diff --git a/1M_evaluation.ipynb b/1M_evaluation.ipynb new file mode 100644 index 0000000..6648c46 --- /dev/null +++ b/1M_evaluation.ipynb @@ -0,0 +1,7932 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1M recipes evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "\n", + "import nltk\n", + "from nltk.stem import PorterStemmer\n", + "from nltk.stem import LancasterStemmer\n", + "from nltk.corpus import stopwords as nltk_stopwords\n", + "\n", + "from pprint import pprint\n", + "\n", + "from gensim.test.utils import common_texts, get_tmpfile\n", + "from gensim.models import Word2Vec, KeyedVectors\n", + "\n", + "from json_buffered_reader import JSON_buffered_reader as JSON_br\n", + "\n", + "import pandas as pd\n", + "\n", + "import settings" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from ipypb import track" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import HTML, Markdown" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* load model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "wv = KeyedVectors.load(\"data/wordvectors.kv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "porter = PorterStemmer()\n", + "def word_similarity(word_a:str, word_b:str, model=wv, stemmer=porter):\n", + " return model.similarity(stemmer.stem(word_a), stemmer.stem(word_b))\n", + "\n", + "def word_exists(word:str, model=wv, stemmer=porter):\n", + " return stemmer.stem(word) in model\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* check for a list of cooking verbs and ingredients whether they're represented by our model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from cooking_vocab import cooking_verbs\n", + "from cooking_ingredients import ingredients\n", + "\n", + "model_actions = []\n", + "model_ingredients = []\n", + "\n", + "for action in cooking_verbs:\n", + " if word_exists(action):\n", + " model_actions.append(action)\n", + "\n", + "for ingredient in ingredients:\n", + " if word_exists(ingredient):\n", + " model_ingredients.append(ingredient)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'found 109 of 111 valid actions and 160 of 648 valid ingredients'\n" + ] + } + ], + "source": [ + "pprint(f\"found {len(model_actions)} of {len(cooking_verbs)} valid actions and {len(model_ingredients)} of {len(ingredients)} valid ingredients\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "stemmed_ingredients = [porter.stem(ing) for ing in model_ingredients]\n", + "stemmed_actions = [porter.stem(act) for act in model_actions]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## cross-category-similarites\n", + "* now get the most likely ingredients for every action:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def find_most_similar_to_given_elementwise(unstemmed_targets, stemmed_comparison_list, n = 10):\n", + " data = []\n", + " for target in unstemmed_targets:\n", + " comps = stemmed_comparison_list[:]\n", + " bests = []\n", + " for i in range(n):\n", + " best = wv.most_similar_to_given(porter.stem(target), comps)\n", + " comps.remove(best)\n", + " bests.append(best)\n", + " data.append([target] + bests)\n", + " return pd.DataFrame(data, columns=[\"Target\"] + [\"#\" + str(i+1) for i in range(n)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cooking Action to Ingredient" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 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Target#1#2#3#4#5#6#7#8#9#10
0addceleriscallionparsleythymebasilonioncilantrogingeroreganochive
