize, anyMode=True) + isUnrelated: bool = True # Default assumption is unrelated. Ask the stages until a related judgment is made. + + # Stage 3A1: WordNet Relatedness + if isUnrelated and not skip.__contains__("3A1"): + sim: float = wp.GetOtherSimilarity(wnSimName) + if sim: + isUnrelated = sim <= maxRelatedness + + # Additional filtering stages... + + # Finalize + if wp.Reason is not None: + wp.Note = wp.Reason + if wp.SharedRoot: wp.Note = wp.Note + ". Root:" + wp.SharedRoot + if isUnrelated: + unrelateds.append(wp) + else: + eliminateds.append(wp) + i += 1 + + if autoPersist: + head, tail = os.path.split(existingS3Path) + newSubDatasetName = tail.replace("S3", "S3a").replace("OrthographicallySimilarsWithWN", "OrthographicallySimilarButUnrelateds") + snapshotSave(unrelateds, newSubDatasetName[0:-10], finalScale) + newRootSubDatasetName = tail.replace("S3", "S3a").replace("OrthographicallySimilarsWithWN", "OrthographicallySimilarAndSharingRoots") + snapshotSave(eliminateds, newRootSubDatasetName[0:-10], finalScale) + logp("Relatedness filtering ended.", anyMode=True) + + detectUnrelateds(dsOrthographicallySimilarsQ4, orthographicallySimilarsWithRelatednessPathQ4) + + if includeQ3: + pathQ3: str = orthographicallySimilarsWithRelatednessPathQ4.replace("SimilarsWithWNQ4", "SimilarsWithWNQ3") + detectUnrelateds(dsOrthographicallySimilarsQ3, pathQ3) + + logp(_StudyName + " S3a process completed.", anyMode=True) + + +def RunStudy(wordPosFilters: List[POSTypes] = None, preExtractedWordPairsPath=None, wordpoolPath=None, wordpairLimit: int = None, autoPersist=True, limitWordCands: int = None, + wordpairsPath: str = None, minOrthographicSimQ4: float = None, minOrthographicSimQ3: float = None, orthographicSim: IWordSimilarity = None, resumeStage2: str = None, s1Only: bool = False, + allowAccentDuplicates: bool = True, resumeStage3and4: bool = True, maxRelatedness: float = 0.25): + """ + :param resumeStage2: If the session ID of a previously incomplete stage2 is provided, it continues from there. If None, it calculates a new session from scratch. Default: None + :param wordPosFilters: If None, all words found are used. If filters are provided, only those POS words are included in the pipeline at the wordpool level. + :param preExtractedWordPairsPath: + :param wordpoolPath: + :param wordpairLimit: + :param autoPersist: + :param limitWordCands: + :param wordpairsPath: + :param minOrthographicSimQ4: + :param minOrthographicSimQ3: + :param allowAccentDuplicates: If True, allows matches like "harekât-harekat". If False, keeps the accented version and removes unaccented matches. + :return: + """ + finalScale = DiscreteScale(0, 1) + _MaxRelatedness = maxRelatedness + + # General Warnings + if (wordPosFilters is None): logp("No POS Filter defined for the entire pipeline! Are you sure? Ignore this if you are using an existing pool file!") + + def tryLoadStage2Session(subDatasetName: str, sessionId: str) -> WordSimDataset: + logp("Loading dataset or dataset snapshot named: " + subDatasetName + " ...", anyMode=True) + logp("For session: " + sessionId) + dsName = subDatasetName + "-" + sessionId + fpath = str(Path(StudyPathForLanguage().joinpath(f'{dsName}.csv'))) + dsOrthographicallySimilars: WordSimDataset = WordSimDataset(fullPath=fpath, linguisticContext=_Context) + WordSimDataset.Load(dsOrthographicallySimilars, autoLowerCase=False) + logp("Loaded snapshot: " + fpath + "(" + str(len(dsOrthographicallySimilars.Wordpairs)) + ")", anyMode=True) + return dsOrthographicallySimilars + + def saveWordpool(wordpool, filePath): + os.makedirs(os.path.dirname(filePath), exist_ok=True) + with open(filePath, 'w', encoding="utf-8-sig") as f: + for w in wordpool: + f.write("%s\n" % w) + logp("Wordpool saved. " + filePath) + # endregion + + # region S1-S2: CANDIDATE SELECTION + dsOrthographicallySimilars: WordSimDataset = None + if (wordpairsPath): + dsOrthographicallySimilars = WordSimDataset(fullPath=wordpairsPath, linguisticContext=_Context) + dsOrthographicallySimilars.Load() + else: + if (preExtractedWordPairsPath): + dsOrthographicallySimilars = WordSimDataset(preExtractedWordPairsPath) + dsOrthographicallySimilars.Load() + else: + # 1.2: Load Wordpool from existing + wordpool = [] + sortedWordpool: List = None + if (wordpoolPath): + with open(wordpoolPath, encoding="utf-8") as file: + for w in file: + wordpool.append(w.strip()) + log("Wordpool loaded. Size:" + str(len(wordpool)), anyMode=True) + log(wordpoolPath) + sortedWordpool = sorted(wordpool) + else: + # region S1.2: Prepare WordPool + # InitialWordPool: Since Word definition only fetches single words, the raw state cannot be retrieved from here. + wordsource: IWordSource = Provider.GetWordSource() + + # Single WordPool + singleWordpool: Set[str] = wordsource.GetWords(posFilter=None) + logp("S1-SingleWordPoolSize: " + str(len(singleWordpool))) + saveWordpool(singleWordpool, str(Path(StudyPathForLanguage().joinpath(f'S1-SingleWordPool-{_RndName}.txt')))) + + # S1-POS Filtering + if (wordPosFilters is None or wordPosFilters.__len__() == 0): + wordpoolAllPos = singleWordpool + else: + wordpoolAllPos = set() + for pos in wordPosFilters: + wordpoolForPos: Set[str] = wordsource.GetWords(pos) + logp("S1-" + str(pos.name) + "-WordPoolSize: " + str(len(wordpoolForPos))) + saveWordpool(sorted(wordpoolForPos), str(Path(StudyPathForLanguage(),f'S1-{pos.name}-WordPool-{_RndName}.txt'))) + wordpoolAllPos = wordpoolAllPos.union(wordpoolForPos) + + # Make all distinct and lowercase + wordpoolAllPos2: Set[str] = set() + for wordRaw in wordpoolAllPos: + wordpoolAllPos2.add(_Context.Grammar.ToLowerCase(wordRaw)) + logp("S1-POSFilteredWordPoolSize: " + str(len(wordpoolAllPos2))) + saveWordpool(wordpoolAllPos2, str(Path(StudyPathForLanguage(),f'S1-POSFilteredWordPool-{_RndName}.txt'))) + + # Filter + logp("Applying WordFilter for " + str(len(wordpoolAllPos2)) + " ...") + logp("Following word filters are hardcoded: minLength=6, allowPunctuation=False, allowNumbers=False") + wordpoolFinal, removed = WordsFilterer().ToFiltered(wordpoolAllPos2, minLength=6, allowPunctuation=False, allowNumbers=False) + logp(str(len(wordpoolFinal)) + " words left after filtering. Removed: " + str(removed)) + logp("S1-LengthAndPunctFilteredWordPool: " + str(len(wordpoolFinal))) + saveWordpool(wordpoolFinal, str(Path(StudyPathForLanguage()).joinpath(f'S1-LengthAndPunctFilteredWordPool-{_RndName}.txt'))) + + # region AccentedDuplicates + # This process filters out non-accented versions of words with accents. Disabled by default. + if (not allowAccentDuplicates): + wordpoolFinalAccentSafe: Set[str] = set(wordpoolFinal) # Clone to a new set. + accentedCount: int = 0 + for w in wordpoolFinal: + if (_Context.Grammar.HasAccent(w)): + wReduced: str = _Context.Grammar.ReduceAccents(w) + wordpoolFinalAccentSafe.discard(wReduced) + accentedCount = accentedCount + 1 + logp(str(accentedCount) + " words were found with accents. Possible reduced versions have been removed.") + saveWordpool(wordpoolFinalAccentSafe, str(Path(StudyPathForLanguage()).joinpath(f'S1-FinalAccentSafe-{_RndName}.txt'))) # Unsorted + wordpoolFinal = wordpoolFinalAccentSafe + # endregion + + # Persist + if (limitWordCands): wordpoolFinal = wordpoolFinal[:limitWordCands] + sortedWordpool = sorted(wordpoolFinal) + saveWordpool(sortedWordpool, str(Path(StudyPathForLanguage()).joinpath(f'S1-FinalWordPool-{_RndName}.txt'))) + # endregion + + # 2: GENERATE WORDPAIRS + if (s1Only): + log("S1 completed. Exiting due to S1Only mode!", anyMode=True) + exit() + log("Starting Stage2...", anyMode=True) + if (not orthographicSim): raise Exception("No OrthographicSim defined. Cannot continue to Stage2!") + oSimName: str = str(orthographicSim).lower() + logl(oSimName, "oSimAlg", anyMode=True) + outputName3: str = "S2-OrthographicallySimilarsQ3-" + oSimName + outputName4: str = "S2-OrthographicallySimilarsQ4-" + oSimName + orthographicallySimilarQ3, orthographicallySimilarQ4, totalSpace = S2_GenerateOrthographicallySimilarWordPairsExhaustive( + wordpool=sortedWordpool, + orthographicSim=orthographicSim, minOrthographicSimQ3=minOrthographicSimQ3, minOrthographicSimQ4=minOrthographicSimQ4, limitResults=wordpairLimit, + snapshotPersistenceDetectedBatch=None if autoPersist else None, + snapshotPersistenceBatchPercentage=4 if autoPersist else None, + snapshotCallback=snapshotSave, outputName3=outputName3, outputName4=outputName4, + tryLoadStage2SessionCallback=tryLoadStage2Session, resumeStage2=resumeStage2, snapshotFinalScale=finalScale) + print("totalSpace: " + str(totalSpace)) + + # Save as WordSim Dataset + if (autoPersist): + pathQ3: Optional[str] = snapshotSave(orthographicallySimilarQ3, outputName3, finalScale) + pathQ4: Optional[str] = snapshotSave(orthographicallySimilarQ4, outputName4, finalScale) + + # Resume Stage 3 and 4 + if (resumeStage3and4): + S3_Run(posFilters=wordPosFilters, orthographicallySimilarWpsPathQ4=pathQ4, autoPersist=autoPersist, + maxRelatedness=_MaxRelatedness) + else: + raise Exception("AutoPersist is disabled. Cannot continue to Stage 3 without saving the results.") + # endregion + logp("Process completed for " + _StudyName, anyMode=True) + +def GenerateDataset(wordpoolPath: str = None, wordpairsPath: str = None, + resume: str = None, s1Only: bool = False, limitWordCands: int = None, minOrthographicSimQ4:float=None, minOrthographicSimQ3:float=None, + wordPosFilters:List[POSTypes]=None, resumeStage3and4=True, maxRelatedness:float = 0.25): + + if wordPosFilters is None: + wordPosFilters = [] + + oSimAlg = Provider.GetOrthographicSimilarityAlgorithm() + + RunStudy( + wordPosFilters=wordPosFilters, limitWordCands=limitWordCands, minOrthographicSimQ3=minOrthographicSimQ3, minOrthographicSimQ4=minOrthographicSimQ4, + orthographicSim=oSimAlg, + wordpoolPath=wordpoolPath, + wordpairsPath=wordpairsPath, wordpairLimit=None, + resumeStage2=resume, s1Only=s1Only, resumeStage3and4=resumeStage3and4, maxRelatedness=maxRelatedness + ) diff --git a/src/Core/IConfigValueable.py b/src/Core/IConfigValueable.py new file mode 100644 index 0000000..f5b7b1d --- /dev/null +++ b/src/Core/IConfigValueable.py @@ -0,0 +1,9 @@ +# coding=utf-8 +from abc import ABC, abstractmethod + + +class IConfigValueable(ABC): + + @abstractmethod + def ToConfigValue(self)->str: + pass \ No newline at end of file diff --git a/src/Core/IWordSource.py b/src/Core/IWordSource.py new file mode 100644 index 0000000..e0ce526 --- /dev/null +++ b/src/Core/IWordSource.py @@ -0,0 +1,15 @@ +# coding=utf-8 +from abc import ABC, abstractmethod +from typing import Set + +from src.Core.Morphology.POSTypes import POSTypes + + +class IWordSource(ABC): + + def __init__(self) -> None: + pass + + @abstractmethod + def GetWords(self, posFilter:POSTypes = None)->Set[str]: + pass \ No newline at end of file diff --git a/src/Core/Languages/Grammars/IGrammar.py b/src/Core/Languages/Grammars/IGrammar.py new file mode 100644 index 0000000..c78475e --- /dev/null +++ b/src/Core/Languages/Grammars/IGrammar.py @@ -0,0 +1,106 @@ +import string +import unittest +from abc import ABC, abstractmethod +from typing import Set, List, Optional + + +class IGrammar(ABC): + """ + Abstracts the grammar operations of languages. + """ + + @abstractmethod + def ToUpperCase(self,input:str)->str: + pass + + @abstractmethod + def ToLowerCase(self, input:str)->str: + pass + + @abstractmethod + def GetAlphabet(self)->List[str]: + """ + Returns the alphabet in uppercase as a list of characters. + :return: + """ + + def GetNextCharInAlphabet(self, chr:str)->Optional[str]: + """ + Returns the next character in the alphabet. + :param chr: + :return: + """ + alphabet = self.GetAlphabet() + index:int = alphabet.index(self.ToUpperCase(chr)) + if(index == 0): return None + return alphabet[index+1] + + def GetPreviousCharInAlphabet(self, chr:str)->Optional[str]: + """ + Returns the previous character in the alphabet. + :param chr: + :return: + """ + alphabet = self.GetAlphabet() + index:int = alphabet.index(self.ToUpperCase(chr)) + if(index == 0): return None + return alphabet[index-1] + + @abstractmethod + def HasAccent(self, word:str)->bool: + pass + @abstractmethod + def ReduceAccents(self, word:str)->str: + pass + +#UNITTEST +from unittest.mock import patch +from functools import partial +class TestIGrammar(unittest.TestCase): + + @patch.multiple(IGrammar, __abstractmethods__=set()) + def test_GetPreviousCharInAlphabet_b_ReturnA(self): + target = IGrammar() + def fake(self): + return list(string.ascii_uppercase) + target.GetAlphabet = partial(fake,target) + def fakeUpper(self,str): + return "B" + target.ToUpperCase = partial(fakeUpper,target) + self.assertEqual("A",target.GetPreviousCharInAlphabet('b')) + + @patch.multiple(IGrammar, __abstractmethods__=set()) + def test_GetPreviousCharInAlphabet_Z_ReturnY(self): + target = IGrammar() + def fake(self): + return list(string.ascii_uppercase) + target.GetAlphabet = partial(fake,target) + def fakeUpper(self,str): + return "Z" + target.ToUpperCase = partial(fakeUpper,target) + self.assertEqual("Y",target.GetPreviousCharInAlphabet('Z')) + + @patch.multiple(IGrammar, __abstractmethods__=set()) + def test_GetPreviousCharInAlphabet_A_ReturnNone(self): + target = IGrammar() + def fake(self): + return list(string.ascii_uppercase) + target.GetAlphabet = partial(fake,target) + def fakeUpper(self,str): + return "A" + target.ToUpperCase = partial(fakeUpper,target) + self.assertEqual(None,target.GetPreviousCharInAlphabet('A')) + + @patch.multiple(IGrammar, __abstractmethods__=set()) + def test_GetNextCharInAlphabet_y_ReturnZ(self): + target = IGrammar() + def fake(self): + return list(string.ascii_uppercase) + target.GetAlphabet = partial(fake,target) + def fakeUpper(self,str): + return "Y" + target.ToUpperCase = partial(fakeUpper,target) + self.assertEqual("Z",target.GetNextCharInAlphabet('y')) + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/Languages/Grammars/InvariantGrammar.py b/src/Core/Languages/Grammars/InvariantGrammar.py new file mode 100644 index 0000000..a6b7ce9 --- /dev/null +++ b/src/Core/Languages/Grammars/InvariantGrammar.py @@ -0,0 +1,30 @@ +# coding=utf-8 +import string +from typing import List +from src.Core.Languages.Grammars.IGrammar import IGrammar + + +class InvariantGrammar(IGrammar): + + """ + Contains default grammar operations for strings as much as Python can handle. Does not contain information specific to languages. + """ + def ToUpperCase(self, input: str) -> str: + return input.upper() + + def ToLowerCase(self, input: str) -> str: + return input.lower() + + def GetAlphabet(self) -> List[str]: + return list(string.ascii_uppercase) + + def HasAccent(self, word:str) -> bool: + """ + Since it is invariant, it does not know the accent of any language. + :param word: + :return: + """ + return False + + def ReduceAccents(self, word:str) -> str: + return word \ No newline at end of file diff --git a/src/Core/Languages/Grammars/TRGrammar.py b/src/Core/Languages/Grammars/TRGrammar.py new file mode 100644 index 0000000..a648ac1 --- /dev/null +++ b/src/Core/Languages/Grammars/TRGrammar.py @@ -0,0 +1,95 @@ +# -*- coding: utf-8 -*- +import unittest +from typing import List, Dict, Set +from unicode_tr import unicode_tr +from src.Core.Languages.Grammars.IGrammar import IGrammar +from src.Tools import StringHelper + + +class TRGrammar(IGrammar): + + def __init__(self) -> None: + super().__init__() + self._Vowels = {'a','e','i','ı','u','ü','o','ö','â','î','û','ê'} + self._AccentMappings = {"â":"a", "î":"i", "û":"u", "ê":"e"} # Uppercase support should be added. There may be different accent marks. Lowercased ones were enough for OSimUnr study. + self._AccentChars:Set[str] = set() + self.SetAccents(self._AccentMappings) + + def ToLowerCase(self, input:str)->str: + ustr = unicode_tr(input) + return ustr.lower() + + def ToUpperCase(self, input:str)->str: + ustr = unicode_tr(input) + return ustr.upper() + + def GetAlphabet(self) -> List[str]: + return ["A","B","C","Ç","D","E","F","G","Ğ","H","I","İ","J","K","L","M","N","O","Ö","P","R","S","Ş","T","U","Ü","V","Y","Z"] + + def IsVowel(self, char:chr)->bool: + """ + Returns whether it is a vowel. + :param char: + :return: + """ + lchar:chr = self.ToLowerCase(char) + return lchar in self._Vowels + + #region Accents + def HasAccent(self, word:str)->bool: + if(StringHelper.IsNullOrEmpty(word)): return False + if any(w in word for w in self._AccentChars): + return True + return False + + def SetAccents(self, accentMappings:Dict[str,str]): + self._AccentMappings = accentMappings + for a in self._AccentMappings: + self._AccentChars.add(a) + + def GetAccentChars(self)->Set[str]: + return self._AccentChars + + def ReduceAccents(self, word:str)->str: + """ + Converts the accented letters of the given word to their Latin equivalents. + Only supports lowercased ones. + :param word: + :return: + """ + if(not self.HasAccent(word)): return word + res:str = word + for k,v in self._AccentMappings.items(): # Not the most optimal method. We produced strings continuously. + res = res.replace(k,v) + return res + + #endregion + + + +#UNITTEST +class TestTRGrammar(unittest.TestCase): + def test_CapitalILetter_ToLowerCase(self): + self.assertEqual(u"istanbul",TRGrammar().ToLowerCase(u"İSTANBUL")) + self.assertEqual(u"ısparta",TRGrammar().ToLowerCase(u"ISPARTA")) + + def test_LowerILetter_ToUpperCase(self): + self.assertEqual(u"İSTANBUL",TRGrammar().ToUpperCase(u"istanbul")) + self.assertEqual(u"ISPARTA",TRGrammar().ToUpperCase(u"ısparta")) + + #region Accents + def test_GetAccents_GetDefaults(self): + self.assertEqual(4,TRGrammar().GetAccentChars().__len__()) + def test_HasAccents_Accent_True(self): + self.assertTrue(TRGrammar().HasAccent("günahkârlık")) + def test_HasAccents_Accent_False(self): + self.assertFalse(TRGrammar().HasAccent("günahkarlık")) + def test_ReduceAccents_AccentedWord_ReduceToLatin(self): + self.assertEqual("günahkarlık", TRGrammar().ReduceAccents("günahkârlık")) + def test_ReduceAccents_NonAccentedWord_DoNothing(self): + self.assertEqual("günahkarlık", TRGrammar().ReduceAccents("günahkarlık")) + #endregion + + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/Languages/Grammars/__init__.py b/src/Core/Languages/Grammars/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Languages/Grammars/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Languages/Language.py b/src/Core/Languages/Language.py new file mode 100644 index 0000000..d12fe2a --- /dev/null +++ b/src/Core/Languages/Language.py @@ -0,0 +1,9 @@ +class Language(object): + + def __init__(self, code:str, name:str = None) -> None: + super().__init__() + self.Code = code + self.Name = name + + def __str__(self) -> str: + return (self.Name or "") + " (" + self.Code + ")" diff --git a/src/Core/Languages/LinguisticContext.py b/src/Core/Languages/LinguisticContext.py new file mode 100644 index 0000000..1a47aca --- /dev/null +++ b/src/Core/Languages/LinguisticContext.py @@ -0,0 +1,89 @@ +from typing import Dict + +from src.Core.Languages.Grammars.IGrammar import IGrammar +from src.Core.Languages.Grammars.InvariantGrammar import InvariantGrammar +from src.Core.Languages.Grammars.TRGrammar import TRGrammar +from src.Core.Languages.Language import Language + + +class LinguisticContext(object): + """ + Object that holds language, culture, and other context information dependent on the language. + All parameters for different languages should be parsable with this context. + """ + def __init__(self, language:Language, grammar:IGrammar = None) -> None: + super().__init__() + self.Language:Language = language + if(not self.Language): raise Exception("Language cannot be None!") + self.Grammar = grammar + if(not grammar): self.Grammar = self.BuildGrammar() + + def BuildGrammar(self)->IGrammar: + return LinguisticContext.BuildGrammarByCode(self.Language.Code) + + @staticmethod + def BuildGrammarByCode(langCode:str)->IGrammar: + if(langCode == LinguisticContext.GetTurkishCode()): + return TRGrammar() + elif(langCode == LinguisticContext.GetEnglishCode()): + return InvariantGrammar() + else: + raise NotImplementedError("IGrammar is not supported for the language! lang: " + langCode) + + @staticmethod + def GetAllLanguages()->Dict[str,Language]: + """ + Returns the list of all registered languages in the system with their codes. + Currently, only Turkish and English are supported. Relationships with multilingual frameworks have not been established yet. + :return: + """ + langs = {} + langs[LinguisticContext.GetEnglishCode()] = Language(LinguisticContext.GetEnglishCode(),"English") # For now, we are using nltk codes, not Polyglot's. https://polyglot.readthedocs.io/en/latest/Detection.html#supported-languages + langs[LinguisticContext.GetTurkishCode()] = Language(LinguisticContext.GetTurkishCode(),"Turkish") + return langs + + @staticmethod + def GetTurkishCode(): + return "tr" #ISO 639 standard is 'tur'. + + @staticmethod + def GetEnglishCode(): + return "eng" + + def BuildContextWithInvariantGrammar(langCode:str, langName:str): + """ + Builds a language context with default invariant grammar. Use this method when the language does not contain a specific grammar. + :return: + """ + return LinguisticContext(Language(langCode,langName), InvariantGrammar()) + + @staticmethod + def BuildContextByCode(langCode:str): + lang = LinguisticContext.GetAllLanguages()[langCode] + return LinguisticContext(lang) + + @staticmethod + def BuildEnglishContext(): + """ + Produces context for English without needing to know the English code. + :return: + """ + lang = LinguisticContext.GetAllLanguages()[LinguisticContext.GetEnglishCode()] + return LinguisticContext(lang) + + @staticmethod + def BuildTurkishContext(): + """ + Produces context for Turkish without needing to know the Turkish code. + :return: + """ + lang = LinguisticContext.GetAllLanguages()[LinguisticContext.GetTurkishCode()] + return LinguisticContext(lang) + + def __str__(self) -> str: + return str(self.Language) + " Context" + +if __name__ == '__main__': + + print(LinguisticContext.GetAllLanguages()) + diff --git a/src/Core/Languages/__init__.py b/src/Core/Languages/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Languages/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Morphology/ModelConvensions.py b/src/Core/Morphology/ModelConvensions.py new file mode 100644 index 0000000..c34313e --- /dev/null +++ b/src/Core/Morphology/ModelConvensions.py @@ -0,0 +1,175 @@ +import unittest +from enum import Enum +from unittest import TestCase +from src.Tools import StringHelper + + +class UnitForms(Enum): + Surface = 0 + Root = 1 + Suffix = 2 # Prefix or Suffix + Expression = 3 + Prefix = 4 + + +class ModelConvensions(object): + """ + Our conventions do not yet support AlternativeRoot, but they do support OtherRoots. Full linear structure support is available. + """ + + def __init__(self): + self.FormPrefixes: FormPrefixes = FormPrefixes() #This term prefix is not linguistic prefix, but a term for the first character of a word. + + def IsRoot(self, word: str): + if StringHelper.IsNullOrEmpty(word): + return False + return ( + word[0] == self.FormPrefixes.Root + and word.count(self.FormPrefixes.Suffix) == 0 + and word.count(self.FormPrefixes.Root) == 1 + ) # Checking if it has only a single root. + + def IsPrefix(self, word: str): + return word[0] == self.FormPrefixes.Prefix and (not self.HasRoot(word)) and word.count(self.FormPrefixes.Suffix) == 0 + + def HasPrefix(self, expr: str): + """ + Returns whether the entire expression contains a prefix. + :param word: + :return: + """ + return expr[0] == self.FormPrefixes.Prefix + + def HasRoot(self, expr: str): + """ + Returns whether the entire expression contains a root. Multiple roots are allowed. + :param word: + :return: + """ + return expr.__contains__(self.FormPrefixes.Root) + + def RootCount(self, expr: str): + """ + Returns the total number of roots, including Root and OtherRoots. + :param expr: + :return: + """ + return expr.count(self.FormPrefixes.Root) + + def IsSuffix(self, word: str): + return word[0] == self.FormPrefixes.Suffix and (word.count(self.FormPrefixes.Suffix) == 1) and (word.count(self.FormPrefixes.Root) == 0) + + def IsSurface(self, word: str): + return (not word.__contains__(self.FormPrefixes.Root)) and (not word.__contains__(self.FormPrefixes.Suffix)) + + def IsExpression(self, unit: str): + """ + Determines if the given string is an expression. + :return: + """ + if unit is None: + return False + hasRoot: bool = self.HasRoot(unit) + if not hasRoot: + return False + multipleRoots: bool = self.RootCount(unit) > 1 + hasSuffix: bool = unit.__contains__(self.FormPrefixes.Suffix) + return hasRoot and (hasSuffix or self.HasPrefix(unit) or multipleRoots) # Must have at least one prefix or suffix to be an expression. Later, having multiple roots was also accepted. + + def FindUnitForm(self, unit: str): + if self.IsSuffix(unit): + return UnitForms.Suffix + if self.IsRoot(unit): + return UnitForms.Root + if self.IsSurface(unit): + return UnitForms.Surface + if self.IsExpression(unit): + return UnitForms.Expression + if self.IsPrefix(unit): + return UnitForms.Prefix + raise Exception("Unit cannot be detected for unit: '" + unit + "'") + + +class ModelConvensionsTest(TestCase): + + def test_FormQueries(self): + conv = ModelConvensions() + self.assertEqual(True, conv.IsRoot("_göz")) + self.assertEqual(False, conv.IsRoot("_göz+lHk")) + self.assertEqual(False, conv.IsRoot("göz")) + + self.assertEqual(True, conv.IsSuffix("+lHK")) + self.assertEqual(False, conv.IsSuffix("+lHK+CH")) + self.assertEqual(False, conv.IsSuffix("+lHK_CH")) + self.assertEqual(False, conv.IsSuffix("_root")) + + self.assertEqual(True, conv.IsSuffix("+gözlük")) + self.assertEqual(False, conv.IsSuffix("_göz")) + + self.assertEqual(True, conv.IsPrefix("-a")) + self.assertEqual(False, conv.IsPrefix("_göz")) + + self.assertEqual(True, conv.HasPrefix("-a_sosyal")) + self.assertEqual(True, conv.HasPrefix("-anti-a_sosyal")) + self.assertEqual(False, conv.HasPrefix("_sosyal+lHk")) + self.assertEqual(False, conv.HasPrefix("_sosyal")) + + self.assertEqual(True, conv.HasRoot("_göz")) + self.assertEqual(True, conv.HasRoot("-anti-a_sosyal")) + self.assertEqual(False, conv.HasRoot("-anti+lHk")) + self.assertEqual(False, conv.HasRoot("sosyal")) + + def test_DefaultConv_IsExpression(self): + conv = ModelConvensions() + self.assertEqual(False, conv.IsExpression("göz")) # surface + self.assertEqual(False, conv.IsExpression("+göz")) # affix + self.assertEqual(False, conv.IsExpression("_göz")) # root + self.assertEqual(False, conv.IsExpression("-göz")) # prefix + + self.assertEqual(True, conv.IsExpression("-a_göz+lük")) + self.assertEqual(True, conv.IsExpression("_göz+lük")) + self.assertEqual(True, conv.IsExpression("_göz+lük+çü")) + + self.assertEqual(True, conv.IsExpression("-anti-a_sosyal")) + self.assertEqual(True, conv.IsExpression("_air_craft_men")) # Multiple root support. + + def test_DefaultConv_FindUnitForm(self): + conv = ModelConvensions() + self.assertEqual(UnitForms.Surface, conv.FindUnitForm("göz")) + self.assertEqual(UnitForms.Root, conv.FindUnitForm("_göz")) + self.assertEqual(UnitForms.Suffix, conv.FindUnitForm("+CH")) + self.assertEqual(UnitForms.Expression, conv.FindUnitForm("_göz+CH")) + self.assertEqual(UnitForms.Expression, conv.FindUnitForm("_göz+CH+lHk")) + self.assertEqual(UnitForms.Expression, conv.FindUnitForm("-a_sosyal+lHk+lAr")) + self.assertEqual(UnitForms.Expression, conv.FindUnitForm("-a_sosyal+lHk+lAr")) + self.assertEqual(UnitForms.Expression, conv.FindUnitForm("_air_craft_men")) # multiple root expr. + + # invalid expr. + self.assertRaises(Exception, lambda: conv.FindUnitForm("+göz+lHk")) + self.assertRaises(Exception, lambda: conv.FindUnitForm("-a+lHk")) + + def test_RootCount_WithOthers_Count(self): + self.assertEqual(3, ModelConvensions().RootCount("_air_craft_men")) + + def test_IsExpression_Invalid_ReturnFalse(self): + self.assertFalse(ModelConvensions().IsExpression("")) + self.assertFalse(ModelConvensions().IsExpression(" ")) + self.assertFalse(ModelConvensions().IsExpression(None)) + self.assertFalse(ModelConvensions().IsExpression(";")) + + def test_IsRoot_Invalid_ReturnFalse(self): + self.assertFalse(ModelConvensions().IsRoot("")) + self.assertFalse(ModelConvensions().IsRoot(" ")) + self.assertFalse(ModelConvensions().IsRoot(None)) + + +class FormPrefixes(object): + + def __init__(self): + self.Root: str = "_" + self.Suffix: str = "+" + self.Prefix: str = "-" + + +if __name__ == '__main__': + unittest.main() diff --git a/src/Core/Morphology/MorphoLex/MorphoLexEnglishMorphologicalSegmentor.py b/src/Core/Morphology/MorphoLex/MorphoLexEnglishMorphologicalSegmentor.py new file mode 100644 index 0000000..1404eeb --- /dev/null +++ b/src/Core/Morphology/MorphoLex/MorphoLexEnglishMorphologicalSegmentor.py @@ -0,0 +1,205 @@ +# coding=utf-8 +import unittest +from typing import Dict, Set, Optional +from unittest import TestCase, skip + +from src.Core.IWordSource import IWordSource +from src.Core.Morphology.MorphoLex.MorphoLexSegmentedDataset import MorphoLexSegmentedDataset +from src.Core.Morphology.SegmentedWord import SegmentedWord +from src.Core.Morphology.Stemmers.IStemmer import IStemmer +from src.Core.Morphology.Stemmers.MorphyInflectionalEnglishStemmer import MorphyInflectionalEnglishStemmer +from src.Tools import Resources, FormatHelper +from src.Tools.Logger import logp + + +class MorphoLexEnglishMorphologicalSegmentor(MorphoLexSegmentedDataset): + """ + A generative analyzer converted from the MorphoLex ready derivational dataset with simple stemmer algorithms. + In fact, MorphoLex also includes many inflection scenarios by canceling inflectional suffixes like ing, s, ed. For example: elevate, elevated, elevates + But we implement extra inflection in case not all words are present. + """ + def __init__(self, dsFilePath: str, autoLoad: bool = True, loadMetadataOnly: bool = False,caseSensitive=True, extraLexicon:IWordSource = None, stemmer:IStemmer = None) -> None: + super().__init__(dsFilePath, autoLoad, loadMetadataOnly, caseSensitive) + self.ExtraLexicon = extraLexicon + if(not stemmer): self.Stemmer:IStemmer = MorphyInflectionalEnglishStemmer() + self._Lexicon:set[str] = None + from src.Core.WordNet.IWordNet import IWordNet + self.WordNet:IWordNet + + def SegmentImpl(self, word: str) -> SegmentedWord: + expr = self.Segmentations.get(word) + if(expr is None): #If OOV dataset! If not in the dataset, stem comes into play. MorphoLex actually includes many inflectional forms. + stemmedWord = self._StemOrNone(word) #inflectional + if(stemmedWord): #stem does exist. + expr = self.Segmentations.get(stemmedWord) + if(expr): + return super().SegmentImpl(stemmedWord) + else: + #Simple Suffixation (Derivational) + sword = self._ApplySimpleSuffixations(word) + if(not sword): return SegmentedWord(word) + return sword + else: + #Simple Suffixation (Derivational) + sword = self._ApplySimpleSuffixations(word) + if(not sword): return SegmentedWord(word) + return sword + return super().SegmentImpl(word) + + def _StemOrNone(self, word:str)->Optional[str]: + """ + If it does not return a different stem, it returns None. + Manually stems for ing. + :param word: + :return: + """ + stemmedWord:str = self.Stemmer.Stem(word) + if(stemmedWord): #stem does exist. + if(stemmedWord != word): return stemmedWord + else: + #In case the stemmer (Morphy) cannot solve ing, we perform an extra manual ing suffixation process. + if(word.endswith("ing")): + mutated:str = word[:len(word)-len("ing")] #I stem ing but actually this creates a new noun, i.e., derivational. But since MorphoLex does not accept ing as derivation, this is my solution for now. If I include it among the suffixes, I will conflict with MorphoLex's ready analyses. + if(mutated in self._GetLexicon()): + return mutated + return None + + def _GetLexicon(self): + if self._Lexicon is None: + morphlexLexicon:Set[str] = self.Roots.union(self.Segmentations.keys()) #We consider both Root and Surface as lexicon. + logp("Using MorphoLex's roots and surfaces as the base lexicon. Total: " + str(len(morphlexLexicon))) + if(self.ExtraLexicon): + logp("Loading extra lexicon from IWordSource: " + str(type(self.ExtraLexicon)) + " ...",True) + wordnetLexicon = self.ExtraLexicon.GetWords() + logp("ExtraLexicon size: " + str(len(wordnetLexicon))) + finalLexicon:Set[str] = morphlexLexicon.union(wordnetLexicon) + self._Lexicon = finalLexicon + logp("Using combined MorphoLex and ExtraLexicon as lexicon. Total: " + str(len(self._Lexicon))) + else: + self._Lexicon = morphlexLexicon + return self._Lexicon + + def _ApplySimpleSuffixations(self, word:str)->Optional[SegmentedWord]: + """ + We try to find a valid analysis in the dictionary with one level of suffix and prefix additions. + This block is largely copied from EnglishRootDetectionStack. Because it actually needs to use the analyzer directly. + + :param word: + :return: + """ + #OneLevelPrefixRemoval + for prefix in self.MetaPrefixes: + pre = prefix.lower() + starts:bool = word.startswith(pre) + if (not starts): continue + mutated:str = word[len(pre):] + if (mutated in self._GetLexicon()): + exprMutated = self.Segmentations.get(mutated) #If it has segmentation, it already has lexicon in the previous line. + if(exprMutated): + sword = self.TryParseToSegmentedWordOrDefault(exprMutated) + sword.Prefixes.insert(0,pre) #We add it to the beginning in case it is a prefix in the original parse. + else: + sword = SegmentedWord(mutated) + sword.Prefixes.insert(0,pre) + return sword + + #OneLevelSuffixRemoval + for suffix in self.MetaSuffixes: + suf = suffix.lower() + ends:bool = word.endswith(suf) + if (not ends): continue + mutated:str = word[:len(word)-len(suf)] + if (mutated in self._GetLexicon()): + exprMutated = self.Segmentations.get(mutated) #If it has segmentation, it already has lexicon in the previous line. + if(exprMutated): + sword = self.TryParseToSegmentedWordOrDefault(exprMutated) + sword.Suffixes.append(suf) #It should come at the end of the original parse. + else: + sword = SegmentedWord(mutated) + sword.Suffixes.append(suf) + return sword + return None + + @staticmethod + def LoadFromText(path:str, loadMetadatas:bool = False, caseSensitive:bool = True, extraLexicon:IWordSource = None): + dsWrapper:MorphoLexEnglishMorphologicalSegmentor = MorphoLexEnglishMorphologicalSegmentor(path,autoLoad=False, caseSensitive=caseSensitive,extraLexicon= extraLexicon, stemmer=None) + dsOriginal = MorphoLexSegmentedDataset.LoadFromText(path,loadMetadatas,caseSensitive) + dsWrapper.Segmentations = dsOriginal.Segmentations + dsWrapper.Roots = dsOriginal.Roots + dsWrapper.MetaSuffixes = dsOriginal.MetaSuffixes + dsWrapper.MetaPrefixes = dsOriginal.MetaPrefixes + return dsWrapper + +class MorphoLexEnglishMorphologicalSegmentorIntegrationTest(TestCase): + + def test_ApplySimpleSuffixations_HasSegmentationAfterSuffixation(self): + analyzer:MorphoLexEnglishMorphologicalSegmentor = MorphoLexEnglishMorphologicalSegmentor("",autoLoad=False) + analyzer.MetaSuffixes = {"ER"} + analyzer._Lexicon = {"cinematograph"} + analyzer.Segmentations["cinematograph"]="{(cinema)}>tograph>]" + sword:SegmentedWord = analyzer._ApplySimpleSuffixations("cinematographer") + self.assertEqual("_cinema+tograph+er",sword.BuildUnitExpression()) + + def test_ApplySimpleSuffixations_HasNoSegmentationAfterSuffixationButInLexicon(self): + analyzer:MorphoLexEnglishMorphologicalSegmentor = MorphoLexEnglishMorphologicalSegmentor("",autoLoad=False) + analyzer.MetaSuffixes = {"ER"} + analyzer._Lexicon = {"cinematograph"} + sword:SegmentedWord = analyzer._ApplySimpleSuffixations("cinematographer") + self.assertEqual("_cinematograph+er",sword.BuildUnitExpression()) + + def test_ApplySimpleSuffixations_HasNoSegmentationAfterPrefixationButInLexicon(self): + analyzer:MorphoLexEnglishMorphologicalSegmentor = MorphoLexEnglishMorphologicalSegmentor("",autoLoad=False) + analyzer.MetaPrefixes = {"A"} + analyzer._Lexicon = {"social"} + sword:SegmentedWord = analyzer._ApplySimpleSuffixations("asocial") + self.assertEqual("-a_social",sword.BuildUnitExpression()) + + def test_ApplySimpleSuffixations_HasSegmentationAfterPrefixation(self): + analyzer:MorphoLexEnglishMorphologicalSegmentor = MorphoLexEnglishMorphologicalSegmentor("",autoLoad=False) + analyzer.MetaPrefixes = {"PRE"} + analyzer.Segmentations["caution"] = "{(caut)>ion>}" + analyzer._Lexicon = {"caution"} + sword:SegmentedWord = analyzer._ApplySimpleSuffixations("precaution") + self.assertEqual("-pre_caut+ion",sword.BuildUnitExpression()) + + def test_ALL_ENGLISH_MORPHOLOGICAL_ANALYSIS_SCENARIOS_intergration(self): #integration test + from pandas import DataFrame + from tabulate import tabulate + txtpath: str = Resources.GetOthersPath("MorphoLEX2.txt") + from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper + extraLexicon:IWordSource = NLTKWordNetWrapper() + analyzer: MorphoLexEnglishMorphologicalSegmentor = MorphoLexEnglishMorphologicalSegmentor.LoadFromText( + txtpath, loadMetadatas=True, caseSensitive=False, extraLexicon=extraLexicon) + + #scenarios + cases:Dict[str,str] = {} #word, expectedExpr + cases["revisioning"] = "-re_vise+ion" #Actually it escapes from the stemmer but I solved the ing's for simple suffixation myself. + cases["description"] = "-de_script+ion" #Directly in morphlex. There is an extra suffix and plus at the end. + cases["flies"] = "_fly" + cases["script"] = "_script" #single root + cases["broadcast"] = "_broad_cast" #the second root is treated as a suffix! Will this cause a problem?? + cases["scripting"] = "_script" #MorphoLex oov. ing is removed by stem. + cases["rebroadcast"] = "-re_broad_cast" #OOV + cases["cinematographer"] = "_cinema+tograph+er" #OOV but after the stem, er goes and the remaining is INVoc. + cases["worthwhileness"] = "_worth_while+ness" #OOV in MorphoLex, exists in WordNet. Simple suffixation parses +ness + cases["sustaining"] = "-sus_tain" #the original word itself should not return as another root suggestion. sustain should not return as another root here. + + df = DataFrame() + index = 1 + anyFail = False + for word,expectedExpr in cases.items(): + sword:SegmentedWord = analyzer.Segment(word) + actualExpr:str = sword.BuildUnitExpression() + df.at[index,"Word"] = word + df.at[index,"Expected"] = expectedExpr + df.at[index,"Actual"] = actualExpr + passed:bool = expectedExpr == actualExpr + if not passed: anyFail = True + self.assertTrue(passed, word + "-> actual: '" + actualExpr + "' != " + " expected: '" + expectedExpr + "'") + index = index + 1 + if(not anyFail): self.assertTrue("All " + str(index) + " passed!") + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) #Prints the table to the screen if all tests pass. + +if __name__ == "__main__": + unittest.main() #NOTE: Delete cython version first in order to run unit tests! + diff --git a/src/Core/Morphology/MorphoLex/MorphoLexSegmentedDataset.py b/src/Core/Morphology/MorphoLex/MorphoLexSegmentedDataset.py new file mode 100644 index 0000000..42af4b6 --- /dev/null +++ b/src/Core/Morphology/MorphoLex/MorphoLexSegmentedDataset.py @@ -0,0 +1,437 @@ +# coding=utf-8 +import unittest +from typing import Dict, Optional, Tuple, List +from unittest import TestCase + +from pandas import DataFrame + +from src.Core.Dataset.Dataset import Dataset +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.Morphology.SegmentedWord import SegmentedWord +from src.Core.Preprocessing.Preprocessors import Preprocessors +from src.Core.Segmentation.SegmentorBase import SegmentorBase +from src.Tools import StringHelper +from src.Tools.Logger import logp + + +class MorphoLexSegmentedDataset(SegmentorBase, Dataset, IRootDetector): + """ + For English, a 70K derivational morphology dataset. + xlrd must also be installed for Excel. "pip install xlrd" "Install xlrd >= 0.9.0 for Excel support" + This dataset omits inflectional suffixes in segmentation. For example: surefootedness --> {(sure)}{(foot)}>ness> or typesetters --> {(typo)}{(set)}>er> + In addition to providing all prefixes, roots, and affixes, the dataset also provides derivational bases. I interpret a base as a root transforming into another root through derivation. + For example: in {(socio)>al>}>ism>, the main root is socio, but in social, it has become a root by taking a suffix. In such cases, I consider the extra root information as other roots.from typing import Optional, List, Dict, Set + """ + + def __init__(self, dsFilePath: str, autoLoad: bool = True, loadMetadataOnly: bool = False, + caseSensitive=True) -> None: + SegmentorBase.__init__(self) + Dataset.__init__(self) + IRootDetector.__init__(self) + + self.DSFilePath = dsFilePath + self._DFSeg: DataFrame = None + self.Segmentations: Dict[str, str] = {} + self.MetaSuffixes = set() + self.MetaPrefixes = set() + self.Roots = set() + self.LoadMetadataOnly: bool = loadMetadataOnly + self.CaseSensitive: bool = caseSensitive + if (autoLoad): self._Load() + self.LinContext: LinguisticContext = LinguisticContext.BuildEnglishContext() + + def SegmentImpl(self, word: str) -> SegmentedWord: + expr = self.Segmentations.get(word) + if (expr is None): return SegmentedWord(word) + return self.TryParseToSegmentedWordOrDefault(expr) + + def ToConfigValue(self) -> str: + return self.Name().lower() + + def DetectRoots(self, surface: str, priorPOS: POSTypes = None) -> List[str]: + expr = self.Segmentations.get(surface) # Actually, this dataset also has POS information. I'm not using it for now. + if (expr is None): return [] + sword: SegmentedWord = self.ParseToSegmentedWord(expr) + if (sword is None): return [surface] + oroots = [o.replace("_", "") for o in sword.OtherRoots] + return [sword.Root.replace("_", + "")] + oroots # AlternativeRoots are not available in MorphoLex. It only returns linear OtherRoots. + + def Name(self): + return "MorphoLex" + + def Persist(self, path: str): + """ + Writes to a separate flat file instead of the original excel file + Additionally, it saves the Metas to flat files. + """ + logp("Saving process is starting...", anyMode=True) + + # segmentations + if (len(self.Segmentations) > 0): + # sort first + list: List[str, str] = [] + for k, v in self.Segmentations.items(): + if (k and v): + list.append([str(k), str(v)]) + list.sort() + + # persist + f = open(path, "w+") + for pair in list: + f.write(pair[0] + "\t" + pair[1] + "\n") # tab-seperated + f.close() + logp("Saving process finished. Path: " + path, anyMode=True) + else: + logp("Skipping the saving process of segmentations. Only processing metadata.") + + # persist metadatas + logp("Persisting metadatas..", True) + extension: str = path.split(".")[1] + + # prefix + prefixesPath = path.replace("." + extension, "-MetaPrefixes." + extension) + f = open(prefixesPath, "w+") + sortedMetaPrefixes = sorted(self.MetaPrefixes) + for prefix in sortedMetaPrefixes: + f.write(prefix + "\n") + f.close() + + # suffixes + suffixesPath = path.replace("." + extension, "-MetaSuffixes." + extension) + f = open(suffixesPath, "w+") + sortedMetaSuffixes = sorted(self.MetaSuffixes) + for suffix in sortedMetaSuffixes: + f.write(suffix + "\n") + f.close() + + # roots + rootsPath = path.replace("." + extension, "-Roots." + extension) + f = open(rootsPath, "w+") + sortedRoots = sorted(self.Roots) + for r in sortedRoots: + f.write(r + "\n") + f.close() + + logp("All done!", anyMode=True) + + def _FormatToUpperMetaMorpheme(self, originalAffix: str) -> str: + """ + Converts to uppercase and removes leading and trailing symbols to convert to our standard metamorpheme. + :param originalMorpheme: + :return: + """ + return originalAffix.replace("<", "").replace(">", "").upper() + + @staticmethod + def TryParseToSegmentedWordOrDefault(morphoLex: str) -> Optional[SegmentedWord]: + """ + If it cannot parse for some reason, it returns the entire surface as a default segment. + :return: + """ + try: + return MorphoLexSegmentedDataset.ParseToSegmentedWord(morphoLex) + except: + return SegmentedWord(morphoLex) + + @staticmethod + def ParseToSegmentedWord(morphoLex: str) -> Optional[SegmentedWord]: + # fixes + morphoLex = morphoLex.replace("_", "") # fix for https://github.com/hugomailhot/MorphoLex-en/issues/4 + morphoLex = morphoLex.replace("'", "") # fix for D'ETAT {d'etat} case + newExpr: str = morphoLex + + # prefixes + prefixCount = int(newExpr.count("<") / 2) + prefixes = [] + for prefixIndex in range(0, prefixCount): + prefix = StringHelper.FindFirstBlockInBetween(newExpr, "<", "<") + if (prefix): + prefixes.append(prefix) + newExpr = newExpr.replace("<" + prefix + "<", "") + + # suffixes + newExpr = StringHelper.RemoveLastChar(newExpr).replace(">>", ">").replace(">", "+") + newExpr = StringHelper.RemoveLastCharIf(newExpr, '+') + + # root (single root assumption on expression) + newExpr = newExpr.replace("{", "").replace("}", "").replace("++", "+").replace("(", "_").replace(")", + "").replace( + "__", + "_") # Parentheses are now considered other roots, not suffixes. + newExpr = newExpr.replace("+_", + "+") # Parentheses and curly braces should not start after the suffix. For example: {(violon)(cello)>ist>} here ism should actually be a suffix. + newExpr = StringHelper.RemoveLastCharIf(newExpr, '+') + if newExpr[0] == '+': newExpr = "_" + newExpr[1:] + + # segmentation + sword: SegmentedWord = SegmentedWord.ParseUnitExpression(newExpr) + if (sword is None): return None + sword.Prefixes = prefixes + + surfaceCand = "".join(sword.Prefixes) + sword.Root.replace("_", "") + "".join( + sword.Suffixes) + + # OTHER ROOTS (this section returns other alternative root candidates outside the morpheme segmentation given from left to right.) + # 1. Parenthesis blocks (these determine other roots in a linear sequence) + exprForOtherRoots = morphoLex + exprForOtherRoots = StringHelper.RemoveLastCharIf(exprForOtherRoots, + '}') # We are not interested in parentheses that encompass the entire word. I don't know why MorphoLex put these. + exprForOtherRoots = StringHelper.RemoveFirstCharIf(exprForOtherRoots, '{') + exprForOtherRoots = StringHelper.RemoveLastCharIf(exprForOtherRoots, ')') + exprForOtherRoots = StringHelper.RemoveFirstCharIf(exprForOtherRoots, '(') + existence: int = exprForOtherRoots.count("(") + for orid in range(0, existence): + otherRootBlock = StringHelper.FindFirstBlockInBetween(exprForOtherRoots, "(", ")") + if (otherRootBlock is None): continue + rootcand = otherRootBlock.replace("{" + otherRootBlock + "}", "").replace("<", "").replace("(", "").replace( + ")", "") + if (rootcand != sword.Root.replace("_", + "") and "_" + rootcand not in sword.OtherRoots and rootcand != surfaceCand): + if (rootcand not in sword.Suffixes): # MorphoLex sometimes puts the suffix in parentheses. So if you added it as a suffix, don't add it as an other root. For example: "{(voc)>abulary>}>ian>{(ism)} + sword.OtherRoots.append("_" + rootcand) + exprForOtherRoots = exprForOtherRoots.replace("(" + rootcand + ")", "") + + # 2. Curly blocks {} (these determine other roots non-linearly) + exprForAlterRoots = morphoLex.replace("(", "").replace(")", "") # We are not very interested in parentheses here. + existence: int = exprForAlterRoots.count("{") + for arid in range(0, existence): + alterRootBlock = StringHelper.FindFirstBlockInBetween(exprForAlterRoots, "{", "}") + if (alterRootBlock is None): continue + alterRoot = alterRootBlock.replace("(", "").replace(")", "").replace("<", "").replace(">", "") # Also remove PrefixMorpheme prefixes. + if (alterRoot != sword.Root.replace("_", + "") and "_" + alterRoot not in sword.OtherRoots and alterRoot != surfaceCand): + sword.AlternativeRoots.append( + "_" + alterRoot) # Root, OtherRoot, or AlterRoot all must have _ at the beginning. + exprForAlterRoots = exprForAlterRoots.replace("{" + alterRoot + "}", "") + return sword + + @staticmethod + def LoadFromText(path: str, loadMetadatas: bool = False, caseSensitive: bool = True): + """Allows loading from our custom text file instead of the original one""" + ds: MorphoLexSegmentedDataset = MorphoLexSegmentedDataset(path, autoLoad=False, caseSensitive=caseSensitive) + with open(path, 'r') as f: + lines = f.readlines() + for line in lines: + segs = line.split("\t") + skey = segs[0] if caseSensitive else segs[0].lower() + ds.Segmentations[skey] = Preprocessors.NormalizeWhitespaces(segs[1]) + + # Metadatas + if (loadMetadatas): + logp("Loading metadatas too...", True) + extension: str = path.split(".")[1] + + # prefix + prefixesPath = path.replace("." + extension, "-MetaPrefixes." + extension) + with open(prefixesPath, 'r') as f: + lines = f.readlines() + for line in lines: + w = Preprocessors.NormalizeWhitespaces(line) + ds.MetaPrefixes.add(w) + # suffix + suffixesPath = path.replace("." + extension, "-MetaSuffixes." + extension) + with open(suffixesPath, 'r') as f: + lines = f.readlines() + for line in lines: + w = Preprocessors.NormalizeWhitespaces(line) + ds.MetaSuffixes.add(w) + # root + rootPath = path.replace("." + extension, "-Roots." + extension) + with open(rootPath, 'r') as f: + lines = f.readlines() + for line in lines: + w = Preprocessors.NormalizeWhitespaces(line) + ds.Roots.add(w) + logp("Dataset loaded from flat text(s).", True) + return ds + + def _Load(self): + """Loads from the original excel file. Loading is slow because the excel file contains many sheets and columns.""" + # Load + import pandas as pd + logp("Excel will be loaded...", anyMode=True) + self._DFSeg = DataFrame() + if (not self.LoadMetadataOnly): + for i in range(1, 31): # 31 # All sheets containing data. Distributed according to their distributions. + logp("sheet#: " + str(i), True) + dftemp = pd.read_excel(self.DSFilePath, sheet_name=i, header=0, usecols="B,C,F") + if (i == 1): + self._DFSeg = dftemp + else: + self._DFSeg = self._DFSeg.append(dftemp) + + # Index + self.Segmentations = {} + for index, row in self._DFSeg.iterrows(): + w = row.Word if self.CaseSensitive else row.Word.lower() + self.Segmentations[w] = row.MorphoLexSegm + + # Metadatas + dfTemp = DataFrame() + # prefixes + logp("Loading metadatas...", True) + dftemp = pd.read_excel(self.DSFilePath, sheet_name=31, header=0, usecols="A") + for index, row in dftemp.iterrows(): + metaPrefix = self._FormatToUpperMetaMorpheme(row.morpheme) + self.MetaPrefixes.add(metaPrefix) + # suffixes + dftemp = pd.read_excel(self.DSFilePath, sheet_name=32, header=0, usecols="A") + for index, row in dftemp.iterrows(): + metaSuffix = self._FormatToUpperMetaMorpheme(row.morpheme) + self.MetaSuffixes.add(metaSuffix) + # roots + dftemp = pd.read_excel(self.DSFilePath, sheet_name=33, header=0, usecols="A") + for index, row in dftemp.iterrows(): + root = str(row.morpheme).replace("(", "").replace(")", "") + self.Roots.add(root) + + logp("Excel loaded.", anyMode=True) + return self + + +class MorphoLexSegmentedDatasetTest(TestCase): + + def test_ParseToSegmentedWord_OneFromAll_Return(self): + sword: SegmentedWord = MorphoLexSegmentedDataset.ParseToSegmentedWord("{ion>}") + self.assertEqual(sword.Root, "_script") + self.assertEqual(1, sword.SuffixCount()) + self.assertEqual(1, len(sword.Prefixes)) + + def test_ParseToSegmentedWord_NotSupportedChars_ReturnNull(self): + sword: SegmentedWord = MorphoLexSegmentedDataset.ParseToSegmentedWord( + "{d'etat}") #There's an entry {d'etat} in the original dataset. The apostrophe is sanitized, but since it doesn't have parentheses, it's invalid. + + self.assertIsNone(sword) + + def test_ParseToSegmentedWord_FullAffixesAndMultiMorphemeBase_ReturnBaseAsRoot(self): + sword: SegmentedWord = MorphoLexSegmentedDataset.ParseToSegmentedWord("al>>ize>>ion>") + self.assertEqual(sword.Root, "_nation") + self.assertEqual(3, sword.SuffixCount()) + self.assertEqual("de", sword.Prefixes[0]) + self.assertEqual(0, len(sword.OtherRoots)) + + def test_ParseToSegmentedWord_AffixOnBase_ReturnBaseWithAffixAsRoot(self): + sword: SegmentedWord = MorphoLexSegmentedDataset.ParseToSegmentedWord("{ion>>al>>ize>") + self.assertEqual(sword.Root, "_stitute") + self.assertEqual(3, sword.SuffixCount()) + self.assertEqual("in", sword.Prefixes[0]) + self.assertEqual("_institute", sword.AlternativeRoots[0]) + + def test_ParseToSegmentedWord_MultipleBases_ReturnBasesAsASingleRootAndOthers(self): # The ones in parentheses are other roots, and the ones in curly braces can be alternatives. + sword: SegmentedWord = MorphoLexSegmentedDataset.ParseToSegmentedWord("{(air)}{(craft)}{(men)}") + self.assertEqual(sword.Root, "_air") + self.assertEqual(2, len(sword.OtherRoots)) + self.assertEqual("_craft", sword.OtherRoots[0]) + self.assertEqual("_men", sword.OtherRoots[1]) + # They should not be counted as suffixes. OtherRoots are already supported in linear mode. + self.assertEqual(0, sword.Suffixes.__len__()) # Previous comment: It is entirely normal for the same "craft" morpheme to appear both as a suffix and as an OtherRoot. It is counted as a suffix because it is a morpheme within the left-to-right expression. It is counted as an OtherRoot because MorphoLex marks the morpheme as a root by surrounding it with (). + self.assertEqual(0, sword.AlternativeRoots.__len__()) # Since they are all linear other roots, curly braces should not yield extra alternative roots. + + + def test_FormatToUpperMetaMorpheme_Prefix_Format(self): + ds = MorphoLexSegmentedDataset("dummypath", False) + actual = ds._FormatToUpperMetaMorpheme("ic>", "_algorithm", None, None, None, None]) # 0-1-1 + cases.append(["{(algebra)}>ic>>al>", "_algebra", None, None, None, None]) # 0-1-2 + cases.append(["{(allegor)>ic>}>al>>ly>", "_allegor", None, None, None, "_allegoric"]) # 0-1-3 + cases.append(["{(sense)}>ate>>ion>>al>>ist>", "_sense", None, None, None, None]) # 0-1-4 + cases.append(["{(wood)}(men)", "_wood", "_men", None, None, None]) # 0-2-0 + cases.append(["{(violon)(cello)>ist>}", "_violon", "_cello", None, None, "_violoncelloist"]) # 0-2-1 + cases.append(["{(wrong)}{(head)}>ness>", "_wrong", "_head", None, None, None]) # 0-2-1_2 + cases.append(["{(voc)>abulary>}>ian>{(ism)}", "_voc", None, None, None,"_vocabulary"]) + cases.append(["(petro){(chem)>ic>>al>}", "_petro", "_chem", None, None, "_chemical"]) # 0-2-2_2 + cases.append(["{(typo)}(graph)>ic>>al>>ly>", "_typo", "_graph", None, None, None]) # 0-2-3 + cases.append(["(tele){(photo)}{(graph)}", "_tele", "_photo", "_graph", None, None]) # 0-3-0 + cases.append(["(tele){(photo)(graph)>y>}", "_tele", "_photo", "_graph", None, "_photography"]) # 0-3-1 + cases.append(["(psycho){(pharma)(log)>ic>}>al>", "_psycho", "_pharma", "_log", None, "_pharmalogic"]) # 0-3-2 + cases.append(["ness>", "_conscious", None, None, None, None]) # 1-1-1 + cases.append(["ious>>ness>", "_ceremony", None, None, None, None]) # 1-1-2 + cases.append(["ion>}>al>>ly>", "_profess", None, None, None, "_profession"]) # 1-1-3 + cases.append(["{ion>>al>>ize>>ion>", "_stitute", None, None, None, "_institute"]) # 1-1-4 + cases.append(["{ate>)}", "_plic", None, None, None, None]) # 1-2-1 + cases.append(["ic>}>al>", "_bio", "_log", None, None,"_biologic"]) # 1-2-2 + cases.append(["ic>}>al>>ly>", "_bio", "_graph", None, None, "_biographic"]) # 1-2-3 + cases.append(["(electro){ly>", "_strict", None, None, None, "_restrict"]) # 2-1-1 + cases.append(["ate>}>ly>", "_propri", None, None, None,"_apropriate"]) # 2-1-2 + cases.append(["ion>>able>>y>", "_cept", None, None, None, "_except"]) # 2-1-3 + cases.append(["a>}", "_myco", "_bacteri", None, None, "_bacteria"]) # MYCOBACTERIA + + # OtherRoot vs AlternativeRoots + cases.append(["ant>", "_here", None, None, None, + "_inhere"]) # buggy instance: https://github.com/hugomailhot/MorphoLex-en/issues/4 + + for case in cases: + sword = MorphoLexSegmentedDataset.ParseToSegmentedWord(case[0]) + actualRoot = sword.Root + + actualOtherRoot1 = sword.OtherRoots[0] if len(sword.OtherRoots) > 0 else None + otherRootPassed1 = True if actualOtherRoot1 is None else actualOtherRoot1 == case[2] + + actualOtherRoot2 = sword.OtherRoots[1] if len(sword.OtherRoots) > 1 else None + otherRootPassed2 = True if actualOtherRoot2 is None else actualOtherRoot2 == case[3] + + actualOtherRoot3 = sword.OtherRoots[2] if len(sword.OtherRoots) > 2 else None + otherRootPassed3 = True if actualOtherRoot3 is None else actualOtherRoot3 == case[4] + + # alternate root + actualAlterRoot1 = sword.AlternativeRoots[0] if len(sword.AlternativeRoots) > 0 else None + alterRootPassed1 = True if actualAlterRoot1 is None else actualAlterRoot1 == case[5] + + # recap + passed = (case[1] == actualRoot) and ( + otherRootPassed1 and otherRootPassed2 and otherRootPassed3 and alterRootPassed1) + msg: str = "passed: " + str(case) if passed else "failed: " + str(case) + print(msg) + self.assertTrue(passed, msg) + print("passed " + str(len(cases)) + " test cases!") + + +if __name__ == "__main__": + unittest.main() + # exit() + + # Excel to Flat Text + # path:str = Resources.GetOthersPath("MorphoLEX_en.xlsx") + # morphoLex:MorphoLexSegmentedDataset = MorphoLexSegmentedDataset(path,autoLoad=True,loadMetadataOnly=False) + # morphoLex.Persist(Resources.GetOthersPath("MorphoLEXTest.txt")) # Convert to flat + + # Read from flat text. + # txtpath:str = Resources.GetOthersPath("MorphoLEX2.txt") + # morphoLex:MorphoLexSegmentedDataset = MorphoLexSegmentedDataset.LoadFromText(txtpath,loadMetadatas=True) + # affixSet = morphoLex.MetasToAffixSet() + # AffixSetLoader().Persist(affixSet,"MorphoLEX") + # print("MorphoLex text has " + str(len(morphoLex.Segmentations)) + " entries.") \ No newline at end of file diff --git a/src/Core/Morphology/MorphoLex/__init__.py b/src/Core/Morphology/MorphoLex/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Morphology/MorphoLex/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Morphology/POSTypes.py b/src/Core/Morphology/POSTypes.py new file mode 100644 index 0000000..e2cf082 --- /dev/null +++ b/src/Core/Morphology/POSTypes.py @@ -0,0 +1,14 @@ +# coding=utf-8 +from enum import unique, Enum + +@unique +class POSTypes(Enum): + NOUN = 0, + VERB = 1, + ADJ = 2, + ADV = 3, + + @staticmethod + def GetFullPOSList(self): + return [POSTypes.NOUN,POSTypes.ADJ,POSTypes.VERB,POSTypes.ADV] + diff --git a/src/Core/Morphology/RootDetection/EnglishRootDetectionStack.py b/src/Core/Morphology/RootDetection/EnglishRootDetectionStack.py new file mode 100644 index 0000000..7f85345 --- /dev/null +++ b/src/Core/Morphology/RootDetection/EnglishRootDetectionStack.py @@ -0,0 +1,163 @@ +# coding=utf-8 +from typing import Optional, List, Tuple, Dict, Set + +from src.Core.Morphology.MorphoLex.MorphoLexSegmentedDataset import MorphoLexSegmentedDataset +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.Morphology.RootDetection.IRootDetectorStack import IRootDetectorStack + + +class EnglishRootDetectionStack(IRootDetectorStack): + """ + A hybrid root detector utilizing all linguistic and trained prior knowledge at hand. + """ + def __init__(self, wordnetWrapper, morpholex: MorphoLexSegmentedDataset, lexiconPosFilter: POSTypes = None, yieldOutOfLexiconRoots: bool = False) -> None: + """ + :param wordnetWrapper: + :param morpholex: + :param lexiconPosFilter: + :param yieldOutOfLexiconRoots: Roots generated as a result of Shallow Affixation are returned as secondary OOLRoots. + Even if they are not in any lexicon, a root like 'anesthesi' can be returned due to 'anesthesiology.' Disabled by default. + """ + IRootDetector.__init__(self) + self.WordNet = wordnetWrapper + self.MorphoLex: MorphoLexSegmentedDataset = morpholex + self.LexiconPosFilter = lexiconPosFilter + self._Lexicon: Set[str] = None + self._MinConstituentSize = 3 # Minimum length for constituents forming a compound. For example, the word 'bio' can form a compound like 'biochemist.' + self._MinEmergingLexemeSize = 5 # In OOLexicon cases, dynamically generated lexicon defaults to a minimum of this many characters. + self.YieldOutOfLexiconRoots: bool = yieldOutOfLexiconRoots + + def _GetLexicon(self): + if self._Lexicon is None: + morphlexRootsLexicon: Set[str] = self.MorphoLex.Roots # MorphoLex surfaces can also be added. + morpholexSurfacesLexicon: Set[str] = set(self.MorphoLex.Segmentations.keys()) + wordnetLexicon = self.WordNet.GetWords(self.LexiconPosFilter) + finalLexicon: Set[str] = morphlexRootsLexicon.union(morpholexSurfacesLexicon, wordnetLexicon) + self._Lexicon = finalLexicon + return self._Lexicon + + def DetectRootsInStack(self, surface: str, priorPOS1: POSTypes = None) -> Tuple[Set[str], str, Set[str]]: + """ + IDEAS: + 1) Mofressor roots larger than a certain length can be used. + 2) After eliminating inflections from Morphy, derivational forms can be considered. + 3) By systematically removing prefixes and suffixes, we can check if we find the root. + :param surface: + :param priorPOS: + :return: + """ + finalRoots: Set[str] = set() + detector: str = "" + oolRoots: Set[str] = set() + + # 1. DerivationDataset + roots = set(self.MorphoLex.DetectRoots(surface)) # Even if MorphoLex returns a result, we still check below. If the input itself is returned, we trust it. Leaving it below may incorrectly parse 'animal' as 'anim+al'! + if roots: + finalRoots = roots # Even if we find the root, we try checking alternative roots. MorphoLex could be wrong. + detector = "MorphoLex" + f, d, ool = self._ShallowDetect(surface, priorPOS1) + # Return by adding. Intentionally not returning OOLs because MorphoLex might have valid insights! + finalRoots = finalRoots | f # Adding shallow findings to ML findings. + detector += "+" + d + else: + f, d, ool = self._ShallowDetect(surface, priorPOS1) + finalRoots = f + detector = d + oolRoots = ool + + if not finalRoots: + finalRoots = set() + return finalRoots, detector, oolRoots + + def _ShallowDetect(self, surface: str, priorPOS1: POSTypes = None): + """ + A stack for detecting roots using superficial methods (not deep, no morphological rules applied). + Does not include MorphoLex. + :param surface: + :param priorPOS1: + :return: + """ + finalRoots: Set[str] = set() + detector: str = "" + oolRoots: Set[str] = set() + + # 2. OneLayerInflectionFirst + roots = set(self.WordNet.DetectRoots(surface)) # Uses Morphy to return low-success roots based solely on inflections. + if surface in roots: + roots.remove(surface) # Exclude the surface itself. + for root in roots: + roots = set(self.MorphoLex.DetectRoots(root)) + finalRoots = roots + detector = "Morphy" + return finalRoots, detector, oolRoots + + # 3. OneLevelPrefixRemoval + lexicon = self._GetLexicon() + for prefix in self.MorphoLex.MetaPrefixes: + pre = prefix.lower() + if not surface.startswith(pre): + continue + mutated: str = surface[len(pre):] + if len(mutated) < self._MinConstituentSize: + continue + if mutated in lexicon: + finalRoots.add(mutated) + roots = set(self.MorphoLex.DetectRoots(mutated)) # Extract roots of the new surface again. + finalRoots = finalRoots.union(roots) + detector += "+1LPrefix" + elif self.YieldOutOfLexiconRoots and len(mutated) >= self._MinEmergingLexemeSize: # Could using this for prefixes cause harm? + oolRoots.add(mutated) + + # 4. OneLevelSuffixRemoval + for suffix in self.MorphoLex.MetaSuffixes: + suf = suffix.lower() + if not surface.endswith(suf): + continue + mutated: str = surface[:len(surface) - len(suf)] + if len(mutated) < self._MinConstituentSize: + continue + if mutated in lexicon: + finalRoots.add(mutated) + roots = set(self.MorphoLex.DetectRoots(mutated)) + finalRoots = finalRoots.union(roots) + detector += "+1LSuffix" + elif self.YieldOutOfLexiconRoots and len(mutated) >= self._MinEmergingLexemeSize: # Should suffix length limit be enforced as a last resort? + oolRoots.add(mutated) + + # 5. SimpleAutoCompounding + constituent_cands = set() + for w in lexicon: + w = w.lower() + if len(w) < self._MinConstituentSize: + continue # assumption! + if w == surface: + continue + if surface.endswith(w) or surface.startswith(w): + wAffix: str = w.upper() + if wAffix not in self.MorphoLex.MetaPrefixes and wAffix not in self.MorphoLex.MetaSuffixes: + constituent_cands.add(w) + + # Compose possible compounds + constituents: Set[str] = set() + for c1 in constituent_cands: # Can be optimized slightly! + for c2 in constituent_cands: + compound = c1 + c2 + if compound == surface: # We built the surface from roots + constituents.add(c1) + constituents.add(c2) + if constituents: + detector += "+1LCompounding" + finalRoots.update(constituents) + + # Parse Constituents Recursively + for c in constituents: # Increases complexity! Example: "physic psychophysics" + croots, cdetectors, coolRoots = self.DetectRootsInStack(c, None) + for croot in croots: + if croot not in finalRoots and len(croot) >= self._MinConstituentSize: + finalRoots.add(croot) + detector += f" -rec[{cdetectors}]" + + if not finalRoots: + finalRoots = set() + return finalRoots, detector, oolRoots diff --git a/src/Core/Morphology/RootDetection/EnglishRootDetectionStackIntegrationTests.py b/src/Core/Morphology/RootDetection/EnglishRootDetectionStackIntegrationTests.py new file mode 100644 index 0000000..2b60da0 --- /dev/null +++ b/src/Core/Morphology/RootDetection/EnglishRootDetectionStackIntegrationTests.py @@ -0,0 +1,135 @@ +import unittest +from typing import Optional, List, Tuple, Dict, Set +from unittest import TestCase +from pandas import DataFrame +from tabulate import tabulate + +from src.Core.Morphology.MorphoLex.MorphoLexSegmentedDataset import MorphoLexSegmentedDataset +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.EnglishRootDetectionStack import EnglishRootDetectionStack +from src.Core.Morphology.RootDetection.IRootDetectorStack import IRootDetectorStack +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper +from src.Tools import Resources, FormatHelper + + +class EnglishRootDetectionStackIntegrationTests(TestCase): + + def setUp(self): + txtpath:str = Resources.GetOthersPath("MorphoLEX2.txt") + morpholex:MorphoLexSegmentedDataset = MorphoLexSegmentedDataset.LoadFromText(txtpath,loadMetadatas=True,caseSensitive=False) + inflectional = NLTKWordNetWrapper(wordSimPOSFilters=[POSTypes.NOUN]) + self.Stack:IRootDetectorStack = EnglishRootDetectionStack(inflectional,morpholex,yieldOutOfLexiconRoots=True) + + def test_DetectRootsInStack_CompoundWordMissingInDerivationalLexicon_DetectConstitiuentsAsRoots(self): + cases = {} + cases["psychosurgery"] = ["psycho","surgery"] + cases["biochemist"] = ["bio","chemist","chem"] #requires _MinConstituentSize=3 + cases["bio"] = [None] + cases["aeromechanics"] = ["aero","mechanic"] + cases["psychophysics"] = ["psycho","physic"] + cases["antilope"] = ["lope",None] #the returned root should not be a prefix/suffix! I'm trying to test that 'anti' is not returned. + cases["sentimentalisation"] = ["senti",None] + cases["vitalisation"] = ["vital",None] + cases["mylodontidae"] = ["mylodon",None] + + df = DataFrame() + i = 1 + anyFail = False + for k,val in cases.items(): + roots,reason,oolroots = self.Stack.DetectRootsInStack(k) #two words both occur in the lexicon, but input does not exist in DerLexicon(morpholex) + + if(roots.__len__() >= 2): + for r in roots: #Since we now recursively parse constituents, we return more than 2 root candidates. + passed:bool = (r in val) or (r in val) #The order of constituents does not matter. + if(passed): break + else: + if(None in val): #Tests containing None, meaning we expect not to find a root. + passed = True #If it couldn't split the word into two roots, the test should pass. + else: + passed = False #We are not testing negative scenarios yet. + + df.at[i,"Passed"] = "OK" if passed else "X" + df.at[i,"Compound"] = k + df.at[i,"Exp.Constitiuents"] = str(val) + df.at[i,"Act.Constitiuents"] = str(roots) + if not passed: anyFail = True + i = i +1 + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) + if(anyFail): self.fail("some test(s) failed!") + else: self.assertTrue("All " + str(i) + " passed!") + + def test_DetectRootsInStack_RootScenarios(self): + cases = {} #surface,any matching root + cases["animal"] = ["animal"] #return surface itself if it is explicitly defined in morpholex. If MorphoLex does not return the match with itself, it unnecessarily falls into shallow suffixing. + cases["gokhanercan"] = [] #There is no such root, it should return an empty list. + cases["bohemianism"] = ["bohemia"] #MorphoL root 'bohemia', #boehme is the name of a person. It should be boehme+ian. It's not! ML has boheme but not boehme. This is an issue that can never be solved without a lexicon. A semantic relationship is needed between bohemia and boehme. + cases["byzantine"] = ["byzant"] + cases["byzantium"] = ["byzant"] + cases["cabinetry"] = ["cabinet"] + cases["candelabra"] = ["candela"] #Added +BRA + cases["candelabrum"] = ["candela"] #Added +BRUM. + cases["decriminalisation"] = ["crimin"] + cases["graphic"] = ["graph"] + cases["graphia"] = ["graph"] #1L suffix test + + df = DataFrame() + i = 1 + anyFail = False + for k,expecteds in cases.items(): + roots,reason,oolroots = self.Stack.DetectRootsInStack(k) + + passed:bool = None + if(expecteds.__len__() == 0): #expected None cannot be returned! + passed = roots.__len__() == 0 #If an empty list is expected, it passes with an empty list. + else: + passed = expecteds[0] in roots + + df.at[i,"Passed"] = "OK" if passed else "X" + df.at[i,"Surface"] = k + df.at[i,"Exp.Roots"] = str(expecteds) + df.at[i,"Act.Roots"] = str(roots) + if(reason): df.at[i,"Reason"] = reason + if not passed : anyFail = True + i = i +1 + + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) #print first + if(not anyFail): self.assertTrue("All " + str(i) + " passed!") + else: self.fail("Some failed!") + + +if __name__ == "__main__": + unittest.main() + exit(0) + + #Stack Config. + txtpath:str = Resources.GetOthersPath("MorphoLEX2.txt") + morpholex:MorphoLexSegmentedDataset = MorphoLexSegmentedDataset.MorphoLexSegmentedDataset.LoadFromText(txtpath,loadMetadatas=True,caseSensitive=False) + inflectional = NLTKWordNetWrapper(wordSimPOSFilters=[POSTypes.NOUN]) + stack:IRootDetectorStack = EnglishRootDetectionStack(inflectional,morpholex,yieldOutOfLexiconRoots=True) + + #test cases + cases:Dict[str,Tuple[str,bool]]={} + cases["cornet"] = "corn",None + + df = DataFrame() + i:int=1 + for key,val in cases.items(): + surface = key + expectedRoot = val[0] + roots,reason,oolroots = stack.DetectRootsInStack(surface) + + passed = False + if (expectedRoot in roots): + passed = True + else: + passed = False + + df.at[i,"Passed"] = passed + df.at[i,"Surface"] = surface + df.at[i,"Expected Root"] = expectedRoot + df.at[i,"Actual Roots"] = str(roots) + df.at[i,"Reason"] = reason + df.at[i,"OOLRoots"] = str(oolroots) + i=i+1 + + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) \ No newline at end of file diff --git a/src/Core/Morphology/RootDetection/IRootDetector.py b/src/Core/Morphology/RootDetection/IRootDetector.py new file mode 100644 index 0000000..d13b5a5 --- /dev/null +++ b/src/Core/Morphology/RootDetection/IRootDetector.py @@ -0,0 +1,36 @@ +import unittest +from abc import ABC, abstractmethod +from typing import Optional, List, Set +from unittest import TestCase +from unittest.mock import patch + +from src.Core.Morphology.POSTypes import POSTypes + + +class IRootDetector(ABC): + """ + Returns only the root (gloss) form of a word given in the surface form. + It is not a Disambiguator because it does not operate at the sentence level and does not produce alternative analyses. + It is not a SegmentorBase because it does not produce affixes in metamorpheme, morpheme, or any other string form. + Disambiguators and Segmentors inherently encompass the IRootDetector capability. + """ + + @abstractmethod + def DetectRoots(self, surface:str, priorPOS:POSTypes = None)->List[str]: + """ + Returns root detection suggestions in order of priority. + The first element is assumed to be the main root, while the others represent other roots and alternatives in compound words. + :param surface: Word or lemma in surface form + :param priorPOS: If known beforehand, the POS information of the given word. Not every model is required to evaluate this. + :return: Returns an empty list if no root is found. If the root is equal to itself, it should return itself. + """ + pass + + def DetectSingleRootOrNone(self, surface:str, priorPOS:POSTypes = None)->Optional[str]: + """ + Returns the first detected root. Returns None if no root is found. + :return: + """ + roots:List[str] = self.DetectRoots(surface,priorPOS) + if(roots.__len__() == 0): return None + return roots[0] diff --git a/src/Core/Morphology/RootDetection/IRootDetectorStack.py b/src/Core/Morphology/RootDetection/IRootDetectorStack.py new file mode 100644 index 0000000..4f5a6d3 --- /dev/null +++ b/src/Core/Morphology/RootDetection/IRootDetectorStack.py @@ -0,0 +1,24 @@ +from abc import ABC, abstractmethod +from typing import Optional, List, Tuple, Set +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector + + +class IRootDetectorStack(IRootDetector): + """ + In addition to RootDetector, it can also return the detector information and secondary OOL (Out-Of-Lexicon) roots during detection. + """ + + @abstractmethod + def DetectRootsInStack(self, surface: str, priorPOS: POSTypes = None) -> Tuple[Set[str], str, Set[str]]: # roots, detectors str, oolroots + """ + Returns roots without underscores. + :param surface: Word or lemma in surface form + :param priorPOS: If known, the POS information of the given word + :return: A tuple containing roots, detector information, and OOL roots + """ + pass + + def DetectRoots(self, surface: str, priorPOS: POSTypes = None) -> List[str]: + roots, detectors, oolroots = self.DetectRootsInStack(surface, priorPOS) + return list(roots) diff --git a/src/Core/Morphology/RootDetection/RootDetectorCacher.py b/src/Core/Morphology/RootDetection/RootDetectorCacher.py new file mode 100644 index 0000000..54c7dbe --- /dev/null +++ b/src/Core/Morphology/RootDetection/RootDetectorCacher.py @@ -0,0 +1,54 @@ +from abc import ABC, abstractmethod +from typing import List, Dict +from unittest import TestCase + + +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector + +class ICacher(ABC): + + @abstractmethod + def CachedItemCount(self): + pass + +class MonitorableCacheBase(ICacher): + + def __init__(self) -> None: + super().__init__() + self.Hit = 0 + self.Miss = 0 + self.Attempt = 0 + + def MissRatio(self)->float: + return self.Miss / (self.Attempt) + + def ResetCounters(self): + self.Hit = 0 + self.Miss = 0 + self.Attempt = 0 + +class RootDetectorCacher(IRootDetector,MonitorableCacheBase): + """ + Wraps a RootDetector and caches the results. Provides cache statistics and operations. + """ + def __init__(self, rootDetector:IRootDetector) -> None: + super().__init__() + self.RootDetector:IRootDetector = rootDetector + self._Cache:Dict[str,List[str]] = {} #expr(w+pos), roots + + def DetectRoots(self, surface: str, priorPOS: POSTypes = None) -> List[str]: + expr:str = surface+ ("" if priorPOS is None else "-" + str(priorPOS.name)) + cached = self._Cache.get(expr) + self.Attempt = self.Attempt + 1 + if (cached is None): + self.Miss = self.Miss + 1 + cached = self.RootDetector.DetectRoots(surface,priorPOS) + self._Cache[expr] = cached + else: + self.Hit = self.Hit + 1 + return cached + + def CachedItemCount(self): + return len(self._Cache) + diff --git a/src/Core/Morphology/RootDetection/RootDetectorStackCacher.py b/src/Core/Morphology/RootDetection/RootDetectorStackCacher.py new file mode 100644 index 0000000..345b830 --- /dev/null +++ b/src/Core/Morphology/RootDetection/RootDetectorStackCacher.py @@ -0,0 +1,30 @@ +from typing import List, Dict, Tuple, Set +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetectorStack import IRootDetectorStack +from src.Core.Morphology.RootDetection.RootDetectorCacher import MonitorableCacheBase + + +class RootDetectorStackCacher(IRootDetectorStack,MonitorableCacheBase): + """ + Wraps a RootDetectorStack and caches the results. Provides cache statistics and operations. Refer to behavior tests for more information. + + """ + def __init__(self, rootDetectorStack:IRootDetectorStack) -> None: + super().__init__() + self.RootDetectorStack:IRootDetectorStack = rootDetectorStack + self._Cache:Dict[str,List[str]] = {} #expr(w+pos), roots + + def DetectRootsInStack(self, surface:str, priorPOS:POSTypes = None)->Tuple[Set[str],str,Set[str]]: + expr:str = surface+ ("" if priorPOS is None else "-" + str(priorPOS.name)) + cached = self._Cache.get(expr) + self.Attempt = self.Attempt + 1 + if (cached is None): + self.Miss = self.Miss + 1 + cached = self.RootDetectorStack.DetectRootsInStack(surface,priorPOS) + self._Cache[expr] = cached + else: + self.Hit = self.Hit + 1 + return cached + + def CachedItemCount(self): + return len(self._Cache) \ No newline at end of file diff --git a/src/Core/Morphology/RootDetection/SharingRootDetector.py b/src/Core/Morphology/RootDetection/SharingRootDetector.py new file mode 100644 index 0000000..d0bd624 --- /dev/null +++ b/src/Core/Morphology/RootDetection/SharingRootDetector.py @@ -0,0 +1,212 @@ +import unittest +from textwrap import TextWrapper +from typing import Set, List +from unittest import TestCase + +from pandas import DataFrame +from tabulate import tabulate + +from src.Core.Morphology.MorphoLex.MorphoLexSegmentedDataset import MorphoLexSegmentedDataset +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.EnglishRootDetectionStack import EnglishRootDetectionStack +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.Morphology.RootDetection.IRootDetectorStack import IRootDetectorStack +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper +from src.Core.WordPair import WordPair +from src.Tools import Resources, FormatHelper + + +class SharingRootDetector(object): + """ + Decides whether two words share a root using IRootDetector. + """ + + def __init__(self, rootDetector:IRootDetector, useOutOfLexiconRoots:bool = False) -> None: + """ + :param rootDetector: Supports IRootDetector or IRootDetectorStack. + :param useOutOfLexiconRoots: This is actually an application outside the standard RootDetector. Types like EnglishRootDetectionStack can return oolRoots, used to utilize it. + """ + super().__init__() + self.RootDetector:IRootDetector = rootDetector + self.UseOutOfLexiconRoots:bool = useOutOfLexiconRoots + + def IsSharingRoot(self, wp: WordPair, priorPOS:POSTypes = None) -> [bool, List[str], str]: + """ + :param wp: + :param priorPOS: + :return:isSharing, SharedRoots, detectors + """ + effRoots1:Set[str] = None + effRoots2:Set[str] = None + detector1=detector2 = "" + + if(isinstance(self.RootDetector,IRootDetectorStack) or str(self.RootDetector).__contains__("RootDetectionStack") or str(self.RootDetector).__contains__("RootDetectorStack") ): #Hack: I disabled type check because cython interface could not be implemented. + #region Stack + stack:IRootDetectorStack = self.RootDetector + roots1,d1,oolRoots1 = stack.DetectRootsInStack(wp.Word1,priorPOS) + roots2,d2,oolRoots2 = stack.DetectRootsInStack(wp.Word2,priorPOS) + detector1 = d1 + detector2 = d2 + if(self.UseOutOfLexiconRoots): + effRoots1 = roots1.union(oolRoots1) + effRoots2 = roots2.union(oolRoots2) + else: + effRoots1 = roots1 + effRoots2 = roots2 + #endregion + else: + #with regular detector + effRoots1 = set(self.RootDetector.DetectRoots(wp.Word1,priorPOS)) + effRoots2 = set(self.RootDetector.DetectRoots(wp.Word2,priorPOS)) + + #Add Surfaces for Possible Surface<->Root Matches + effRoots1.add(wp.Word1) + effRoots2.add(wp.Word2) + + #Intersection logic + intersection = effRoots1.intersection(effRoots2) + if (len(intersection) > 0): + return True, list(intersection)[0],"w1:" + detector1 + "\t w2:" + detector2 # we only return the first common element. + return False, None, "" + #endregion + +class SharingRootDetectorIntegrationTest(TestCase): #Integration path. + + def setUp(self, outOfLexiconRootsAllowed:bool = True): #I run the tests allowing OOLs + #English + txtpath:str = Resources.GetOthersPath("MorphoLEX2.txt") + morpholex:MorphoLexSegmentedDataset = MorphoLexSegmentedDataset.LoadFromText(txtpath,loadMetadatas=True,caseSensitive=False) + inflectional = NLTKWordNetWrapper(wordSimPOSFilters=[POSTypes.NOUN]) + self.Stack:IRootDetectorStack = EnglishRootDetectionStack(inflectional,morpholex,yieldOutOfLexiconRoots=outOfLexiconRootsAllowed) + self.Target = SharingRootDetector(self.Stack,useOutOfLexiconRoots=outOfLexiconRootsAllowed) + + def test_EN_IsSharingRoot_SharedRootScenarios(self): + cases = [] + + # region Successful cases + cases.append(["academic","academicianship",True]) + cases.append(["cardiologist","cardiology",True]) #Not in MorphoLex. + cases.append(["romanticisation","romanticist",True]) #ISATION added. + cases.append(["angiologist","angiology",True]) #No 'angio' root. Without root, suffixes do not work. There is no 'angio' in WN. There are many surfaces. Not in MorphoLex. If I add 'Angio' root, it works. + cases.append(["animal","animalisation",True]) + cases.append(["biochemist","biochemistry",True]) #barely passes the 3-word compound limit. + cases.append(["biophysicist","biophysics",True]) + cases.append(["biofeedback","feedback",True]) + cases.append(["aeromechanics","mechanic",True]) + cases.append(["psychophysics","physic",True]) + cases.append(["buddhism","buddhist",True]) #I corrected the wrong decomposition of morpholex in my version! + cases.append(["boehme","bohemianism",True]) #NSIM added but didn't work. boehme is a person's name and should semantically match the concept! Therefore, I corrected the decomposition of bohemian: {(boheme)>ia>}>n> #The separation of boheme root and boehme roots is problematic. They should actually be synonyms. There should be 2 decompositions for these words. + cases.append(["arthrogram","arthrography",True]) #added root. +GRAPHY added. + cases.append(["verbena","verbenaceae",True]) #CEAE added. + cases.append(["valerian","valerianaceae",True]) #ACEAE added. + cases.append(["ureter","ureterocele",True]) #+OCELE + cases.append(["omphalocele","omphalos",True]) #OS suffix already exists, + OCELE makes it ok. + cases.append(["sentimentalisation","sentimentalist",True]) + cases.append(["sigmoidoscope","sigmoidoscopy",True]) + cases.append(["sigmoidectomy","sigmoidoscopy",True]) #+OSCOPE #OSCOPY saved it. + cases.append(["keynes","keynesianism",True]) #2 levels would solve it. + ianism solved it. + cases.append(["archeologist","archeology",True]) + cases.append(["arboriculture","arboriculturist",True]) #shallow suffixes solve it half by chance. + cases.append(["arthrogram","arthrography",True]) + cases.append(["trauma","traumatology",True]) #TOLOGY added. + cases.append(["tracheid","tracheitis",True]) + cases.append(["sclerite","scleritis",True]) + cases.append(["schistosome","schistosomiasis",True]) #+IASIS + cases.append(["zigadene","zigadenus",True]) + cases.append(["amygdala","amygdaloid",True]) #OID solved it. + cases.append(["aclant","saclant",False]) #two proper names, no derivational relationship. Therefore, no SharedRoot but they refer to each other in their definitions! The largest stack should catch this wp. + cases.append(["immunofluorescence","autofluorescence",True]) #added immuno root. + cases.append(["anglican","anglia",True]) #added expr in ML: 'anglia' root: anglo + cases.append(["onomasticon","onomastics",True]) #added as root in ML. + #endregion + + #region Fixed OutOfLexiconCases + cases.append(["presidio","presidium",True]) #since the root 'preside' was entered, it was not finding the missing presidi root. OOLRoots ensured it returns presidi. + cases.append(["arthroscope","arthroscopy",True]) #no root. + cases.append(["blennioid","blennioidea",True]) #no blennio in lexicon, blennioid and blennioidea exist. Our algorithm does not solve this. Solved. 