1adjustsaltcayennpeppersrirachavinegarketchupnutmegoreganopaprikachili
2arrangescallionlettucarugulaavocadowatercresscucumbzucchinicarrotprosciuttopineappl
3bakecornmealpecanhazelnutcinnamonvanillaalmondshortenflourwalnutbutter
4bastevegetchickenporkmeatjuicseasonpineapplshrimptomatoappl
5batterdoughflourmascarponicepolentacornmealtortillabananabuttermilkcoconut
6beatvanillashortencreammilksugareggbuttermilkmolassmargarinmascarpon
7blendbuttermilkcreamyoghurtnutmegmolassmilkvanillaallspichoneysugar
8boilwaterlinguindashipennsaffronsakecornflourmirinpastavinegar
9braiseturnipporkbeetkimchitomatomushroomchickpeacarrotbeefcabbag
10breakavocadoscalliononionzucchinisausagcornbaconshallotspinachpineappl
11breadbreadbaguettprosciuttotortillaeggplantavocadocheesbananabutterham
12broilscallionhamprosciuttoonionshrimpbaguettgarlicpaprikashallotchees
13brownbuttermolasssaltmargarinpaprikaflouroilcinnamoneggshorten
14brusholivbutterbreadoillemonmustardseasonflouregghoney
15buildguacamoltortillabaguettavocadosalsalettucketchupkimchiolivlime
16burnmargarinbuttermolassraisinshallotoilvinegarseedchillicinnamon
17buryhamturnipbeefcarrotporkmeatceleriradishcabbagsausag
18carveporkmeatbeefhamseasonchickenjuicsausagbaguettprosciutto
19checkpotatopepperricetumerpimentocayennchilithymecarrotsriracha
20chillicemascarponstrawberriyoghurtcornflourmayonaiscreambuttermilkbranditequila
21chopscallioncilantroceleriparsleycarrotthymechivebasilshallotwatercress
22clarifygheelardmargarinpeanutshortenolivoilbutterbrandidashi
23closelemongrasscucumbprosciuttopineapplpimentochileokracreamsrirachatomatillo
24cooksausagmushroomcarrotscallionvegetoniongingerrootleekpancettazucchini
25coolicehazelnutmascarponstrawberripecanalmondbrandicoconutcornflourbanana
26correctsaltsrirachacayennguacamolflourmolasspestopepperhoneytumer
27coverbeanpastacauliflowspinachcarrotasparaguspaghettipotatonutmegbroccoli
28crackclovecardamomsaltcayennnutmegbreadoreganodoughallspicrosemari
29crumpledoughlettuctortillabaguettarugulaprosciuttobreadwatercressricottamint
30curdlemayonaisnoodlmolassbuttermilkeggyoghurtmilkcornflourcrawfishmascarpon
31cutlettucscallioncucumbceleriavocadoonioncarrotradisharugulazucchini
32deboneporkchickenseasonmeathambeefcrawfishpotatodashiokra
33dicecelericarrotscalliononioncucumbcilantroavocadoshallotpeatomato
34discardjuicorangscallionlemontomatothymecoriandcelericilantroginger
35drainbroccolipeacarrotkalechickpeajuiczucchinispinachokracabbag
36dresssalsapestoarugulawatercresslettucsaucavocadoolivcucumbmayonais
37filletshrimptortillaseasonchickencaperbaguetteggplantasparagupepperpork
38flourflourcornmealcinnamonsugarbuttermilkbuttermilkshortennutmegmargarin
39foldcheeseggricottascallionalmondorangpecanchivebananabuttermilk
40freezestrawberriicebananadoughmascarponpeachyoghurtmangoricottabaguett
41fryoilsausagolivpancettabaconshallotonionscalliongarlicghee
42garnishcilantromintlimechiveorangbasilparsleyscallionlemonarugula
43glazesaucbrandihoneyicejuicsugarorangpecanmolasspeach
44gratechiveolivscallioncilantroparsleylemonthymebasilricottapaprika
45grindcayenncoriandsaltallspiccumingarlicpaprikaparsleyoreganonutmeg
46grillhamporkolivsausagshrimpbaconprosciuttopepperbaguettpancetta
47gutseedavocadolimejuiclemongrasstomatillocloveokrachillichile
48heatgheeolivoilshallotvegetlardvinegarpancettapeanutgingerroot
49kneaddoughflouryeastcornflourcornmealbreadtortillabuttermilklardshorten
50lowergheetomatillotortillaleekspaghettiolivscallioncrawfishshallotbrandi