'blennio' common dynamic root. + cases.append(["anesthesia","anesthesiology",True]) #ISATION added. #no anesthesi root. OLOGY dynamically created anesthesi. + cases.append(["anesthesiologist","anesthesiology",True]) #same as above case. + cases.append(["acanthopterygian","acanthopterygii",True]) #a type of fish, a fish. IAN solved it. + cases.append(["autogenics","autogeny",True]) #dynamically found autogen root. + cases.append(["haematologist","haematology",True]) + cases.append(["haemoglobin","haemoglobinemia",True]) + cases.append(["acanthocyte","acanthocytosis",True]) #+cytosis + cases.append(["thrombocyte","thrombocytopenia",True]) #+cytopenia + cases.append(["megapodiidae","megapode",True]) #bird. + cases.append(["megathere","megatheriidae",True]) #extinct sloth + cases.append(["mycoplasma","mycoplasmataceae",True]) #bacteria + cases.append(["mylodon","mylodontidae",True]) #extinct animal, bear, iguanodontidae also exists. + cases.append(["aerophilately","aerophile",True]) #related to aviation, solved with +PHILE suffix. + cases.append(["aesthete","aesthetic",True]) #same root, one is a person, the other is a philosophy. #ML incorrect, solved with ML2. + cases.append(["amygdala","amygdalotomy",True]) #same root. a turned into o. solved with +OTOMY. A suffix was already separated. + cases.append(["anesthesia","anesthesiologist",True]) #same root. added +OLOGIST. + cases.append(["biochemistry","immunohistochemistry",True]) #nothing in lexicon. added to lexicon: 'immunohistochemistry (immun){(histo)(chemistry)}' + cases.append(["birdnest","birdnesting",True]) #added to ML: birdnest {(bird)}{(nest)} compound word has no place. very difficult without adding root, nest cannot be added. + cases.append(["bishopry","bishopric",True]) #corrected in ML: bishopric {(bishop)}>ic> added +RY. + cases.append(["bowdleriser","bowdlerism",True]) #added +IZE allomorph ISE and ISER. existed in ML as bowdlerizer but not as bowdleriser. + cases.append(["byzant","byzantinism",True]) + cases.append(["byzant","byzantium",True]) #added byzant root. + cases.append(["consuetude","consuetudinal",True]) #no word in ML. only comes from WN. added 3 entries. + cases.append(["consuetude","consuetudinary",True]) #' + cases.append(["criminal","criminalization",True]) #added +IZATION suffix. ISATION already existed. Allomorph not supported. + cases.append(["criminal","decriminalisation",True]) #added 4 expr to ML. very difficult to solve without a recursive analyzer. + cases.append(["cytogeny","cytogenetics",True]) + cases.append(["harlotry","harlot",True]) + cases.append(["mammogram","mammography",True]) #mammo + cases.append(["rollerblading","rollerblader",True]) #no root. compounding creates rollerblade but sound drop ends it. added 2 expr. + cases.append(["thermal","thermalgesia",True]) #added gesia root to use compounding. + cases.append(["cyberwar","cyberart",True]) #added cyber root. + cases.append(["hematology","haematology",True]) #added 3 surfaces. + cases.append(["haematologist","hematology",True]) # + cases.append(["encyclopedism","encyclopaedism",True]) #added surfaces. + cases.append(["cyclopedia","cyclopaedia",True]) + cases.append(["cyclopedia","encyclopaedism",True]) + #endregion + + #region Negative Cases + cases.append(["vitalisation","sentimentalisation",False]) + #endregion + + df = DataFrame() + anyFail = False + textWrapper = TextWrapper(width=70) + + #EN Cases + enCount,enAnyFail = self._ExecuteCases(cases,df,textWrapper) + + trAnyFail = False + trCount = 0 + #endregion + + #Results + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) + anyFail = enAnyFail or trAnyFail + if(not anyFail): + msg = "All " + str(enCount+trCount) + " passed!" + print(msg) + self.assertTrue(msg) + else: + self.fail("some are failed!") + + def _ExecuteCases(self, cases, df, textWrapper)->[int,bool]: + i:int = 1 + anyFail = False + for case in cases: + wp = WordPair(case[0], case[1]) + shared,sharedRoot,reason = self.Target.IsSharingRoot(wp) + passed:bool = (shared == case[2]) + df.at[i,"Passed"] = "OK" if passed else "X" + df.at[i,"Word1"] = case[0] + df.at[i,"Word2"] = case[1] + df.at[i,"SharedRoot"] = sharedRoot if passed else "" + df.at[i,"Expected"] = case[2] + df.at[i,"Actual"] = shared + df.at[i,"Reason"] = "\n".join(textWrapper.wrap(reason)) if passed else "" + df.at[i,"Roots1 + detector + OOLRoots"] = "\n".join(textWrapper.wrap(str(self.Stack.DetectRootsInStack(case[0],None)))) #Here we call again from outside for tracing. + df.at[i,"Roots2 + detector + OOLRoots"] = "\n".join(textWrapper.wrap(str(self.Stack.DetectRootsInStack(case[1],None)))) #Here we call again from outside for tracing. + if not passed: anyFail = True + i = i +1 + return i,anyFail + +if __name__ == "__main__": + unittest.main() \ No newline at end of file diff --git a/src/Core/Morphology/RootDetection/__init__.py b/src/Core/Morphology/RootDetection/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Morphology/RootDetection/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Morphology/SegmentedWord.py b/src/Core/Morphology/SegmentedWord.py new file mode 100644 index 0000000..af61fb8 --- /dev/null +++ b/src/Core/Morphology/SegmentedWord.py @@ -0,0 +1,271 @@ +import re +import copy +from typing import List, Set, Optional + +from src.Core.Languages.Grammars.IGrammar import IGrammar +from src.Core.Morphology.ModelConvensions import ModelConvensions +from src.Tools import StringHelper + + +class SegmentedWord(object): + """ + Holds the segmented form of a word. As 'Prefixes + Root(s) + Suffixes' + """ + def __init__(self, root:str = "None", suffixes = None, prefixes = None): + """ + :param root: + :param suffixes: + :param prefixes: + """ + self.Root:str = root #single root assumption for now. #This root is given directly with its suffix, but it shouldn't be. + self.Suffixes = suffixes + self.Prefixes:List[str] = prefixes #Do not confuse this with other prefixes, this is the prefix as an affix. + self.OtherRoots:List[str] = [] #Other roots that form a compound word in addition to the main root. This could also contain alternative roots. These roots do not break linearity. + self.AlternativeRoots:List[str] = [] #Contains only alternative roots that break linearity. + if(suffixes is None): self.Suffixes = [] + if(prefixes is None): self.Prefixes = [] + + def IsOnRootForm(self)->bool: + """ + It has no analyzed affix. Surface and root are the same. Even if it is a multiple root without an affix, it is considered a Root. + :return: + """ + return len(self.Suffixes) == 0 and len(self.Prefixes) == 0 + + def GetSegments(self, linear:bool = True)->List[str]: + """ + Returns all segments regardless of morphological definitions such as root, suffix. + linear: If True, excludes alternatives. Default is true. + """ + segments:List[str] = [] + + for n in range(0,self.PrefixCount()): + segments.append(self.Prefixes[n]) + + #root + segments.append(self.Root) + + #other root + for n in range(0,self.OtherRoots.__len__()): + segments.append(self.OtherRoots[n]) + + #alt. root + if(not linear): + for n in range(0,self.AlternativeRoots.__len__()): + aroot = self.AlternativeRoots[n] + if not aroot.endswith('!'): aroot = aroot + "!" #We always add ! at the end in alternative syntax. + segments.append(aroot) + + for n in range(0,self.SuffixCount()): + segments.append(self.Suffixes[n]) + + return segments + + def ToMorphemes(self)->List[str]: + """ + Returns a sequential list of all morphemes including all prefixes, roots, and suffixes. + Assumes ``Prefixes + root + suffixes``. + ToMorphemes does not return alternative roots. Use GetSegments(False) for that. + :return: + """ + morphemes = [] + for p in self.Prefixes: + morphemes.append(p) + morphemes.append(self.Root) + for oroot in self.OtherRoots: + morphemes.append(oroot) + #AlternativeRoots are intentionally not returned + for s in self.Suffixes: + morphemes.append(s) + return morphemes + + def ToMorphemesSet(self)->Set[str]: + """ + Returns a set of unique morphemes, losing the order. + Does not contain AlternativeRoots. + :return: + """ + morphemes = set() + for p in self.Prefixes: + morphemes.add(p) + morphemes.add(self.Root) + for oroot in self.OtherRoots: + morphemes.add(oroot) + #AlternativeRoots are intentionally not returned + for s in self.Suffixes: + morphemes.add(s) + return morphemes + + def SuffixCount(self): + if(self.Suffixes is None): return 0 + return len(self.Suffixes) + + def PrefixCount(self): + if(self.Prefixes is None): return 0 + return len(self.Prefixes) + + def AffixCount(self): + return self.PrefixCount() + self.SuffixCount() + + def RootCount(self): + """ + Considers root and OtherRoots linearly. Does not consider AlternativeRoots. + :return: + """ + if StringHelper.IsNullOrEmpty(self.Root): return 0 + if(self.OtherRoots is None): return 1 + return self.OtherRoots.__len__()+1 + + _SplitPattern = re.compile(r"[_|\-+]") + + @staticmethod + def ParseUnitExpression(unitExpr:str): + """ + Linear only: NonLinear not supported. Does not yet support parsing AlternativeRoots (_aroot?). + But it supports parsing multiple roots (root + otherroots) linearly. See _air_craft_men + :param unitExpr: + :return: + """ + conv = ModelConvensions() + sword:SegmentedWord = None + if not conv.IsExpression(unitExpr): + if (conv.IsRoot(unitExpr)): + sword = SegmentedWord(unitExpr) + return sword + return None + + #expression + sword = SegmentedWord("") + segments = SegmentedWord._SplitPattern.split(unitExpr) + if(segments[0] == ""): segments = segments[1:] #The first element can come empty if there is a prefix. + + #prefix + prefixCount = unitExpr.count(conv.FormPrefixes.Prefix) + if(prefixCount > 0): + sword.Prefixes = segments[0:prefixCount] + + #root + rootCount = unitExpr.count(conv.FormPrefixes.Root) + if(rootCount > 0): + roots = segments[prefixCount:prefixCount+rootCount] + sword.Root = "_" + roots[0] #roots are always parsed with CharPrefix. + if(roots.__len__() >1): + for i in range(1,rootCount): + sword.OtherRoots.append("_" + roots[i]) + + #suffix + suffixCount = unitExpr.count(conv.FormPrefixes.Suffix) + if(suffixCount > 0): + sword.Suffixes = segments[prefixCount+rootCount:prefixCount+rootCount+suffixCount] + return sword + + @staticmethod + def FromStrList(list:List[str]): + """ + Converts the string segments we have into standard (root+suffixes) format without knowing their morphological counterparts like Root/Prefix/Suffix. + Does not support Prefix, OtherRoot, and AlternativeRoot. + :param list: + :return: + """ + if(len(list)) == 0: return None + sword:SegmentedWord = SegmentedWord(list[0]) + sword.Suffixes = list[1:] + return sword + + def BuildUnitExpression(self, linear:bool=True)->Optional[str]: + """ + Default linear: splits the entire word into segments from left to right. Order is preserved. + In non-linear mode, AlternativeRoots are also returned. Ex: -pre_root_otherroot+suffix syntax is used. + :return: + """ + conv = ModelConvensions() + if StringHelper.IsNullOrEmpty(self.Root): return None + + expr:str = "" + for prefix in self.Prefixes: + expr += conv.FormPrefixes.Prefix + prefix + + #root + rootFinal = self.Root if (self.Root.startswith(conv.FormPrefixes.Root)) else conv.FormPrefixes.Root + self.Root #root prefix ensured version. + if (self.IsOnRootForm() and self.RootCount()==1): return rootFinal #If there is no Other root, no need to return the rest. + expr += rootFinal + + #otherroots + for oroot in self.OtherRoots: + orootFinal = oroot if str(oroot).startswith(conv.FormPrefixes.Root) else conv.FormPrefixes.Root + oroot + expr += orootFinal + + #alternative-roots + if(not linear): + for aroot in self.AlternativeRoots: + arootFinal = aroot + "!" if str(aroot).startswith(conv.FormPrefixes.Root) else conv.FormPrefixes.Root + aroot + "!" + expr += arootFinal + + #suffix + for suffix in self.Suffixes: + suffixFinal = suffix if str(suffix).startswith(conv.FormPrefixes.Suffix) else conv.FormPrefixes.Suffix + suffix + expr += suffixFinal + return expr + + @staticmethod + def FromWithsToUnitExpr(withs:str): + """ + Converts Withs expression to UnitExpression. + Does not support Prefix, ORoot, ARoot. + :param withs: + :return: + """ + unitExpr:str = "_" + withs #Since it does not support Prefix, ARoot, ORoot analyzer expressions for now. So putting _ at the beginning converts it to unit expression. + return unitExpr + + @staticmethod + def BuildAlternateRepresentations(unitExpr:str)->[str]: + """ + Provides alternative representations by replacing units separated by '/' with their alternatives, resulting in as many alternatives as the square of the number of '/'. + Used for testing for now. Contains deepcopy(). + Supports only suffixes. + :param unitExpr: + :return: + """ + altCount:int = unitExpr.count("/") + if(altCount == 0): return [unitExpr] + osw:SegmentedWord = SegmentedWord.ParseUnitExpression(unitExpr) + alts:[SegmentedWord] = [copy.deepcopy(osw)] + + #iterate + sIndex:int = 0 + for suffix in osw.Suffixes: #Suffixes supported only. + segs = suffix.split("/") + if(len(segs) > 1): + altsclone = alts.copy() + for s in range(0,len(segs)): + seg:str = segs[s] + #clone + for alt in altsclone: #use copy so that not to stay in the append iterate loop forever. + new_sw = copy.deepcopy(alt) + alts.append(new_sw) + new_sw.Suffixes[sIndex] = seg + if(s==0): alts.remove(alt) #since it is forked, remove itself (copied one) only in the first clone + sIndex=sIndex+1 + + if(alts.__len__() == 0): + return [osw.BuildUnitExpression()] + exprs:[str] = [] + for alt in alts: + expr = alt.BuildUnitExpression() + exprs.append(expr) + return exprs + + def LowerCaseRoots(self, grammar:IGrammar): + self.Root = grammar.ToLowerCase(self.Root) # all lowercase assumption (Propers included) + for orIndex, oroot in enumerate(self.OtherRoots): + self.OtherRoots[orIndex] = grammar.ToLowerCase(oroot) + for arIndex, aroot in enumerate(self.AlternativeRoots): + self.AlternativeRoots[arIndex] = grammar.ToLowerCase(aroot) + + def __str__(self): + if(not self.Root): return "N/A" + return self.BuildUnitExpression() + " (" + str(type(self)) + ")" + + def __repr__(self): + return self.__str__() diff --git a/src/Core/Morphology/Stemmers/IStemmer.py b/src/Core/Morphology/Stemmers/IStemmer.py new file mode 100644 index 0000000..8097822 --- /dev/null +++ b/src/Core/Morphology/Stemmers/IStemmer.py @@ -0,0 +1,16 @@ +from abc import ABC, abstractmethod + +class IStemmer(ABC): + """ + We use the same schema for Stem/Lemmatize. + """ + + @abstractmethod + def Stem(self, word:str): + """ + We use the same schema for Stem/Lemmatize. Both mean finding the root rather than analyzing. + Generally, stem is used as a superficial string operation and lemmatize as a morphological operation. But in practice, their schemas are the same. https://nlp.stanford.edu/IR-book/html/htmledition/stemming-and-lemmatization-1.html + :param word: + :return: Returns the root/lemma/stem as a string. Does not return analysis. + """ + pass diff --git a/src/Core/Morphology/Stemmers/MorphyInflectionalEnglishStemmer.py b/src/Core/Morphology/Stemmers/MorphyInflectionalEnglishStemmer.py new file mode 100644 index 0000000..031f41e --- /dev/null +++ b/src/Core/Morphology/Stemmers/MorphyInflectionalEnglishStemmer.py @@ -0,0 +1,65 @@ +from typing import Dict +from unittest import TestCase + +from src.Core.Morphology.Stemmers.IStemmer import IStemmer +from src.Tools import FormatHelper + + +class MorphyInflectionalEnglishStemmer(IStemmer): + """ + Returns the stem by removing different inflections using Nltk.Morphy. + Nltk SnowballStemmer (englishStemmer) contained suffixes to be removed in 7 levels to also remove derivational suffixes. It is not used. + http://www.nltk.org/howto/wordnet.html + http://snowball.tartarus.org/algorithms/english/stemmer.html + Other lemmatizers, stemmers: wordnet (new name morphy), spacy, textblob, stanford, pattern, gensim, treetagger. + Comparing lemmatizers: https://www.machinelearningplus.com/nlp/lemmatization-examples-python/#comparingnltktextblobspacypatternandstanfordcorenlp + """ + + def __init__(self) -> None: + super().__init__() + + def Stem(self, word: str): + from nltk.corpus import wordnet as wn + stemmed = wn.morphy(word) + # 2nd pass + if (stemmed is None or stemmed == word): + stemmed = wn.morphy(word, + pos='v') # specifically solves ing when I request it as v. Therefore, I send a second attempt only for ing. + return stemmed + + +class MorphyInflectionalEnglishStemmerTest(TestCase): + + def test_ALL_INFLECTIONS(self): + stemmer = MorphyInflectionalEnglishStemmer() + + cases: Dict[str, str] = {} + cases["cats"] = "cat" + cases["denied"] = "deny" + cases["churches"] = "church" + cases["built"] = "build" + cases["scripting"] = "script" # Noun+ing + cases["walking"] = "walk" # Verb+ing + cases["building"] = "build" + + from tabulate import tabulate + from pandas import DataFrame + df = DataFrame() + index = 1 + anyFail = False + for word, expected in cases.items(): + actual: str = stemmer.Stem(word) + if (not actual): actual = "-NONE-" + df.at[index, "Word"] = word + df.at[index, "Expected"] = expected + df.at[index, "Actual"] = actual + passed: bool = expected == actual + if not passed: anyFail = True + self.assertTrue(passed, actual + " != " + expected) + index = index + 1 + if (not anyFail): self.assertTrue("All " + str(index) + " passed!") + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) + + +if __name__ == "__main__": + pass diff --git a/src/Core/Morphology/Stemmers/__init__.py b/src/Core/Morphology/Stemmers/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Morphology/Stemmers/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Morphology/__init__.py b/src/Core/Morphology/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Morphology/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/OSimUnrPipeline/EnglishPipeline.py b/src/Core/OSimUnrPipeline/EnglishPipeline.py new file mode 100644 index 0000000..69c3364 --- /dev/null +++ b/src/Core/OSimUnrPipeline/EnglishPipeline.py @@ -0,0 +1,216 @@ +from typing import List + +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.MorphoLex.MorphoLexSegmentedDataset import MorphoLexSegmentedDataset +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetectorStack import IRootDetectorStack +from src.Core.Morphology.RootDetection.RootDetectorCacher import RootDetectorCacher +from src.Core.Morphology.RootDetection.RootDetectorStackCacher import RootDetectorStackCacher +from src.Core.OSimUnrPipeline.PipelineProviderBase import PipelineProviderBase +from src.Core.Orthographic.NormalizedStringSimilarity.EditDistance import EditDistance +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer +from src.Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer import NLTKWhitespaceTokenizer +from src.Core.Segmentation.Tokenizers.TokenizerCacher import TokenizerCacher +from src.Core.WordNet.Classifiers.BlacklistedConceptsWordNetRelatednessFilterer import \ + BlacklistedConceptsWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer import ConceptWiseWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.DefinitionBasedRelatednessClassifier import DefinitionBasedRelatednessClassifier +from src.Core.WordNet.Classifiers.WordNetDerivationallyRelatedBinaryClassifier import \ + WordNetDerivationallyRelatedBinaryClassifier +from src.Core.WordNet.IWordNet import IWordNet, WordNetSimilarityAlgorithms, Lemma2SynsetMatching +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper +from src.Core.WordNet.WordPairDefinitionSourceFilter import WordPairDefinitionSourceFilter +from src.Core.WordSim.IWordSimilarity import IWordSimilarity +from src.Tools import Resources +from src.Tools.Logger import logp + + +class EnglishPipeline(PipelineProviderBase): + + def __init__(self, ctx: LinguisticContext, osimAlgorithm:IWordSimilarity): + super().__init__(ctx, osimAlgorithm) + + def CreateWordNet(self): + return NLTKWordNetWrapper() #TODO: pass lang. + + def CreateWordSource(self): + return NLTKWordNetWrapper() + + def CreateRootDetector(self): + morpholex: MorphoLexSegmentedDataset = self._CreateMorphoLex() + inflectional = self.CreateWordNet() + from src.Core.Morphology.RootDetection.EnglishRootDetectionStack import EnglishRootDetectionStack + stack: IRootDetectorStack = EnglishRootDetectionStack(inflectional, morpholex, lexiconPosFilter=None, + yieldOutOfLexiconRoots=True) # We do not limit lexicon POS because it may have been derived from different POS. + return RootDetectorStackCacher(stack) # Note: StackCacher is not the same as Cacher! Stacks must be cached inside StackCacher. + # return RootDetectorCacher(stack) + # return stack # No cache usage + + def CreateFastRootDetector(self): + # stack: EnglishRootDetectionStack = CreateRootDetector() # This is slow, but the cached root detector is used by multiple tasks: SharingRootDetector, DefinitionBased, etc. + morpholex: MorphoLexSegmentedDataset = self._CreateMorphoLex() + return RootDetectorCacher(morpholex) + + def _CreateMorphoLex(self) -> MorphoLexSegmentedDataset: + txtpath: str = Resources.GetOthersPath("MorphoLEX2.txt") + morpholex: MorphoLexSegmentedDataset = MorphoLexSegmentedDataset.LoadFromText(txtpath, loadMetadatas=True, caseSensitive=False) + return morpholex + + def CreateTokenizer(self)->ITokenizer: + tokenizer: ITokenizer = TokenizerCacher(NLTKWhitespaceTokenizer()) + return tokenizer + + def CreateWordSimilarityAlgorithm(self): + sim = WordNetSimilarityAlgorithms.LCH + logp("Algorithm '" + str(sim) + "' has been determined for Sim/Rel approx. for English.") + return sim + + def CreateWordNetForSimilarity(self,wnSimAlg: WordNetSimilarityAlgorithms, + l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations, + wordSimPOSFilters: List[POSTypes] = None): + return NLTKWordNetWrapper(algorithm=wnSimAlg, l2s=l2s, wordSimPOSFilters=wordSimPOSFilters) # For now, we are producing a separate instance due to ctor params. It can be connected to WORDNET_EN. + + def CreateWordNetSimAlgorithm(self) -> WordNetSimilarityAlgorithms: + sim = WordNetSimilarityAlgorithms.LCH + logp("Algorithm '" + str(sim) + "' has been determined for Sim/Rel approx. for English.") + return sim + + #region Filterings + + def CreateBlacklistedConceptsFilterer(self,pos): + wn:IWordNet = self.CreateWordNet() + bconcepts = ["ill_health.n.01", "disorder.n.01", + "pathologic_process.n.01", + "plant_part.n.01", "biological_group.n.01", "medical_procedure.n.01", + "animal.n.01", "microorganism.n.01", "plant.n.02", + "chemical.n.01", "drug.n.01", "body_substance.n.01", "vasoconstrictor.n.01", + # Food is also a substance. + "symptom.n.01"] # Order is important! General -> specific. + filterer: BlacklistedConceptsWordNetRelatednessFilterer = BlacklistedConceptsWordNetRelatednessFilterer(wn, bconcepts,pos) + return filterer + + def CreateConceptPairFilterer(self, pos): + # region RelatedConcepts + rc = [] + rc.append(("religious_person.n.01", + "religion.n.01")) # (both are very close; they score 1.5/10 with WUP.) e.g., wahhabi - wahhabism + rc.append(("religious_person.n.01", + "theology.n.02")) # | 1387 | jesuit [religious_person.n.01] | jesuitry [cognition.n.01] + rc.append(("religion.n.01", "theology.n.02")) + + rc.append(("doctrine.n.01", + "general.n.01")) # General and its ideology - caesar [living_thing.n.01] | caesaropapism [cognition.n.01] + rc.append( + ("body_part.n.01", "physical_condition.n.01")) # adenohypophysis adenosis 6 - a disease of a body part + rc.append(("cognitive_state.n.01", "cognition.n.01")) # aesthesia chromesthesia 5 + rc.append(("nervous_disorder.n.01", + "cognition.n.01")) # 208 | astereognosis [disorder.n.01] | gnosis [cognition.n.01] + rc.append(("psychological_state.n.01", + "psychological_feature.n.01")) # aesthesia chromesthesia 5 - cognition's subtype. While unnecessary in some cases, it's good for abstract matches! Note: psychological_feature is too low-level. + + rc.append(("sense.n.03", "paralysis.n.01")) # akinesia kinesthesia 7 - slightly specific. + rc.append(("organic_process.n.01", + "physical_condition.n.01")) # agenesia [organic_process.n.01] akinesia [ill_health.n.01] + rc.append(("reaction.n.03", + "sensitivity.n.01")) # | 1399 | kinaesthesis [cognition.n.01] | kinesis [organic_process.n.01] + rc.append(("anesthesia.n.01", "somesthesia.n.02")) # acroanaesthesia kinaesthesia 5 (TOO SPECIFIC!) + rc.append(("mechanics.n.01", + "proprioception.n.01")) # | 1401 | kinesthetics [cognition.n.01] | kinetics [cognition.n.01] + + # Medicine + rc.append(("plastic_surgery.n.01", + "plastic.n.01")) # abdominoplasty [medical_procedure.n.01] | aminoplast [entity.n.01] + rc.append(("body_part.n.01", "medical_procedure.n.01")) # amygdala amygdalotomy 0.2 + rc.append(("body_part.n.01", + "diagnostic_procedure.n.01")) # arteriography artery 8 - imaging techniques (like x-rays) have a health base. It's odd that it derives from psychological_feature, but that's the case. + rc.append(("medical_procedure.n.01", "diagnostic_procedure.n.01")) + rc.append(("health_professional.n.01", + "physical_condition.n.01")) # Disease and its doctor -> anesthesia [entity.n.01] | anesthesiologist [entity.n.01] + rc.append(("extravasation.n.03", + "physical_condition.n.01")) # extravasation.n.03 might also fit under organic_process. + rc.append( + ("substance.n.07", "physical_condition.n.01")) # nephroptosia [ill_health.n.01] | nephrotoxin [entity.n.01] + rc.append(("medical_instrument.n.01", "diagnostic_procedure.n.01")) + rc.append(("radiogram.n.02", "diagnostic_procedure.n.01")) + rc.append(("medical_science.n.01", "treatment.n.01")) + rc.append(("medical_science.n.01", "health_professional.n.01")) + rc.append(("medical_science.n.01", "medical_procedure.n.01")) + rc.append(("living_thing.n.01", "medical_procedure.n.01")) + rc.append(("treatment.n.01", "dissolution.n.01")) + + rc.append(("body_part.n.01", "living_thing.n.01")) # artiodactyl [animal.n.01] | dactyl [body_part.n.01] + rc.append(("body_part.n.01", + "biological_group.n.01")) # branchia [body_part.n.01] | branchiostegidae [biological_group.n.01] + + rc.append(("language.n.01", "country.n.01")) # No specific example, but it might come up. + rc.append( + ("inhabitant.n.01", "language.n.01")) # | 242 | bangla [language.n.01] | bangladeshi [living_thing.n.01] + rc.append(("natural_language.n.01", + "geographical_area.n.01")) # | 40 | hindostani [language.n.01] | hindustan [entity.n.01] + + # Animal + rc.append(("animal.n.01", "animal_material.n.01")) # | 1407 | lambkin [animal.n.01] | lambskin [entity.n.01] + rc.append(("assay.n.04", "natural_science.n.01")) # immunohistochemistry chemistry + rc.append( + ("zoolatry.n.01", "animal.n.01")) # ichthyolatry [psychological_feature.n.01] | ichthyosaur [animal.n.01] + rc.append(("zoolatry.n.01", + "biology.n.01")) # | 1 | ichthyolatry [psychological_feature.n.01] | ichthyology [cognition.n.01] + + rc.append(("ill_health.n.01", + "organism.n.01")) # Organisms causing disease - 298 | blastoma [ill_health.n.01] | blastomycete [living_thing.n.01] + rc.append(("ill_health.n.01", + "cell.n.01")) # Including all living beings causing diseases without generalizing to living_thing. + rc.append(("ill_health.n.01", "cell.n.02")) # Refers to the other "cell." + rc.append(("discharge.n.03", "microorganism.n.01")) + + rc.append(("measure.n.02", "appraisal.n.01")) # centilitre - centile + rc.append(("unit_of_measurement.n.01", "measuring_instrument.n.01")) + rc.append( + ("fungus.n.01", "biological_group.n.01")) # Initially living_thing, but it includes humans, so too broad. + rc.append(("pathologic_process.n.01", "infestation.n.01")) # | KEEP + rc.append(("worm.n.01", "infestation.n.01")) # | KEEP + rc.append(("physics.n.01", "celestial_body.n.01")) + rc.append(("legislation.n.02", "bad_person.n.01")) + rc.append(("biology.n.01", "organic_process.n.01")) + rc.append(("pathologic_process.n.01", "medical_instrument.n.01")) # | KEEP + rc.append(("symptom.n.01", "medical_instrument.n.01")) # | KEEP + rc.append(("infestation.n.01", "body_part.n.01")) # | KEEP + rc.append(("symptom.n.01", "body_part.n.01")) + rc.append(("organic_process.n.01", "symptom.n.01")) + rc.append(("dissolution.n.01", "occlusion.n.01")) + + rc.append(("electrical_device.n.01", "diagnostic_procedure.n.01")) + rc.append(("sonograph.n.01", "radiography.n.02")) + rc.append(("sonograph.n.01", "imaging.n.02")) + rc.append(("graph.n.01", "photograph.n.01")) + rc.append(("science.n.01", "scientist.n.01")) + + rc.append(("particle.n.02", "conduction.n.01")) + # endregion + + wn: IWordNet = self.CreateWordNet() + filterer = ConceptWiseWordNetRelatednessFilterer(wn, rc, pos) + return filterer + + def CreateDefinitionBasedRelatednessClassifier(self, posFilter, rootDetector, fastRootDetector): + minRootlength: int = 4 # OSimUnr study uses 4. It is a good value for English. + typeDepthRatio = 0.4 # OSimUnr study uses 0.4. It is a good value for English. + tokenizer: ITokenizer = TokenizerCacher(NLTKWhitespaceTokenizer()) + + wn: IWordNet = self.CreateWordNet() + definitionClassifier = DefinitionBasedRelatednessClassifier( + WordPairDefinitionSourceFilter(wn, self.Context, POSTypes.NOUN, rootDetector, fastRootDetector, "entity.n.01"), + tokenizer, minRootLength=minRootlength, typeDepthRatio=typeDepthRatio + ) # Minimum root length is 4; matches words like drug-skin. + # D5 + definitionClassifier.SkipMutualMeaningfulAffixes = False + definitionClassifier.MeanindgfulPrefixes = ("hyper") # Not prefixes: gastro, cyber, counter, electro, neuro. + definitionClassifier.MeaningfulSuffixes = ( + "logy", "graphy", "culture", "pathy", "osis", "genesis", "phile", "phobia", "philia", "idae", "ogist", "otomy", + "scopy", "geny") + return definitionClassifier + + def CreateDerivationallyRelatedClassifier(self): + return WordNetDerivationallyRelatedBinaryClassifier(self.CreateWordNet()) + + #endregion \ No newline at end of file diff --git a/src/Core/OSimUnrPipeline/PipelineProviderBase.py b/src/Core/OSimUnrPipeline/PipelineProviderBase.py new file mode 100644 index 0000000..38faf21 --- /dev/null +++ b/src/Core/OSimUnrPipeline/PipelineProviderBase.py @@ -0,0 +1,85 @@ +from abc import ABC, abstractmethod +from typing import List + +from src.Core.IWordSource import IWordSource +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.Orthographic.NormalizedStringSimilarity.EditDistance import EditDistance +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier +from src.Core.WordNet.Classifiers.BlacklistedConceptsWordNetRelatednessFilterer import \ + BlacklistedConceptsWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer import ConceptWiseWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.DefinitionBasedRelatednessClassifier import DefinitionBasedRelatednessClassifier +from src.Core.WordNet.IWordNet import IWordNet, WordNetSimilarityAlgorithms, Lemma2SynsetMatching +from src.Core.WordSim.IWordSimilarity import IWordSimilarity + + +class PipelineProviderBase(ABC): + def __init__(self, ctx:LinguisticContext, osimAlgorithm:IWordSimilarity): + self.Context:LinguisticContext = ctx + self.OSimAlgorithm:IWordSimilarity = osimAlgorithm + self._WordNet:IWordNet = None + self._WordSource: IWordSource = None + + @abstractmethod + def CreateWordNet(self): + pass + + @abstractmethod + def CreateWordSource(self): + pass + + @abstractmethod + def CreateRootDetector(self) -> IRootDetector: + pass + + @abstractmethod + def CreateFastRootDetector(self) -> IRootDetector: + pass + + @abstractmethod + def CreateTokenizer(self): + pass + + #region Filterings + @abstractmethod + def CreateBlacklistedConceptsFilterer(self, pos: POSTypes) -> BlacklistedConceptsWordNetRelatednessFilterer: + pass + + @abstractmethod + def CreateConceptPairFilterer(self, pos: POSTypes) -> ConceptWiseWordNetRelatednessFilterer: + pass + + @abstractmethod + def CreateDefinitionBasedRelatednessClassifier(self, posFilter: POSTypes, rootDetector,fastRootDetector) -> DefinitionBasedRelatednessClassifier: + pass + + @abstractmethod + def CreateDerivationallyRelatedClassifier(self) -> IWordRelatednessBinaryClassifier: + pass + #endregion + + @abstractmethod + def CreateWordNetSimAlgorithm(self) -> WordNetSimilarityAlgorithms: + pass + + @abstractmethod + def CreateWordNetForSimilarity(self, wnSimAlg: WordNetSimilarityAlgorithms, + l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations, + wordSimPOSFilters: List[POSTypes] = None): + pass + + def GetWordNet(self): + if(not self._WordNet): + self._WordNet = self.CreateWordNet() + return self._WordNet + + def GetWordSource(self): + if(not self._WordSource): + self._WordSource = self.CreateWordSource() + return self._WordSource + + def GetOrthographicSimilarityAlgorithm(self) -> IWordSimilarity: + return self.OSimAlgorithm + diff --git a/src/Core/OSimUnrPipeline/TurkishPipeline.py b/src/Core/OSimUnrPipeline/TurkishPipeline.py new file mode 100644 index 0000000..e9a6806 --- /dev/null +++ b/src/Core/OSimUnrPipeline/TurkishPipeline.py @@ -0,0 +1,153 @@ +from typing import List + +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.OSimUnrPipeline.PipelineProviderBase import PipelineProviderBase +from src.Core.Orthographic.NormalizedStringSimilarity.EditDistance import EditDistance +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer +from src.Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer import NLTKWhitespaceTokenizer +from src.Core.Segmentation.Tokenizers.TokenizerCacher import TokenizerCacher +from src.Core.WordNet.Classifiers.BlacklistedConceptsWordNetRelatednessFilterer import \ + BlacklistedConceptsWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer import ConceptWiseWordNetRelatednessFilterer +from src.Core.WordNet.Classifiers.DefinitionBasedRelatednessClassifier import DefinitionBasedRelatednessClassifier +from src.Core.WordNet.Classifiers.WordNetDerivationallyRelatedBinaryClassifier import \ + WordNetDerivationallyRelatedBinaryClassifier +from src.Core.WordNet.IWordNet import IWordNet, WordNetSimilarityAlgorithms, Lemma2SynsetMatching +from src.Core.WordNet.WordPairDefinitionSourceFilter import WordPairDefinitionSourceFilter +from src.Core.WordSim.IWordSimilarity import IWordSimilarity +from src.Tools.Logger import logp + + + + +class TurkishPipeline(PipelineProviderBase): + + def __init__(self, ctx: LinguisticContext, osimAlgorithm:IWordSimilarity): + super().__init__(ctx, osimAlgorithm) + + def CreateWordNet(self): + raise NotImplementedError("Turkish WordNet is not included sur to deployment complexity.") + + def CreateWordSource(self): + raise NotImplementedError("Turkish WordNet is not included sur to deployment complexity.") + + def CreateTokenizer(self): + return TokenizerCacher(NLTKWhitespaceTokenizer()) + + def CreateWordSimilarityAlgorithm(self): + sim = WordNetSimilarityAlgorithms.WUP + logp("Algorithm '" + str(sim) + "' has been determined for Sim/Rel approx. for Turkish.") + return sim + + def CreateWordNetForSimilarity(self,wnSimAlg: WordNetSimilarityAlgorithms, + l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations, + wordSimPOSFilters: List[POSTypes] = None): + raise NotImplemented("TurkishWordNet is not implemented in this version.") + + def CreateWordNetSimAlgorithm(self) -> WordNetSimilarityAlgorithms: + sim = WordNetSimilarityAlgorithms.WUP + logp("Algorithm '" + str(sim) + "' has been determined for Sim/Rel approx. for English.") + return sim + + #region Filterings + def CreateBlacklistedConceptsFilterer(self, pos): + bconcepts = ["organizma.n.02=TUR10-0590380", "mahluk.n.01=TUR10-0518540", "bitki.n.01=TUR10-0109420", + "patolojik durum.n.01=TUR10-1238570", + "kimyasal madde.n.01=TUR10-1240650", "vücut maddesi.n.01=TUR10-1217450"] + # wn: IWordNet = GetOrCreateWORDNET_TR() + filterer: BlacklistedConceptsWordNetRelatednessFilterer = BlacklistedConceptsWordNetRelatednessFilterer(wn, pos) + return filterer + + def CreateConceptPairFilterer(self, pos): + # region RelatedConcepts + rc = [] + rc.append(("takson.n.01=TUR10-1223940", + "bitki.n.01=TUR10-0109420")) # süsengiller [takson.n.01=TUR10-1223940] | sütleğengiller [bitki.n.01=TUR10-0109420] + rc.append(("takson.n.01=TUR10-1223940", + "organizma.n.02=TUR10-0590380")) # | 1518 | protoctista [takson.n.01=TUR10-1223940] | protoktist [canlı.n.03=TUR10-0132550] + rc.append(("mahluk.n.01=TUR10-0518540", + "sınıf.n.05=TUR10-0687130")) # daha soyutları da verilebiliyor ama zorlamıyorum. + rc.append(("hayvan sesi.n.01=TUR10-1222280", "mahluk.n.01=TUR10-0518540")) + rc.append(("primat.n.01=TUR10-1208410", "insangiller.n.01=TUR10-1208440")) + rc.append(("meyve-sebze.n.01=TUR10-1222970", "mahluk.n.01=TUR10-0518540")) + + rc.append(("tıp dalı.n.01=TUR10-1219730", "bilim.n.01=TUR10-0103020")) + rc.append(("toplumsal grup.n.01=TUR10-1223790", + "alemdar.n.02=TUR10-0026380")) # metropol [örgüt.n.01=TUR10-0770410] | metropolit [şahıs.n.02=TUR10-0721020] + rc.append(("işadamı.n.01=TUR10-1231380", + "meslek.n.01=TUR10-0538220")) # lastikçi [şahıs.n.02=TUR10-0721020] | plastikçilik [psikolojik özellik.n.01=TUR10-1246180] | KEEP + rc.append(("çalışan.n.01=TUR10-0985770", "iş.n.02=TUR10-0383950")) + rc.append(("ekonomik süreç.n.01=TUR10-1236540", + "sahip olunan şey.n.01=TUR10-1195790")) # | 866 | istihkak [psikolojik özellik.n.01=TUR10-1246180] | istihlak [süreç.n.01=TUR10-0716680] | KEEP | + rc.append(("çalışan.n.01=TUR10-0985770", + "görev.n.03=TUR10-0264770")) # | 1405 | muhasip [şahıs.n.02=TUR10-0721020] | muhtesip [varlık.n.02=TUR10-0814560] | KEEP | + + rc.append(("yerli.n.04=TUR10-0851000", + "ekip.n.02=TUR10-0238540")) # nationality hatasını çözüyor. kazakistanlı [örgüt.n.01=TUR10-0770410] | pakistanlı [canlı.n.03=TUR10-0132550] + rc.append(("yerli.n.04=TUR10-0851000", "bölge.n.01=TUR10-0444290")) # + rc.append(("yerli.n.04=TUR10-0851000", "dil.n.02=TUR10-0512360")) # + rc.append(("bölge.n.01=TUR10-0444290", "dil.n.02=TUR10-0512360")) + rc.append(("belde.n.02=TUR10-0090350", "belediye.n.01=TUR10-0090390")) + rc.append(("idari birim.n.02=TUR10-1225490", "belde.n.02=TUR10-0090350")) + rc.append(("ulam.n.01=TUR10-0467660", + "akran.n.01=TUR10-0116380")) # dildaş [varlık.n.02=TUR10-0814560] | dindaş [şahıs.n.02=TUR10-0721020] + rc.append(("idari bölge.n.01=TUR10-1225740", "şehir.n.01=TUR10-0441470")) + + rc.append(("veri işleme.n.01=TUR10-1236440", "problem çözme.n.01=TUR10-1218950")) + rc.append(("buluş.n.02=TUR10-0123850", + "zihinsel işleme.n.01=TUR10-1246200")) # ihtira [nesne.n.01=TUR10-0729480] | ihtiraz [psikolojik özellik.n.01=TUR10-1246180] + rc.append(("ölçüm.n.02=TUR10-0601010", "ölçüm aleti.n.01=TUR10-1213780")) + rc.append(("ölçümleme.n.01=TUR10-0601030", "ölçüm aleti.n.01=TUR10-1213780")) + rc.append(("navigatör.n.01=TUR10-1186030", "navigasyon.n.01=TUR10-1186040")) + + rc.append(("malzeme.n.01=TUR10-0522720", "kayaç.n.01=TUR10-0431870")) + rc.append(("molekül.n.01=TUR10-0549590", "fizyolojik durum.n.01=TUR10-1238470")) + + rc.append(("savunucu.n.01=TUR10-0669750", + "yüksek bilişsel süreç.n.01=TUR10-1246360")) # ideoloji: devrimcilik [canlı.n.03=TUR10-0132550] | evrimcilik [psikolojik özellik.n.01=TUR10-1246180] + rc.append(("inanç.n.01=TUR10-0372440", "din.n.01=TUR10-0211370")) + rc.append(("savunucu.n.01=TUR10-0669750", "yönelim.n.03=TUR10-0860760")) + rc.append(("zihinsel birikim.n.01=TUR10-1218960", "münevver.n.01=TUR10-0562610")) + + rc.append(("değişim.n.01=TUR10-0188350", "doğal fenomen.n.01=TUR10-1246350")) + rc.append(("mekanik olgu.n.01=TUR10-1233290", "yer değişikliği.n.01=TUR10-1197130")) + + rc.append(("müzik.n.02=TUR10-0567430", "müzik aleti.n.01=TUR10-1214020")) + + rc.append(("patolojik durum.n.01=TUR10-1238570", + "organ.n.01=TUR10-0805830")) # menisk [organ.n.01=TUR10-0805830] | menisküs + rc.append(("tedavi.n.01=TUR10-0755730", "patolojik durum.n.01=TUR10-1238570")) + rc.append(("bozukluk.n.01=TUR10-0118140", "patolojik durum.n.01=TUR10-1238570")) + rc.append(("bozukluk.n.01=TUR10-0118140", "tedavi.n.01=TUR10-0755730")) + rc.append(("cerrahi müdahale.n.01=TUR10-0589000", "patolojik durum.n.01=TUR10-1238570")) + rc.append(("cerrahi müdahale.n.01=TUR10-0589000", "organ.n.01=TUR10-0805830")) + rc.append(("fizyolojik durum.n.01=TUR10-1238470", + "mineral.n.01=TUR10-0546710")) # | 476 | dermatit [fizyolojik durum.n.01=TUR10-1238470] | hematit [madde.n.01=TUR10-0516010] + rc.append(("fizyolojik durum.n.01=TUR10-1238470", "biyolojik süreç.n.01=TUR10-1236690")) + # endregion + + wn: IWordNet = self.CreateWordNet() + filterer = ConceptWiseWordNetRelatednessFilterer(wn, rc, pos) + return filterer + + def CreateDefinitionBasedRelatednessClassifier(self, posFilter, rootDetector, fastRootDetector): + minRootlength: int = 4 # OSimUnr study uses 4. It is a good value for English. + typeDepthRatio = 0.4 # OSimUnr study uses 0.4. It is a good value for English. + tokenizer: ITokenizer = TokenizerCacher(NLTKWhitespaceTokenizer()) + + wn: IWordNet = self.CreateWordNet() + definitionClassifier = DefinitionBasedRelatednessClassifier( + WordPairDefinitionSourceFilter(wn, self.Context, POSTypes.NOUN, rootDetector, fastRootDetector, + "varlık.n.02=TUR10-0814560"), + tokenizer, minRootLength=minRootlength, typeDepthRatio=typeDepthRatio + ) + # D5 + definitionClassifier.SkipMutualMeaningfulAffixes = False + definitionClassifier.MeaningfulSuffixes = ("oloji", "grafi", "metri", "metre") + definitionClassifier.MeaningfulPrefixes = ("elektr", "nükleo", "karbo") + return definitionClassifier + + def CreateDerivationallyRelatedClassifier(self): + return WordNetDerivationallyRelatedBinaryClassifier(self.CreateWordNet()) + #endregion diff --git a/src/Core/Orthographic/IMetric.py b/src/Core/Orthographic/IMetric.py new file mode 100644 index 0000000..fcb4355 --- /dev/null +++ b/src/Core/Orthographic/IMetric.py @@ -0,0 +1,14 @@ +# coding=utf-8 +from abc import ABC + +class IMetric(ABC): + """ + Specifies that implementing classes represent metrics adhering to MetricSpace rules such as the 'Triangle Inequality.' + Currently, it is used solely for informational purposes. It has no functional role and was introduced to create self-awareness. + https://mathworld.wolfram.com/MetricSpace.html + """ + def __init__(self) -> None: + super().__init__() + + def IsMetric(self): + return True diff --git a/src/Core/Orthographic/IStringDistance.py b/src/Core/Orthographic/IStringDistance.py new file mode 100644 index 0000000..321c816 --- /dev/null +++ b/src/Core/Orthographic/IStringDistance.py @@ -0,0 +1,23 @@ +# coding=utf-8 +from abc import ABC, abstractmethod +from typing import Optional + + +class IStringDistance(ABC): + """ + Orthographic distance between two strings. Not normalized. + """ + + @abstractmethod + def Distance(self, w1: str, w2: str) -> Optional[float]: + pass + + +class INormalizedStringDistance(ABC): + """ + Normalized orthographic distance between two strings. + """ + + @abstractmethod + def NormalizedDistance(self, w1: str, w2: str) -> Optional[float]: + pass diff --git a/src/Core/Orthographic/NormalizedStringSimilarity/EditDistance.py b/src/Core/Orthographic/NormalizedStringSimilarity/EditDistance.py new file mode 100644 index 0000000..9193d38 --- /dev/null +++ b/src/Core/Orthographic/NormalizedStringSimilarity/EditDistance.py @@ -0,0 +1,97 @@ +from typing import List + +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.Orthographic.IMetric import IMetric +from src.Core.WordPair import WordPair +from src.Core.WordSim.IWordSimilarity import IWordSimilarity + + +class EditDistance(IWordSimilarity, IMetric): + """ + Copied from StringSimilarityFamily for Cython support. + The normalized version is also an IWordSimilarity. + """ + def WordSimilarity(self, w1: str, w2: str) -> float: + return 1 - self.NormalizedDistance(w1, w2) + + def SimilarityScale(self) -> DiscreteScale: + return DiscreteScale(0, 1) + + def NormalizedDistance(self, s0: str, s1: str): + m_len = max(len(s0), len(s1)) + if m_len == 0: + return 0.0 + return self.Distance(s0, s1) / m_len + + def Distance(self, s0: str, s1: str): + if s0 is None: + raise TypeError("Argument s0 is NoneType.") + if s1 is None: + raise TypeError("Argument s1 is NoneType.") + if s0 == s1: + return 0.0 + if len(s0) == 0: + return len(s1) + if len(s1) == 0: + return len(s1) + + v0 = [0] * (len(s1) + 1) + v1 = [0] * (len(s1) + 1) + + for i in range(len(v0)): + v0[i] = i + + for i in range(len(s0)): + v1[0] = i + 1 + for j in range(len(s1)): + cost = 1 + if s0[i] == s1[j]: + cost = 0 + v1[j + 1] = min(v1[j] + 1, v0[j + 1] + 1, v0[j] + cost) + v0, v1 = v1, v0 + + return v0[len(s1)] + + def __str__(self) -> str: + return "nedit" + + def IsMetric(self): + return None # It includes both versions, so I cannot answer. IsMetric() is not a good question at the class level. The normalized version is not a metric. + +if __name__ == "__main__": + + def CalculateEditDistances(wps: List[WordPair]): + edit = EditDistance() + for wp in wps: + osim = 10 * (1 - edit.NormalizedDistance(wp.Word1, wp.Word2)) + print(str(wp) + " " + str(osim)) + + # Handpicked Examples + wordpairs: List[WordPair] = [] + wordpairs.append(WordPair("processor", "professor")) + wordpairs.append(WordPair("poison", "prison")) + wordpairs.append(WordPair("academia", "academic")) + wordpairs.append(WordPair("verification", "vivification")) + wordpairs.append(WordPair("verbaliser", "verbalizer")) + wordpairs.append(WordPair("shamelessness", "shapelessness")) + wordpairs.append(WordPair("shakespeare", "shakespearean")) + wordpairs.append(WordPair("assignment", "reassignment")) + wordpairs.append(WordPair("westernisation", "westernization")) + wordpairs.append(WordPair("vascularisation", "vascularization")) # 0.93 + wordpairs.append(WordPair("unacceptability", "unadaptability")) + wordpairs.append(WordPair("unpredictability", "unprofitability")) + wordpairs.append(WordPair("viscount", "discount")) + wordpairs.append(WordPair("action", "auction")) + wordpairs.append(WordPair("tyrannosaur", "tyrannosaurus")) # Did I solve this with WordNet? If so, include it. + wordpairs.append(WordPair("article", "particle")) + wordpairs.append(WordPair("banana", "bandana")) + wordpairs.append(WordPair("natural", "contrary")) + + wordpairs.append(WordPair("car", "bar")) + wordpairs.append(WordPair("glowing", "slowing")) + wordpairs.append(WordPair("tablo", "kablo")) + wordpairs.append(WordPair("biracılık", "kiracılık")) + wordpairs.append(WordPair("mindlessness", "windlessness")) + wordpairs.append(WordPair("tencerelerimizden", "pencerelerimizden")) + wordpairs.append(WordPair("improve", "impover")) + CalculateEditDistances(wordpairs) diff --git a/src/Core/Orthographic/NormalizedStringSimilarity/__init__.py b/src/Core/Orthographic/NormalizedStringSimilarity/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Orthographic/NormalizedStringSimilarity/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Orthographic/OverlappingMeasures.py b/src/Core/Orthographic/OverlappingMeasures.py new file mode 100644 index 0000000..1bf37c3 --- /dev/null +++ b/src/Core/Orthographic/OverlappingMeasures.py @@ -0,0 +1,92 @@ +# coding=utf-8 +from abc import abstractmethod +from typing import Optional, Set + +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.Orthographic.IStringDistance import INormalizedStringDistance +from src.Core.Segmentation.IGramExtractor import IGramExtractor +from src.Core.WordSim.IWordSimilarity import IWordSimilarity + + +class OverlappingMeasureBase(IWordSimilarity, INormalizedStringDistance): + + def __init__(self,gramExtractor:IGramExtractor) -> None: + super().__init__() + self.GramExtractor= gramExtractor + + def WordSimilarity(self, w1: str, w2: str) -> Optional[float]: + grams1 = self.GramExtractor.ExtractGrams(w1) + grams2 = self.GramExtractor.ExtractGrams(w2) + if(grams1 and grams2): + return self.MeasureOverlap(grams1,grams2) + else: + return 0 # If one of them has no n-grams, there's nothing to do, returning 0. If this gramming cannot match texts of this length, we return 0. + + def SimilarityScale(self) -> DiscreteScale: + return DiscreteScale(0,1) + + def __repr__(self) -> str: + return self.__str__() + + def __str__(self) -> str: + return self.MeasureName() + "_" + self.GramExtractor.ToConfigValue() + + def MeasureOverlap(self, grams1:Set[str],grams2:Set[str])-> Optional[float]: + if(grams1 is None): return 0 + if(grams2 is None): return 0 + return self._MeasureOverlapImpl(grams1,grams2) + + def NormalizedDistance(self, w1: str, w2: str) -> Optional[float]: + return 1-self.WordSimilarity(w1,w2) + + def IntersectionCount(self,set1:Set,set2:Set,union:Set): + """ + Built-in intersections create new sets, this is created to count intersections without initializing new objects. + If we have the Union, it quickly calculates through set counts without looping unnecessarily. + :param set1: + :param set2: + :param union: + :return: + """ + return (len(set1) + len(set2)) - len(union) + + @abstractmethod + def _MeasureOverlapImpl(self, grams1:Set[str],grams2:Set[str])-> Optional[float]: + pass + + @abstractmethod + def MeasureName(self)->str: + pass + +class Dice(OverlappingMeasureBase): + """ + Dice/Sorensen + """ + def _MeasureOverlapImpl(self, grams1: Set[str], grams2: Set[str]) -> Optional[float]: + union = grams1.union(grams2) + inter = self.IntersectionCount(grams1,grams2,union) + return 2.0 * inter / (len(grams1) + len(grams2)) + + def MeasureName(self) -> str: + return "dice" + +class Jaccard(OverlappingMeasureBase): + + def _MeasureOverlapImpl(self, grams1: Set[str], grams2: Set[str]) -> Optional[float]: + union = grams1.union(grams2) + inter = self.IntersectionCount(grams1,grams2,union) + return inter / len(union) + + def MeasureName(self) -> str: + return "jacc" + + +class OverlapCoefficient(OverlappingMeasureBase): + + def _MeasureOverlapImpl(self, grams1: Set[str], grams2: Set[str]) -> Optional[float]: + union = grams1.union(grams2) + inter = self.IntersectionCount(grams1,grams2,union) + return inter / min(len(grams1),len(grams2)) + + def MeasureName(self) -> str: + return "over" diff --git a/src/Core/Orthographic/OverlappingMeasuresTests.py b/src/Core/Orthographic/OverlappingMeasuresTests.py new file mode 100644 index 0000000..2f5aba8 --- /dev/null +++ b/src/Core/Orthographic/OverlappingMeasuresTests.py @@ -0,0 +1,52 @@ +import unittest +from unittest import TestCase + +from src.Core.Orthographic.OverlappingMeasures import Dice, Jaccard, OverlapCoefficient +from src.Core.Segmentation.Ngram import Ngram + + +class OverlappingMeasuresTests(TestCase): + + #Dice + def test_AnyMeasure_MeasureOverlapImpl_NoGrams_0(self): + self.assertEqual(0,Dice(None)._MeasureOverlapImpl(set(), {"gokhan","ercan"})) + + def test_Dice_MeasureOverlapImpl_SameWords_1(self): + self.assertEqual(1,Dice(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"gokhan","ercan"})) + + def test_Dice_MeasureOverlapImpl_NoOverlaps_0(self): + self.assertEqual(0,Dice(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"ahmet","ayse"})) + + def test_Dice_MeasureOverlapImpl_HalfMatch_066(self): + self.assertEqual(2/3,Dice(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"gokhan"})) + + #Jaccard + def test_Jaccard_MeasureOverlapImpl_SameWords_1(self): + self.assertEqual(1,Jaccard(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"gokhan","ercan"})) + + def test_Jaccard_MeasureOverlapImpl_NoOverlaps_0(self): + self.assertEqual(0,Jaccard(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"ahmet","ayse"})) + + def test_Dice_MeasureOverlapImpl_HalfMatch_05(self): + self.assertEqual(1/2,Jaccard(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"gokhan"})) + + #Overlap Coefficient + def test_Overlap_MeasureOverlapImpl_SameWords_1(self): + self.assertEqual(1,OverlapCoefficient(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"gokhan","ercan"})) + + def test_Overlap_MeasureOverlapImpl_NoOverlaps_0(self): + self.assertEqual(0,OverlapCoefficient(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"ahmet","ayse"})) + + def test_Overlap_MeasureOverlapImpl_HalfMatch_05(self): + self.assertEqual(1,OverlapCoefficient(None)._MeasureOverlapImpl({"gokhan","ercan"}, {"gokhan"})) + + #With Segmentor + def test_AnyMeasure_WordSimilarity_WithNgramExtractor_NoGramsToGenerate_0(self): + self.assertEqual(0,Dice(Ngram(2)).WordSimilarity("a","gokhan")) + + def test_AnyMeasure_WordSimilarity_WithNgramAsExtractor_DistinctGrams_Half(self): + self.assertEqual(1,OverlapCoefficient(Ngram(2)).WordSimilarity("go","gogo")) + + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/Orthographic/__init__.py b/src/Core/Orthographic/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Orthographic/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Preprocessing/Preprocessors.py b/src/Core/Preprocessing/Preprocessors.py new file mode 100644 index 0000000..effbe39 --- /dev/null +++ b/src/Core/Preprocessing/Preprocessors.py @@ -0,0 +1,53 @@ +# coding=utf-8 +import unittest +from typing import List, Set +from unittest import TestCase + +class Preprocessors(object): + + def __init__(self, punctuations=None)->None: + super().__init__() + self.Punctuations:Set[chr] = punctuations + if (self.Punctuations is None): self.Punctuations = Preprocessors.DefaultPunctuations() + + @staticmethod + def DefaultPunctuations()->set: + return {".",",","-","?","_","!",":",";","'","(",")"} + + @staticmethod + def NormalizeWhitespaces(text): + #from gensim.parsing.preprocessing import strip_multiple_whitespaces #very long, no need to load. + return text.strip() + + def RemovePunctuation(self, text:str)->str: + newText:List[chr] = [] + i:int = 0 + for c in text: + if (not self.Punctuations.__contains__(c)): + newText.append(c) + return ''.join(newText) + + def ContainsPunctuation(self, text:str)->bool: + """ + :param text: + :return: + """ + for p in self.Punctuations: + if(text.__contains__(p)): + return True + return False + +class PreprocessorsTest(TestCase): + + def test_ContainsPunctuation_Hypens_ReturnTrue(self): + self.assertEqual(True,Preprocessors().ContainsPunctuation("life-style")) + + def test_ContainsPunctuation_PlainText_ReturnFalse(self): + self.assertEqual(False,Preprocessors().ContainsPunctuation("gokhan")) + + def test_RemovePunctuation_Hypens_Remove(self): + self.assertEqual("lifestyle",Preprocessors().RemovePunctuation("life-style")) + + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/Preprocessing/WordsFilterer.py b/src/Core/Preprocessing/WordsFilterer.py new file mode 100644 index 0000000..25957e4 --- /dev/null +++ b/src/Core/Preprocessing/WordsFilterer.py @@ -0,0 +1,88 @@ +# coding=utf-8 +import unittest +from typing import List, Set, Iterable, Tuple +from unittest import TestCase + +from src.Core.Preprocessing.Preprocessors import Preprocessors + + +class WordsFilterer(object): + """ + Applies various filters to words. + """ + def __init__(self) -> None: + super().__init__() + + def ToFiltered(self, words: Iterable[str], minLength: int = None, allowPunctuation: bool = True, allowNumbers: bool = False, allowWhitespaces: bool = False) -> Tuple[List[str], int]: + """ + Filters words at the word level. Words that do not meet the criteria are filtered out. + :param words: Iterable of words to filter. + :param minLength: Minimum length of words to keep. + :param allowPunctuation: Whether punctuation is allowed in words. + :param allowNumbers: Can a word be a standalone number, e.g., '333'? + :param allowWhitespaces: Can a word contain spaces? In other words, do we accept phrases? + :return: Tuple containing the filtered list of words and the count of removed words. + """ + anyFiltersOn: bool = (minLength is not None) or (not allowPunctuation) or (not allowNumbers) or (not allowWhitespaces) + if not anyFiltersOn: + return list(words), 0 + words2: List[str] = list(words) + removed: int = 0 + preprocessor: Preprocessors = Preprocessors() + for w in words: + # 1-MinLength + if minLength: + if len(w) < minLength: + words2.remove(w) + removed += 1 + continue + # 2-AllowPunctuation + if not allowPunctuation: + hasPunct: bool = preprocessor.ContainsPunctuation(w) + if hasPunct: + words2.remove(w) + removed += 1 + continue + # 3-Number + if not allowNumbers: + if w.isnumeric(): + words2.remove(w) + removed += 1 + continue + # 4-Whitespaces + if not allowWhitespaces: + if " " in w: + words2.remove(w) + removed += 1 + continue + + return words2, removed + + +class WordsFiltererTest(TestCase): + + def test_ToFiltered_UnderThresholdWords_Remove(self): + words = {"gokhan", "test", "ercan", "ercan", "mahsun", "123"} + + wFiltered, removed = WordsFilterer().ToFiltered(words, minLength=5) + + self.assertEqual(3, len(wFiltered)) + self.assertEqual(True, "gokhan" in wFiltered) + self.assertEqual(True, "mahsun" in wFiltered) + self.assertEqual(False, "test" in wFiltered) + self.assertEqual(False, "123" in wFiltered) + + def test_ToFiltered_WordsWithPuncts_RemoveWordsWithPunts(self): + words = {"gokhan", "gokhan-ercan", "ercan", "fısıldasın;"} + + wFiltered, removed = WordsFilterer().ToFiltered(words, allowPunctuation=False) + + self.assertEqual(2, len(wFiltered)) + self.assertEqual(True, "gokhan" in wFiltered) + self.assertEqual(True, "ercan" in wFiltered) + self.assertEqual(False, "gokhan-ercan" in wFiltered) + self.assertEqual(False, "fısıldasın;" in wFiltered) + + +if __name__ == '__main__': + unittest.main() diff --git a/src/Core/Preprocessing/__init__.py b/src/Core/Preprocessing/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Preprocessing/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Segmentation/IGramExtractor.py b/src/Core/Segmentation/IGramExtractor.py new file mode 100644 index 0000000..070c636 --- /dev/null +++ b/src/Core/Segmentation/IGramExtractor.py @@ -0,0 +1,28 @@ +# coding=utf-8 +from abc import abstractmethod +from typing import Set, Dict + +from src.Core.IConfigValueable import IConfigValueable + + +class IGramExtractor(IConfigValueable): + """ + Unlike Tokenizer and Segmentor, it only creates sets of Distinct sequences. + """ + + @abstractmethod + def ExtractGrams(self, word: str) -> 'Set[str]': + """ + Unlike Tokenizer and Segmentor, it only creates sets of Distinct sequences. + """ + pass + + +class ICountableGramExtractor(IConfigValueable): + + @abstractmethod + def ExtractGramsWithCounts(self, word: str) -> 'Dict[str]': + """ + Unlike Tokenizer and Segmentor, it only creates sets of Distinct sequences. + """ + pass diff --git a/src/Core/Segmentation/Ngram.py b/src/Core/Segmentation/Ngram.py new file mode 100644 index 0000000..59cefa2 --- /dev/null +++ b/src/Core/Segmentation/Ngram.py @@ -0,0 +1,123 @@ +import unittest +from collections import OrderedDict +from typing import List +from unittest import TestCase + +from src.Core.Morphology.SegmentedWord import SegmentedWord +from src.Core.Segmentation.IGramExtractor import IGramExtractor, ICountableGramExtractor +from src.Core.Segmentation.SegmentorBase import SegmentorBase + + +class Ngram(IGramExtractor,ICountableGramExtractor,SegmentorBase): + """ + Initially, the default usage is as an IGramExtractor: it produces distinct n-grams along with their frequencies. + However, when used as a Segmentor, it can optionally return ordered and recurring items. + QGram uses this Segmentor but is a completely different StringDistance measure. + """ + + def __init__(self,n:int) -> None: + super().__init__() + self.N:int = n + + def ExtractGramsWithCounts(self, word:str)-> 'Dict[str]': + """ + Since it uses a dict, it does not return shingles/ngrams/qgrams in order. It also counts how many of each gram there are. + :param word: + :return: + """ + grams = dict() + for i in range(len(word) - self.N + 1): + shingle = word[i:i + self.N] + old = grams.get(shingle) + if old: + grams[str(shingle)] = int(old + 1) + else: + grams[str(shingle)] = 1 + return grams + + + def ExtractOrderedGramsWithCounts(self, word: str) -> 'Dict[str]': + """ + Unlike the other, it returns an ordered list so it can also be used in Segmentation. + :param word: + :return: + """ + grams = OrderedDict() + for i in range(len(word) - self.N + 1): + shingle = word[i:i + self.N] + old = grams.get(shingle) + if old: + grams[str(shingle)] = int(old + 1) + else: + grams[str(shingle)] = 1 + return grams + + def ExtractGrams(self, word: str)-> 'Set[str]': + """ + Only returns distinct grams. Does not preserve order. + DRY note: To avoid performance issues, I did not use the dict-returning method above to prevent unnecessary datatype creation. + :param word: + :return: + """ + grams = set() + for i in range(len(word) - self.N + 1): + gram = word[i:i + self.N] + if(not grams in grams): + grams.add(gram) + return grams + + def ExtractRecurringGrams(self, word: str) -> 'List[str]': + """ + In its simplest form, it returns n-grams that repeat the same segments like a Tokenizer or Segmentor. + :argument + :param word: + :return: + """ + grams = list() + for i in range(len(word) - self.N + 1): + gram = word[i:i + self.N] + grams.append(gram) + return grams + + def SegmentImpl(self, word: str)-> SegmentedWord: + """ + When used as a Segmentor, it works in ordered and recurring mode. Uses ExtractRecurringGrams. + :param word: + :return: + """ + grams:List[str] = self.ExtractRecurringGrams(word) + sword:SegmentedWord = SegmentedWord.FromStrList(grams) + return sword + + def ToConfigValue(self) -> str: + return "ngr" + str(self.N) + + +class NgramSegmentorTest(TestCase): + + def test_ExtractGrams_2Gram_2GramWithRecurringGrams(self): + actual = Ngram(2).ExtractGrams("gokhango") + self.assertEqual(6,actual.__len__()) + + def test_ExtractOrderedGrams_2Gram_2GramWithRecurringGrams(self): + actual:OrderedDict = Ngram(2).ExtractOrderedGramsWithCounts("gokhango") + actualList = list(actual) + self.assertEqual(6,actual.__len__()) + self.assertEqual("go",actualList[0]) + + def test_ExtractRecurringGrams_2Gram_2GramWithRecurringGrams(self): + actual = Ngram(2).ExtractRecurringGrams("gokhango") + actualList = list(actual) + self.assertEqual(7,actual.__len__()) + self.assertEqual("go",actualList[0]) + self.assertEqual("go",actualList[6]) + + def test_SegmentImpl_2Gram_2GramWithRecurringGrams_PreserveRecurringsAsASegmentor(self): + actual:SegmentedWord = Ngram(2).Segment("gokhango") + self.assertEqual("go",actual.Root) + self.assertEqual("ok",actual.Suffixes[0]) + self.assertEqual(0,actual.Prefixes.__len__()) + self.assertEqual(6,actual.SuffixCount()) + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/Segmentation/SegmentorBase.py b/src/Core/Segmentation/SegmentorBase.py new file mode 100644 index 0000000..94215ad --- /dev/null +++ b/src/Core/Segmentation/SegmentorBase.py @@ -0,0 +1,89 @@ +import unittest +from abc import ABC, abstractmethod +from typing import List, Iterator, Iterable, Dict +from unittest import TestCase +from unittest.mock import patch + +from src.Core.IConfigValueable import IConfigValueable +from src.Core.Morphology.SegmentedWord import SegmentedWord +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer + + +class SegmentorBase(ITokenizer, IConfigValueable): + """ + Performs word-level segmentation. Sentence-level segmentation will be referred to as Disambiguator. + Segment order is important. There can be multiple instances of the same segment. + Implementations are assumed to perform morphological annotation. If they don't, conventions like root+affix+affix are used. + If it has no relation to morphology, ``ITokenizer`` should be used. + """ + def __init__(self) -> None: + super().__init__() + + @abstractmethod + def SegmentImpl(self, word: str) -> SegmentedWord: + pass + + def Segment(self, word: str) -> SegmentedWord: + return self.SegmentImpl(word) + + def Tokenize(self, text: str) -> Iterable[str]: + """Works under the assumption of prefixes + root + suffixes.""" + sword = self.Segment(text) + return sword.ToMorphemes() + + def SegmentMultipleImpl(self, words: Iterable[str]) -> Dict[str, SegmentedWord]: + """ + Can be overridden by those wanting to implement a more optimal version (e.g., Service Wrappers). + """ + dict = {} + for word in words: + dict[word] = self.Segment(word) + return dict + + def SegmentMultiple(self, words: Iterable[str]) -> Dict[str, SegmentedWord]: + return self.SegmentMultipleImpl(words) + + @staticmethod + def ParseConfigValue(cfgvalue: str): + pair = cfgvalue.split("|") + key = pair[0] + params = None + if len(pair) > 1: + params = pair[1].split(',') + cfg = key, params + return cfg + + +class SegmentorBaseTest(TestCase): + + @patch.multiple(SegmentorBase, __abstractmethods__=set()) # Stub creation. https://stackoverflow.com/questions/9757299/python-testing-an-abstract-base-class + def test_ParseConfigValue_FullWithMultipleParams_Parse(self): + target = SegmentorBase() + actual = target.ParseConfigValue("nlpt|turkish_dictionary2,turkish_finite_state_machine2") + self.assertEqual("nlpt", actual[0]) + self.assertEqual("turkish_dictionary2", actual[1][0]) + self.assertEqual("turkish_finite_state_machine2", actual[1][1]) + + @patch.multiple(SegmentorBase, __abstractmethods__=set()) + def test_ParseConfigValue_NoParams_Parse(self): + target = SegmentorBase() + actual = target.ParseConfigValue("inmem") + self.assertEqual("inmem", actual[0]) + self.assertIsNone(actual[1]) + + @patch.multiple(SegmentorBase, __abstractmethods__=set()) + def test_Iterate_FullMorphologyWithRecurringMorphemes_PreserveRecurringOrdering(self): + from functools import partial + target = SegmentorBase() + def fake(self, word: str): + return SegmentedWord("root", ["suf1", "suf1", "suf2"], prefixes=["pre"]) + target.Segment = partial(fake, target) + actual = list(target.Tokenize("dummy")) + self.assertEqual(5, len(actual)) + self.assertEqual("pre", actual[0]) + self.assertEqual("root", actual[1]) + self.assertEqual("suf2", actual[4]) + + +if __name__ == '__main__': + unittest.main() diff --git a/src/Core/Segmentation/Tokenizers/ITokenizer.py b/src/Core/Segmentation/Tokenizers/ITokenizer.py new file mode 100644 index 0000000..982444f --- /dev/null +++ b/src/Core/Segmentation/Tokenizers/ITokenizer.py @@ -0,0 +1,15 @@ +# coding=utf-8 +from abc import abstractmethod, ABC +from collections.abc import Iterable + + +class ITokenizer(ABC): + """ + Performs simple string-level operations, unlike a Segmentor, which cannot perform morphological segmentation. + Similar to a Segmentor, it preserves the order of items. + Maintains the order of items and can contain multiple occurrences of the same item. + """ + + @abstractmethod + def Tokenize(self, text: str) -> 'Iterable[str]': # Added quotes to avoid "'ABCMeta' object is not subscriptable" error: https://stackoverflow.com/questions/45883939/function-annotation-for-a-list-containing-abcmeta-instances + pass diff --git a/src/Core/Segmentation/Tokenizers/NLTKWhitespaceTokenizer.py b/src/Core/Segmentation/Tokenizers/NLTKWhitespaceTokenizer.py new file mode 100644 index 0000000..87b7516 --- /dev/null +++ b/src/Core/Segmentation/Tokenizers/NLTKWhitespaceTokenizer.py @@ -0,0 +1,41 @@ +import unittest +from collections.abc import Iterable +from unittest import TestCase + +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer + + +class NLTKWhitespaceTokenizer(ITokenizer): + """ + Wraps NLTK: Tokenize a string on whitespace (space, tab, newline). In general, users should use the string split() method instead. + Does not handle case, it is case-sensitive. + https://www.nltk.org/api/nltk.tokenize.html + """ + + def __init__(self) -> None: + from nltk import WhitespaceTokenizer + self._Tokenizer=WhitespaceTokenizer() + + def Tokenize(self, text: str) -> 'Iterable[str]': + return self._Tokenizer.tokenize(text) + + +class NLTKWhitespaceTokenizerTest(TestCase): + + def test_Tokenize_DoubleWhiteSpace_TokenizeTrimmed(self): + target = NLTKWhitespaceTokenizer() + actual = target.Tokenize("gokhan ercan") + self.assertEqual(2,len(actual)) + self.assertEqual("gokhan",actual[0]) + self.assertEqual("ercan",actual[1]) + + def test_Tokenize_CaseDifference_TokenizeCaseSensitive(self): + target = NLTKWhitespaceTokenizer() + actual = target.Tokenize("Gokhan Ercan") + self.assertEqual(2,len(actual)) + self.assertEqual("Gokhan",actual[0]) + self.assertEqual("Ercan",actual[1]) + +if __name__ == "__main__": + unittest.main() + diff --git a/src/Core/Segmentation/Tokenizers/TokenizerCacher.py b/src/Core/Segmentation/Tokenizers/TokenizerCacher.py new file mode 100644 index 0000000..f5ba5bc --- /dev/null +++ b/src/Core/Segmentation/Tokenizers/TokenizerCacher.py @@ -0,0 +1,41 @@ +import unittest +from typing import List, Dict +from unittest import TestCase +from src.Core.Morphology.RootDetection.RootDetectorCacher import ICacher +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer +from src.Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer import NLTKWhitespaceTokenizer + + +class TokenizerCacher(ITokenizer, ICacher): + + def __init__(self, tokenizer: ITokenizer) -> None: + self.Tokenizer: ITokenizer = tokenizer + self._Cache: Dict[str, List[str]] = {} # word, tokens + + def Tokenize(self, text: str) -> 'Iterable[str]': + cached = self._Cache.get(text) + if cached is None: + cached = self.Tokenizer.Tokenize(text) + self._Cache[text] = cached + return cached + + def CachedItemCount(self): + return len(self._Cache) + + +class NLTKWhitespaceTokenizerTest(TestCase): + + def test_CacheWrapping_TwoTimes(self): + tokenizer = NLTKWhitespaceTokenizer() + target = TokenizerCacher(tokenizer) + actual = target.Tokenize("gokhan ercan") + self.assertEqual(2, len(actual)) + self.assertEqual("gokhan", actual[0]) + self.assertEqual("ercan", actual[1]) + self.assertEqual("ali", target.Tokenize("ali ")[0]) # test if the cacher mixes two cache keys + self.assertEqual("gokhan", target.Tokenize("gokhan ercan")[0]) # check if it retrieves this value from the cache + self.assertEqual(2, target.CachedItemCount()) + + +if __name__ == "__main__": + unittest.main() \ No newline at end of file diff --git a/src/Core/Segmentation/Tokenizers/__init__.py b/src/Core/Segmentation/Tokenizers/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Segmentation/Tokenizers/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Segmentation/__init__.py b/src/Core/Segmentation/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Segmentation/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/Task/IWordRelatednessBinaryClassifier.py b/src/Core/Task/IWordRelatednessBinaryClassifier.py new file mode 100644 index 0000000..68d02fc --- /dev/null +++ b/src/Core/Task/IWordRelatednessBinaryClassifier.py @@ -0,0 +1,20 @@ +# coding=utf-8 +from abc import ABC, abstractmethod +from typing import Optional, Tuple + + +class IWordRelatednessBinaryClassifier(ABC): + """ + Determines whether there is a relationship between two words as binary. + This task is independent of what kind of relation (derivational, orthographic etc.) the relation is. + """ + + @abstractmethod + def IsRelated(self, word1:str, word2:str)->Optional[bool]: + """ + Are the given two words related to each other? + :param word1: + :param word2: + :return: Returns null if there is no opinion. For example, Filterers should only return one class and return None for the other side. + """ + pass diff --git a/src/Core/Task/RandomWordRelatednessClassifier.py b/src/Core/Task/RandomWordRelatednessClassifier.py new file mode 100644 index 0000000..1164168 --- /dev/null +++ b/src/Core/Task/RandomWordRelatednessClassifier.py @@ -0,0 +1,15 @@ +# coding=utf-8 +import random +from typing import Optional + +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier + + +class RandomWordRelatednessClassifier(IWordRelatednessBinaryClassifier): + + def IsRelated(self, word1: str, word2: str) -> Optional[bool]: + return random.randint(0,1) == 0 + + def __str__(self) -> str: + return "rnd" + diff --git a/src/Core/Task/WordRelatednessClassifierStub.py b/src/Core/Task/WordRelatednessClassifierStub.py new file mode 100644 index 0000000..cced9f9 --- /dev/null +++ b/src/Core/Task/WordRelatednessClassifierStub.py @@ -0,0 +1,20 @@ +# coding=utf-8 +from typing import Optional + +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier + + +class WordRelatednessClassifierStub(IWordRelatednessBinaryClassifier): + + def __init__(self, related:bool) -> None: + super().__init__() + self.Related:bool = related + + def IsRelated(self, word1: str, word2: str) -> Optional[bool]: + return self.Related + + def __str__(self) -> str: + return "stub" + + def __repr__(self) -> str: + return self.__str__() diff --git a/src/Core/Task/__init__.py b/src/Core/Task/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/Task/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/WordNet/Classifiers/BlacklistedConceptsWordNetRelatednessFilterer.py b/src/Core/WordNet/Classifiers/BlacklistedConceptsWordNetRelatednessFilterer.py new file mode 100644 index 0000000..98f2b07 --- /dev/null +++ b/src/Core/WordNet/Classifiers/BlacklistedConceptsWordNetRelatednessFilterer.py @@ -0,0 +1,66 @@ +import unittest +import warnings +from typing import Optional, List, Tuple, Set +from unittest import TestCase + +from nltk.corpus.reader import Synset + +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier +from src.Core.WordNet.IWordNet import IWordNet +from src.Core.WordNet.IWordTaxonomy import RelationUsage +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper + + +class BlacklistedConceptsWordNetRelatednessFilterer(IWordRelatednessBinaryClassifier): + """ + RelatedConcepts, filters out if it matches the known pair of concept relationships as Prior. + I don't give the full classifier name because: it knows well how to find the related one, but not the other. + If both words in a word pair correspond to a BlackListedConcept, it is filtered out. + """ + + def __init__(self, wordnet:IWordNet, blacklistedConcepts:List[str], pos:POSTypes = POSTypes.NOUN)-> None: #SynsetName,SynsetName + super().__init__() + self.WN:IWordNet = wordnet + self.POS:POSTypes = pos + self._BlacklistedConcepts:List[str] = blacklistedConcepts + self._BlacklistedConceptsSet:Set[str] = set(self._BlacklistedConcepts) + + def IsRelated(self, word1: str, word2: str) -> Optional[bool]: + syns1:List[Synset] = self.WN.LoadSynsets(word1,posFilters=[self.POS]) #Ass: This class accepts only one pos, whereas wn accepts more than one. + syns2:List[Synset] = self.WN.LoadSynsets(word2,posFilters=[self.POS]) + h1:List[Synset] = [] #hierarchy of synsets + h2:List[Synset] = [] + for syn1 in syns1: + h1 = h1 + self.WN.GetTypeHierarchy(syn1,RelationUsage.CreateHypernymWithInstances()) + for syn2 in syns2: + h2 = h2 + self.WN.GetTypeHierarchy(syn2,RelationUsage.CreateHypernymWithInstances()) + + #region F)BlackListedConcepts + s1 = set(map(lambda x:x._name,h1)) + s2 = set(map(lambda x:x._name,h2)) + c1 = s1 & self._BlacklistedConceptsSet + c2 = s2 & self._BlacklistedConceptsSet + if(c1.__len__() > 0 and c2.__len__()>0): return True + #endregion + + else: return None #Filterers return None, not False. + +class BlacklistedConceptsWordNetRelatednessFiltererTest(TestCase): + + def test_WordpairsInTwoDifferentBlacklistedConcepts_ReturnRelated(self): + wn = NLTKWordNetWrapper() + bconcepts = ["ill_health.n.01","disorder.n.01", + "pathologic_process.n.01", + "plant_part.n.01","biological_group.n.01","medical_procedure.n.01", + "animal.n.01","microorganism.n.01","plant.n.02", + "chemical.n.01","substance.n.07", + "symptom.n.01"] #order is important! From general to specific.. + filterer = BlacklistedConceptsWordNetRelatednessFilterer(wn, bconcepts, POSTypes.NOUN) + actual:bool = filterer.IsRelated("adrenalectomy","lion") #medical_procedure - animal + self.assertTrue(actual) + + +if __name__ == "__main__": + unittest.main() + diff --git a/src/Core/WordNet/Classifiers/ConceptWiseWordNetRelatednessFilterer.py b/src/Core/WordNet/Classifiers/ConceptWiseWordNetRelatednessFilterer.py new file mode 100644 index 0000000..75a3a57 --- /dev/null +++ b/src/Core/WordNet/Classifiers/ConceptWiseWordNetRelatednessFilterer.py @@ -0,0 +1,81 @@ +import unittest +from typing import Optional, List, Tuple +from unittest import TestCase + +from nltk.corpus.reader import Synset + +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier +from src.Core.WordNet.IWordNet import IWordNet +from src.Core.WordNet.IWordTaxonomy import RelationUsage +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper + + +class ConceptWiseWordNetRelatednessFilterer(IWordRelatednessBinaryClassifier): + """ + Filters out word pairs if their concepts match any prior known related concept pairs. + Does not explicitly classify, as it is good at identifying related pairs but not unrelated ones. + If both words in a word pair match a BlackListedConcept, they are filtered out. + """ + + def __init__(self, wordnet: IWordNet, relatedConcepts: List[Tuple[str, str]], pos: POSTypes = POSTypes.NOUN) -> None: # SynsetName, SynsetName + super().__init__() + self.WN: IWordNet = wordnet + self.RelatedConcepts: List[Tuple[str, str]] = relatedConcepts + self.POS: POSTypes = pos + + def IsRelated(self, word1: str, word2: str) -> Optional[bool]: + syns1: List[Synset] = self.WN.LoadSynsets(word1, posFilters=[self.POS]) # Assumption: This class accepts only one POS, whereas WN accepts multiple. + syns2: List[Synset] = self.WN.LoadSynsets(word2, posFilters=[self.POS]) + h1: List[Synset] = [] # Hierarchy of synsets + h2: List[Synset] = [] + for syn1 in syns1: + h1 = h1 + self.WN.GetTypeHierarchy(syn1, RelationUsage.CreateHypernymWithInstances()) + for syn2 in syns2: + h2 = h2 + self.WN.GetTypeHierarchy(syn2, RelationUsage.CreateHypernymWithInstances()) + + # Region: Filter - RelatedConcepts + for concept in self.RelatedConcepts: + w1c1 = w1c2 = w2c1 = w2c2 = None # Match combinations + c1: str = concept[0].strip() + c2: str = concept[1].strip() + if sum(map(lambda x: x._name == c1, h1)) > 0: + w1c1 = True + if sum(map(lambda x: x._name == c1, h2)) > 0: + w2c1 = True + if sum(map(lambda x: x._name == c2, h1)) > 0: + w1c2 = True + if sum(map(lambda x: x._name == c2, h2)) > 0: + w2c2 = True + if (w1c1 and w2c2) or (w2c1 and w1c2): + return True # Matching concepts, e.g., c1 and c2 + return None + + +class ConceptWiseWordNetRelatednessFiltererTest(TestCase): + + def test_TwoIndirectInstances_ReturnRelated(self): + wn = NLTKWordNetWrapper() + concepts = [("religion.n.01", "religious_person.n.01")] + filterer = ConceptWiseWordNetRelatednessFilterer(wn, concepts, POSTypes.NOUN) + actual: bool = filterer.IsRelated("wahhabism", "wahabi") + self.assertTrue(actual) + + def test_TwoIndirectInstancesInReverse_ReturnRelated(self): + wn = NLTKWordNetWrapper() + concepts = [("religious_person.n.01", "religion.n.01")] + filterer = ConceptWiseWordNetRelatednessFilterer(wn, concepts, POSTypes.NOUN) + actual: bool = filterer.IsRelated("wahhabism", "wahabi") + self.assertTrue(actual) + + def test_OnlyOneMatchingUnrelatedInstances_ReturnNone(self): + # Cannot classify as related or unrelated. + wn = NLTKWordNetWrapper() + concepts = [("religion.n.01", "religious_person.n.01")] + filterer = ConceptWiseWordNetRelatednessFilterer(wn, concepts, POSTypes.NOUN) + actual = filterer.IsRelated("wahhabism", "car") + self.assertIsNone(actual) + + +if __name__ == "__main__": + unittest.main() diff --git a/src/Core/WordNet/Classifiers/DefinitionBasedRelatednessClassifier.py b/src/Core/WordNet/Classifiers/DefinitionBasedRelatednessClassifier.py new file mode 100644 index 0000000..43339cf --- /dev/null +++ b/src/Core/WordNet/Classifiers/DefinitionBasedRelatednessClassifier.py @@ -0,0 +1,76 @@ +from typing import Optional, Set + +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier +from src.Core.WordNet.WordPairDefinitionSourceFilter import WordPairDefinitionSourceFilter +from src.Core.WordPair import WordPair + + +class DefinitionBasedRelatednessClassifier(IWordRelatednessBinaryClassifier): + """ + Performs definition-based relatedness approximation by accepting the match assumptions of WordPairDefinitionSourceFilter. + """ + + def __init__(self, filter:WordPairDefinitionSourceFilter, tokenizer:ITokenizer, minRootLength:int=3, typeDepthRatio:float = 0.4) -> None: + """ + :param filter: + :param keywords: + :param tokenizer: + :param minRootLength: + :param typeDepthRatio: This ratio indicates what percentage of concrete types in a sense's tree will be considered in the relatedness matching. + """ + super().__init__() + self.Filter = filter + + #D3 and D4 + self.Tokenizer = tokenizer + self.SkipReferencing = False + self.SkipKeywordInTypeHierarchy = False + self.MinRootLength = minRootLength + self.TypeDepthRatio:float = typeDepthRatio + + #D5 + self.SkipMutualMeaningfulAffixes = False + #defaults: Not giving defaults here to avoid DRY violation. Values should be set by the agent. + self.MeaningfulPrefixes = () #These values are normally expected to be provided externally, but we initialize them as a Tuple here at least to have them in the attribute schema. + self.MeaningfulSuffixes = () + + def IsRelated(self, word1: str, word2: str) -> Optional[bool]: + wp = WordPair(word1,word2) + + #2 + if(not self.SkipKeywordInTypeHierarchy): + try: + match3,shared = self.Filter.ContainsKeywordInTypeHierarchy(wp,self.Tokenizer,self.MinRootLength,self.TypeDepthRatio) + if(match3): return True, ("3A3:KwdInHier " + (str(shared) or "N/A")) + except Exception as ex: + print("3A3:Process stopped due to ERROR!" + str(wp)) + raise ex + + #3 - Performance Hazard (run last.) #Extremely slow. 99% of the slowness comes from here. + if(not self.SkipReferencing): + try: + match2,shared = self.Filter.AreReferencingEachOtherInDefinitions(wp,self.Tokenizer,minRootLength=self.MinRootLength) + if(match2): return True, ("3A4:Referencing "+ (str(shared) or "N/A") +"'") + except Exception as ex: + + print(ex) + print("3A4:Process stopped due to ERROR!" + str(wp)) + exit(0) + + #4 - MutualMeaningfullAffixes (Affixes like logy, graphy, which appear as affixes but are of FRG origin, are prevented from being simultaneously present in the word pair through orthographic control as they constantly produce the same meaning in compound words.) + if(not self.SkipMutualMeaningfulAffixes): + try: + #Suffixes + if word1.endswith(self.MeaningfulSuffixes) and word2.endswith(self.MeaningfulSuffixes): + return True, "3C3:MutualMeaningful-Suffix" + + #Prefixes + if word1.startswith(self.MeaningfulPrefixes) and word2.startswith(self.MeaningfulPrefixes): + return True, "3C3:MutualMeaningful-Prefix" + except Exception as ex: + print(ex) + print("3C3: Process stopped due to ERROR!" + str(wp)) + exit(0) + + return False,None \ No newline at end of file diff --git a/src/Core/WordNet/Classifiers/WordNetDerivationallyRelatedBinaryClassifier.py b/src/Core/WordNet/Classifiers/WordNetDerivationallyRelatedBinaryClassifier.py new file mode 100644 index 0000000..86a3dd4 --- /dev/null +++ b/src/Core/WordNet/Classifiers/WordNetDerivationallyRelatedBinaryClassifier.py @@ -0,0 +1,94 @@ +from typing import Optional, List, Set + +from pandas import DataFrame +from tabulate import tabulate + +from src.Core.Task.IWordRelatednessBinaryClassifier import IWordRelatednessBinaryClassifier +from src.Core.WordNet.IWordNet import IWordNet +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper +from src.Core.WordPair import WordPair +from src.Tools import FormatHelper + + +class WordNetDerivationallyRelatedBinaryClassifier(IWordRelatednessBinaryClassifier): + """ + Determines whether two words are related based on WordNet's DerivationallyRelated information. + """ + + def __init__(self, wordnet: IWordNet) -> None: + super().