51maceratepeachstrawberribrandimintjuiclimebananamangoorangpineappl
52marinateseasonlettucporkcucumbshrimpchickenavocadosalsakimchiwatercress
53mashcarrotyoghurtcelerishallotpotatoonionallspicspinachchivechickpea
54meltcreampeanutmargarinbuttershortensugarmilkmascarponhoneypecan
55mincecilantroscallionparsleythymeshallotcelerigarlicchivebasilonion
56mixbuttermilknutmegcreammilkmargarinallspiceggyoghurtmolasssalt
57openbaguettcloveseedbreadmusseltortillalemongrasstomatillojuiccucumb
58parboilturnipcarrotbroccolicauliflowokracabbagradishzucchinipeadaikon
59peelorangcarrotjuicgingerceleribeetclovecucumblemonradish
60picklecucumbradishpimentocapercilantroscalliontomatochivecelericarrot
61placescallionceleriolivonionlemonorangcarrotavocadobutterlettuc
62poachasparagunoodlbrandivegetshiitakchickpeamusselbuttermilkokramushroom
63pourmilkhoneyoranglemontomatolimemolassmustardpineapplbuttermilk
64preparesaucshrimppecanpineappllettucwalnutbreadbaguettpeachmango
65pullmeatpineapplsausagtortilladoughhampotatobreadcheesavocado
66putscallionlemonorangolivchivelimeceleriparsleycilantroalmond
67reducebranditomatoshallotgheesaffronsrirachahoneytomatillocaperlard
68refrigeratemascarponyoghurtstrawberriicecornflourdoughbuttermilkdashicucumbtequila
69removejuicporkshallothamseasonlemongrassolivoniongingerrootgarlic
70rinsecucumbpeacelerispinachscallionseasonradishbeansproutcarrotwatercress
71roastoilporkhamolivjuiconionchickenshallotcarrottomato
72rolloutdoughcinnamonflourhazelnutcornmealvanillasugaryeasticewalnut
73rollupbaguettbananastrawberrilimeguacamolpeachbreadorangpineapplyoghurt
74rubseasonsaltspicerosemarimustardpaprikaflourolivoreganobutter
75saltsaltcayennpaprikanutmegallspicoreganocuminmarjoramthymerosemari
76scoopricottaavocadomascarpondoughwaterzucchinimangobananatortillalettuc
77scorchmolasscornmargarinricegingerrootcoconutbutterchileketchuplemongrass
78scramblenoodlgritbeansproutkimchisausagbaconpancettapaneerfettucintortilla
79seasonseasonpaprikapepperoreganocayennmustardspicemarjoramcuminparsley
80servelettucwatercressarugulaavocadolimesaucsrirachachivelemonbaguett
81setnutmegcardamomcreamsugaralmondmolassmargarinhazelnutbrandigingerroot
82simmersaffronpeabeanmirinthymevinegartomatocarrotbeerdashi
83skimdashigritwaterbrandivegetmusselgheemilkmargarinlard
84slicelettucscallionarugulacucumbceleriavocadocarrotradishwatercressonion
85slowcookdashibeansproutguacamoltomatillotumerfettucinpennporkkimchisalsa
86soakraisincorncucumbwaterpineapplshiitakradishpimentocarrotlime
87sourcheesmilkbuttermilkcreammascarponricottayoghurtcornlemonpimento
88spicespiceallspiccuminseasoncinnamonmustardpeppercornpaprikacardamomcayenn
89spoonricottamascarponavocadoarugulatomatopestopineapplstrawberrilemonorang
90spreadcheesricottabuttermascarponavocadopecanwalnutcreambreadlemon
91sprinklesaltseasonbasiloreganopaprikaparsleylemonmustardcayennthyme
92squeezelimelemonorangminttomatobasilavocadocucumbolivricotta
93steampeacauliflowbroccoliturnipbeanriceokrashiitakpotatoasparagu
94steepsaffronmintcardamompeppercorncloveallspiclemongrassthymequinoayeast
95stirshallotonionceleriscallionthymecumincayenngarliccarrotparsley
96straintomatodashisaffronvegetbeanchickpeajuictequilapeachicken
97sugarsugarhoneymolasscinnamonnutmegmargarinvanillamilkcardamomallspic
98sweetenvanillahoneystrawberricoconutmolasssugaricecinnamonyoghurtbanana
99tastecayennnutmegpaprikaseasonsrirachaallspicpeppervinegarchilicumin