__init__() + self.WordNet = wordnet + + def IsRelated(self, word1: str, word2: str) -> Optional[bool]: + if not word1 or not word2: + return None + # Word1 + w1Relateds: Set[str] = set(self._ExtractDerivationalRelatedLemmaNames(word1)) + if len(w1Relateds) == 0: + return False + # Word2 + w2Relateds: Set[str] = set(self._ExtractDerivationalRelatedLemmaNames(word2)) + if len(w2Relateds) == 0: + return False + return len(w1Relateds.intersection(w2Relateds)) > 0 + + def _ExtractDerivationalRelatedLemmaNames(self, word: str) -> List[str]: + extracted: List[str] = [] + lemmas = self.WordNet.LoadLemmas(word) + if not lemmas: + return [] + for lemma in lemmas: + relateds = self.WordNet.GetDerivationallyRelatedForms(lemma) + if len(relateds) > 0: + for related in relateds: + extracted.append(related._name) + return extracted + + +if __name__ == "__main__": + + wordnet = NLTKWordNetWrapper() + classifier: WordNetDerivationallyRelatedBinaryClassifier = WordNetDerivationallyRelatedBinaryClassifier(wordnet) + + def RunExperiments(wps: List[WordPair]): + df = DataFrame() + index = 1 + for wp in wps: + result = classifier.IsRelated(wp.Word1, wp.Word2) + df.at[index, "WordPair"] = wp.ToPairDisplay() + df.at[index, "IsRelated"] = result + index = index + 1 + print(tabulate(df, headers="keys", tablefmt="psql", floatfmt=FormatHelper._TwoDigitFormat)) + + wps: List[WordPair] = [] + wps.append(WordPair("dog", "dogs")) + wps.append(WordPair("socialism", "socialist")) + wps.append(WordPair("athleticism", "athletics")) + wps.append(WordPair("atheist", "theist")) + wps.append(WordPair("broadcast", "rebroadcast")) + wps.append(WordPair("bucharest", "bucharesti")) + wps.append(WordPair("buddhism", "buddhist")) + wps.append(WordPair("cambodia", "cambodian")) + wps.append(WordPair("sociolinguist", "sociolinguistics")) + wps.append(WordPair("tourism", "tourist")) + wps.append(WordPair("transfer", "transferee")) + wps.append(WordPair("transition", "transitive")) + wps.append(WordPair("activating", "activation")) + wps.append(WordPair("activism", "activist")) + wps.append(WordPair("biologism", "biologist")) + wps.append(WordPair("biophysicist", "biophysics")) + wps.append(WordPair("cardiogram", "cardiograph")) + wps.append(WordPair("cardiography", "radiography")) + wps.append(WordPair("cinematographer", "cinematography")) + wps.append(WordPair("coffea", "coffee")) # HUMAN? + wps.append(WordPair("diploma", "diplomat")) + wps.append(WordPair("direction", "indirection")) + wps.append(WordPair("experiment", "experimenter")) + wps.append(WordPair("fatigue", "fatigues")) + wps.append(WordPair("checker", "checkers")) + wps.append(WordPair("wrestle", "wrestler")) + wps.append(WordPair("abbreviation", "abbreviator")) + wps.append(WordPair("atheism", "atheist")) + wps.append(WordPair("athene", "athens")) + wps.append(WordPair("aristotelian", "aristotelianism")) + RunExperiments(wps) diff --git a/src/Core/WordNet/Classifiers/__init__.py b/src/Core/WordNet/Classifiers/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/WordNet/Classifiers/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/WordNet/IWordDefinitionSource.py b/src/Core/WordNet/IWordDefinitionSource.py new file mode 100644 index 0000000..97bf525 --- /dev/null +++ b/src/Core/WordNet/IWordDefinitionSource.py @@ -0,0 +1,33 @@ +from abc import ABC, abstractmethod +from typing import List + +from src.Core.Morphology.POSTypes import POSTypes + + +class IWordDefinitionSource(ABC): + """ + Any kind of KnowledgeBase that has definitions of words + """ + + def __init__(self) -> None: + super().__init__() + + @abstractmethod + def GetDefinitions(self, word:str, forPOS:POSTypes = None)->List[str]: + """ + Returns the definition string of the word. + :param word: + :return: Can return multiple definitions. If none found, returns an empty list. + """ + pass + + def GetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + """ + Returns multiple definitions combined as a single string. + :param word: + :param forPOS: + :return: If no definitions, returns an empty string. + """ + defs = self.GetDefinitions(word,forPOS) + if defs is None or defs.__len__() == 0: return "" + return "\n".join(defs) \ No newline at end of file diff --git a/src/Core/WordNet/IWordNet.py b/src/Core/WordNet/IWordNet.py new file mode 100644 index 0000000..a464807 --- /dev/null +++ b/src/Core/WordNet/IWordNet.py @@ -0,0 +1,161 @@ +from abc import abstractmethod +from enum import Enum, unique +from typing import List, Set, Optional + +from nltk.corpus.reader import Synset, Lemma + +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.IWordSource import IWordSource +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.WordNet.IWordTaxonomy import IWordTaxonomy, RelationUsage +from src.Core.WordSim.IWordSimilarity import IWordSimilarity + + +class IWordNet(IWordSource, IWordTaxonomy): + """ + Although this is an abstraction, NLTK data types (lemma, synset) are accepted to avoid redefining the same structures. + """ + + @abstractmethod + def GetAllLemmas(self, singleWordsOnly: bool = False, posFilters: List[POSTypes] = None): + pass + + def GetWords(self, posFilter: POSTypes = None) -> Set[str]: + """ + Returns words when using WordNet as a WordSource, not semantically. + """ + return self.GetAllLemmas(singleWordsOnly=True, posFilters=posFilter if posFilter is None else [posFilter]) + + @abstractmethod + def HasSynset(self, name) -> bool: + pass + + @abstractmethod + def LoadSynsetByName(self, synsetName: str): + pass + + @abstractmethod + def GetDerivationallyRelatedForms(self, lemma: Lemma) -> List[Lemma]: + pass + + @abstractmethod + def LoadLemmas(self, word: str, pos: POSTypes = None, lang: str = "eng") -> List[Lemma]: + pass + + @abstractmethod + def LoadSynsets(self, lemma: str, posFilters: List[POSTypes] = None, lang="eng") -> List[Synset]: + pass + + @abstractmethod + def LoadSynset(self, lemma: str, pos: POSTypes = POSTypes.NOUN, senseOrder: int = 1) -> Synset: + pass + + # region Taxonomy + @abstractmethod + def Is(self, thing: Synset, type: Synset, rel: RelationUsage = RelationUsage.CreateHypernymWithInstances()) -> Optional[bool]: + """ + Checks if the synset `thing` is a type of `type` based on the given relation. + Default relation for WordNet is Hypernym. + """ + pass + + @abstractmethod + def GetTypeHierarchy(self, thing: Synset, rel: RelationUsage = RelationUsage.CreateHypernymWithInstances()) -> List[Synset]: + pass + + @abstractmethod + def GetRelateds(self, thing: Synset, ru: RelationUsage = RelationUsage.CreateHypernymWithInstances()) -> List[Synset]: + """ + Returns the direct neighbors of the synset based on the given relation. + """ + pass + + @abstractmethod + def GetChildren(self, syn: Synset, rel: RelationUsage = RelationUsage.CreateHypernymWithInstances()) -> List[Synset]: + pass + + @abstractmethod + def GetParents(self, syn: Synset, rel: RelationUsage = RelationUsage.CreateHypernymWithInstances()) -> List[Synset]: + pass + + # endregion + + +@unique +class Lemma2SynsetMatching(Enum): + """ + Defines how a given lemma (string) is linked to a synset for path algorithms, as they work on synsets. + """ + UseFirstSense = 0 + HighestScoreOfCombinations = 1 + AverageScoreOfCombinations = 2 + + +@unique +class WordNetSimilarityAlgorithms(Enum): + WUP = 0 # Wu and Palmer + LIN = 1 + JCN = 2 + PATH = 3 + RES = 4 + LCH = 5 + + @staticmethod + def GetAll(): + return [WordNetSimilarityAlgorithms.WUP, WordNetSimilarityAlgorithms.PATH, WordNetSimilarityAlgorithms.LCH, + WordNetSimilarityAlgorithms.LIN, WordNetSimilarityAlgorithms.JCN, WordNetSimilarityAlgorithms.RES] + + +class IWordNetMeasures(IWordSimilarity): + """ + Represents WordNet-based similarity/relatedness measures. + """ + + def __init__(self, algorithm: WordNetSimilarityAlgorithms = WordNetSimilarityAlgorithms.WUP, + l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations) -> None: + self.Algorithm: WordNetSimilarityAlgorithms = algorithm + self.Lemma2SynsetMatching = l2s + + @abstractmethod + def PATHSimilarity(self, w1: str, w2: str, l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + pass + + @abstractmethod + def LCHSimilarity(self, w1: str, w2: str, l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + pass + + @abstractmethod + def LINSimilarity(self, w1: str, w2: str, l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + pass + + @abstractmethod + def JCNSimilarity(self, w1: str, w2: str, l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + """ + Jiang-Conrath + """ + pass + + @abstractmethod + def RESSimilarity(self, w1: str, w2: str, l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + """ + Resnik + """ + pass + + @abstractmethod + def WUPSimilarity(self, w1: str, w2: str, l2s: Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + """ + Wu and Palmer similarity. + """ + pass + + def WordSimilarity(self, w1: str, w2: str) -> float: + """ + Should be normalized, but currently isn't. + """ + simMethodName: str = self.Algorithm.name.__str__() + "Similarity" + simMethod = getattr(self, simMethodName) + return simMethod(w1, w2, self.Lemma2SynsetMatching) + + def SimilarityScale(self) -> DiscreteScale: + return DiscreteScale(0, 1) # Default; override for algorithms with different scales. diff --git a/src/Core/WordNet/IWordTaxonomy.py b/src/Core/WordNet/IWordTaxonomy.py new file mode 100644 index 0000000..70dd3ce --- /dev/null +++ b/src/Core/WordNet/IWordTaxonomy.py @@ -0,0 +1,159 @@ +from abc import ABC, abstractmethod +from enum import unique, Enum +from typing import Optional, Set, List +from unittest import TestCase +from dataclasses import dataclass # Introduced in Python 3.7 but can be used in 3.6 with the package. + +from src.Core.Morphology.POSTypes import POSTypes + + +@unique +class SenseStrategy(Enum): + """ + Strategy to use when converting/binding a word (lemma) to a sense (synsets). + """ + FirstSenseOnly = 0 + CombineAllSenses = 1 # Usually the default strategy. We have an explicit strategy for first sense assumption. + + +@unique +class Relations(Enum): # Reference: https://wordnet.princeton.edu/ 'Relations' sections. + """ + All kinds of semantic or non-semantic relations that can be defined between linguistic units. + """ + Hypernymy = 0 # Default + InstanceHypernymy = 1 + + +@unique +class Directions(Enum): + LeftToRight = 0 + RightToLeft = 1 + Both = 2 + + +@unique +class URelations(Enum): + """ + UndirectedRelations (direction-independent) for all relation types. + """ + AllCombined = 0 # Use all available relations. Even if the provider does not support all, it should use as many as possible. + HypernymHyponym = 1 # ParentToChild, including InstanceHypernyms! + MeronymHolonym = 2 # PartToWhole == ParentToChild - Part is more broad, so part is parent. + Domains = 3 # TopicDomain and Region bidirectional + UsageDomain + + +@dataclass +class RelationUsage: + """ + Represents different usage scenarios of relations. + """ + URelation: URelations = URelations.AllCombined + IncludeInstances: bool = True + Direction: Directions = Directions.LeftToRight + + def __str__(self) -> str: + return self.URelation.name + ("I" if self.IncludeInstances else "") + + @staticmethod + def CreateAll(): + """ + Default config: all supported relations including instances. + """ + return RelationUsage(URelations.AllCombined, IncludeInstances=True, Direction=Directions.Both) + + @staticmethod + def CreateHypernymWithInstances(): + return RelationUsage(URelations.HypernymHyponym, IncludeInstances=True) + + +class TaxonomyType(object): + """ + Represents a taxonomy concept containing its synonym words. + Essentially a synset, but not directly tied to WordNet terminology. + """ + + def __init__(self, typeCode: str) -> None: + super().__init__() + self.TypeCode: str = typeCode # e.g., car.n.01 - contains the synset name. + self.Synonyms: List[str] = [] # e.g., car|auto|automobile - includes the main synset name as well. + + @staticmethod + def ToTypeCodeList(ttList) -> List[str]: + return list(map(lambda x: x.TypeCode, ttList)) + + def AllWords(self): + """ + Returns all word forms available in the type, including synonyms and synset names if they differ. + Supports TR and EN synset name formats, extracting their friendly text representations. + """ + return self.Synonyms + [self.TypeCode.split(".")[0]] # TR: "ülke.n.01=TUR10-0561830" EN: "entity.n.01" + + def __str__(self) -> str: + return self.TypeCode + ("|" + str.join("|", self.Synonyms) if self.Synonyms else "") + + def __repr__(self) -> str: + return self.__str__() + + +class TaxonomyTypeTest(TestCase): + + def test_str(self): + tt = TaxonomyType("car.n.01") + tt.Synonyms = ["automobile", "auto"] + s: str = tt.__str__() + self.assertEqual("car.n.01|automobile|auto", s) + + +class IWordTaxonomy(ABC): + """ + Contains the schema for querying taxonomic relations at the string level. + Taxonomy relations are not limited to Hypernym as in WordNet. + """ + + def __init__(self) -> None: + super().__init__() + + @abstractmethod + def IsInType(self, thing: str, typeCode: str, sense: SenseStrategy = SenseStrategy.CombineAllSenses, + ru: RelationUsage = RelationUsage.CreateAll(), wordPos: POSTypes = None) -> Optional[bool]: + """ + Checks if the concept represented by a word is a superclass of another concept represented by the typeCode. + Examples: dog is an animal, cancer is a disease, etc. + :param ru: RelationUsage + :param sense: SenseStrategy + :param wordPos: If the POS of the word is known, it should be provided for better results. + :param thing: Word + :param typeCode: Type code + :return: True/False/None + """ + pass + + @abstractmethod + def GetTypeCodesOfHierarchy(self, thing: str, sense: SenseStrategy = SenseStrategy.CombineAllSenses, + ru: RelationUsage = RelationUsage.CreateAll(), wordPos: POSTypes = None) -> List[TaxonomyType]: + pass + + @staticmethod + def GetAllTypeCodes(self) -> Set[str]: + """ + Unique Taxonomy Type names we generically accept. + These generic taxonomy names allow us to build implementation-independent taxonomy models for categories like animals, plants, etc. + Initially, WordNet synset names are used. + """ + return {"living_thing", "biological_group"} + + +if __name__ == "__main__": + + def test(r: RelationUsage = RelationUsage()): + return str(r) + + u2 = RelationUsage.CreateAll() + u3 = u2 + print(str(u2)) + u2.IncludeInstances = False + u1 = RelationUsage(URelations.AllCombined) + print(u1) + test() + print("done") diff --git a/src/Core/WordNet/NLTKWordNetWrapper.py b/src/Core/WordNet/NLTKWordNetWrapper.py new file mode 100644 index 0000000..650c856 --- /dev/null +++ b/src/Core/WordNet/NLTKWordNetWrapper.py @@ -0,0 +1,770 @@ +# coding=utf-8 +import unittest +import warnings +from builtins import NotImplementedError +from statistics import mean +from typing import Optional, List, Set +from unittest import TestCase + +from nltk.corpus.reader import Synset, Lemma +from pandas import DataFrame +from tabulate import tabulate + +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.WordNet.IWordDefinitionSource import IWordDefinitionSource +from src.Core.WordNet.IWordNet import IWordNet, IWordNetMeasures, WordNetSimilarityAlgorithms, Lemma2SynsetMatching +from src.Core.WordNet.IWordTaxonomy import RelationUsage, URelations, Directions, TaxonomyType, SenseStrategy +from src.Core.WordPair import WordPair +from src.Core.WordPairSynthesizer import WordPairSynthesizer +from src.Tools import FormatHelper +from src.Tools.Logger import logp, logv, logpif + + +#NLTK local data folder: %APPDATA%\nltk_data\corpora\wordnet +#Make sure to download first + #import nltk + #nltk.download('wordnet') + + +class NLTKWordNetWrapper(IWordNet,IWordNetMeasures, IRootDetector, IWordDefinitionSource): + + def __init__(self, algorithm:WordNetSimilarityAlgorithms = WordNetSimilarityAlgorithms.WUP, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations, + wordSimPOSFilters:List[POSTypes] = None) -> None: + """ + :param algorithm: + :param l2s: + :param wordSimPOSFilters: POS Filters to be applied when a WordSim function is observed according to the IWordSimilarity interface (_RunSimilarity etc.). + """ + # Pay attention to the order!! Normally, the IWordNetMeasure base is called twice. To prevent this, I removed the default super() calls in the bases. As far as I understand, this is normal. The best explanation I found is here: #https://stackoverflow.com/questions/29311504/multiple-inheritance-with-arguments + IWordNet.__init__(self) + IWordNetMeasures.__init__(self,algorithm,l2s) + self._InformationContent = None + self.WordSimPOSFilters:List[POSTypes] = wordSimPOSFilters + if(self.WordSimPOSFilters is None): logp("WordSimPOSFilters is None!") + logp("NLTKWordNet instance has been created. Potential member calls could take a while for once if it's the first nltk.wn call!") + + def HasSynset(self, synsetName) -> bool: + from nltk.corpus.reader import WordNetError # Takes time. + try: + from nltk.corpus import wordnet as wn # Import takes time! + x = wn.synset(synsetName) + return True + except(WordNetError): + return False + + def GetAllLemmas(self,singleWordsOnly:bool = False, posFilters:List[POSTypes] = None)->Set[Lemma]: + lemmaset:Set[Lemma] = set() + if(posFilters is None or len(posFilters) == 0): + logp("Reading all words from WordNet...") + keyiterator = self._LoadAllLemmas(posFilter=None) + self._FillSetFromKyeIterator(keyiterator,lemmaset,singleWordsOnly) + else: + logp("Reading all " + str(posFilters) + " words from WordNet...") + for posFilter in posFilters: + poschar:str = self._GetPosChar(posFilter) + keyiterator = self._LoadAllLemmas(posFilter=poschar) + self._FillSetFromKyeIterator(keyiterator,lemmaset,singleWordsOnly) + return lemmaset + + def _FillSetFromKyeIterator(self, keyiterator, lemmaset, singleWordsOnly:bool = False): + for s in keyiterator: + if (singleWordsOnly): + if (not str(s).__contains__("_")): # Like dog_house + lemmaset.add(s) + else: + lemmaset.add(s) + + def LoadSynsets(self, lemma: str, posFilters:List[POSTypes] = None, lang="eng") -> List[Synset]: + """ + Provides the ability to filter by more than one POS at the same time. + :param lemma: + :param posFilters: + :param lang: + :return: + """ + from nltk.corpus import wordnet as wn + + if(posFilters is None or len(posFilters) == 0): + return wn.synsets(lemma,None,lang) + elif(len(posFilters) == 1): + return wn.synsets(lemma, self._GetPosChar(posFilters[0]) ,lang) + else: + syns:List[Synset] = [] + distinctNames:Set[str] = set() + for pos in posFilters: + pchar = self._GetPosChar(pos) + logv("Fetching synset: '" + lemma+"."+pchar + "'") + _syns:List[Synset] = wn.synsets(lemma, pchar,lang) + for _syn in _syns: + _name = _syn._name + if(not _name in distinctNames): # Ensuring all synsets are distinct by their unique 'synset._name' + distinctNames.add(_name) + syns.append(_syn) + return syns + + def LoadSynset(self, lemma:str, pos:POSTypes = None, senseOrder: int = 1)->Synset: + """ + Provides access according to sense order for a single POS. + :param lemma: + :param pos: + :param senseOrder: + :return: + """ + from nltk.corpus import wordnet as wn + name:str = self._BuildSynsetName(lemma,pos,senseOrder) + return wn.synset(name) + + def LoadSynsetByName(self, synsetName:str): + from nltk.corpus import wordnet as wn + return wn.synset(synsetName) + + def _BuildSynsetName(self, lemma:str, pos:POSTypes = None, senseOrder: int = 1)->str: + return lemma + "." + self._GetPosChar(pos) + "." + str(senseOrder).zfill(2) + + def GetDerivationallyRelatedForms(self, lemma:Lemma)->List[Lemma]: + return lemma.derivationally_related_forms() + + def LoadLemmas(self, word: str, pos:POSTypes=None, lang: str = "eng")->List[Lemma]: + from nltk.corpus import wordnet as wn + lemmas = wn.lemmas(word,self._GetPosChar(pos),lang) + return lemmas + + #region Internal + + def _LoadAllLemmas(self, posFilter:str = None): # TODO: The Lang 'eng' is constant for now! Pass the 'lang' for future use. + from nltk.corpus import wordnet as wn # Import takes time! + return wn.all_lemma_names(lang='eng',pos=posFilter) + + def _GetPosChar(self, posType:POSTypes)->Optional[str]: + """ + ADJ, ADJ_SAT, ADV, NOUN, VERB = 'a', 's', 'r', 'n', 'v' (ref:https://www.nltk.org/_modules/nltk/corpus/reader/wordnet.html) + :param posType: + :return: + """ + if (posType is None): return None + if (posType == POSTypes.NOUN): + return 'n' + elif(posType == POSTypes.VERB): + return "v" + elif(posType == POSTypes.ADJ): + return 'a' + elif(posType == POSTypes.ADV): + return 'r' + else: + raise NotImplementedError(posType) # I didn't differentiate ADJ_SAT in my types. + + def _GetAllSynsets(self): + from nltk.corpus import wordnet as wn # Import takes time! + return wn.all_synsets() + + def _GetAllUnrelatedLemmas(self): + #1. Avoid looking at pairs within the same synset. + #2. Take those with fewer senses. + #3. Eliminate paired_words. + synsets =self._GetAllSynsets() + #print("synsets#" + str(len(synsets))) + eliminatedPairs = set() + + wpSynthesizer = WordPairSynthesizer() + + s:int = 1 + for syn in synsets: + #s:Synset + #print(str(syn) + "\n") + #print(syn.definition()) + + # Eliminate synonyms(lemmas in the same synset) + lemmas = syn.lemmas() + #print("lemmas: " + str(len(lemmas))) + if(len(lemmas) <= 1): + s += 1 + continue + lemmaPairGen = wpSynthesizer.GeneratePossibleWordPairs(lemmas,False,False) + for lemmaPair in lemmaPairGen: + wpCode = WordPair.ToOrderFreeUniqueStr(lemmaPair.Word1._name, lemmaPair.Word2._name) + eliminatedPairs.add(wpCode) + s += 1 + logpif(s,"synset",progressBatchSize=1000) + logpif(len(eliminatedPairs),"eliminted wps",progressBatchSize=1000) + + # Report + print("nr of eliminated wordpairs: " + str(len(eliminatedPairs))) + + #endregion + + #region Similarity Impl + + def _RunSimilarityImpl(self, methodName, w1:str, w2:str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations,informationContent = None)->Optional[float]: + if(l2s != Lemma2SynsetMatching.UseFirstSense): return self._RunSimilarityImplMultipseSenses(methodName,w1,w2,l2s,informationContent) + + # Validate + if(self.WordSimPOSFilters is None or len(self.WordSimPOSFilters) == 0): raise Exception("Cannot run in UseFirstSense mode while no posfilters defined. You must provide a single POSFilter to get the first sense of that POS!") + if(len(self.WordSimPOSFilters) >1 ): raise Exception("Cannot run UseFirstSense while multiple posFilter defined. Please pass only one posFilter instead of " + str(self.WordSimPOSFilters)) + from nltk.corpus import wordnet as wn # Import takes time! + + w1synName = w1+"." + self._GetPosChar(self.WordSimPOSFilters[0]) + ".01" # First sense assumption! + w2synName = w2+"." + self._GetPosChar(self.WordSimPOSFilters[0]) + ".01" + if (not self.HasSynset(w1synName)): return None + if (not self.HasSynset(w2synName)): return None + syn1 = wn.synset(w1synName) + m = getattr(syn1, methodName) + try: + sim = m(wn.synset(w2synName),l2s, informationContent) # simulate_root=True by default + except Exception as ex: + sim = None + print(ex) + return sim + + def _RunSimilarityImplMultipseSenses(self, methodName, w1:str, w2:str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations,informationContent = None)->Optional[float]: + """ + Calculates sim for every pair of senses and returns a single value according to the given aggr. parameter. + :param methodName: + :param w1: + :param w2: + :param l2s: Highest method works much better. I found values similar to what everyone reports ~75 with MC dataset. Average and First had low scores around 60-65. + :param informationContent: + :return: + """ + from nltk.corpus import wordnet as wn # Import takes time! + + # Getting all senses + syns1 = self.LoadSynsets(w1, posFilters=self.WordSimPOSFilters) # Case doesn't matter in this query! + syns2 = self.LoadSynsets(w2, posFilters=self.WordSimPOSFilters) + if len(syns1) == 0: return None + if len(syns2) == 0: return None + + scores:List[float] = [] + for syn1 in syns1: + for syn2 in syns2: + m = getattr(syn1,methodName) + try: # Measures can throw errors. + sim = m(wn.synset(syn2._name), informationContent) # Could yield None on cross-POS situations. + except Exception as ex: + sim = None + print(ex) + if(sim is not None): scores.append(sim) + + if(len(scores) == 0): return None + + # Aggregates + if(l2s == Lemma2SynsetMatching.HighestScoreOfCombinations): + return max(scores) + elif(l2s == Lemma2SynsetMatching.AverageScoreOfCombinations): + return mean(scores) + raise Exception("Unsupported: " + str(l2s)) + + def SimilarityScale(self) -> DiscreteScale: + if(self.Algorithm == WordNetSimilarityAlgorithms.LCH + or self.Algorithm == WordNetSimilarityAlgorithms.JCN + or self.Algorithm == WordNetSimilarityAlgorithms.RES + ): return DiscreteScale(0,None) + return DiscreteScale(0,1) # wn these sims always return 0-1 normalized. + + def WUPSimilarity(self, w1: str, w2: str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + return self._RunSimilarityImpl("wup_similarity", w1, w2,l2s) + + def PATHSimilarity(self, w1: str, w2: str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + return self._RunSimilarityImpl("path_similarity", w1, w2,l2s) + + def LCHSimilarity(self, w1: str, w2: str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + """ + LCH implementation is on a [0-Max] scale. We don't know what Max could be. + While calculating the shortest path, it involves hypernym and instance hypernyms. I couldn't see other relationships. + :param w1: + :param w2: + :return: + """ + return self._RunSimilarityImpl("lch_similarity", w1, w2,l2s) + + def LINSimilarity(self, w1: str, w2: str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + return self._RunSimilarityImpl("lin_similarity", w1, w2, l2s, self.InformationContent) + + def JCNSimilarity(self, w1: str, w2: str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + rawsim = self._RunSimilarityImpl("jcn_similarity", w1, w2, l2s, self.InformationContent) + return rawsim + + def RESSimilarity(self, w1: str, w2: str, l2s:Lemma2SynsetMatching = Lemma2SynsetMatching.HighestScoreOfCombinations): + return self._RunSimilarityImpl("res_similarity", w1, w2,l2s, self.InformationContent) + + @property + def InformationContent(self): + if(self._InformationContent is None): self._InformationContent = self._CreateInformationContent() + return self._InformationContent + + @InformationContent.setter + def InformationContent(self, value): + self._InformationContent = value + + def _CreateInformationContent(self): + from nltk.corpus import wordnet_ic + brown_ic = wordnet_ic.ic('ic-brown.dat') # y + #semcor_ic = wordnet_ic.ic('ic-semcor.dat') + return brown_ic + + def DetectRoots(self, surface: str, priorPOS: POSTypes = None) -> List[str]: + """ + Very roughly returns roots using Morphy in WordNet. The list of suffixes is fixed. + There are no grammar rules, no disambiguation, and no knowledge of the lexicon. + Only works when there are inflectional suffixes like (s) plural. + Can only return a single root. + http://www.nltk.org/howto/wordnet.html + + :param surface: The word to find the root for. + :param priorPOS: The POS (Part of Speech) information of the surface. + This parameter improves the accuracy of root detection. + If the POS of the given surface is known, it especially reduces False Positive errors. + :return: Returns List[] if no results are found. + """ + from nltk.corpus import wordnet as wn # Import is long! + + if priorPOS is None: # Try until all are found + possesByPriority = [POSTypes.NOUN, POSTypes.ADJ, POSTypes.VERB, POSTypes.ADV] + # The priority here is debatable. Verbs could be given higher priority. + roots = [] + for pos in possesByPriority: + p: str = self._GetPosChar(pos) + root: str = wn.morphy(surface, p) + if root is not None: + roots.append(root) + return roots if len(roots) != 0 else [] + else: + p2: str = self._GetPosChar(priorPOS) + root = wn.morphy(surface, p2) + return [root] if root else [] + + #endregion + + #region Taxonomy + def Is(self, thing:Synset, type:Synset, ru:RelationUsage = RelationUsage.CreateHypernymWithInstances())->Optional[bool]: + """ + Does the given word belong to the specified type group according to the Hypernymy relation? + Since it is in SynSet type, it also checks all homonyms (lemmas). + :param rel: + :param thing: + :param type: + :return: + """ + synsets = self.GetTypeHierarchy(thing,ru) + for syn in synsets: + if (syn._name == type._name): return True + return False + + def GetChildren(self,syn:Synset, ru:RelationUsage = RelationUsage.CreateHypernymWithInstances())->List[Synset]: + """ + Returns the more concrete synsets one level below the given synset through its Relations. + The top parent is 'entity.' Children are more concrete, and parents are more abstract. + :return: Returns None if there are no matches. + """ + if(ru.URelation == URelations.HypernymHyponym): + return list(syn.hyponyms() + list(syn.instance_hyponyms())) + elif(ru.URelation == URelations.MeronymHolonym): + return list(syn.part_holonyms()) + list(syn.substance_holonyms()) + list(syn.member_holonyms()) + elif(ru.URelation == URelations.AllCombined): + return list(syn.hyponyms()) + list(syn.instance_hyponyms()) + \ + list(syn.part_holonyms()) + list(syn.substance_holonyms()) + list(syn.member_holonyms()) + else: + raise NotImplementedError(str(ru)) + + def GetParents(self,syn:Synset, ru:RelationUsage = RelationUsage.CreateHypernymWithInstances())->List[Synset]: + """ + Returns the more abstract synsets one level above the given synset through its Relations. + The top parent is 'entity.' Children are more concrete, and parents are more abstract. + # There is information that hypernym relations make up 80% of all relations. ref- budanitsky06-p16 + :param syn: + :param rel: + :return: Returns None if there are no matches. + """ + if(ru.URelation == URelations.HypernymHyponym): + return list(syn.hypernyms()) + list(syn.instance_hypernyms()) + elif(ru.URelation == URelations.MeronymHolonym): + return list(syn.part_meronyms()) + list(syn.substance_meronyms()) + list(syn.member_meronyms()) + elif(ru.URelation == URelations.AllCombined): + return list(syn.hypernyms()) + list(syn.instance_hypernyms()) + \ + list(syn.part_meronyms()) + list(syn.substance_meronyms()) + list(syn.member_meronyms()) + else: + raise NotImplementedError(str(ru)) + + def _CombineMeronyms(self, synset:Synset, direction:Directions = Directions.LeftToRight): + """ + We are not parsing meronyms for now. + :param synset: + :return: + """ + if(direction==Directions.LeftToRight): + members = list(synset.closure(lambda s:s.member_meronyms())) + parts = list(synset.closure(lambda s:s.part_meronyms())) + substances = list(synset.closure(lambda s:s.substance_meronyms())) + return members + parts + substances + elif(direction==Directions.RightToLeft): + members = list(synset.closure(lambda s:s.member_holonyms())) + parts = list(synset.closure(lambda s:s.part_holonyms())) + substances = list(synset.closure(lambda s:s.substance_holonyms())) + return members + parts + substances + elif(direction==Directions.Both): + members = list(synset.closure(lambda s:s.member_holonyms())) + list(synset.closure(lambda s:s.member_meronyms())) + parts = list(synset.closure(lambda s:s.part_holonyms())) + list(synset.closure(lambda s:s.part_meronyms())) + substances = list(synset.closure(lambda s:s.substance_holonyms())) + list(synset.closure(lambda s:s.substance_meronyms())) + return members + parts + substances + + def _CombineDomains(self, synset:Synset, direction:Directions = Directions.LeftToRight): + + warnings.warn("Directions for domains have not been deliberately decided!") + if(direction==Directions.LeftToRight): + topics = list(synset.closure(lambda s:s.topic_domains())) + regions = list(synset.closure(lambda s:s.region_domains())) + usages = list(synset.closure(lambda s:s.usage_domains())) + return topics + regions + usages + elif(direction==Directions.RightToLeft): + topics = list(synset.closure(lambda s:s.in_topic_domains())) + regions = list(synset.closure(lambda s:s.in_region_domains())) + usages = list(synset.closure(lambda s:s.in_usage_domains())) + return topics + regions + usages + elif(direction==Directions.Both): + topics = list(synset.closure(lambda s:s.topic_domains())) + list(synset.closure(lambda s:s.in_topic_domains())) + regions = list(synset.closure(lambda s:s.region_domains())) + list(synset.closure(lambda s:s.in_region_domains())) + usages = list(synset.closure(lambda s:s.usage_domains())) + list(synset.closure(lambda s:s.in_usage_domains())) + return topics + regions + usages + + def _CombineHypernymsWithInstances(self, synset:Synset, hypernyms:List[Synset]): + synsInstanceTypes = list(synset.closure(lambda s:s.instance_hypernyms())) + for _syn in synsInstanceTypes: + hypernyms.append(_syn) + childs = list(_syn.closure(lambda s:s.hypernyms())) #Assumption: I assumed instances are connected to types at one level. + hypernyms = hypernyms + childs + return hypernyms + + def GetTypeHierarchy(self,thing:Synset,ru:RelationUsage = RelationUsage.CreateHypernymWithInstances())->List[Synset]: + """ + Type hierarchies go top-to-bottom from the most concrete instances. + Returns the entire hierarchy flat in a single query. + :param thing: + :param ru: + :return: + """ + if(ru.URelation == URelations.HypernymHyponym): + relHypernym = lambda s:s.hypernyms() + hypernyms = list(thing.closure(relHypernym)) #closure returns a generator. + if(ru.IncludeInstances): + return self._CombineHypernymsWithInstances(thing,hypernyms) + return hypernyms + + elif(ru.URelation == URelations.MeronymHolonym): + return self._CombineMeronyms(thing) + + elif(ru.URelation == URelations.AllCombined): + #type-based + relHypernym = lambda s:s.hypernyms() + hypernyms = list(thing.closure(relHypernym)) #closure returns a generator. + if(ru.IncludeInstances): + hypernyms = self._CombineHypernymsWithInstances(thing,hypernyms) + + meronyms = self._CombineMeronyms(thing) + return hypernyms + meronyms + else: + raise Exception("not supported!") + + def GetRelateds(self, thing: Synset, ru: RelationUsage = RelationUsage.CreateHypernymWithInstances()) -> List[Synset]: + """ + Returns first-degree relations based on the given relation. + :param thing: + :param ru: + :return: + """ + #Hypernymy + if(ru.URelation == URelations.HypernymHyponym): + if(ru.Direction == Directions.LeftToRight): + if(ru.IncludeInstances): return thing.hypernyms() + else: return thing.hypernyms() + thing.instance_hypernyms() + elif(ru.Direction == Directions.LeftToRight): + if(ru.IncludeInstances): return thing.hyponyms() + else: return thing.hyponyms() + thing.instance_hyponyms() + else: + if(ru.IncludeInstances): return thing.hypernyms() + thing.hyponyms() + else: return thing.hypernyms() + thing.hyponyms() + thing.instance_hyponyms() + thing.instance_hypernyms() + + elif(ru.URelation == URelations.MeronymHolonym): + return self._CombineMeronyms(thing,ru.Direction) + + elif(ru.URelation == URelations.AllCombined): + raise NotImplementedError("URelations.AllCombined not supported!") + + elif(ru.URelation == URelations.Domains): + return self._CombineMeronyms(thing,ru.Direction) + + else: + raise NotImplementedError(str(ru)) + + @staticmethod + def ToTaxonomyType(synset:Synset)->TaxonomyType: + tt:TaxonomyType = TaxonomyType(synset._name) + for l in synset.lemma_names(): + tt.Synonyms.append(l) + return tt + + def IsInType(self, thing:str, typeCode:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None) -> Optional[bool]: + if(sense == SenseStrategy.CombineAllSenses): raise NotImplementedError("SenseStrategy") + pos = POSTypes.NOUN if not wordPos else wordPos + sThing:Synset = self.LoadSynset(thing,pos,1) #first sense assumption + sType:Synset = self.LoadSynset(typeCode,POSTypes.NOUN,1) + return self.Is(sThing,sType,ru) + + def GetTypeCodesOfHierarchy(self, thing:str, sense:SenseStrategy = SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None)->List[TaxonomyType]: + typeSynsets:List[Synset] = [] + posList = None if wordPos is None else [wordPos] + if(sense == SenseStrategy.FirstSenseOnly): + sThing:Synset = self.LoadSynset(thing,posList[0] if posList is not None else None,1) + typeSynsets = self.GetTypeHierarchy(sThing,ru) + else: + syns = self.LoadSynsets(thing,posList) + for syn in syns: + typeSyns = self.GetTypeHierarchy(syn,ru) + typeSynsets = typeSynsets + typeSyns + if len(typeSynsets) == 0: return [] + #export + out:List[TaxonomyType] = [] + for ts in typeSynsets: + tt = self.ToTaxonomyType(ts) + out.append(tt) + return out + +#endregion + + + def GetDefinitions(self, word: str, forPOS:POSTypes = None)->List[str]: + syns = self.LoadSynsets(word,[forPOS] if forPOS else []) + defs = [] + for syn in syns: + defs.append(syn.definition()) + return defs + + +class NLTKWordNetWrapperIntegrationTest(TestCase): + + def test_DetectRoot_WithPOSArgument_ReturnRoot(self): + wordnet = NLTKWordNetWrapper() + roots = wordnet.DetectRoots("dogs", None) # Does not work with derivational suffixes! + self.assertEqual("dog", roots[0]) # But it cannot convert 'colors' to 'color'! Do not rely on Morphy too much. + + def test_DetectRoot_WithPOSArgumentButExpectedNoMatchingForPOS_ReturnEmpty(self): + wordnet = NLTKWordNetWrapper() + roots = wordnet.DetectRoots("dogs", POSTypes.ADV) # Since 'dogs' is not an adverb, it won't find its root. This parameter can reduce false positives. + self.assertEqual(0, roots.__len__()) + + def test_DetectRoot_WithoutAnyPOSArgument_ReturnFirstMatchingOrNone(self): + wordnet = NLTKWordNetWrapper() + self.assertEqual("deny", wordnet.DetectRoots("denied", None)[0]) + + def test_DetectRoot_NoPOSArgAndNoMatching_ReturnEmptyList(self): + wordnet = NLTKWordNetWrapper() + roots = wordnet.DetectRoots("gokhancalar", None) + self.assertEqual(0, roots.__len__()) + + def test_DetectRoot_StemmerCases(self): + wordnet = NLTKWordNetWrapper() + cases = [] + cases.append(WordPair("tables", "table")) # Surface, ExpectedRoot + + df = DataFrame() + i = 1 + anyFailed = False + for c in cases: + expectedRoot = c.Word2 + surface = c.Word1 + actualRoots = wordnet.DetectRoots(surface, POSTypes.NOUN) + df.at[i, "Surface"] = surface + df.at[i, "ExpectedRoot"] = expectedRoot + df.at[i, "ActualRoots"] = actualRoots + passed = expectedRoot in actualRoots + df.at[i, "Passed"] = "OK" if passed else "X" + if not passed: + anyFailed = True + i = i + 1 + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) + if anyFailed: + self.fail("Some cases failed!") + else: + print("All " + str(i) + " ThingIsType test cases passed.") + + def test_Is_ThingIsTypeCases(self): + from nltk.corpus import wordnet as wn + cases = [] # thing, type, expected + cases.append([wn.synset('dog.n.01'), wn.synset('animal.n.01'), True]) + cases.append([wn.synset('animal.n.01'), wn.synset('entity.n.01'), True]) + cases.append([wn.synset('cancer.n.01'), wn.synset('illness.n.01'), True]) + cases.append([wn.synset('animal.n.01'), wn.synset('illness.n.01'), False]) + cases.append([wn.synset('ambystomid.n.01'), wn.synset('living_thing.n.01'), True]) + cases.append([wn.synset('ambystomatidae.n.01'), wn.synset('biological_group.n.01'), True]) + cases.append([wn.synset('table.n.01'), wn.synset('animal.n.01'), False]) + + target = NLTKWordNetWrapper() + df = DataFrame() + i = 1 + anyFailed = False + for case in cases: + thing = case[0] + type = case[1] + expected = case[2] + df.at[i, "Thing"] = str(thing) + df.at[i, "Type"] = str(type) + df.at[i, "Expected"] = expected + actual = target.Is(thing, type, RelationUsage.CreateAll()) + df.at[i, "Actual"] = actual + passed = actual == expected + df.at[i, "Passed"] = "OK" if passed else "X" + if not passed: + anyFailed = True + i = i + 1 + print(tabulate(df, headers='keys', tablefmt='psql', floatfmt=FormatHelper._ThreeDigitFormat)) + if anyFailed: + self.fail("Some cases failed!") + else: + print("All " + str(i) + " ThingIsType test cases passed.") + + def test_IsInType_WithPosValidNames_Return(self): + target = NLTKWordNetWrapper() + actual = target.IsInType("cat", "living_thing", SenseStrategy.FirstSenseOnly, RelationUsage(), POSTypes.NOUN) + self.assertTrue(actual) + + def test_GetTypeCodesOfHierarchy_LemmaWithSynonmyLemmasInItsSense_ReturnSynonymsToo(self): + target = NLTKWordNetWrapper() + actuals = target.GetTypeCodesOfHierarchy("taxi", SenseStrategy.CombineAllSenses, RelationUsage.CreateHypernymWithInstances(), POSTypes.NOUN) # taxi is a car. car is a synonym of automobile + actual = actuals[0] + self.assertTrue("automobile" in actual.Synonyms) + + def test_GetTypeCodesOfHierarchy_LemmaWithMultipleSenses_ReturnCombined(self): + target = NLTKWordNetWrapper() + actual: List[TaxonomyType] = target.GetTypeCodesOfHierarchy("cat", SenseStrategy.CombineAllSenses, RelationUsage.CreateAll(), POSTypes.NOUN) + self.assertTrue(len(list(filter(lambda x: x.TypeCode == "entity.n.01", actual))) > 1) # We know that the word 'cat' has multiple senses. + + def test_GetTypeCodesOfHierarchy_SynsetWithNoHypernymTypeHierachy_ReturnEmptyList(self): + target = NLTKWordNetWrapper() + actual = target.GetTypeCodesOfHierarchy("alcibiades", SenseStrategy.CombineAllSenses, RelationUsage(URelations.MeronymHolonym), POSTypes.NOUN) + self.assertEqual(0, len(actual)) + + def test_GetTypeCodesOfHierarchy_InstanceWord_ReturnTypeRelationsViaCombiningRelationsTypes(self): + target = NLTKWordNetWrapper() + actual = target.GetTypeCodesOfHierarchy("turkey", SenseStrategy.CombineAllSenses, RelationUsage.CreateHypernymWithInstances(), POSTypes.NOUN) + self.assertTrue(len(actual) > 2) + self.assertEqual("entity.n.01", actual[actual.__len__() - 1].TypeCode) + + def test_GetTypeCodesOfHierarchy_WordWithBothHypernymAndInstanceRelations_ReturnCombined(self): + target = NLTKWordNetWrapper() + actual: List[TaxonomyType] = target.GetTypeCodesOfHierarchy("turkey", SenseStrategy.CombineAllSenses, RelationUsage.CreateHypernymWithInstances(), POSTypes.NOUN) + self.assertTrue(len(list(filter(lambda x: x.TypeCode == "country.n.02", actual))) == 1) + self.assertTrue(len(list(filter(lambda x: x.TypeCode == "animal.n.01", actual))) == 1) + + def test_GetParents_SynsetWithParent_Return(self): + target = NLTKWordNetWrapper() + syn = target.LoadSynset("car", POSTypes.NOUN, 1) + actual = target.GetParents(syn, RelationUsage(URelations.HypernymHyponym, False)) # Whether False|True does not matter for this case. + self.assertEqual(1, actual.__len__()) + self.assertEqual("motor_vehicle.n.01", actual[0]._name) + + def test_GetParents_InstanceSynset_ReturnParent(self): + target = NLTKWordNetWrapper() + syn = target.LoadSynset("armenia", POSTypes.NOUN, 1) + actual = target.GetParents(syn, RelationUsage()) + self.assertEqual(1, list(filter(lambda x: x._name == "asian_country.n.01", actual)).__len__()) + + def test_GetRelateds_MemberOrMeronym_ReturnAsRelated(self): + target = NLTKWordNetWrapper() + syn = target.LoadSynset("muslim", POSTypes.NOUN, 1) + actuals = target.GetRelateds(syn, RelationUsage(URelations.MeronymHolonym, Direction=Directions.RightToLeft)) + self.assertTrue(len(list(filter(lambda x: x._name == "islam.n.01", actuals))) == 1) + + def test_ToTaxonomyType(self): + syn = NLTKWordNetWrapper().LoadSynset("car", POSTypes.NOUN, 1) + actual: TaxonomyType = NLTKWordNetWrapper.ToTaxonomyType(syn) + self.assertEqual("car.n.01", actual.TypeCode) + self.assertEqual(5, actual.Synonyms.__len__()) + + +def QueryLanguages(): + import nltk + nltk.download('omw') + from nltk.corpus import wordnet as wn + + # List languages supported by WordNet + languages = wn.langs() + print("Languages supported by WordNet:") + print(languages) + + # Check for a specific language WordNet + language_code = 'fra' # Example for French + print(f"\nChecking if WordNet exists for '{language_code}':") + if language_code in languages: + print(f"Yes, {language_code} is supported.") + else: + print(f"No, {language_code} is not supported.") + + +if __name__ == "__main__": + QueryLanguages() + exit() + + # unittest.main(verbosity=2) + # exit() + + # Antonym check + from nltk.corpus import wordnet as wn + + good_lemma = wn.lemma('good.a.01.good') + print(good_lemma.antonyms()) + + goods = wn.synsets('good') + good = wn.synset('good.a.01') + print(good.definition()) + print(good.antonyms()) + exit() + + wordnet = NLTKWordNetWrapper(l2s= Lemma2SynsetMatching.HighestScoreOfCombinations, wordSimPOSFilters=[POSTypes.NOUN], algorithm=WordNetSimilarityAlgorithms.LCH) + # wordnet = NLTKWordNetWrapper(l2s= Lemma2SynsetMatching.UseFirstSense, wordSimPOSFilters=[POSTypes.NOUN]) + taxes: List[TaxonomyType] = wordnet.GetTypeCodesOfHierarchy("nation") + print(taxes) + + # r1s = wordnet.DetectRoot("redeposition", None) + # r1s = wordnet.DetectRoot("dogs", None) + # r2s = wordnet.DetectRoot("depositing", None) # Why doesn't 'Doggy' return 'dog'?? + # print(r1s[0] + " - " + r2s[0]) + # exit() + + # x = wordnet.WordSimilarity("dog", "cat") + # lemmas = wordnet.GetAllLemmas(singleWordsOnly=False, posFilters=[POSTypes.NOUN, POSTypes.ADJ]) + + # Count verbs in English + # lemmas = wordnet.GetAllLemmas(singleWordsOnly=False, posFilters=[POSTypes.NOUN]) + # print(lemmas) + + # syns = wordnet.LoadSynsets("glass", [POSTypes.NOUN, POSTypes.NOUN, POSTypes.ADJ, POSTypes.VERB, POSTypes.ADV]) + syns2 = wordnet.LoadSynsetByName("state.n.02") + print(syns2) + print(syns2.lemmas()) + print(syns2.definition()) + # exit() + + # Testing InformationContent + sim = wordnet.LCHSimilarity("turkish", "turkey", Lemma2SynsetMatching.HighestScoreOfCombinations) + # sim2 = wordnet.LCHSimilarity("dog", "cat", Lemma2SynsetMatching.HighestScoreOfCombinations) + print(sim) + # print("dog, cat", sim2) + # print("dog, dog", wordnet.LCHSimilarity("dog", "dog", Lemma2SynsetMatching.HighestScoreOfCombinations)) + print("group - communication (lch)", wordnet.LCHSimilarity("group", "communication", Lemma2SynsetMatching.HighestScoreOfCombinations)) + print("group - communication (wup)", wordnet.WUPSimilarity("group", "communication", Lemma2SynsetMatching.HighestScoreOfCombinations)) + print("turkey - turkish (wup)", wordnet.WUPSimilarity("turkey", "turkish", Lemma2SynsetMatching.HighestScoreOfCombinations)) + print("turkey - turkish (lch)", wordnet.LCHSimilarity("turkey", "turkish", Lemma2SynsetMatching.HighestScoreOfCombinations)) + print("turkey - country (lch)", wordnet.LCHSimilarity("turkey", "country", Lemma2SynsetMatching.HighestScoreOfCombinations)) + print("turkey - turkish (path)", wordnet.PATHSimilarity("turkey", "turkish", Lemma2SynsetMatching.HighestScoreOfCombinations)) + # sim = wordnet.WUPSimilarity("dog", "cat", Lemma2SynsetMatching.HighestScoreOfCombinations) + # sim2 = wordnet.LINSimilarity("dog", "cat", Lemma2SynsetMatching.HighestScoreOfCombinations) + # synset = wordnet.LoadSynset("socialism") + # + print("\n der-rel") + lemmas = wordnet.LoadLemmas("activeness") + for l in lemmas: + der_rel = wordnet.GetDerivationallyRelatedForms(l) + print(der_rel) + + # words = wordnet._GetAllUnrelatedLemmas() + # words = wordnet.GetWords() diff --git a/src/Core/WordNet/WordNetFactory.py b/src/Core/WordNet/WordNetFactory.py new file mode 100644 index 0000000..fb43136 --- /dev/null +++ b/src/Core/WordNet/WordNetFactory.py @@ -0,0 +1,18 @@ +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.WordNet.NLTKWordNetWrapper import NLTKWordNetWrapper + + +class WordNetFactory: + + def __init__(self,ctx:LinguisticContext) -> None: + super().__init__() + self.Context:LinguisticContext = ctx + + def CreateWordNet(self): + if(self.Context.Language.Code == "eng"): + return NLTKWordNetWrapper() + elif(self.Context.Language.Code == "tr"): + # trwn = TurkishWordNetServiceProxy() #Disabled in the open source version. This is a Java wrapper. + raise NotImplemented("Turkish provider is not implemented.") + else: + raise NotImplemented("lang not supported: " + self.Context.Language.Code) \ No newline at end of file diff --git a/src/Core/WordNet/WordPairDefinitionSourceFilter.py b/src/Core/WordNet/WordPairDefinitionSourceFilter.py new file mode 100644 index 0000000..02cc8b1 --- /dev/null +++ b/src/Core/WordNet/WordPairDefinitionSourceFilter.py @@ -0,0 +1,519 @@ +import unittest +from array import array +from functools import partial +from typing import Set, List, Iterable, Tuple, Optional, cast +from unittest import TestCase, skip +from unittest.mock import patch +from nltk.corpus.reader import Synset + +from src.Core.Languages.Grammars.IGrammar import IGrammar +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.Morphology.RootDetection.IRootDetector import IRootDetector +from src.Core.Morphology.RootDetection.RootDetectorCacher import MonitorableCacheBase +from src.Core.Preprocessing.Preprocessors import Preprocessors +from src.Core.Segmentation.Tokenizers.ITokenizer import ITokenizer +from src.Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer import NLTKWhitespaceTokenizer +from src.Core.WordNet.IWordNet import IWordNet +from src.Core.WordNet.IWordTaxonomy import TaxonomyType, SenseStrategy, RelationUsage +from src.Core.WordPair import WordPair +from src.Tools.Logger import logl + + +class WordPairDefinitionSourceFilter(object): + + def __init__(self, wn:IWordNet, lingContext:LinguisticContext, forPOS:POSTypes = None, rootDetector:IRootDetector = None, fastRootDetector:IRootDetector = None, rootType:str="entity.n.01") -> None: + """ + :param wn: + :param lingContext: + :param forPOS: + :param rootDetector: The most advanced analyzer or stack. + :param fastRootDetector: A stemmer expected to work quickly in more superficial scenarios (like inflections). + """ + super().__init__() + self.WN = wn + self.ForPOS = forPOS + self.LingContext = lingContext + self.Grammar:IGrammar = LinguisticContext.BuildGrammar(lingContext) + self.Processor = Preprocessors() + self.RootDetector:IRootDetector = rootDetector + self.FastRootDetector:IRootDetector = fastRootDetector + self._ROOT_TYPE = rootType + + def AreReferencingEachOtherInDefinitions(self,wp:WordPair, tokenizer:ITokenizer, minRootLength) ->bool: + """ + Checks if the main word appears in the other's definition. + It checks by separating words from their punctuation. + If there is a RootDetector, it converts word comparisons to root forms. A word can have multiple roots. + :param minRootLength: The minimum length for a root to be considered a match. Equal to minWordLength. + :param wp: + :param tokenizer: + :return: + """ + #adding possible synonyms + syns1:List[Synset] = self.WN.LoadSynsets(wp.Word1,[self.ForPOS]) + syns2:List[Synset] = self.WN.LoadSynsets(wp.Word2,[self.ForPOS]) + lemmas1,lemmas2 = [],[] + for s1 in syns1: + lemmas1 = lemmas1 + s1.lemma_names() + for s2 in syns2: + lemmas2 = lemmas2 + s2.lemma_names() + + synonyms1 = self._DecomposePhrasesOfSets(set(lemmas1),minRootLength-1) if syns1 else set() #-1 because these are types, not definitions. The likelihood of containing unnecessary stopwords is relatively low. + synonyms2 = self._DecomposePhrasesOfSets(set(lemmas2),minRootLength-1) if syns2 else set() + synonyms1.add(wp.Word1) + synonyms2.add(wp.Word2) + syncommon = synonyms1 & synonyms2 + if(syncommon): return True,syncommon #if there is a direct synonym match, return without extending. + + #length control + effwords1:Set[str] = set(filter(lambda x:len(x) >= minRootLength,synonyms1)) #Short words are directly exempt + effwords2:Set[str] = set(filter(lambda x:len(x) >= minRootLength,synonyms2)) + + #defs + def1:str = self.Grammar.ToLowerCase(self.Processor.RemovePunctuation(self.WN.GetMergedDefinitions(wp.Word1,self.ForPOS))) + def2:str = self.Grammar.ToLowerCase(self.Processor.RemovePunctuation( self.WN.GetMergedDefinitions(wp.Word2,self.ForPOS))) + tokens1 = tokenizer.Tokenize(def1) + tokens2 = tokenizer.Tokenize(def2) + + word1Refs,word2Refs = False,False + shared1,shared2 = None,None + + #region Cache Trace (Optional if RootDetector is MonitorableCacheBase) + if(self.RootDetector): #may not be present during testing, not every ICacher may implement it + if isinstance(self.RootDetector,MonitorableCacheBase): + cache:MonitorableCacheBase = self.RootDetector + if(cache.Attempt > 10000): #do not set to 1000, it logs too much in batch operations. + print("\t cache miss/all: " + str(round(cache.MissRatio()*100,2))+"%") + cache.ResetCounters() + logl(str( cache.CachedItemCount()),"cached items",anyMode=True) + #endregion + + for _w2 in effwords2: + word1Refs,shared1 = self._IsWordRootInDefinition(_w2,tokens1,minRootLength) #Slowdown here! And for each word. Up to this point, it is quite fast. + if(word1Refs == True): break + for _w1 in effwords1: + word2Refs,shared2 = self._IsWordRootInDefinition(_w1,tokens2,minRootLength) + if(word2Refs == True): break + return word1Refs or word2Refs, shared1 or shared2 #If either references the other, it is true. TO: For trace, it can be returned who referenced whom in the future. + + def _IsWordRootInDefinition(self, w:str, defTokens, minRootLength)->Tuple[bool,Optional[str]]: + """ + Checks if the root of the given word appears among the roots of the given tokens. + :param w: + :param defTokens: + :param minRootLength: + :return: + """ + w = self.Grammar.ToLowerCase(w) + if(not self.RootDetector): + return (w in defTokens), w + + effDefTokens = list(filter(lambda x : len(x) >= minRootLength, defTokens)) #Do not pass as filter instead of list, filter empties after the first loop. + + #def + fwords = self.RootDetector.DetectRoots(w, self.ForPOS) #Loops can be optimized more but I tested, DetectRoots takes more time, despite the cache. I expect the process to speed up as the cache increases! + if(w not in fwords): fwords.append(w) #surface form can also match. root forms are additional! + + for fw in fwords: + for df in effDefTokens: + if(df == fw): return True,df #First, check if the surface form matches + + #roots + rs = set(self.RootDetector.DetectRoots(df, self.ForPOS)) #if multiple roots come, def-root is recalculated repeatedly!!! + for r in rs: + if(len(r) >= minRootLength): + if(r == fw): + return True, ("root:'"+ r + "' by '" + df + "' matches '" + fw + "<" + w + "") #We also add the previous forms of the root for trace purposes. #< means root of. + return False,None + + def _BuildRootTokens(self, tokens:Iterable[str], minRootLength:int)->Set[str]: + """ + Adds root versions to the given tokens. + :param tokens: + :param minRootLength: + :return: + """ + tokens2 = set() + for t in tokens: + tokens2.add(t) #token's own form should also be included + roots:List[str] = self.FastRootDetector.DetectRoots(t,self.ForPOS) + bigroots:List[str] = [x for x in roots if len(x) >= minRootLength] + for r in bigroots: + tokens2.add(r) + #Compounding - Small roots may have been eliminated above but maybe they will produce a compound. Ex: (tape)(worm)s -> tapeworm + rCompounds = self._ExtractTwoSegmentPhrases(bigroots) #We try the possibility of being a compound word by sequentially combining the roots. In TR, very small roots like de, değ can come and produce strange words like değde. We applied minRoot while trying the compound of roots. That's why there are bigroots. + for rc in rCompounds: + tokens2.add(rc.replace(" ","")) + return tokens2 + + def _GetTypes(self,w:str, typeDepthRatio:float): + typesForAllSenses:List[TaxonomyType] = self.WN.GetTypeCodesOfHierarchy(w,SenseStrategy.CombineAllSenses, RelationUsage.CreateHypernymWithInstances(),self.ForPOS) + return WordPairDefinitionSourceFilter._TrimTypesByDepthRatio(self._ROOT_TYPE,typesForAllSenses,typeDepthRatio) + + @staticmethod + def _TrimTypesByDepthRatio(rootType:str,types:List[TaxonomyType],typeDepthRatio:float): + """ + Analyzes the type hierarchy containing multiple senses in depth and extracts concrete types. + :param w: + :param typeDepthRatio: + :return: + """ + finalTypes:List[str] = [] + i:int = 0 + senseStart:int=0 + for s in types: + if(s.TypeCode == rootType): #If it somehow does not have a root, type information is ignored, an empty list is returned. + sSize:int = i - senseStart+1 + sDepth:float = int(sSize * typeDepthRatio) #effective size for that sense. + sTypes = types[senseStart:senseStart+sDepth] + finalTypes = finalTypes + sTypes + #new sense + senseStart = i+1 + i += 1 + return finalTypes + + def ContainsKeywordInTypeHierarchy(self,wp:WordPair,tokenizer:ITokenizer, minRootLength:int, typeDepthRatio:float = 0.75) ->bool: + """ + If one appears in the other's type hierarchy and the other appears in the definition. + :param minRootLength: The minimum word length to provide intersection: to avoid intersections like part, of. + :type typeDepthRatio: If 0.5, only 1/2 of the concrete types in the entire type hierarchy are considered. To avoid matching words like organism, entity at the bottom. + :return: + """ + + #region Types + t1:List[TaxonomyType] = self._GetTypes(wp.Word1,typeDepthRatio) + t2:List[TaxonomyType] = self._GetTypes(wp.Word2,typeDepthRatio) + types1 = set() + types2 = set() + for t1_ in t1: + words = t1_.AllWords() + for w in words: + types1.add(w) + for t2_ in t2: + words = t2_.AllWords() + for w in words: + types2.add(w) + + #Phrases for Types + decomposePhrases:bool = True + if(decomposePhrases): + types1 = self._DecomposePhrasesOfSets(types1,minRootLength) + types2 = self._DecomposePhrasesOfSets(types2,minRootLength) + + if(self.FastRootDetector): #Types are also reduced to root form. For example, cultivation should match with cultivator. + types1 = self._BuildRootTokens(types1,minRootLength+2) #Increased the threshold because it is dangerous for types to match very general roots. + types2 = self._BuildRootTokens(types2,minRootLength+2) + #end region + + #region Definitions + def1:str = self.Grammar.ToLowerCase(self.Processor.RemovePunctuation(self.WN.GetMergedDefinitions(wp.Word1,self.ForPOS))) + def2:str = self.Grammar.ToLowerCase(self.Processor.RemovePunctuation( self.WN.GetMergedDefinitions(wp.Word2,self.ForPOS))) + defTokens1:Iterable[str] = tokenizer.Tokenize(def1) + defTokens2:Iterable[str] = tokenizer.Tokenize(def2) + defRootTokens1:Set[str] = set() + defRootTokens2:Set[str] = set() + + #Root Enrichment (MRootDetector works very slowly (x3) and is useful in 1/1000 scenarios, so we use FRootDetector.) + if(self.FastRootDetector): + defRootTokens1 = self._BuildRootTokens(defTokens1,minRootLength) + defRootTokens2 = self._BuildRootTokens(defTokens2,minRootLength) + + #finals + defSet1 = set(defTokens1) | defRootTokens1 | WordPairDefinitionSourceFilter._ExtractTwoSegmentPhrases(defTokens1) #Phrases should be after rootDetection!. Phrases do not consist of root forms. + defSet2 = set(defTokens2) | defRootTokens2 | WordPairDefinitionSourceFilter._ExtractTwoSegmentPhrases(defTokens2) + #endregion + + commons1 = defSet1 & types2 + commons2 = defSet2 & types1 + + #Last length filter + hasAnyCommon:bool = commons1.__len__()>0 or commons2.__len__() >0 + return (True,(commons1 | commons2)) if hasAnyCommon else (False,None) + + @staticmethod + def _ExtractTwoSegmentPhrases(tokens:List[str])->Set[str]: + """ + Returns the given tokens as two-segment phrases from left to right. + :param tokens: + :return: + """ + if(len(tokens) < 2): return set() + i = 0 + blocks:Set[str] = set() + for t in tokens: + if(i==0): + i += 1 + continue + blocks.add(tokens[i-1] + " " + t) + i += 1 + return blocks + + @staticmethod + def _DecomposePhrasesOfSets(myset:Set[str], minRootLength:int, includePhraseItself:bool = True)->Set[str]: + """Splits phrases into words. Skips very small words.""" + new:Set[str] = set() + for s in myset: + segments = s.strip().replace("_", " ").split(" ") #English synset names are with _, TR ones are with spaces !!! + if(segments.__len__() == 1): new.add(s) + else: + for seg in segments: + seg = seg.strip() + if(len(seg) >= minRootLength): + new.add(seg) + if(includePhraseItself): new.add(s.replace("_"," ")) #Do not separate with _ again. + return new + +class WordPairDefinitionSourceFilterTest(TestCase): + + def test_ExtractTwoSegmentPhrases_HasPhrases_Extact(self): + actual:Set[str] = WordPairDefinitionSourceFilter._ExtractTwoSegmentPhrases(["one","to","one"]) + self.assertEqual(2,actual.__len__()) + self.assertEqual(1, len(list(filter(lambda x:x == "one to",actual)))) + self.assertEqual(1, len(list(filter(lambda x:x == "to one",actual)))) + + def test_ExtractTwoSegmentPhrases_SingleWord_ReturnEmpty(self): + actual:Set[str] = WordPairDefinitionSourceFilter._ExtractTwoSegmentPhrases(["word1"]) + self.assertEqual(0,actual.__len__()) + + #@patch.multiple(IWordDefinitionSource, __abstractmethods__=set()) + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_AreReferencingEachOtherInDefinitions_DefinitionsReferEachOther_ReturnMatched(self): + defsource = IWordNet + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "biochemist"): return "works on the field biochemistry" + return "another definiiton text" + defsource.GetMergedDefinitions = partial(fakeGetMergedDefinitions,defsource) + def fakeLoadSynsets(self, lemma:str, pos:POSTypes=POSTypes.NOUN,senseOrder:int=1): + return [Synset(None)] + defsource.LoadSynsets = partial(fakeLoadSynsets,defsource) + target = WordPairDefinitionSourceFilter(defsource,LinguisticContext.BuildEnglishContext()) + actual:bool = target.AreReferencingEachOtherInDefinitions(WordPair("biochemist","biochemistry"),NLTKWhitespaceTokenizer(),minRootLength=3) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_AreReferencingEachOtherInDefinitions_DefinitionsReferEachOtherWordsNearPuncts_RemovePunctsAndReturnMatched(self): + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "saclant"): return "commanding officer of ACLANT; a general " + return "another dummy definition" + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + def fakeLoadSynsets(self, lemma:str, pos:POSTypes=POSTypes.NOUN,senseOrder:int=1): + return [Synset(None)] + wn.LoadSynsets = partial(fakeLoadSynsets,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.AreReferencingEachOtherInDefinitions(WordPair("saclant","aclant"),NLTKWhitespaceTokenizer(),minRootLength=3) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + @patch.multiple(IRootDetector, __abstractmethods__=set()) + def test_AreReferencingEachOtherInDefinitions_DefinitionsReferWordsConstituteOfSynonyms_ExplodeSynonymsAndMatch(self): + wn = IWordNet() + rootDetector = IRootDetector() + + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "w2"): return "drugs in humans" + return "" + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + + def fakeLoadSynsets(self, lemma:str, pos:POSTypes=POSTypes.NOUN,senseOrder:int=1): + if(lemma == "w1"): + s = Synset(None) + def fakeLemmaNames(self): + return ["drug_company"] + s.lemma_names = partial(fakeLemmaNames,s) + return [s] + return [Synset(None)] + wn.LoadSynsets = partial(fakeLoadSynsets,wn) + + rootDetector = IRootDetector() + def fakeDetectRoots(self, surface:str, priorPOS:POSTypes = None): + if(surface == "drugs"): return {"drug"} + return [] + rootDetector.DetectRoots = partial(fakeDetectRoots,rootDetector) + + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext(),rootDetector=rootDetector) + actual,shared = target.AreReferencingEachOtherInDefinitions(WordPair("w1","w2"),NLTKWhitespaceTokenizer(),minRootLength=3) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeInHierarchy_ReturnTrue(self): #geçen word diğerinin type bilgisinde geçiyor. + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "aphagia"): return "loss of the ability to swallow " + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "aerophagia"): + return [TaxonomyType("conrete.n.01"),TaxonomyType("swallow.n.01"),TaxonomyType("abstraction.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("aerophagia","aphagia"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=0.5) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_OneDefReferencingSynonymOfATypeInHierarchy_ReturnTrue(self): + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "w2"): return "brain is the synonym of on of the types" + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "w1"): + tt = [TaxonomyType("conrete.n.01"),TaxonomyType("beyin.n.01"),TaxonomyType("abstraction.n.01"),TaxonomyType("entity.n.01")] + tt[1].Synonyms.append("brain") #adding synonym + return tt + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("w1","w2"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=0.8) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + @patch.multiple(IRootDetector, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_OneRootInDefReferencingOthersTypeInHierarchy_ReturnTrue(self): + #region stub1 + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "w2"): return "unable to see colors" + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "w2"): + return [TaxonomyType("color_blindness.n.01"),TaxonomyType("swallow.n.01"),TaxonomyType("abstraction.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + #endregion + + #stub2 + rootDetector = IRootDetector() + def fakeDetectRoots(self, surface:str, priorPOS:POSTypes = None): + return ["color"] + rootDetector.DetectRoots = partial(fakeDetectRoots,rootDetector) + + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext(),fastRootDetector=rootDetector) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("w1","w2"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=0.5) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeInViaPhraseHierarchy_MatchViaMatchingPhraseSegment(self): + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "aphagia"): return "yet another organism" + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "aerophagia"): + return [TaxonomyType("conrete.n.01"),TaxonomyType("swallow.n.01"),TaxonomyType("living_organism.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("aerophagia","aphagia"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=0.8) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeInViaPhraseHierarchy_MatchViaFullPhraseMatch(self): + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "word1"): return "type should match with the block red algae" + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "word2"): + return [TaxonomyType("red_algae.n.01"),TaxonomyType("swallow.n.01"),TaxonomyType("living_organism.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("word1","word2"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=0.8) + self.assertTrue(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeViaPhrasePrepositionHierarchy_IgnoreShortSegmentsInPhrases(self): + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "aphagia"): return "description with the preposition of" + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "aerophagia"): + return [TaxonomyType("conrete.n.01"),TaxonomyType("swallow.n.01"),TaxonomyType("part_of_something_organism.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("aerophagia","aphagia"),NLTKWhitespaceTokenizer(),minRootLength=5, typeDepthRatio=0.8) + self.assertFalse(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_MultiSenseAndNoReferenceButEntity_ReturnFalse(self): + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "aphagia"): return "an arbitrary entity " + return "another dummy definition" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "aerophagia"): + return [TaxonomyType("swallow.n.01"),TaxonomyType("another.n.01"),TaxonomyType("another.n.02"),TaxonomyType("person.n.01"),TaxonomyType("living_thing.n.01"),TaxonomyType("thing.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("aerophagia","aphagia"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=0.7) + self.assertFalse(actual) + + @patch.multiple(IWordNet, __abstractmethods__=set()) + def test_ContainsKeywordInTypeHierarchy_NoWordLengthFilteringForRawMatches_True(self): #lamb'i match ettirirken minword filter'lara takılmalı + wn = IWordNet() + def fakeGetMergedDefinitions(self, word:str, forPOS:POSTypes = None)->str: + if(word == "w2"): return "skin of a lamb" + return "" + def fakeGetTypeCodesOfHierarchy(self,thing:str, sense:SenseStrategy=SenseStrategy.CombineAllSenses, ru:RelationUsage=RelationUsage.CreateAll(), wordPos:POSTypes = None): + if(thing == "w1"): + return [TaxonomyType("lamb.n.01"),TaxonomyType("animal.n.01"),TaxonomyType("entity.n.01")] + else: + return [] + wn.GetMergedDefinitions = partial(fakeGetMergedDefinitions,wn) + wn.GetTypeCodesOfHierarchy = partial(fakeGetTypeCodesOfHierarchy,wn) + target = WordPairDefinitionSourceFilter(wn,LinguisticContext.BuildEnglishContext()) + actual,shared = target.ContainsKeywordInTypeHierarchy(WordPair("w2","w1"),NLTKWhitespaceTokenizer(),minRootLength=5,typeDepthRatio=1) #MinRoot + self.assertTrue(actual) + + + def test_TrimTypesByDepthRatio_TwoSensesWithFullDepth(self): + types = [TaxonomyType("gokhan.n.01"),TaxonomyType("yazılımcı.n.01"),TaxonomyType("insan.n.01"),TaxonomyType("entity.n.01"), + TaxonomyType("basketbolcu.n.01"),TaxonomyType("sporcu.n.01"),TaxonomyType("insan.n.01"),TaxonomyType("entity.n.01")] + types = WordPairDefinitionSourceFilter._TrimTypesByDepthRatio("entity.n.01",types,1) + self.assertEqual(8,len(types)) + + def test_TrimTypesByDepthRatio_SingleWithHalfDepth_ReturnFirstHalf(self): + types = [TaxonomyType("gokhan.n.01"),TaxonomyType("yazılımcı.n.01"),TaxonomyType("insan.n.01"),TaxonomyType("entity.n.01")] + types = WordPairDefinitionSourceFilter._TrimTypesByDepthRatio("entity.n.01",types,0.5) + self.assertEqual(2,len(types)) + + def test_TrimTypesByDepthRatio_HierWithNoEntity_NoEffectiveTypes(self): + types = [TaxonomyType("gokhan.n.01"),TaxonomyType("yazılımcı.n.01"),TaxonomyType("insan.n.01")] + types = WordPairDefinitionSourceFilter._TrimTypesByDepthRatio("entity.n.01",types,1) + self.assertEqual(0,len(types)) + + def test__DecomposePhrasesOfSets_ENTypeCodes_SplitUnderscores(self): + actual = WordPairDefinitionSourceFilter._DecomposePhrasesOfSets({"science_fiction"},4,False) + self.assertTrue(actual.__contains__("science")) + self.assertTrue(actual.__contains__("fiction")) + self.assertEqual(2,len(actual)) + + def test__DecomposePhrasesOfSets_TRTypeCodes_SplitUnderscores(self): + actual = WordPairDefinitionSourceFilter._DecomposePhrasesOfSets({"bilim adamı"},4, True) + self.assertTrue(actual.__contains__("bilim")) + self.assertTrue(actual.__contains__("adamı")) + self.assertTrue(actual.__contains__("bilim adamı")) + self.assertEqual(3,len(actual)) + + +if __name__ == "__main__": + unittest.main() diff --git a/src/Core/WordNet/__init__.py b/src/Core/WordNet/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/WordNet/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/WordPair.py b/src/Core/WordPair.py new file mode 100644 index 0000000..a3ed7fc --- /dev/null +++ b/src/Core/WordPair.py @@ -0,0 +1,74 @@ +import unittest +from unittest import TestCase + +class WordPair(object): + + def __init__(self, word1:str, word2:str, goldSimilarity:float=None): + """ + :OtherSimilarity columns: Represents the value calculated by the system determined as the final result \n + :GoldSimilarity: Represents the known ground truth values a priori. Always the fixed 3rd column. + """ + self.Word1:str = word1 + self.Word2:str = word2 + self.GoldSimilarity:float = goldSimilarity + self.Note = None # For information notes related to the WordPair. + self.IsOOV:bool = None # Optionally, this flag can be set externally so that the word pair can be skipped according to the OOV strategy during evaluations. + + def SetOtherSimilarity(self, simType:str, sim:float): + """ + To set different similarity values instead of gold similarity. For example: You can enter Orthographic. + Always saves the sim field name by converting it to lowercase. + :param simType: + :return: + """ + self.__setattr__(simType.lower() + "Similarity",sim) + + @property + def goldSimilarity(self): + return self.GoldSimilarity + + @goldSimilarity.setter + def goldSimilarity(self, value): + self.GoldSimilarity = value + + def GetOtherSimilarity(self, simType:str)->float: + val = self.__getattribute__(simType.lower() + "Similarity") + return float(val) if val >= 0 else None + + def __str__(self): + return str(vars(self)) + + def __repr__(self) -> str: + return str(vars(self)) + + def ToKey(self): + """ + Returns the unique key independent of the order of the words. + :return: + """ + return self.ToOrderFreeUniqueStr(self.Word1,self.Word2) + + def ToPairDisplay(self)->str: + return self.Word1.ljust(24) + "- " + self.Word2.ljust(24) + + @staticmethod + def ToOrderFreeUniqueStr(w1:str, w2:str): + """ + Produces a unique string by placing the smaller word first so that we can express two pairs uniquely independent of order. + :param w1: + :param w2: + :return: + """ + firstOneSmall:bool = w1 < w2 + return w1+"-"+w2 if firstOneSmall else w2+"-"+w1 + + +class WordPairTest(TestCase): + + def test_TwoSymetticalyWordPairs_ReturnSameHashes(self): + hash1:str = WordPair.ToOrderFreeUniqueStr("gokhan","ercan") + hash2:str = WordPair.ToOrderFreeUniqueStr("ercan","gokhan") + self.assertEqual(hash1,hash2) + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/WordPairSynthesizer.py b/src/Core/WordPairSynthesizer.py new file mode 100644 index 0000000..edf273c --- /dev/null +++ b/src/Core/WordPairSynthesizer.py @@ -0,0 +1,67 @@ +# coding=utf-8 +import random +import unittest +from typing import List +from unittest import TestCase + +from src.Core.WordPair import WordPair + + +class WordPairSynthesizer(object): + + def GeneratePossibleWordPairs(self, uniqueWords: List[str], allowSameWordsInAPair: bool = False, allowSymetricalPairs=False): + """ + Combines all possible word pairs. + Implemented with a Python generator. https://anandology.com/python-practice-book/iterators.html + Cython does not support generators, if I remember correctly. + :param wordSource: + :param allowSymetSameWordsInAPair: Do not allow the reverse order of the same pair. + :param uniqueWords: Words must be sent as unique. + :return: + """ + for i in range(0, len(uniqueWords)): + w1: str = uniqueWords[i] + for j in range(0 + i, len(uniqueWords)): + w2: str = uniqueWords[j] + if (not allowSameWordsInAPair) and (i == j): + continue # The same word pair, this can also be made optional in the future. + + # Do + wp: WordPair = None + if (not allowSymetricalPairs): + firstOneSmall: bool = w1 < w2 + wp = WordPair(w1, w2) if firstOneSmall else WordPair(w2, w1) # The smaller word always comes first. + else: + wp: WordPair = WordPair(w1, w2) + yield wp + + def GenerateRandomWordPairs(self, words: List[str], resultLimit: int = 100): + """ + Continuously selects random pairs from the given set. + :param resultLimit: How many generated word pairs are required. Mandatory. + :param uniqueWords: + :return: + """ + generated: int = 0 + while (generated < resultLimit): + i1: int = random.randint(0, len(words) - 1) + i2: int = random.randint(0, len(words) - 1) + w1: str = words[i1] + w2: str = words[i2] + generated += 1 + yield WordPair(w1, w2) + +class WordPairSynthesizerTest(TestCase): + + def test_GeneratePossibleWordPairs_RegularSet_AvoidSymetricalDuplicates(self): + words = ["gokhan", "ercan", "ahmet"] + + wpGenerator = WordPairSynthesizer().GeneratePossibleWordPairs(words, allowSymetricalPairs=False, allowSameWordsInAPair=False) + results = [] + for wp in wpGenerator: + results.append(wp) + + self.assertEqual(3, len(results)) + +if __name__ == '__main__': + unittest.main() diff --git a/src/Core/WordSim/IWordSimilarity.py b/src/Core/WordSim/IWordSimilarity.py new file mode 100644 index 0000000..5822bca --- /dev/null +++ b/src/Core/WordSim/IWordSimilarity.py @@ -0,0 +1,101 @@ +# coding=utf-8 +from abc import abstractmethod +from typing import Optional +from unittest import TestCase + +from src.Core.Dataset.DiscreteScale import DiscreteScale + + +class IWordSimilarity(object): + """ + The semantic, syntactic, or orthographic similarity between two words in the range of (0-1). + It can represent similarity in any sense. + """ + @abstractmethod + def WordSimilarity(self, w1: str, w2: str) -> Optional[float]: + pass + + @staticmethod + def ApplyScaling(score: Optional[float], scoreScale: DiscreteScale, finalScale: DiscreteScale) -> Optional[float]: + """ + Provides a static MinMax scaling algorithm. + Not only scales but also returns the min or max values in finalScale if the given scores exceed the boundary limits. + Example: If you send 10.1 on a 0-10 scale, it converts it to 10. + :param self: + :param score: The original score to be scaled. + :param w1: + :param w2: + :param scoreScale: The scale of the original score. + :param finalScale: The scale to which it will be converted. + :return: + """ + if(score is None): return None + if(not scoreScale): raise Exception("The WordSim source did not provide the DiscreteScale type SimilarityScale information that specifies the scale of the given score!") + if(not scoreScale.IsNormalized()): return score + + # Validate boundary cases + if finalScale is None: return score # If no finalScale is given, return the original score without scaling. + if (not finalScale.IsNormalized()): return score # If the finalScale is open, again cannot scale, so return the original score. + if(scoreScale.Max == 0): return 0 # If max is 0, the entire dataset is 0, and the given score is also 0. + + # Scale the original score + scoreDiff = scoreScale.Max - scoreScale.Min + scorePerc = (score - scoreScale.Min) / scoreDiff + + # Add the original score to the final and scale the final + finalDiff = finalScale.Max - finalScale.Min + f = finalScale.Min + (scorePerc * finalDiff) + + # Return minmax if out-of-bounds + if(f > finalScale.Max): return finalScale.Max + if(f < finalScale.Min): return finalScale.Min + return f + + def WordSimilarityInScale(self, w1: str, w2: str, finalScale: DiscreteScale) -> Optional[float]: + """ + Returns the value not with the original scale but with the desired scale. + :param w1: + :param w2: + :param finalScale: + :return: + """ + score = self.WordSimilarity(w1, w2) + return self.ApplyScaling(score, self.SimilarityScale(), finalScale) + + @abstractmethod + def SimilarityScale(self) -> DiscreteScale: + """ + Indicates the scale in which the scores are returned. + :return: + """ + pass + + +class IWordSimilarityTest(TestCase): + + def test_ApplyScaling_MinIsNotZero(self): + dsScale = DiscreteScale(1, 5) # I later realized that MTurk771 is 1-5. The unrelated region looked completely empty. + self.assertEqual(0, IWordSimilarity.ApplyScaling(1, dsScale, DiscreteScale(0, 1))) + self.assertEqual(0.25, IWordSimilarity.ApplyScaling(2, dsScale, DiscreteScale(0, 1))) + self.assertEqual(0.5, IWordSimilarity.ApplyScaling(3, dsScale, DiscreteScale(0, 1))) + self.assertEqual(0.75, IWordSimilarity.ApplyScaling(4, dsScale, DiscreteScale(0, 1))) + self.assertEqual(1, IWordSimilarity.ApplyScaling(5, dsScale, DiscreteScale(0, 1))) + # Out of bounds + self.assertEqual(0, IWordSimilarity.ApplyScaling(0, dsScale, DiscreteScale(0, 1))) + self.assertEqual(1, IWordSimilarity.ApplyScaling(6, dsScale, DiscreteScale(0, 1))) + + def test_ApplyScaling_SameScales_ReturnSame(self): + self.assertEqual(0.45, IWordSimilarity.ApplyScaling(0.45, DiscreteScale(0, 1), DiscreteScale(0, 1))) + self.assertEqual(0, IWordSimilarity.ApplyScaling(0, DiscreteScale(0, 1), DiscreteScale(0, 1))) + self.assertEqual(1, IWordSimilarity.ApplyScaling(1, DiscreteScale(0, 1), DiscreteScale(0, 1))) + # Out of bounds + self.assertEqual(0, IWordSimilarity.ApplyScaling(-0.004, DiscreteScale(0, 1), DiscreteScale(0, 1))) + self.assertEqual(1, IWordSimilarity.ApplyScaling(1.000001, DiscreteScale(0, 1), DiscreteScale(0, 1))) + + def test_ApplyScaling_DiffScale_Scale(self): + self.assertEqual(4.5, IWordSimilarity.ApplyScaling(0.45, DiscreteScale(0, 1), DiscreteScale(0, 10))) + self.assertEqual(0, IWordSimilarity.ApplyScaling(0, DiscreteScale(0, 1), DiscreteScale(0, 10))) + self.assertEqual(10, IWordSimilarity.ApplyScaling(1, DiscreteScale(0, 1), DiscreteScale(0, 10))) + # Out of bounds + self.assertEqual(0, IWordSimilarity.ApplyScaling(-0.001, DiscreteScale(0, 1), DiscreteScale(0, 10))) + self.assertEqual(10, IWordSimilarity.ApplyScaling(1.1111, DiscreteScale(0, 1), DiscreteScale(0, 10))) diff --git a/src/Core/WordSim/WordSimDataset.py b/src/Core/WordSim/WordSimDataset.py new file mode 100644 index 0000000..9b79510 --- /dev/null +++ b/src/Core/WordSim/WordSimDataset.py @@ -0,0 +1,378 @@ +# coding=utf-8 +import unittest +from operator import index +from typing import List, Optional, Dict, Tuple +from unittest import TestCase +from pandas import DataFrame + +from src.Core.Dataset.Dataset import Dataset +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.Dataset.MetadataParser import MetadataParser +from src.Core.Languages.Grammars.IGrammar import IGrammar +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.WordPair import WordPair +from src.Core.WordSim.IWordSimilarity import IWordSimilarity +from src.Tools import Resources +from src.Tools.Logger import logp + + +class WordSimDataset(Dataset, IWordSimilarity): + + def __init__(self, filename:str=None, fullPath:str = None, linguisticContext:LinguisticContext=None, scale:DiscreteScale=None) -> None: + """ + :param filename: To load directly from WordSim files. + :param fullPath: To load by giving an absolute address. If FullPath is given, it is used. + """ + super().__init__() + self.Filename = filename + self.FullPath = fullPath + self.Wordpairs:List[WordPair] = [] + self._WPIndex:Dict[str,WordPair] = {} #WpKey,WordPair + self.Name:str = filename + if(scale is None): scale = DiscreteScale(0,10) #default + self.Scale:DiscreteScale = scale + self.LinguisticContext = linguisticContext + self.GoldSimilarityColumn = "GoldSimilarity" # Which column should be used for IWordSimilarity evaluations as ground truth for this dataset! + + def _IndexWordpairs(self): + for wp in self.Wordpairs: + wpkey = wp.ToKey() + self._WPIndex[wpkey] = wp + + def LoadWithWordPairs(self, wordpairs:List[WordPair]): + self.Wordpairs = wordpairs + self._IndexWordpairs() + + def Persist(self, newPath, metaScale:DiscreteScale = None): + """ + :param metaScale: Marks the given scale when saving, regardless of the dataset's scale. + :param newPath: + :return: + """ + index:int = 0 + if (len(self.Wordpairs) == 0): + logp("WARNING! - Wordpairs is set is empty. Nothing to save!",True) + return + + # Get Schema from the first record. - If it exists in the first record, we assume it exists in the others as well. + wpFirst = self.Wordpairs[0] + attrs = vars(wpFirst) + simColumns:List[str] = [] + simAttrs:List[str] = [] + for attr in attrs: + if (attr == "GoldSimilarity"): continue + if attr.__contains__("Similarity"): + simColumns.append(attr.replace("Similarity","").lower()) + simAttrs.append(attr) + + # Iterate and save + index = 0 + line:str = "" + with open(newPath,mode="w+",encoding="utf-8",errors='ignore',) as wr: + # Header + header = "w1\tw2\tgold" + colIndex = 0 + for simColumn in simColumns: + header = header + "\t" + str(simColumn) + colIndex += 1 + header = header + "\tNote" #wp.Note column + wr.write(header + "\n") + + for wp in self.Wordpairs: + # Core + line = wp.Word1 + "\t" + wp.Word2 + "\t" + ("" if wp.GoldSimilarity is None else str(wp.GoldSimilarity)) + + # From Other + colIndex = 0 + for simColumn in simColumns: + try: + line = line +"\t" + str(wp.__getattribute__(simAttrs[colIndex])) + colIndex += 1 + except Exception as ex: + print("An exception occurred: " + str(ex)) + + if wp.Note is not None: # Wp.Note column + line = line + "\t'" + wp.Note + "'" # There should be no special characters in Note! + + index += 1 + wr.write(line + "\n") + + # Add Headers + effScale = metaScale if metaScale else self.Scale + if(effScale): + lines = None + with open(newPath,encoding="utf-8",errors='ignore') as fp: + lines = fp.readlines() + with open(newPath,mode="w+",encoding="utf-8",errors='ignore',) as wr: + wr.write("#Scale=" + str(effScale.Min) +"-" + str(effScale.Max) + "\n") + for line in lines: + wr.write(line) + logp("Dataset kaydedildi. Path: " + newPath) + + def ToWSQuestExcel(self, excelFilePath:str): + """ + Converts to WordSimQuest Excel format. + :return: + """ + df:DataFrame = DataFrame() + index:int = 1 + dsSize:int = len(self.Wordpairs) + for wp in self.Wordpairs: + df.at[index,"W1"] = wp.Word1 + df.at[index, "W2"] = wp.Word2 + df.at[index, "Qtype"] = "Sim" + index += 1 + for wp in self.Wordpairs: + df.at[index,"W1"] = wp.Word1 + df.at[index, "W2"] = wp.Word2 + df.at[index, "Qtype"] = "Rel" + index += 1 + df.to_excel(excelFilePath,sheet_name="Questions",columns=["W1","W2","Qtype"],index=True) + + def Load(self, autoLowerCase:bool=True): + # Validate + if(autoLowerCase and self.LinguisticContext is None): raise Exception("Cannot lowercase when LinguisticContext is null!") + + # Effective path + path:str = None + if (self.FullPath): + path = self.FullPath + else: + path = Resources.GetWordSimilarityFile(self.Filename) + + # Load + wordpairs, metadata = self.ReadWordPairs(path) + grammar:IGrammar = self.LinguisticContext.BuildGrammar() if self.LinguisticContext else None + for wp in wordpairs: + if(autoLowerCase): + wp.Word1 = grammar.ToLowerCase(wp.Word1) + wp.Word2 = grammar.ToLowerCase(wp.Word2) + self.Wordpairs.append(wp) + self._IndexWordpairs() + self.Scale = self.GetMetadataScaleOrDefault(metadata) + return self + + def LoadScale(self): + scale = self.ReadScale() + self.Scale = scale + + def ReadScale(self): + # Effective path + path:str =None + if (self.FullPath): + path = self.FullPath + else: + path = Resources.GetWordSimilarityFile(self.Filename) + + wordpairs, metadata = self.ReadWordPairs(path, metadataOnly=True) + return self.GetMetadataScaleOrDefault(metadata) + + @staticmethod + def GetMetadataScaleOrDefault(metadata:Dict[str,str])->DiscreteScale: + if (not metadata): return DiscreteScale() + if(metadata.__len__() == 0): return DiscreteScale() + scale:str = metadata.get("Scale") + if(scale): + segments = scale.split("-") + return DiscreteScale(float(segments[0]),float(segments[1])) + return DiscreteScale() + + def Name(self)->str: + return self.Name + + @property + def Size(self)->int: + return len(self.Wordpairs) + + def __str__(self) -> str: + return self.Name + " (" + str(self.Size) + ")" + + def __repr__(self) -> str: + return self.__str__() + + #region IWordSimilarity + def WordSimilarity(self, w1: str, w2: str) -> Optional[float]: + wpq:WordPair = WordPair(w1,w2) + qkey = wpq.ToKey() + wp:WordPair = self._WPIndex.get(qkey) + if(wp is None): return None + return self.GetGoldValue(wp) + + def SimilarityScale(self) -> DiscreteScale: + return self.Scale + + def GetSimilarityColumns(self)->List[str]: + """ + Lists the Similarity columns that the dataset data has. + :return: + """ + if len(self.Wordpairs) == 0: raise Exception("Dataset should be loaded first to get that info!") + wp = self.Wordpairs[0] #Using the first instance + columns = [] + for k,v in wp.__dict__.items(): + if(k.__contains__("Similarity")): + columns.append(k) + return columns + + def GetGoldSimilarityColumn(self): + return self.GoldSimilarityColumn + + def SetGoldSimilarityColumn(self, simcol:str): + simcols = self.GetSimilarityColumns() + if not (simcol in simcols): raise Exception("Should be in the list: " + str(simcols)) + self.GoldSimilarityColumn = simcol + + def GetGoldValue(self, wp:WordPair): + """ + Returns the sim/rel value according to the column marked as Gold in the dataset. + :param wp: + :return: + """ + simType = self.GoldSimilarityColumn.replace("Similarity","") + return wp.GetOtherSimilarity(simType) + + #endregion + + @staticmethod + def ReadWordPairs(path:str, delimiter='\t', case_insensitive=False, minGoldSimilarity:float = None, maxGoldSimilarity = None, autoTrimWords:bool = False, metadataOnly:bool = False)->Tuple[List[WordPair], Dict[str,str]]: + """ + Reads WordSim files from the filesystem. + :param path: + :param delimiter: + :param case_insensitive: + :param minGoldSimilarity: Min value filter. + :param maxGoldSimilarity: If given, does not load word pairs with values greater than the given max value. + :return: + """ + wordpairs:List[WordPair] = [] + headerLine:str = None + + # Meta + metaParse = MetadataParser() + metadatas:Dict[str,str] = {} + + with open(path,encoding="utf-8",errors='strict') as fp: + logp("Loading wordpair dataset into memory..." + path,True) + lines = fp.readlines() + scale:int = 10 + lineIndex = 0 + for line in lines: + lineIndex += 1 + #print(lineIndex) + if line.lower().startswith('#w1\t') or line.lower().startswith('w1\t'): # skip header. + headerLine = line + continue + # metaheaders + elif (line.lower().startswith("#") and lineIndex <= 2): # We only accept the header in the first 2 lines. We detect comments in other lines. + metadatas = metaParse.ParseMetaHeader(line) + elif (line.lower().startswith("#")): # Disabled word-pair ex: #car automobile 5 + continue + else: + # Read WordPair + if(metadataOnly): continue # Only get metadata and exit. + a:str = None + b:str = None + goldsimstr:str = None + index:int = 0 + wp: WordPair = WordPair("","") + for col in line.split(delimiter): + col = col.replace("\r","").replace("\n","") + if (index == 0): a = col + if (index == 1): b = col + if (index == 2): goldsimstr = col + # Other sim columns + + if (index > 2): + if (headerLine): # If there is no header, more than 3 columns cannot be loaded. + colName = headerLine.split(delimiter)[index].replace("\r","").replace("\n","") + if(colName.lower() == "note"): + if(col is not None): wp.Note = col + else: + attrName = colName + "Similarity" + colval:float = float(col) if (col and col != 'None') else None + wp.__setattr__(attrName,colval) + if(colval is None): logp("'None' value for' " + attrName + "'. Line: " + line) + index += 1 + + # Format + sim_gold:float = float(goldsimstr) if(goldsimstr) else None + if(autoTrimWords): + a = a.strip() + b = b.strip() + if (case_insensitive): + a = a.upper() + b = b.upper() + wp.Word1 = a + wp.Word2 = b + wp.GoldSimilarity = sim_gold + # Filters + if (wp.GoldSimilarity): # Apply filter if not empty + if(minGoldSimilarity): + if (wp.GoldSimilarity < minGoldSimilarity): continue + if(maxGoldSimilarity): + if (wp.GoldSimilarity > maxGoldSimilarity): continue + wordpairs.append(wp) + + # set metadatas + logp("Loaded wordpairs from path: " + path + " ("+ str(len(wordpairs)) + " items)",True) + return wordpairs, metadatas + + #region OOV + + def CountOOVs(self): + """ + Count OOV flagged word-pairs in the dataset. + :return: + """ + oovs:int = 0 + for wp in self.Wordpairs: + if(wp.IsOOV == True): oovs = oovs+1 + return oovs + + #endregion + + #region Merge + + @staticmethod + def MergeDatasets(datasets, newName:str,scale:DiscreteScale, autoRemoveDuplicates:bool = True): + """ + Merges datasets without removing duplicates + :param self: + :param datasets: + :param newName: + :return: + """ + dsMerged:WordSimDataset = WordSimDataset(newName + ".csv", scale=scale) + wpset = set() + for ds in datasets: + for wp in ds.Wordpairs: + gold = wp.GoldSimilarity + goldScaled:float = WordSimDataset.ApplyScaling(gold,ds.Scale,dsMerged.Scale) + wpNew:WordPair = WordPair(wp.Word1, wp.Word2, goldScaled) + key:str = wpNew.ToKey() + if(not key in wpset): + dsMerged.Wordpairs.append(wpNew) + wpset.add(key) + return dsMerged + + #endregion + + +class WordSimDatasetTest(TestCase): + + def test_MergeDatasets_MergeTwoWithDifferentScales_NoDuplicates(self): + ds1 = WordSimDataset(scale=DiscreteScale(0,10)) + ds1.Wordpairs.append(WordPair("word1","word2",5)) + + ds2 = WordSimDataset(scale=DiscreteScale(0, 5)) + ds2.Wordpairs.append(WordPair("word11", "word12", 2)) + ds2.Wordpairs.append(WordPair("word11", "word12", 2)) #duplicate + + merged:WordSimDataset = WordSimDataset.MergeDatasets([ds1,ds2],"merged",DiscreteScale(0,1)) + self.assertEqual(2, len(merged.Wordpairs)) + self.assertEqual(0.5, merged.Wordpairs[0].GoldSimilarity) + self.assertEqual(0.4, merged.Wordpairs[1].GoldSimilarity) + + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/src/Core/WordSim/WordSimilarityNormalizerWrapper.py b/src/Core/WordSim/WordSimilarityNormalizerWrapper.py new file mode 100644 index 0000000..63deada --- /dev/null +++ b/src/Core/WordSim/WordSimilarityNormalizerWrapper.py @@ -0,0 +1,135 @@ +# coding=utf-8 +import unittest +from typing import Optional, List, Dict +from unittest import TestCase + +from src.Core.Dataset.DiscreteScale import DiscreteScale +from src.Core.WordPair import WordPair +from src.Core.WordSim.IWordSimilarity import IWordSimilarity +from src.Core.WordSim.WordSimDataset import WordSimDataset +from src.Tools import ValueHelper +from src.Tools.Logger import logp +from src.Tools.Progressor import Progressor + + +class WordSimilarityNormalizerWrapper(IWordSimilarity): + """ + Enables Min-Max scaling of the WordSimilarity model by assuming the min-max values of a specific wordpair set. + It makes sense to use it for models with 'open' scale values. + If there are POSITIVE_INFINITIVE values in the series, it sets them to the series max. + """ + + def __init__(self, wrappedWordSimilarity: IWordSimilarity, wordpairs: List[WordPair], normalizationScale: DiscreteScale) -> None: + """ + Automatically normalizes any IWordSimilarity model by wrapping it. + :param wrappedWordSimilarity: + :param wordPairs: + :param finalScale: The scale to be achieved as a result. + """ + super().__init__() + self._WrappedWordSimilarity = wrappedWordSimilarity + self.OriginalWordPairs: List[WordPair] = wordpairs + self.NormalizationScale: DiscreteScale = normalizationScale + self._ScaledScores: Dict[WordPair, float] = None + self._IsNormalized = False + if(len(wordpairs) <= 10): + logp("Min-max normalization may not give good results with such a small wordpair list!!!! Only " + str(len(wordpairs)) + " wordpairs. Ensure at least Min and Max values exist!!") + self._Normalize() # Works eagerly along with the ctor stage. Essential because it needs the min/max of the entire dataset! + + def _Normalize(self): + """ + Does not need to be called externally. Does not manipulate the input dataset. + Processes and scales all pairs at once. + The normalized values need to be retrieved later using self._ScaledScores. + :param wordPairs: + :return: + """ + self._ScaledScores: Dict[WordPair, float] = {} + m: IWordSimilarity = self._WrappedWordSimilarity + mScale = m.SimilarityScale() + + # Originals + logp("WordSimilarityNormalizerWrapper.Eagerly normalizing " + str(self.OriginalWordPairs.__len__()) + " wordpairs ...", anyMode=True) + prog = Progressor(expectedIteration=self.OriginalWordPairs.__len__()) + iter = 0 + for wp in self.OriginalWordPairs: + # print(str(iter)) + prog.logpif(iter, iterstr="wordpair", progressBatchSize=int(self.OriginalWordPairs.__len__() / 100), anyMode=True) + sim = m.WordSimilarityInScale(wp.Word1, wp.Word2, self.NormalizationScale) + self._ScaledScores[wp.ToKey()] = sim + iter = iter + 1 + + # Normalizing + minval: float = mScale.Min if mScale.Min is not None else min(filter(None, self._ScaledScores.values())) + inf = ValueHelper.POSITIVE_INF + maxval: float = max(filter(None, + filter(lambda x: x != inf, self._ScaledScores.values()) # Skip INF values while finding max. + )) + dynamicScale = DiscreteScale(minval, maxval) + i = 0 + for wp in self.OriginalWordPairs: + wpkey = wp.ToKey() + sim = self._ScaledScores.get(wpkey) + if(sim is None): continue + if(sim == inf): sim = maxval # If INF exists, set it to max. + normalized = self.ApplyScaling(sim, dynamicScale, self.NormalizationScale) + if(normalized is not None): + self._ScaledScores[wpkey] = normalized + i = i + 1 + self._IsNormalized = True + logp("WordSimilarityNormalizerWrapperNormalization completed!", anyMode=True) + + def WordSimilarity(self, w1: str, w2: str) -> Optional[float]: + return self._ScaledScores[WordPair(w1, w2).ToKey()] + + def WordSimilarityInScale(self, w1: str, w2: str, finalScale: DiscreteScale): + # The normalized scale and finalScale are still different. FinalScale: The projection scale aimed at the end. Normalization is the result of MinMax scaling. + if(self._IsNormalized): + simNormalized = self._ScaledScores.get(WordPair(w1, w2).ToKey()) + if(simNormalized is None): return None # OOV + return self.ApplyScaling(simNormalized, self.SimilarityScale(), finalScale) + else: + return self._WrappedWordSimilarity.WordSimilarityInScale(w1, w2, finalScale) + + def SimilarityScale(self) -> DiscreteScale: + return self.NormalizationScale if self._IsNormalized else self._WrappedWordSimilarity.SimilarityScale() + + def ToNewWordPairs(self): + """ + Sets the GoldSimilarity field of the WordPairs in the newly returned list. + :return: + """ + wp2: List[WordPair] = [] + for owp in self.OriginalWordPairs: + wp2.append(WordPair(owp.Word1, owp.Word2, self.WordSimilarity(owp.Word1, owp.Word2))) + return wp2 + + +class WordSimilarityNormalizerWrapperTest(TestCase): + + def test_CtorWrap_NormalizedMetric_ScaleOnly(self): + ds = WordSimDataset(scale=DiscreteScale(0, 1)) + wps = [] + wps.append(WordPair("wp1_1", "wp1_2", 1)) + wps.append(WordPair("wp2_1", "wp2_2", 0.5)) + ds.LoadWithWordPairs(wps) + normalizerWrapper = WordSimilarityNormalizerWrapper(ds, wps, DiscreteScale(0, 10)) + self.assertEqual(10, normalizerWrapper.WordSimilarity("wp1_1", "wp1_2")) + self.assertEqual(5, normalizerWrapper.WordSimilarity("wp2_1", "wp2_2")) + + def test_CtorWrapAndToNewWordPairs_UnnormalizedMetric_Normalize(self): + ds = WordSimDataset(scale=DiscreteScale(0, 10)) + wps = [] + wps.append(WordPair("wp1_1", "wp1_2", 2)) + wps.append(WordPair("wp2_1", "wp2_2", 5)) # max=5, factor would be x2 + ds.LoadWithWordPairs(wps) + normalizerWrapper = WordSimilarityNormalizerWrapper(ds, wps, DiscreteScale(0, 10)) + self.assertEqual(4, normalizerWrapper.WordSimilarity("wp1_1", "wp1_2")) + self.assertEqual(10, normalizerWrapper.WordSimilarity("wp2_1", "wp2_2")) + + normalizedCopy = normalizerWrapper.ToNewWordPairs() + self.assertEqual(4, normalizedCopy[0].GoldSimilarity) + self.assertEqual(10, normalizedCopy[1].GoldSimilarity) + +if __name__ == "__main__": + unittest.main() diff --git a/src/Core/WordSim/__init__.py b/src/Core/WordSim/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/WordSim/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/__init__.py b/src/Core/__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/src/Core/__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/src/Core/requirements.txt b/src/Core/requirements.txt new file mode 100644 index 0000000..c4dbba0 --- /dev/null +++ b/src/Core/requirements.txt @@ -0,0 +1,7 @@ +auto_mix_prep==0.2.0 +Deprecated==1.2.14 +goto==0.1.3 +nltk==3.4.5 +pandas==2.2.3 +tabulate==0.8.10 +unicode_tr==0.6.1 diff --git a/src/Run.py b/src/Run.py new file mode 100644 index 0000000..f3b983f --- /dev/null +++ b/src/Run.py @@ -0,0 +1,51 @@ +import os +import sys + +from src.Core import Generator +from src.Core.Generator import GenerateDataset, SetContext + + +from src.Core.Languages.LinguisticContext import LinguisticContext +from src.Core.Morphology.POSTypes import POSTypes +from src.Core.OSimUnrPipeline.EnglishPipeline import EnglishPipeline +from src.Core.OSimUnrPipeline.PipelineProviderBase import PipelineProviderBase +from src.Core.Orthographic.NormalizedStringSimilarity.EditDistance import EditDistance +from src.Core.WordNet.NLTKWordNetWrapper import QueryLanguages + +from src.Tools import Resources +from src.Tools.Logger import logp + +sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) + +if __name__ == '__main__': + englishPipeline: PipelineProviderBase = EnglishPipeline(LinguisticContext.BuildEnglishContext(), EditDistance()) + Generator.Provider = englishPipeline + print(englishPipeline) + # exit() + + #Start the dataset generation with default values for English language using EditDistance ('edit') as orthographic similarity measure. + # Resources.SetRootFolder("c:\Set your custom root resources folder here") # Optional: Will be calculated automatically if not set. + logp(f"Resources root: {Resources.GetResourcesRoot()}", True) + logp("Starting dataset generation..",True) + + GenerateDataset(wordPosFilters=[POSTypes.NOUN], + minOrthographicSimQ3=0.50, minOrthographicSimQ4=0.75, + limitWordCands=500, maxRelatedness=0.25 + ) + logp("Dataset generation completed.",True) + + #QueryLanguages() + +# with 3.6 + # $env:PYTHONPATH = "L:\Projects\OSimUnr-Generator" + # C:/Users/gokhan/AppData/Local/Programs/Python/Python36/python.exe -m pip install pandas (pip kurulum için) + # C:/Users/gokhan/AppData/Local/Programs/Python/Python36/python.exe src\Run.py + # C:/Users/gokhan/AppData/Local/Programs/Python/Python36/python.exe test\UnitTestsRunner.py + +# with TEST2 (conda activate'ten sonra path'e gerek yok.) + # conda activate TEST2 + # $env:PYTHONPATH = "L:\TEST" + # pip install pip-tools + # pip install -r requirements.txt + # python src\Run.py + # python test\UnitTestsRunner.py diff --git a/src/Tools/FormatHelper.py b/src/Tools/FormatHelper.py new file mode 100644 index 0000000..511cbbb --- /dev/null +++ b/src/Tools/FormatHelper.py @@ -0,0 +1,84 @@ +# coding=utf-8 +#https://mkaz.blog/code/python-string-format-cookbook/ + +# Number Format Output Description +# 3.1415926 {:.2f} 3.14 2 decimal places +# 3.1415926 {:+.2f} +3.14 2 decimal places with sign +# -1 {:+.2f} -1.00 2 decimal places with sign +# 2.71828 {:.0f} 3 No decimal places +# 5 {:0>2d} 05 Pad number with zeros (left padding, width 2) +# 5 {:x<4d} 5xxx Pad number with x’s (right padding, width 4) +# 10 {:x<4d} 10xx Pad number with x’s (right padding, width 4) +# 1000000 {:,} 1,000,000 Number format with comma separator +# 0.25 {:.2%} 25.00% Format percentage +# 1000000000 {:.2e} 1.00e+09 Exponent notation +# 13 {:10d} 13 Right aligned (default, width 10) +# 13 {:<10d} 13 Left aligned (width 10) +# 13 {:^10d} 13 Center aligned (width 10) + +_TwoDigitFormat:str =".2f" +_ThreeDigitFormat:str =".3f" +_FourDigitFormat:str =".4f" +_NoDecimalFormat:str = ".0f" +_ThousandsSeperatorFormat:str = "," + +def TwoDigit(value)->str: + return ("{:"+_TwoDigitFormat+"}").format(value) + +def ThreeDigit(value)->str: + return ("{:"+_ThreeDigitFormat+"}").format(value) + +def NoDecimal(value)->str: + return ("{:"+_NoDecimalFormat+"}").format(value) + +def ThousandSeperator(value)->str: + return ("{:"+_ThousandsSeperatorFormat+"}").format(value) + +def Humanize(num, reportActualNumber:bool = False)->str: + """ + Converts the given large numeric value to easily readable values like 10K, 1M, 4B. + ref: https://stackoverflow.com/questions/579310/formatting-long-numbers-as-strings-in-python/45846841 + :param num: + :param reportActualNumber: If True, it also gives the actual number in parentheses in addition to the abbreviation. + :return: + """ + orgnum = num + num = float('{:.3g}'.format(num)) + magnitude = 0 + while abs(num) >= 1000: + magnitude += 1 + num /= 1000.0 + hum:str = '{}{}'.format('{:f}'.format(num).rstrip('0').rstrip('.'), ['', 'K', 'M', 'B', 'T'][magnitude]) + if(reportActualNumber==True and orgnum > 999): + hum = hum + " (" + ThousandSeperator(orgnum) + ")" + return hum + + + +import unittest +from unittest import TestCase + +class FormatHelperTest(TestCase): + + import unittest + from unittest import TestCase + + def test_Humanize_WithReportActualNumber(self): + self.assertEqual("6.54B (6,543,165,413)",Humanize(6543165413,True)) + + def test_Humanize_SmallNumber_WithReportActualNumber_DoNotReportActual(self): + self.assertEqual("999",Humanize(999,True)) + + def test_Humanize_NotSmallNumber_WithReportActualNumber_DoReportActual(self): + self.assertEqual("1K (1,000)",Humanize(1000,True)) + +if __name__ == "__main__": + unittest.main() + + print(Humanize(999999)) + print(Humanize(999499)) + print(Humanize(9994)) + print(Humanize(9994)) + print(Humanize(9900)) + print(Humanize(6543165413, True)) + print(TwoDigit(3.14545)) \ No newline at end of file diff --git a/src/Tools/Logger.py b/src/Tools/Logger.py new file mode 100644 index 0000000..a5a2ba0 --- /dev/null +++ b/src/Tools/Logger.py @@ -0,0 +1,110 @@ +import sys +from datetime import datetime + +#anyMode logs in every mode regardless of Debug/Release mode. +from typing import Optional + +from src.Tools import FormatHelper + + +def logp(msg:str, anyMode:bool = False): + """ + Abbreviation of LogProgress + :param msg: + :param anyMode: If True, logs in every mode. + :return: + """ + if(not anyMode and not IsInDebug()): return + _printWithTime(msg) + +def logl(msg:str, label:str = "", anyMode:bool = False): + """ + LogLabel: Information printed to the console in every mode for tracing. Disabled in debug mode. + :param msg: + :param label: + :param anyMode: + :return: + """ + + if(not anyMode and not IsInDebug()): return + if(label is not ""): label = label + ": " + _printWithTime(label + msg) + +def log(any, anyMode:bool = False): + """ + Standard log request. + :param any: + :param anyMode: + :return: + """ + if(not anyMode and not IsInDebug()): return + _printWithTime(str(any)) + +_VerboseMode:bool = False #Verbose mode. +def logv(any): + """ + Logging in verbose mode. This means the developer using this does not want to inflate the log too much in every case. + This mode only works in debug mode. + :param any: + :return: + """ + if(not IsInDebug()): return + global _VerboseMode + if(not _VerboseMode): return + _printWithTime(str(any)) + +def printArray(arr, arrayName, anyMode:bool = False): + if(not anyMode and not IsInDebug()): return + print("\n " + "array" +": " + arrayName) + print(arr) + print(arr.shape) + + +def logpif(iter:int, iterstr:str = "iter", expectedIter:int = 100, progressBatchSize:int = 10, anyMode=True, humanize:bool=True)->Optional[float]: + """ + Logs the progress according to the given progressBatchSize (default:10). + :param iter: iteration index + :param expectedIter: Total number of iterations expected. If given, the logger also reports the percentage. If not given (or 0), it only reports the iteration in BatchSize. Default: 100s + :param progressBatchSize: Logs in batches of this size. If not given, the global default=10 + :param humanize: If not calculating percentage, prints the increasing iteration numbers in human readable format like K M B. + :return: + """ + effBatchSize = 10 if (progressBatchSize is None or progressBatchSize<=0) else progressBatchSize #10 default + if((iter % effBatchSize) == 0): + msg = "" + perc:float = None + + if(expectedIter is not None): + if(expectedIter > 0): + perc = round(iter/expectedIter*100,2) if expectedIter is not None else None + valStr = str(iter) if perc is None else str(iter) + "/" + str(expectedIter) + " ("+str(perc)+"%)" + msg:str = iterstr + ": " + valStr + else: #No estimation exits + msg = iterstr + ": " + FormatHelper.Humanize(iter) if humanize else str(iter) + + logp(msg,anyMode) + return perc + return None + +_DebugSet:bool = False +_Debug:bool = False +def IsInDebug()->bool: #Checking the debug with sys.gettrace() is not working with Cython. Therefore, we manually inject debug mode from the main script. + global _Debug + global _DebugSet + if(_DebugSet): + return _Debug + else: + # set debug global var. for the first time. + t = sys.gettrace() #It checks whether the #PyCharm debugger is attached. + if (t is None): + _Debug = False + print("Debugger is not attached. _Debug=False") + else: + print("Debugger is attached. _Debug=True.") + _Debug = True + _DebugSet = True + return _Debug + +def _printWithTime(finalmsg:str): + now = datetime.now() + print(now.strftime("%H:%M:%S") + ": " + finalmsg) \ No newline at end of file diff --git a/src/Tools/Progressor.py b/src/Tools/Progressor.py new file mode 100644 index 0000000..5f6f545 --- /dev/null +++ b/src/Tools/Progressor.py @@ -0,0 +1,49 @@ +# coding=utf-8 +from datetime import timedelta, time +from typing import Optional +from timeit import default_timer as timer +from src.Tools.Logger import logpif, logp + + +class Progressor(object): + """ + Uses the same schema as Logger but measures the time elapsed between the previous iteration and estimates the duration. + """ + + def __init__(self, expectedIteration:int=None, reportRemaniningTime:bool = True, reportElapsedTime:bool = False) -> None: + """ + :param expectedIteration: If this expected value is not given, it cannot perform percentage estimation. + :param reportRemaniningTime: + :param reportElapsedTime: + """ + super().__init__() + self.StartTime = None + self.ReportRemainingTime = reportRemaniningTime + self.ReportElapsedTime = reportElapsedTime + self.ExpectedIteration = expectedIteration + + def logpif(self, iter:int, iterstr:str = "iter", progressBatchSize:int = None, anyMode:bool=True)->Optional[float]: + """ + Logs the progress according to the fixed ProgressBatchSize. + :param anyMode: If True, it logs in every mode. + :param iter: iteration index + :param expectedIter: Total number of iterations expected. If given, the logger also reports the percentage. + :param progressBatchSize: Logs in batches of this size. If not given, the global default=10 + :return: + """ + if (self.StartTime is None): self.StartTime = timer() + perc:float = logpif(iter,iterstr,self.ExpectedIteration,progressBatchSize,anyMode) + if (perc): + #Record for estimation + if (self.ExpectedIteration): + if(perc > 0): self._ReportRemaningTime(perc, anyMode) + return perc + return None + + def _ReportRemaningTime(self, perc:float, anyMode): + now = timer() + duration = now - self.StartTime + estimation = (100 * duration / perc) - duration + if(self.ReportElapsedTime): logp("Took: " + timedelta(seconds=duration).__str__(), anyMode) + if(self.ReportRemainingTime): logp("Remaining: " + timedelta(seconds=estimation).__str__(), anyMode) + diff --git a/src/Tools/Resources.py b/src/Tools/Resources.py new file mode 100644 index 0000000..2e0da6a --- /dev/null +++ b/src/Tools/Resources.py @@ -0,0 +1,45 @@ +import os +from pathlib import Path +from typing import Optional + +from src.Tools.Logger import logp + +""" +If we take the Gensim root folder as the root, it returns the folder according to the scripts running in that path. +""" +def GetRoot()->str: + path = os.getcwd() + return path + +global _RootFolder +_RootFolder = None + +def SetRootFolder(rootFolder:str): + _RootFolder = rootFolder +def GetResourcesRoot()->str: + global _RootFolder + if(_RootFolder is not None): + logp("Resources root folder is set to: " + str(_RootFolder),True) + return str(_RootFolder) + root:str = GetRoot() + if(root.endswith("src") or root.endswith("test")): + return str(Path(root).parent.joinpath("Resources")) + else: + return str(Path(root).joinpath("Resources")) +def GetResourcesSubFolder(subfolder:str)->str: + return str(Path(GetResourcesRoot()).joinpath(subfolder)) + +def GetWordSimilarityRoot()->str: + return str(Path(GetResourcesSubFolder("Evaluation")).joinpath("WordSimilarity")) +def GetWordSimilarityFile(filename)->str: + return str(Path(GetWordSimilarityRoot()).joinpath(filename)) + +def GetStudiesRoot()->str: + return GetResourcesSubFolder("Studies") +def GetStudyPath(studyName)->str: + return str(Path(GetStudiesRoot()).joinpath(studyName)) + +def GetOthersRoot()->str: + return GetResourcesSubFolder("Others") +def GetOthersPath(filename:str)->str: + return str(Path(GetOthersRoot()).joinpath(filename)) diff --git a/src/Tools/StringHelper.py b/src/Tools/StringHelper.py new file mode 100644 index 0000000..c56918c --- /dev/null +++ b/src/Tools/StringHelper.py @@ -0,0 +1,178 @@ +import random, string +import re +from functools import reduce +from typing import Optional +from unittest import TestCase + +#References: +# https://docs.python.org/3/library/stdtypes.html#str.isalnum + +def FindFirstBlockInBetweenOrDefault(value: str, firstBlock: str, endingBlock: str, default:str="") -> str: + """ + Returns the first string block between the given blocks, or the given default value if not found. + :param value: + :param firstBlock: + :param endingBlock: + :param default: + :return: + """ + block = FindFirstBlockInBetween(value,firstBlock,endingBlock) + if(block is None): return default + return block + +def FindFirstBlockInBetween(value: str, firstBlock: str, endingBlock: str) -> Optional[str]: + """ + Returns the first block found between the given blocks. + :param value: + :param firstBlock: + :param endingBlock: + :return: Returns None if not found. + """ + try: + firstLeftIndex:int = value.index(firstBlock) + len(firstBlock)-1 + firstEndingIndex:int = value.index(endingBlock,firstLeftIndex+1) + if (firstEndingIndex >= 0 and firstEndingIndex >= 0): + return value[firstLeftIndex+1:firstEndingIndex] + except ValueError: + return None + +def FindIntAfterStringOrDefault(value: str, firstBlock: str, default:int=None) -> int: + pattern = firstBlock + "([+-]?[0-9]\d*|0)" + r = re.search(pattern, value) + if (r is None): return default + return int(r.group(1)) + +def RemoveLastChar(value:str): + return value[:-1] + +def RemoveLastCharIf(value:str, chr)->str: + """ + Removes the last character if it matches the given character. + :param value: + :param chr: + :return: + """ + if (value[len(value)-1] == chr): return value[:-1] + return value + +def RemoveFirstCharIf(value:str, chr)->str: + """ + Removes the first character if it matches the given character. + :param value: + :param chr: + :return: + """ + if (value[0] == chr): return value[1:] + return value + +_HasAnyNumberCompiled = None +def HasAnyNumber(value:str)->bool: + """ + Checks if there is at least one digit in the text. + :param value: + :return: + """ + global _HasAnyNumberCompiled + if(_HasAnyNumberCompiled is None): _HasAnyNumberCompiled = re.compile(r'\d') + return bool(_HasAnyNumberCompiled.search(value)) + +BOOLEANS_TRUE = frozenset(('y', 'yes', 'on', '1', 'true', 't','var','evet', 1, 1.0, True)) +BOOLEANS_FALSE = frozenset(('n', 'no', 'off', '0', 'false', 'f','yok','hayır', 0, 0.0, False)) +BOOLEANS = BOOLEANS_TRUE.union(BOOLEANS_FALSE) + +"modified from: https://raw.githubusercontent.com/ansible/ansible/2bd6b1415b9131c3a7cb13724f5d31bb0d33846b/lib/ansible/module_utils/parsing/convert_bool.py" +def ToBool(value, strict=True): + if isinstance(value, bool): + return value + + normalized_value = value + if isinstance(value, str): + normalized_value = str(value).lower().strip() + + if normalized_value in BOOLEANS_TRUE: + return True + elif normalized_value in BOOLEANS_FALSE or not strict: + return False + + raise TypeError("The value '%s' is not a valid boolean. Valid booleans include: %s" % (str(value), ', '.join(repr(i) for i in BOOLEANS))) + +def BoolToStr(value:bool)->str: + return "1" if value else "0" + +def IsNullOrEmpty(str)->bool: + """ + Instead of this Helper, you can check the string with not. + :param str: + :return: + """ + #https://stackoverflow.com/questions/9573244/most-elegant-way-to-check-if-the-string-is-empty-in-python + return not str + +def GenerateRandomStr(length:int = 8, lowerCase = False): + letters = string.ascii_lowercase if lowerCase else string.ascii_uppercase + return ''.join(random.choice(letters) for i in range(length)) + +def Coelesce(*arg): + """ + Modified to pass empty strings too + ref: https://stackoverflow.com/questions/4978738/is-there-a-python-equivalent-of-the-c-sharp-null-coalescing-operator + :param str: + :param arg: + :return: + """ + return reduce(lambda x, y: x if not IsNullOrEmpty(x) else y, arg) + +class StringHelperTest(TestCase): + + def test_FindFirstBlockInBetweenOrDefault_SingleBlock_Return(self): + self.assertEqual("(whisper)",FindFirstBlockInBetweenOrDefault("{(whisper)}>er>","{","}")) + + def test_FindFirstBlockInBetweenOrDefault_NoMatching_ReturnTheDefault(self): + self.assertEqual("default",FindFirstBlockInBetweenOrDefault("last-middle-first","first","last","default")) + + def test_FindFirstBlockInBetween_SingleBlockAndEndingBlockAreBiggerThanOneChar_ReturnFirstBlock(self): + self.assertEqual("middle",FindFirstBlockInBetween("f-middle-ending","f-","-ending")) + + def test_FindFirstBlockInBetween_SingleBlockAndBeginningBlockIsBiggerThanOneChar_ReturnFirstBlock(self): + self.assertEqual("3+6+se",FindFirstBlockInBetween("Exp2001-FastText-win100-dim100-ns5-hs0-del0-mean1-iter5-root0-inf0-seg-ngr[3+6+se]__PolyglotWikiEN13YuzBinLCNP.vec","ngr[","]")) + + def test_FindFirstBlockInBetween_MultipleBlocks_ReturnFirstBlock(self): + self.assertEqual("gokhan",FindFirstBlockInBetween("(gokhan)(ercan)","(",")")) + + def test_FindFirstBlockInBetween_NoMatching_ReturnNone(self): + self.assertIsNone(FindFirstBlockInBetween("(gokhan)(ercan)",".","-")) + + def test_FindFirstBlockInBetween_SameBlockFromBegiggingAndEnding_LookFor2ndMatchForEndingBlock(self): + self.assertEqual("gokhan",FindFirstBlockInBetween("TESTS PASSED (" + suiteName + ")") + print(result) + else: + toRed() + print("->THERE ARE FAILED TESTS ( " + suiteName + ")") + print(result) + + toYellow() #warnings + if(not includesIntegrations): + print("Skipping integration tests (" + suiteName + ")") + toDefault() + +if __name__ == "__main__": + + #STEPS + """ + 1) To find test files, __init__.py must be added to each folder. Including subfolders. It must be in all folders up to the top. + 2) It doesn't work while Cython's pyd and c files are present. So delete them before running the tests and then recompile them. It gives an import error saying "Is this module globally installed?". See CythonizedTests. + 3) If this process is slow, many files may contain open imports and open operations without being hidden in the main method. Pay attention to those open references for Python performance. + 4) Whether unittest.main() is placed in the main block of the file or not does not affect the global test. It is for connecting to tests instead of the normal main while debugging locally. + 5) If the file has both main and unittest, unit tests are called before mains because of unittest.main(). You can leave the mains disabled. Or you can try converting mains to tests. Or you can expect the tests to run first and then the mains. + """ + + #Paths + from pathlib import Path + currentDirectory = os.getcwd() + print("Current Directory: " + currentDirectory) + if(currentDirectory.endswith("test")): + start_dir = Path(currentDirectory).parent.joinpath("src") + else: + start_dir = Path(currentDirectory).joinpath("src") + print("Source Directory: ", start_dir) + + #Args + skipIntegrationsArg:bool = True if sys.argv.__len__() <= 1 else bool(strtobool(sys.argv[1])) + failFast:bool = False if sys.argv.__len__() <= 2 else bool(strtobool(sys.argv[2])) #It is useful to give this when calling from a batch file. + skipIntegrationsEff:bool = skipIntegrationsArg + toBlue() + print("SkipIntegrations: " + str(skipIntegrationsEff)) + print("FailFast: " + str(failFast)) + toDefault() + + #Load tests + #https://stackoverflow.com/questions/1732438/how-do-i-run-all-python-unit-tests-in-a-directory + loader = unittest.TestLoader() + s = str(start_dir) + suite = loader.discover(start_dir=s, pattern="*.py", top_level_dir=s) #all py files. no cython support in this state. Cythonized ones should use a separate *Tests.py file. see setup.py. Note: Files with (-) in their names cannot be discovered. + + #region exclude special folders + toRed() + for t in suite._tests: + if(len(t._tests))>0: + try: #not every testsuite is iterable. + for _testclass in t._tests: + for _testcase in _testclass: + if(str(_testcase._testMethodName).startswith("test_integration_") and skipIntegrationsEff): + _testclass._tests.remove(_testcase) #We only ignore that testcase method. + print("Integration test method skipped: '" + _testcase._testMethodName + "'") + except Exception as ex: + pass + #print(ex) #We expect a not iterable error. Open if there is another error. + toDefault() + #endregion + + #Run all + runner = TextTestRunner(verbosity=5, failfast=failFast) #if failfast is true, it exits at the first error + result:TestResult = runner.run(suite) + + #Report + PrintTestResults(result, "Tests", not skipIntegrationsEff) + + # Exit with a non-zero status code if any test fails + if not result.wasSuccessful(): + sys.exit(1) \ No newline at end of file diff --git a/test/no__init__.py b/test/no__init__.py new file mode 100644 index 0000000..9bad579 --- /dev/null +++ b/test/no__init__.py @@ -0,0 +1 @@ +# coding=utf-8 diff --git a/todos.txt b/todos.txt new file mode 100644 index 0000000..02f8992 --- /dev/null +++ b/todos.txt @@ -0,0 +1,54 @@ +OK * Replace PPRJ1 to study. +OK * Rename 'textuals' to orthographic +OK * Translate Turkish comments to English +OK * Check for problematic keywords: islam**, kuran +OK * Replace 'txtsim' texts to osim +OK * Add FastText c++ code FastTestNgramSegmentorWrapper !!! +OK * Remove all TODOs. and #TO: +OK * Setup requirements.txt +OK * Run on linux, github workflow +OK * Make 'Resources' path globally accessible + OK * path.join instead of Windows \\ paths. +OK * Get rid of 'Paper' path thing. +OK Add cython equivalent code + * Generator + * Distance fuctions + * SegmentedWord +OK * Dependencies + OK - fix pandas version + OK - Make sure NLTK version + OK - Replace goto statement with something else. Load existing ds case. + OK - Add nltk install +* Provide a readme + * how to run unit tests + * how to run for English using NLTK and MorphoLex + * add cyton and C++ codes are excluded + * NLTK wordnet installation. + * Note that dependencies are very limited such as Pandas, NLTK, etc. Most imports are part or Python standard library such as statistics, collections, pathlib, etc. + * EditDistance is copied form string-sim package. + * Document dataset run +* Check that I'm exposing the correct functions + * should I expose the root detection functions for English? + * Remove unused functions +* NLTKWordNetWrapper elden geçir. +* fix: the bug in WordNet.py file when generating the paper pipeline +* Highlight critical constants + * Generator: minRootlength, typeDepthRatio etc. + +README NOTES + * Run in src folder to gen requirements.txt: + pipreqs . --force + +AbstractFactory Types + * WordNet (default NLTK) + * Language - Grammar + * RootDetection Stack + * OrthographicSimilarity alg. + * Settings/Thresholds +* EditDistance interface ?? +* Check final dataset, highlight in readme + +IPipelineLanguageProvider: + factories and parameters. + +C:\Users\gokhan\miniconda3\envs\TEST38\python --version \ No newline at end of file diff --git a/unittests.md b/unittests.md new file mode 100644 index 0000000..a4ed090 --- /dev/null +++ b/unittests.md @@ -0,0 +1,434 @@ +``` +C:\Users\gokhan\AppData\Local\Programs\Python\Python36\python.exe +L:\Projects\OSimUnr-Generator\test\UnitTestsRunner.py +Current Directory: L:\Projects\OSimUnr-Generator\test +Source Directory: L:\Projects\OSimUnr-Generator\src + +SkipIntegrations: True +FailFast: False + +13:29:25: Building common context for the study... +13:29:25: Common context executed! +13:29:25: Building common context for the study... +13:29:25: Common context executed! + + +Debugger is not attached. _Debug=False +test_IsNormalized_0_10_Normalized (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_IsNormalized_BothInf_False (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_IsNormalized_Min0MaxInf_False (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_IsNormalized_MinInfMax10_False (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_str_Normalized (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_str_NotNormalized (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_str_NotNormalizedMaxInf (Core.Dataset.DiscreteScale.DiscreteScaleTest) ... ok +test_ParseMetaHeader_Empty_ReturnEmptyHeaders (Core.Dataset.MetadataParser.MetadataParserTest) ... ok +test_ParseMetaHeader_MultipleAttrWithBlanks_Parse (Core.Dataset.MetadataParser.MetadataParserTest) ... ok +test_ParseMetaHeader_SingleAttr_Parse (Core.Dataset.MetadataParser.MetadataParserTest) ... ok +test_GetNextCharInAlphabet_y_ReturnZ (Core.Languages.Grammars.IGrammar.TestIGrammar) ... ok +test_GetPreviousCharInAlphabet_A_ReturnNone (Core.Languages.Grammars.IGrammar.TestIGrammar) ... ok +test_GetPreviousCharInAlphabet_Z_ReturnY (Core.Languages.Grammars.IGrammar.TestIGrammar) ... ok +test_GetPreviousCharInAlphabet_b_ReturnA (Core.Languages.Grammars.IGrammar.TestIGrammar) ... ok +test_CapitalILetter_ToLowerCase (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_GetAccents_GetDefaults (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_HasAccents_Accent_False (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_HasAccents_Accent_True (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_LowerILetter_ToUpperCase (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_ReduceAccents_AccentedWord_ReduceToLatin (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_ReduceAccents_NonAccentedWord_DoNothing (Core.Languages.Grammars.TRGrammar.TestTRGrammar) ... ok +test_DefaultConv_FindUnitForm (Core.Morphology.ModelConvensions.ModelConvensionsTest) ... ok +test_DefaultConv_IsExpression (Core.Morphology.ModelConvensions.ModelConvensionsTest) ... ok +test_FormQueries (Core.Morphology.ModelConvensions.ModelConvensionsTest) ... ok +test_IsExpression_Invalid_ReturnFalse (Core.Morphology.ModelConvensions.ModelConvensionsTest) ... ok +test_IsRoot_Invalid_ReturnFalse (Core.Morphology.ModelConvensions.ModelConvensionsTest) ... ok +test_RootCount_WithOthers_Count (Core.Morphology.ModelConvensions.ModelConvensionsTest) ... ok +test_ALL_ENGLISH_MORPHOLOGICAL_ANALYSIS_SCENARIOS_intergration (Core.Morphology.MorphoLex.MorphoLexEnglishMorphologicalSegmentor.MorphoLexEnglishMorphologicalSegmentorIntegrationTest) ... 13:29:25: Loading metadatas too... +13:29:25: Dataset loaded from flat text(s). +13:29:26: Loading extra lexicon from IWordSource: ... ++----+-----------------+--------------------+--------------------+ +| | Word | Expected | Actual | +|----+-----------------+--------------------+--------------------| +| 1 | revisioning | -re_vise+ion | -re_vise+ion | +| 2 | description | -de_script+ion | -de_script+ion | +| 3 | flies | _fly | _fly | +| 4 | script | _script | _script | +| 5 | broadcast | _broad_cast | _broad_cast | +| 6 | scripting | _script | _script | +| 7 | rebroadcast | -re_broad_cast | -re_broad_cast | +| 8 | cinematographer | _cinema+tograph+er | _cinema+tograph+er | +| 9 | worthwhileness | _worth_while+ness | _worth_while+ness | +| 10 | sustaining | -sus_tain | -sus_tain | ++----+-----------------+--------------------+--------------------+ +passed: ['{(algorithm)}', '_algorithm', None, None, None, None] +passed: ['{(animal)}', '_animal', None, None, None, None] +passed: ['{(algorithm)}>ic>', '_algorithm', None, None, None, None] +passed: ['{(algebra)}>ic>>al>', '_algebra', None, None, None, None] +passed: ['{(allegor)>ic>}>al>>ly>', '_allegor', None, None, None, '_allegoric'] +passed: ['{(sense)}>ate>>ion>>al>>ist>', '_sense', None, None, None, None] +passed: ['{(wood)}(men)', '_wood', '_men', None, None, None] +passed: ['{(violon)(cello)>ist>}', '_violon', '_cello', None, None, '_violoncelloist'] +passed: ['{(wrong)}{(head)}>ness>', '_wrong', '_head', None, None, None] +passed: ['{(voc)>abulary>}>ian>{(ism)}', '_voc', None, None, None, '_vocabulary'] +passed: ['(petro){(chem)>ic>>al>}', '_petro', '_chem', None, None, '_chemical'] +passed: ['{(typo)}(graph)>ic>>al>>ly>', '_typo', '_graph', None, None, None] +passed: ['(tele){(photo)}{(graph)}', '_tele', '_photo', '_graph', None, None] +passed: ['(tele){(photo)(graph)>y>}', '_tele', '_photo', '_graph', None, '_photography'] +passed: ['(psycho){(pharma)(log)>ic>}>al>', '_psycho', '_pharma', '_log', None, '_pharmalogic'] +passed: ['ness>', '_conscious', None, None, None, None] +passed: ['ious>>ness>', '_ceremony', None, None, None, None] +passed: ['ion>}>al>>ly>', '_profess', None, None, None, '_profession'] +passed: ['{ion>>al>>ize>>ion>', '_stitute', None, None, None, '_institute'] +passed: ['{ate>)}', '_plic', None, None, None, None] +passed: ['ic>}>al>', '_bio', '_log', None, None, '_biologic'] +passed: ['ic>}>al>>ly>', '_bio', '_graph', None, None, '_biographic'] +passed: ['(electro){ly>', '_strict', None, None, None, '_restrict'] +passed: ['ate>}>ly>', '_propri', None, None, None, '_apropriate'] +passed: ['ion>>able>>y>', '_cept', None, None, None, '_except'] +passed: ['a>}', '_myco', '_bacteri', None, None, '_bacteria'] +passed: ['ant>', '_here', None, None, None, '_inhere'] +passed 34 test cases! +ok +test_ApplySimpleSuffixations_HasNoSegmentationAfterPrefixationButInLexicon (Core.Morphology.MorphoLex.MorphoLexEnglishMorphologicalSegmentor.MorphoLexEnglishMorphologicalSegmentorIntegrationTest) ... ok +test_ApplySimpleSuffixations_HasNoSegmentationAfterSuffixationButInLexicon (Core.Morphology.MorphoLex.MorphoLexEnglishMorphologicalSegmentor.MorphoLexEnglishMorphologicalSegmentorIntegrationTest) ... ok +test_ApplySimpleSuffixations_HasSegmentationAfterPrefixation (Core.Morphology.MorphoLex.MorphoLexEnglishMorphologicalSegmentor.MorphoLexEnglishMorphologicalSegmentorIntegrationTest) ... ok +test_ApplySimpleSuffixations_HasSegmentationAfterSuffixation (Core.Morphology.MorphoLex.MorphoLexEnglishMorphologicalSegmentor.MorphoLexEnglishMorphologicalSegmentorIntegrationTest) ... ok +test_FormatToUpperMetaMorpheme_Prefix_Format (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_FormatToUpperMetaMorpheme_Suffix_Format (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_ALL30PLUSSCENARIOS (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_AffixOnBase_ReturnBaseWithAffixAsRoot (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_FullAffixesAndMultiMorphemeBase_ReturnBaseAsRoot (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_MultipleBases_ReturnBasesAsASingleRootAndOthers (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_NotSupportedChars_ReturnNull (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_OneFromAll_Return (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_ParseToSegmentedWord_TriplePrefixes_ParseRootAndPrefixes (Core.Morphology.MorphoLex.MorphoLexSegmentedDataset.MorphoLexSegmentedDatasetTest) ... ok +test_DetectRootsInStack_CompoundWordMissingInDerivationalLexicon_DetectConstitiuentsAsRoots (Core.Morphology.RootDetection.EnglishRootDetectionStackIntegrationTests.EnglishRootDetectionStackIntegrationTests) ... 13:29:27: Loading metadatas too... +13:29:27: Dataset loaded from flat text(s). +ok ++----+----------+--------------------+----------------------------+-------------------------------------------+ +| | Passed | Compound | Exp.Constitiuents | Act.Constitiuents | +|----+----------+--------------------+----------------------------+-------------------------------------------| +| 1 | OK | psychosurgery | ['psycho', 'surgery'] | {'surg', 'surge', 'surgery', 'psycho'} | +| 2 | OK | biochemist | ['bio', 'chemist', 'chem'] | {'chemist', 'che', 'chem', 'bio', 'mist'} | +| 3 | OK | bio | [None] | set() | +| 4 | OK | aeromechanics | ['aero', 'mechanic'] | {'aero', 'mechan', 'mechanics'} | +| 5 | OK | psychophysics | ['psycho', 'physic'] | {'phys', 'physics', 'psycho'} | +| 6 | OK | antilope | ['lope', None] | {'lope'} | +| 7 | OK | sentimentalisation | ['senti', None] | {'sentimental', 'senti'} | +| 8 | OK | vitalisation | ['vital', None] | {'vital'} | +| 9 | OK | mylodontidae | ['mylodon', None] | {'mylodon', 'mylodontid'} | ++----+----------+--------------------+----------------------------+-------------------------------------------+ +test_DetectRootsInStack_RootScenarios (Core.Morphology.RootDetection.EnglishRootDetectionStackIntegrationTests.EnglishRootDetectionStackIntegrationTests) ... 13:29:28: Loading metadatas too... +13:29:28: Dataset loaded from flat text(s). +ok +test_EN_IsSharingRoot_SharedRootScenarios (Core.Morphology.RootDetection.SharingRootDetector.SharingRootDetectorIntegrationTest) ... +----+----------+-------------------+-------------+-----------------------------------+---------------------+ +| | Passed | Surface | Exp.Roots | Act.Roots | Reason | +|----+----------+-------------------+-------------+-----------------------------------+---------------------| +| 1 | OK | animal | ['animal'] | {'anim', 'animal'} | MorphoLex++1LSuffix | +| 2 | OK | gokhanercan | [] | set() | nan | +| 3 | OK | bohemianism | ['bohemia'] | {'bohemian', 'bohemia', 'boehme'} | +1LSuffix+1LSuffix | +| 4 | OK | byzantine | ['byzant'] | {'byzant', 'byzantine'} | MorphoLex++1LSuffix | +| 5 | OK | byzantium | ['byzant'] | {'byzantium', 'byzant'} | MorphoLex++1LSuffix | +| 6 | OK | cabinetry | ['cabinet'] | {'cabinet'} | +1LSuffix | +| 7 | OK | candelabra | ['candela'] | {'candela', 'candelabra'} | MorphoLex++1LSuffix | +| 8 | OK | candelabrum | ['candela'] | {'candela'} | +1LSuffix | +| 9 | OK | decriminalisation | ['crimin'] | {'criminalisation', 'crimin'} | MorphoLex++1LPrefix | +| 10 | OK | graphic | ['graph'] | {'graph'} | MorphoLex++1LSuffix | +| 11 | OK | graphia | ['graph'] | {'graph'} | +1LSuffix | ++----+----------+-------------------+-------------+-----------------------------------+---------------------+ +13:29:28: Loading metadatas too... +13:29:28: Dataset loaded from flat text(s). ++----+----------+--------------------+----------------------+----------------+------------+----------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+ +| | Passed | Word1 | Word2 | SharedRoot | Expected | Actual | Reason | Roots1 + detector + OOLRoots | Roots2 + detector + OOLRoots | +|----+----------+--------------------+----------------------+----------------+------------+----------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------| +| 1 | OK | academic | academicianship | academ | True | True | w1:MorphoLex++1LSuffix w2:MorphoLex++1LSuffix+1LCompounding | ({'academ'}, 'MorphoLex++1LSuffix', set()) | ({'academician', 'hip', 'academicians', 'academ'}, | +| | | | | | | | | | 'MorphoLex++1LSuffix+1LCompounding', set()) | +| 2 | OK | cardiologist | cardiology | cardio | True | True | w1:+1LSuffix w2:+1LSuffix | ({'cardio'}, '+1LSuffix', {'cardi', 'cardiologis', 'cardiolog'}) | ({'cardio'}, '+1LSuffix', {'cardi', 'cardiol', 'cardiolog'}) | +| 3 | OK | romanticisation | romanticist | romantic | True | True | w1:+1LSuffix w2:MorphoLex++1LSuffix | ({'romantic'}, '+1LSuffix', {'romanticisati', 'romanticisatio', | ({'romantic'}, 'MorphoLex++1LSuffix', set()) | +| | | | | | | | | 'romanticisat'}) | | +| 4 | OK | angiologist | angiology | angio | True | True | w1:+1LSuffix w2:+1LSuffix | ({'angio'}, '+1LSuffix', {'angiologis', 'ngiologist', 'angiolog'}) | ({'angio'}, '+1LSuffix', {'ngiology', 'angiol', 'angiolog'}) | +| 5 | OK | animal | animalisation | animal | True | True | w1:MorphoLex++1LSuffix w2:+1LSuffix | ({'anim', 'animal'}, 'MorphoLex++1LSuffix', set()) | ({'animal'}, '+1LSuffix', {'animalisati', 'animalisatio', | +| | | | | | | | | | 'nimalisation', 'animalisat'}) | +| 6 | OK | biochemist | biochemistry | bio | True | True | w1:+1LCompounding -rec[MorphoLex++1LSuffix+1LCompounding] | ({'chemist', 'che', 'chem', 'bio', 'mist'}, '+1LCompounding | ({'chemist', 'chem', 'bio', 'biochemist', 'chemistry'}, | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | 'MorphoLex++1LSuffix+1LCompounding -rec[MorphoLex++1LSuffix] | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix]', set()) | +| | | | | | | | w2:MorphoLex++1LSuffix+1LCompounding -rec[MorphoLex++1LSuffix] | -rec[MorphoLex++1LSuffix+1LCompounding]', {'biochemis', 'ochemist', | | +| | | | | | | | -rec[MorphoLex++1LSuffix] | 'biochem'}) | | +| 7 | OK | biophysicist | biophysics | bio | True | True | w1:+1LCompounding -rec[MorphoLex++1LSuffix] -rec[MorphoLex++1LSuffix] | ({'bio', 'phys', 'physicist', 'physic'}, '+1LCompounding | ({'bio', 'phys', 'physics'}, '+1LCompounding | +| | | | | | | | w2:+1LCompounding -rec[MorphoLex++1LSuffix] | -rec[MorphoLex++1LSuffix] -rec[MorphoLex++1LSuffix]', {'biophysic', | -rec[MorphoLex++1LSuffix]', {'biophy', 'biophys', 'ophysics'}) | +| | | | | | | | | 'ophysicist', 'biophysicis'}) | | +| 8 | OK | biofeedback | feedback | feedback | True | True | w1:+1LCompounding -rec[MorphoLex++1LSuffix] -rec[MorphoLex++1LSuffix] | ({'bio', 'feed', 'back', 'feedback'}, '+1LCompounding | ({'feed', 'back'}, 'MorphoLex++1LSuffix', set()) | +| | | | | | | | w2:MorphoLex++1LSuffix | -rec[MorphoLex++1LSuffix] -rec[MorphoLex++1LSuffix]', {'ofeedback', | | +| | | | | | | | | 'biofeed'}) | | +| 9 | OK | aeromechanics | mechanic | mechan | True | True | w1:+1LCompounding -rec[MorphoLex++1LSuffix] | ({'aero', 'mechan', 'mechanics'}, '+1LCompounding | ({'mechan'}, 'MorphoLex++1LSuffix', set()) | +| | | | | | | | w2:MorphoLex++1LSuffix | -rec[MorphoLex++1LSuffix]', {'eromechanics', 'aeromechan'}) | | +| 10 | OK | psychophysics | physic | phys | True | True | w1:+1LCompounding -rec[MorphoLex++1LSuffix] | ({'phys', 'physics', 'psycho'}, '+1LCompounding | ({'phys'}, 'MorphoLex++1LSuffix', set()) | +| | | | | | | | w2:MorphoLex++1LSuffix | -rec[MorphoLex++1LSuffix]', {'psychophy', 'psychophys'}) | | +| 11 | OK | buddhism | buddhist | buddha | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'buddha'}, 'MorphoLex+', set()) | ({'buddha'}, 'MorphoLex+', set()) | +| 12 | OK | boehme | bohemianism | boehme | True | True | w1:+1LSuffix w2:+1LSuffix+1LSuffix | ({'boehm'}, '+1LSuffix', set()) | ({'bohemian', 'bohemia', 'boehme'}, '+1LSuffix+1LSuffix', {'bohem'}) | +| 13 | OK | arthrogram | arthrography | arthro | True | True | w1:+1LCompounding w2:+1LSuffix | ({'gram', 'arthro'}, '+1LCompounding', {'rthrogram'}) | ({'arthro'}, '+1LSuffix', {'arthrograph', 'rthrography'}) | +| 14 | OK | verbena | verbenaceae | verbena | True | True | w1:MorphoLex+ w2:+1LSuffix | ({'verbena'}, 'MorphoLex+', set()) | ({'verbena'}, '+1LSuffix', {'verben', 'verbenacea', 'verbenace'}) | +| 15 | OK | valerian | valerianaceae | valerian | True | True | w1: w2:+1LSuffix+1LSuffix | (set(), '', {'valeria', 'valer', 'valeri'}) | ({'valerian', 'valeriana'}, '+1LSuffix+1LSuffix', {'valerianacea', | +| | | | | | | | | | 'valerianace'}) | +| 16 | OK | ureter | ureterocele | ureter | True | True | w1: w2:+1LSuffix | (set(), '', {'reter', 'urete'}) | ({'ureter'}, '+1LSuffix', {'ureteroce', 'reterocele', 'ureterocel'}) | +| 17 | OK | omphalocele | omphalos | omphal | True | True | w1: w2: | (set(), '', {'omphalocel', 'omphaloce', 'omphal', 'mphalocele'}) | (set(), '', {'omphal', 'mphalos'}) | +| 18 | OK | sentimentalisation | sentimentalist | sentimental | True | True | w1:+1LSuffix w2:MorphoLex++1LSuffix | ({'sentimental', 'senti'}, '+1LSuffix', {'sentimentalisatio', | ({'sentimental', 'senti'}, 'MorphoLex++1LSuffix', set()) | +| | | | | | | | | 'sentimentalisat', 'sentimentalisati', 'ntimentalisation'}) | | +| 19 | OK | sigmoidoscope | sigmoidoscopy | sigmoidoscop | True | True | w1:+1LSuffix w2:+1LSuffix | ({'sigmoid'}, '+1LSuffix', {'sigmoidoscop'}) | ({'sigmoid'}, '+1LSuffix', {'sigmoidoscop', 'sigmoidos'}) | +| 20 | OK | sigmoidectomy | sigmoidoscopy | sigmoid | True | True | w1:+1LSuffix w2:+1LSuffix | ({'sigmoid'}, '+1LSuffix', {'sigmoidectom'}) | ({'sigmoid'}, '+1LSuffix', {'sigmoidoscop', 'sigmoidos'}) | +| 21 | OK | keynes | keynesianism | keynes | True | True | w1: w2:+1LSuffix+1LSuffix | (set(), '', set()) | ({'keynes', 'keynesian'}, '+1LSuffix+1LSuffix', {'keynesia'}) | +| 22 | OK | archeologist | archeology | arche | True | True | w1:+1LSuffix w2:+1LSuffix | ({'arche'}, '+1LSuffix', {'archeolog', 'archeologis', 'rcheologist', | ({'arche'}, '+1LSuffix', {'archeolog', 'rcheology', 'archeol', | +| | | | | | | | | 'archeo'}) | 'archeo'}) | +| 23 | OK | arboriculture | arboriculturist | arboricultur | True | True | w1: w2: | (set(), '', {'arboricult', 'rboriculture', 'arboricultur'}) | (set(), '', {'arboriculturis', 'rboriculturist', 'arboricultur'}) | +| 24 | OK | arthrogram | arthrography | arthro | True | True | w1:+1LCompounding w2:+1LSuffix | ({'gram', 'arthro'}, '+1LCompounding', {'rthrogram'}) | ({'arthro'}, '+1LSuffix', {'arthrograph', 'rthrography'}) | +| 25 | OK | trauma | traumatology | trauma | True | True | w1:MorphoLex+ w2:+1LSuffix | ({'trauma'}, 'MorphoLex+', set()) | ({'trauma'}, '+1LSuffix', {'traumat', 'traumatolog', 'traumato', | +| | | | | | | | | | 'traumatol'}) | +| 26 | OK | tracheid | tracheitis | trache | True | True | w1: w2: | (set(), '', {'trache'}) | (set(), '', {'tracheit', 'trache'}) | +| 27 | OK | sclerite | scleritis | scler | True | True | w1: w2: | (set(), '', {'scler', 'sclerit'}) | (set(), '', {'scler', 'sclerit'}) | +| 28 | OK | schistosome | schistosomiasis | schistosom | True | True | w1: w2: | (set(), '', {'schistosom', 'schisto'}) | (set(), '', {'schistosomia', 'schistosom', 'schistosomias'}) | +| 29 | OK | zigadene | zigadenus | zigaden | True | True | w1: w2: | (set(), '', {'zigaden'}) | (set(), '', {'zigaden'}) | +| 30 | OK | amygdala | amygdaloid | amygdal | True | True | w1: w2: | (set(), '', {'amygdal', 'mygdala'}) | (set(), '', {'amygdal', 'amygdalo', 'mygdaloid'}) | +| 31 | OK | aclant | saclant | | False | False | | (set(), '', {'aclan', 'clant'}) | (set(), '', {'saclan'}) | +| 32 | OK | immunofluorescence | autofluorescence | fluor | True | True | w1:+1LCompounding -rec[MorphoLex+] -rec[+1LSuffix] | ({'immun', 'fluorescence', 'immuno', 'fluor'}, '+1LCompounding | ({'auto', 'fluor', 'fluorescence'}, 'MorphoLex++1LPrefix', set()) | +| | | | | | | | w2:MorphoLex++1LPrefix | -rec[MorphoLex+] -rec[+1LSuffix]', {'munofluorescence', | | +| | | | | | | | | 'immunofluorescenc', 'immunofluoresc'}) | | +| 33 | OK | anglican | anglia | anglo | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'anglo'}, 'MorphoLex+', set()) | ({'anglo'}, 'MorphoLex+', set()) | +| 34 | OK | onomasticon | onomastics | onomast | True | True | w1:+1LSuffix+1LCompounding -rec[+1LCompounding | ({'onomast', 'mast', 'icon', 'mas', 'ono', 'onomastic'}, | ({'onomast'}, '+1LSuffix', {'onomas', 'nomastics', 'omastics'}) | +| | | | | | | | -rec[MorphoLex++1LSuffix]] -rec[+1LCompounding | '+1LSuffix+1LCompounding -rec[+1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix]] -rec[+1LCompounding | -rec[MorphoLex++1LSuffix]] -rec[+1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix]] w2:+1LSuffix | -rec[MorphoLex++1LSuffix]] -rec[+1LCompounding | | +| | | | | | | | | -rec[MorphoLex++1LSuffix]]', {'nomasticon', 'onomastico', | | +| | | | | | | | | 'omasticon'}) | | +| 35 | OK | presidio | presidium | presidi | True | True | w1: w2: | (set(), '', {'sidio', 'presidi'}) | (set(), '', {'presidi', 'sidium', 'presid'}) | +| 36 | OK | arthroscope | arthroscopy | arthroscop | True | True | w1:+1LCompounding w2: | ({'scope', 'arthro'}, '+1LCompounding', {'arthr', 'rthroscope', | (set(), '', {'rthroscopy', 'arthros', 'arthroscop', 'arthr'}) | +| | | | | | | | | 'arthroscop'}) | | +| 37 | OK | blennioid | blennioidea | blennio | True | True | w1: w2: | (set(), '', {'blenni', 'blennio'}) | (set(), '', {'blennioide', 'blennio'}) | +| 38 | OK | anesthesia | anesthesiology | anesthesi | True | True | w1: w2: | (set(), '', {'nesthesia', 'anesthes', 'anesthesi'}) | (set(), '', {'nesthesiology', 'anesthesio', 'anesthesi', | +| | | | | | | | | | 'anesthesiolog', 'anesthesiol'}) | +| 39 | OK | anesthesiologist | anesthesiology | anesthesiolog | True | True | w1: w2: | (set(), '', {'anesthesio', 'anesthesi', 'anesthesiologis', | (set(), '', {'nesthesiology', 'anesthesio', 'anesthesi', | +| | | | | | | | | 'anesthesiolog', 'nesthesiologist'}) | 'anesthesiolog', 'anesthesiol'}) | +| 40 | OK | acanthopterygian | acanthopterygii | acanthopterygi | True | True | w1: w2: | (set(), '', {'acanthopterygi', 'acanthopteryg', 'acanthopterygia', | (set(), '', {'acanthopterygi', 'canthopterygii'}) | +| | | | | | | | | 'canthopterygian'}) | | +| 41 | OK | autogenics | autogeny | autogen | True | True | w1: w2:+1LSuffix | (set(), '', {'genics', 'utogenics', 'autogen'}) | ({'auto'}, '+1LSuffix', {'utogeny', 'autogen'}) | +| 42 | OK | haematologist | haematology | hema | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'hema', 'log'}, 'MorphoLex+', set()) | ({'hema', 'log'}, 'MorphoLex+', set()) | +| 43 | OK | haemoglobin | haemoglobinemia | haemo | True | True | w1:MorphoLex++1LCompounding -rec[+1LSuffix] -rec[+1LSuffix] | ({'haemo', 'globin', 'haem', 'glob'}, 'MorphoLex++1LCompounding | ({'haemo', 'haemoglobin', 'globin'}, '+1LSuffix', {'haemoglobinemi', | +| | | | | | | | w2:+1LSuffix | -rec[+1LSuffix] -rec[+1LSuffix]', set()) | 'haemoglobinem', 'haemoglobine'}) | +| 44 | OK | acanthocyte | acanthocytosis | acantho | True | True | w1:+1LSuffix w2:+1LSuffix | ({'acantho'}, '+1LSuffix', {'acanthocyt', 'canthocyte'}) | ({'acantho'}, '+1LSuffix', {'acanthocytos', 'canthocytosis', | +| | | | | | | | | | 'acanthocyto'}) | +| 45 | OK | thrombocyte | thrombocytopenia | thrombo | True | True | w1: w2: | (set(), '', {'thrombo', 'thrombocyt'}) | (set(), '', {'thrombo', 'thrombocytopeni', 'thrombocytopen'}) | +| 46 | OK | megapodiidae | megapode | megapod | True | True | w1: w2: | (set(), '', {'megapodiid', 'podiidae', 'megapod', 'megapodiida', | (set(), '', {'megap', 'megapod'}) | +| | | | | | | | | 'megapodi'}) | | +| 47 | OK | megathere | megatheriidae | megather | True | True | w1:+1LPrefix w2:+1LSuffix | ({'there'}, '+1LPrefix', {'megather'}) | ({'megatheriid'}, '+1LSuffix', {'megatheri', 'theriidae', | +| | | | | | | | | | 'megatheriida', 'megather'}) | +| 48 | OK | mycoplasma | mycoplasmataceae | mycoplasma | True | True | w1:+1LCompounding -rec[MorphoLex++1LSuffix] w2:+1LSuffix | ({'plasm', 'plasma', 'myco'}, '+1LCompounding | ({'mycoplasma'}, '+1LSuffix', {'mycoplasmatacea', 'mycoplasmata', | +| | | | | | | | | -rec[MorphoLex++1LSuffix]', {'mycoplasm'}) | 'mycoplasmat', 'mycoplasmatace'}) | +| 49 | OK | mylodon | mylodontidae | mylodon | True | True | w1: w2:+1LSuffix+1LSuffix | (set(), '', {'mylodo', 'mylod'}) | ({'mylodon', 'mylodontid'}, '+1LSuffix+1LSuffix', {'mylodontida', | +| | | | | | | | | | 'mylodont'}) | +| 50 | OK | aerophilately | aerophile | aero | True | True | w1:+1LCompounding -rec[MorphoLex++1LCompounding | ({'aero', 'late', 'phi', 'ely', 'lat', 'philately', 'lately'}, | ({'aero'}, '+1LSuffix', {'erophile', 'aeroph', 'aerophi', 'aerophil'}) | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | '+1LCompounding -rec[MorphoLex++1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding]] -rec[MorphoLex++1LCompounding | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding] | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding]] w2:+1LSuffix | -rec[MorphoLex++1LSuffix+1LCompounding] | | +| | | | | | | | | -rec[MorphoLex++1LSuffix+1LCompounding]]', {'aerophilate', | | +| | | | | | | | | 'aerophilatel', 'erophilately'}) | | +| 51 | OK | aesthete | aesthetic | thet | True | True | w1:MorphoLex++1LPrefix w2:MorphoLex++1LPrefix+1LPrefix | ({'esthete', 'thet'}, 'MorphoLex++1LPrefix', set()) | ({'esthetic', 'thet', 'thetic'}, 'MorphoLex++1LPrefix+1LPrefix', | +| | | | | | | | | | set()) | +| 52 | OK | amygdala | amygdalotomy | amygdal | True | True | w1: w2: | (set(), '', {'amygdal', 'mygdala'}) | (set(), '', {'mygdalotomy', 'amygdalotom', 'amygdal'}) | +| 53 | OK | anesthesia | anesthesiologist | anesthesi | True | True | w1: w2: | (set(), '', {'nesthesia', 'anesthes', 'anesthesi'}) | (set(), '', {'anesthesio', 'anesthesi', 'anesthesiologis', | +| | | | | | | | | | 'anesthesiolog', 'nesthesiologist'}) | +| 54 | OK | biochemistry | immunohistochemistry | chem | True | True | w1:MorphoLex++1LSuffix+1LCompounding -rec[MorphoLex++1LSuffix] | ({'chemist', 'chem', 'bio', 'biochemist', 'chemistry'}, | ({'immun', 'histo', 'chem'}, 'MorphoLex+', set()) | +| | | | | | | | -rec[MorphoLex++1LSuffix] w2:MorphoLex+ | 'MorphoLex++1LSuffix+1LCompounding -rec[MorphoLex++1LSuffix] | | +| | | | | | | | | -rec[MorphoLex++1LSuffix]', set()) | | +| 55 | OK | birdnest | birdnesting | bird | True | True | w1:MorphoLex++1LCompounding w2:Morphy | ({'bird', 'nest'}, 'MorphoLex++1LCompounding', set()) | ({'bird', 'nest'}, 'Morphy', set()) | +| 56 | OK | bishopry | bishopric | bishop | True | True | w1:+1LSuffix w2:MorphoLex+ | ({'bishop'}, '+1LSuffix', {'bishopr', 'shopry'}) | ({'bishop'}, 'MorphoLex+', set()) | +| 57 | OK | bowdleriser | bowdlerism | bowdler | True | True | w1:+1LSuffix+1LSuffix w2:+1LSuffix | ({'bowdler', 'bowdlerise'}, '+1LSuffix+1LSuffix', {'bowdleris'}) | ({'bowdler'}, '+1LSuffix', set()) | +| 58 | OK | byzant | byzantinism | byzant | True | True | w1: w2:+1LSuffix | (set(), '', {'byzan'}) | ({'byzant'}, '+1LSuffix', {'byzantin', 'zantinism', 'byzanti'}) | +| 59 | OK | byzant | byzantium | byzant | True | True | w1: w2:MorphoLex++1LSuffix | (set(), '', {'byzan'}) | ({'byzantium', 'byzant'}, 'MorphoLex++1LSuffix', set()) | +| 60 | OK | consuetude | consuetudinal | consuetude | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'consuetude'}, 'MorphoLex+', set()) | ({'consuetude'}, 'MorphoLex+', set()) | +| 61 | OK | consuetude | consuetudinary | consuetude | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'consuetude'}, 'MorphoLex+', set()) | ({'consuetude'}, 'MorphoLex+', set()) | +| 62 | OK | criminal | criminalization | criminal | True | True | w1:MorphoLex++1LSuffix w2:MorphoLex++1LSuffix | ({'crimin'}, 'MorphoLex++1LSuffix', set()) | ({'criminal', 'crimin'}, 'MorphoLex++1LSuffix', set()) | +| 63 | OK | criminal | decriminalisation | crimin | True | True | w1:MorphoLex++1LSuffix w2:MorphoLex++1LPrefix | ({'crimin'}, 'MorphoLex++1LSuffix', set()) | ({'criminalisation', 'crimin'}, 'MorphoLex++1LPrefix', set()) | +| 64 | OK | cytogeny | cytogenetics | cyto | True | True | w1:+1LSuffix w2:+1LCompounding -rec[MorphoLex++1LSuffix+1LSuffix] | ({'cyto'}, '+1LSuffix', {'cytogen'}) | ({'gene', 'cyto', 'genetics', 'genet', 'gen'}, '+1LCompounding | +| | | | | | | | -rec[MorphoLex++1LSuffix+1LSuffix] -rec[MorphoLex++1LSuffix+1LSuffix] | | -rec[MorphoLex++1LSuffix+1LSuffix] -rec[MorphoLex++1LSuffix+1LSuffix] | +| | | | | | | | | | -rec[MorphoLex++1LSuffix+1LSuffix]', {'cytogene', 'cytogenet'}) | +| 65 | OK | harlotry | harlot | harlot | True | True | w1:+1LSuffix w2:MorphoLex++1LCompounding | ({'harlot'}, '+1LSuffix', {'harlotr'}) | ({'lot', 'harlot', 'har'}, 'MorphoLex++1LCompounding', set()) | +| 66 | OK | mammogram | mammography | mammo | True | True | w1:+1LCompounding w2:+1LSuffix | ({'gram', 'mammo'}, '+1LCompounding', set()) | ({'mammo'}, '+1LSuffix', {'mammograph'}) | +| 67 | OK | rollerblading | rollerblader | rollerblade | True | True | w1:MorphoLex+Morphy w2:MorphoLex++1LSuffix | ({'rollerblade'}, 'MorphoLex+Morphy', set()) | ({'rollerblade'}, 'MorphoLex++1LSuffix', set()) | +| 68 | OK | thermal | thermalgesia | thermo | True | True | w1:MorphoLex++1LSuffix w2:+1LCompounding -rec[MorphoLex++1LSuffix] | ({'thermo', 'therm'}, 'MorphoLex++1LSuffix', set()) | ({'gesia', 'thermo', 'thermal', 'therm'}, '+1LCompounding | +| | | | | | | | -rec[MorphoLex++1LSuffix] | | -rec[MorphoLex++1LSuffix] -rec[MorphoLex++1LSuffix]', {'thermalges', | +| | | | | | | | | | 'thermalgesi'}) | +| 69 | OK | cyberwar | cyberart | cyber | True | True | w1:+1LCompounding w2:+1LCompounding | ({'cyber', 'war'}, '+1LCompounding', {'cyberwa', 'cyberw'}) | ({'cyber', 'art'}, '+1LCompounding', {'cyberar'}) | +| 70 | OK | hematology | haematology | hema | True | True | w1:MorphoLex++1LSuffix w2:MorphoLex+ | ({'hema', 'log'}, 'MorphoLex++1LSuffix', set()) | ({'hema', 'log'}, 'MorphoLex+', set()) | +| 71 | OK | haematologist | hematology | hema | True | True | w1:MorphoLex+ w2:MorphoLex++1LSuffix | ({'hema', 'log'}, 'MorphoLex+', set()) | ({'hema', 'log'}, 'MorphoLex++1LSuffix', set()) | +| 72 | OK | encyclopedism | encyclopaedism | cycle | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'ped', 'cycle'}, 'MorphoLex+', set()) | ({'ped', 'cycle'}, 'MorphoLex+', set()) | +| 73 | OK | cyclopedia | cyclopaedia | cycle | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'ped', 'cycle'}, 'MorphoLex+', set()) | ({'ped', 'cycle'}, 'MorphoLex+', set()) | +| 74 | OK | cyclopedia | encyclopaedism | cycle | True | True | w1:MorphoLex+ w2:MorphoLex+ | ({'ped', 'cycle'}, 'MorphoLex+', set()) | ({'ped', 'cycle'}, 'MorphoLex+', set()) | +| 75 | OK | vitalisation | sentimentalisation | | False | False | | ({'vital'}, '+1LSuffix', {'vitalisati', 'vitalisatio', 'vitalisat'}) | ({'sentimental', 'senti'}, '+1LSuffix', {'sentimentalisatio', | +| | | | | | | | | | 'sentimentalisat', 'sentimentalisati', 'ntimentalisation'}) | ++----+----------+--------------------+----------------------+----------------+------------+----------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+ +All 76 passed! +ok +test_ALL_INFLECTIONS (Core.Morphology.Stemmers.MorphyInflectionalEnglishStemmer.MorphyInflectionalEnglishStemmerTest) ... ok +test_AnyMeasure_MeasureOverlapImpl_NoGrams_0 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_AnyMeasure_WordSimilarity_WithNgramAsExtractor_DistinctGrams_Half (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_AnyMeasure_WordSimilarity_WithNgramExtractor_NoGramsToGenerate_0 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Dice_MeasureOverlapImpl_HalfMatch_05 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Dice_MeasureOverlapImpl_HalfMatch_066 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Dice_MeasureOverlapImpl_NoOverlaps_0 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Dice_MeasureOverlapImpl_SameWords_1 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Jaccard_MeasureOverlapImpl_NoOverlaps_0 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Jaccard_MeasureOverlapImpl_SameWords_1 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Overlap_MeasureOverlapImpl_HalfMatch_05 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Overlap_MeasureOverlapImpl_NoOverlaps_0 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_Overlap_MeasureOverlapImpl_SameWords_1 (Core.Orthographic.OverlappingMeasuresTests.OverlappingMeasuresTests) ... ok +test_ContainsPunctuation_Hypens_ReturnTrue (Core.Preprocessing.Preprocessors.PreprocessorsTest) ... ok +test_ContainsPunctuation_PlainText_ReturnFalse (Core.Preprocessing.Preprocessors.PreprocessorsTest) ... ok +test_RemovePunctuation_Hypens_Remove (Core.Preprocessing.Preprocessors.PreprocessorsTest) ... ok +test_ToFiltered_UnderThresholdWords_Remove (Core.Preprocessing.WordsFilterer.WordsFiltererTest) ... ok +test_ToFiltered_WordsWithPuncts_RemoveWordsWithPunts (Core.Preprocessing.WordsFilterer.WordsFiltererTest) ... ok +test_ExtractGrams_2Gram_2GramWithRecurringGrams (Core.Segmentation.Ngram.NgramSegmentorTest) ... ok +test_ExtractOrderedGrams_2Gram_2GramWithRecurringGrams (Core.Segmentation.Ngram.NgramSegmentorTest) ... ok +test_ExtractRecurringGrams_2Gram_2GramWithRecurringGrams (Core.Segmentation.Ngram.NgramSegmentorTest) ... ok +test_SegmentImpl_2Gram_2GramWithRecurringGrams_PreserveRecurringsAsASegmentor (Core.Segmentation.Ngram.NgramSegmentorTest) ... ok +test_Iterate_FullMorphologyWithRecurringMorphemes_PreserveRecurringOrdering (Core.Segmentation.SegmentorBase.SegmentorBaseTest) ... ok +test_ParseConfigValue_FullWithMultipleParams_Parse (Core.Segmentation.SegmentorBase.SegmentorBaseTest) ... ok +test_ParseConfigValue_NoParams_Parse (Core.Segmentation.SegmentorBase.SegmentorBaseTest) ... ok +test_Tokenize_CaseDifference_TokenizeCaseSensitive (Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer.NLTKWhitespaceTokenizerTest) ... ok +test_Tokenize_DoubleWhiteSpace_TokenizeTrimmed (Core.Segmentation.Tokenizers.NLTKWhitespaceTokenizer.NLTKWhitespaceTokenizerTest) ... ok +test_CacheWrapping_TwoTimes (Core.Segmentation.Tokenizers.TokenizerCacher.NLTKWhitespaceTokenizerTest) ... ok +test_WordpairsInTwoDifferentBlacklistedConcepts_ReturnRelated (Core.WordNet.Classifiers.BlacklistedConceptsWordNetRelatednessFilterer.BlacklistedConceptsWordNetRelatednessFiltererTest) ... +----+-----------+------------+----------+ +| | Word | Expected | Actual | +|----+-----------+------------+----------| +| 1 | cats | cat | cat | +| 2 | denied | deny | deny | +| 3 | churches | church | church | +| 4 | built | build | build | +| 5 | scripting | script | script | +| 6 | walking | walk | walk | +| 7 | building | build | build | ++----+-----------+------------+----------+ +ok +test_OnlyOneMatchingUnrelatedInstances_ReturnNone (Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer.ConceptWiseWordNetRelatednessFiltererTest) ... ok +test_TwoIndirectInstancesInReverse_ReturnRelated (Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer.ConceptWiseWordNetRelatednessFiltererTest) ... ok +test_TwoIndirectInstances_ReturnRelated (Core.WordNet.Classifiers.ConceptWiseWordNetRelatednessFilterer.ConceptWiseWordNetRelatednessFiltererTest) ... ok +test_str (Core.WordNet.IWordTaxonomy.TaxonomyTypeTest) ... ok +test_DetectRoot_NoPOSArgAndNoMatching_ReturnEmptyList (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_DetectRoot_StemmerCases (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_DetectRoot_WithPOSArgumentButExpectedNoMatchingForPOS_ReturnEmpty (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_DetectRoot_WithPOSArgument_ReturnRoot (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_DetectRoot_WithoutAnyPOSArgument_ReturnFirstMatchingOrNone (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetParents_InstanceSynset_ReturnParent (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetParents_SynsetWithParent_Return (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetRelateds_MemberOrMeronym_ReturnAsRelated (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetTypeCodesOfHierarchy_InstanceWord_ReturnTypeRelationsViaCombiningRelationsTypes (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetTypeCodesOfHierarchy_LemmaWithMultipleSenses_ReturnCombined (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetTypeCodesOfHierarchy_LemmaWithSynonmyLemmasInItsSense_ReturnSynonymsToo (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetTypeCodesOfHierarchy_SynsetWithNoHypernymTypeHierachy_ReturnEmptyList (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_GetTypeCodesOfHierarchy_WordWithBothHypernymAndInstanceRelations_ReturnCombined (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_IsInType_WithPosValidNames_Return (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_Is_ThingIsTypeCases (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok ++----+-----------+----------------+---------------+----------+ +| | Surface | ExpectedRoot | ActualRoots | Passed | +|----+-----------+----------------+---------------+----------| +| 1 | tables | table | table | OK | ++----+-----------+----------------+---------------+----------+ +All 2 ThingIsType test cases passed. ++----+-------------------------------+---------------------------------+------------+----------+----------+ +| | Thing | Type | Expected | Actual | Passed | +|----+-------------------------------+---------------------------------+------------+----------+----------| +| 1 | Synset('dog.n.01') | Synset('animal.n.01') | True | True | OK | +| 2 | Synset('animal.n.01') | Synset('entity.n.01') | True | True | OK | +| 3 | Synset('cancer.n.01') | Synset('illness.n.01') | True | True | OK | +| 4 | Synset('animal.n.01') | Synset('illness.n.01') | False | False | OK | +| 5 | Synset('ambystomid.n.01') | Synset('living_thing.n.01') | True | True | OK | +| 6 | Synset('ambystomatidae.n.01') | Synset('biological_group.n.01') | True | True | OK | +| 7 | Synset('table.n.01') | Synset('animal.n.01') | False | False | OK | ++----+-------------------------------+---------------------------------+------------+----------+----------+ +All 8 ThingIsType test cases passed. +13:29:49: WordSimilarityNormalizerWrapper.Eagerly normalizing 2 wordpairs ... +13:29:49: wordpair: 0/2 (0.0%) +13:29:49: WordSimilarityNormalizerWrapperNormalization completed! +13:29:49: WordSimilarityNormalizerWrapper.Eagerly normalizing 2 wordpairs ... +13:29:49: wordpair: 0/2 (0.0%) +13:29:49: WordSimilarityNormalizerWrapperNormalization completed! + + + +--------TEST RESULTS (Tests)-------------- + +->TESTS PASSED (Tests) + + +Skipping integration tests (Tests) + +test_ToTaxonomyType (Core.WordNet.NLTKWordNetWrapper.NLTKWordNetWrapperIntegrationTest) ... ok +test_AreReferencingEachOtherInDefinitions_DefinitionsReferEachOtherWordsNearPuncts_RemovePunctsAndReturnMatched (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_AreReferencingEachOtherInDefinitions_DefinitionsReferEachOther_ReturnMatched (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_AreReferencingEachOtherInDefinitions_DefinitionsReferWordsConstituteOfSynonyms_ExplodeSynonymsAndMatch (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_MultiSenseAndNoReferenceButEntity_ReturnFalse (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_NoWordLengthFilteringForRawMatches_True (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeInHierarchy_ReturnTrue (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeInViaPhraseHierarchy_MatchViaFullPhraseMatch (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeInViaPhraseHierarchy_MatchViaMatchingPhraseSegment (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_OneDefReferencingOthersTypeViaPhrasePrepositionHierarchy_IgnoreShortSegmentsInPhrases (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_OneDefReferencingSynonymOfATypeInHierarchy_ReturnTrue (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ContainsKeywordInTypeHierarchy_OneRootInDefReferencingOthersTypeInHierarchy_ReturnTrue (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ExtractTwoSegmentPhrases_HasPhrases_Extact (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_ExtractTwoSegmentPhrases_SingleWord_ReturnEmpty (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_TrimTypesByDepthRatio_HierWithNoEntity_NoEffectiveTypes (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_TrimTypesByDepthRatio_SingleWithHalfDepth_ReturnFirstHalf (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_TrimTypesByDepthRatio_TwoSensesWithFullDepth (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test__DecomposePhrasesOfSets_ENTypeCodes_SplitUnderscores (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test__DecomposePhrasesOfSets_TRTypeCodes_SplitUnderscores (Core.WordNet.WordPairDefinitionSourceFilter.WordPairDefinitionSourceFilterTest) ... ok +test_TwoSymetticalyWordPairs_ReturnSameHashes (Core.WordPair.WordPairTest) ... ok +test_GeneratePossibleWordPairs_RegularSet_AvoidSymetricalDuplicates (Core.WordPairSynthesizer.WordPairSynthesizerTest) ... ok +test_ApplyScaling_DiffScale_Scale (Core.WordSim.IWordSimilarity.IWordSimilarityTest) ... ok +test_ApplyScaling_MinIsNotZero (Core.WordSim.IWordSimilarity.IWordSimilarityTest) ... ok +test_ApplyScaling_SameScales_ReturnSame (Core.WordSim.IWordSimilarity.IWordSimilarityTest) ... ok +test_MergeDatasets_MergeTwoWithDifferentScales_NoDuplicates (Core.WordSim.WordSimDataset.WordSimDatasetTest) ... ok +test_CtorWrapAndToNewWordPairs_UnnormalizedMetric_Normalize (Core.WordSim.WordSimilarityNormalizerWrapper.WordSimilarityNormalizerWrapperTest) ... ok +test_CtorWrap_NormalizedMetric_ScaleOnly (Core.WordSim.WordSimilarityNormalizerWrapper.WordSimilarityNormalizerWrapperTest) ... ok +test_Humanize_NotSmallNumber_WithReportActualNumber_DoReportActual (Tools.FormatHelper.FormatHelperTest) ... ok +test_Humanize_SmallNumber_WithReportActualNumber_DoNotReportActual (Tools.FormatHelper.FormatHelperTest) ... ok +test_Humanize_WithReportActualNumber (Tools.FormatHelper.FormatHelperTest) ... ok +test_Coelesce_ChooseFirstStr (Tools.StringHelper.StringHelperTest) ... ok +test_Coelesce_PassEmpties (Tools.StringHelper.StringHelperTest) ... ok +test_Coelesce_PassNones (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetweenOrDefault_NoMatching_ReturnTheDefault (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetweenOrDefault_SingleBlock_Return (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetween_MultipleBlocks_ReturnFirstBlock (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetween_NoMatching_ReturnNone (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetween_SameBlockFromBegiggingAndEnding_LookFor2ndMatchForEndingBlock (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetween_SingleBlockAndBeginningBlockIsBiggerThanOneChar_ReturnFirstBlock (Tools.StringHelper.StringHelperTest) ... ok +test_FindFirstBlockInBetween_SingleBlockAndEndingBlockAreBiggerThanOneChar_ReturnFirstBlock (Tools.StringHelper.StringHelperTest) ... ok +test_HasAnyNumber_DoesNotHaveNumber_ReturnFalse (Tools.StringHelper.StringHelperTest) ... ok +test_HasAnyNumber_HasNumber_ReturnTrue (Tools.StringHelper.StringHelperTest) ... ok +test_RemoveFirstCharIf_AnotherChar_Remove (Tools.StringHelper.StringHelperTest) ... ok +test_RemoveFirstCharIf_SameChar_Remove (Tools.StringHelper.StringHelperTest) ... ok +test_RemoveLastCharIf_AnotherChar_Remove (Tools.StringHelper.StringHelperTest) ... ok +test_RemoveLastCharIf_SameChar_Remove (Tools.StringHelper.StringHelperTest) ... ok + +---------------------------------------------------------------------- +Ran 138 tests in 23.656s + +OK + +Process finished with exit code 0 + +``` \ No newline at end of file