100thawspinachstrawberricrawfishricottapineapplpeasalsamangocornpaneer
101thickencornflourpastabrandispaghettiquinoayoghurtcrawfishtomatodashinoodl
102toastbaguettbreadalmondpecanwalnutprosciuttoraisinhazelnutscallionoil
103tryguacamolseedjuicpaneeravocadokalamataspicepestokimchibeansprout
104warmcornflourmolasshoneysaffronvinegarmargarinsrirachayoghurtgheebeer
105washscallionradishcucumbcarrotcelerithymeparsleyonionwatercresscoriand
106whipmascarponcreamicemilkstrawberrivanillaricottacoconutcheessugar
107whiskmilksugarhoneycreammolassbuttermilkeggvanillacayennnutmeg
108wipeshiitakvegetleekseasonshallottofuoilpancettaporkchicken
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Target#1#2#3#4#5#6#7#8#9#10
0saltsaltaddsprinklsugarseasongrindrubmincmixflour
1garlicmincaddstirchopsaltsprinkldiceseasonpicklgrind
2onionsmincadddicestirchoppicklarrangsaltsliceplace
3waterboiladdsugarsaltpourflourstirsoaksteamgrate
4sugarsugarbeatsaltwhiskflouraddsprinklsweetenmixmelt
5buttersugarmeltflourspreadbeataddsaltsprinklputbrown
6pepperseasonmincaddsprinklsaltchoptastdicepicklspice
7eggsbeataddwhiskmixfoldfloursugarplaceputsalt
8tomatoesaddpickldicemincstirarrangdiscardgarnishpourpeel
9carrotsdiceaddmincchopparboilstirpicklpeelslicearrang
10milksouraddbeatsugarwhiskstirflourpoursaltmix
11oilsaltfrimincsugarheataddroastclarifigratechop
12scallionsaddmincchopdicearrangstirpicklslicegrateput
13flourfloursugarsprinklbeatsaltrubkneadspicespreadbatter
14limegarnishaddsqueezmincsprinklputpicklpeelpourplace
15gingermincaddsaltsugarstirsprinklchopspicepeelgrind
16shallotsmincaddstirchopdicefripickldiscardheatplace
17honeysugarsaltaddwhiskbeatsweetensourmixpourstir
18avocadodicearrangdresspicklslicegarnishspreadchopmincsour
19lemonaddsprinklsaltputsugarsqueezgarnishmincgratesour
20paprikasaltseasonaddsprinklmincspicetastsugargrindrub
21cilantromincaddchopgarnishpickldicesprinklgratedressstir
22salsadressdicepicklsourgarnishchoparrangmincaddseason
23buttermilkbeatsourmixflourwhisksugarblendaddpourfold
24cuminsaltaddmincspicestirseasonsprinklsugargrindchop
25shrimpfilletfrimaringrillcookseasonbroilparboilbastarrang
26potatoespicklparboilmashdicemincaddpeelstirsteamput
27chickendebonseasonfilletbastroastmarinputstraindiscardbrais
28celeryaddmincdicechopstirpicklslicearrangpeelput
29zucchinidiceaddarrangparboilchoppeelmincstirplaceslice
30cucumberpickldicechopslicearrangdressmincpeelgarnishadd
31mayonaisedresssourmixcurdlpicklblendmashtastseasonscrambl
32tumericsaltstirtastspicegrindseasonaddmashmixsimmer
33mushroomsmincadddicestirchopseasoncookarrangfridiscard
34cinnamonsugarsaltflourspicesprinkladdbeatsweetenmixbrown
35bacondicefrimincchopaddpicklstirarrangbreadcook
36coriandermincsaltaddgrindchopsprinklspicestirseasongarnish
37capersmincpickladdchopstirseasondicegarnishsaltput
38leeksdicemincstirfriaddparboilchopcookheatslice
39mirinsaltboilsimmersugaraddheatstirwhisktastminc
40clovemincsaltaddpeeldiscardputsprinklspiceplacegrind
41beansproutsparboilrinsscrambldressdrainchopburidicefriminc
42ricestirsteamsugarscorchsimmeraddboilseasoncookdrain
43raisinsaddstirsugarmixmincchopgrindsoakputpour
44cayennesaltaddtastseasonsugarmincstirgrindsprinklspice
45ketchupaddsourpicklsugarpoursaltmincmixspiceput
46oreganosaltmincaddseasonsprinklstirchopspicegrindrub
47cheesesourspreadaddfoldsprinklplaceputarrangbreadwhip
48cornmealfloursaltbakesugarwhiskbeatbattermixrubsprinkl
49saucedressaddglazemincpourstirchopseasonsimmerdice
50eggplantbreadparboilfilletarrangpeelgutpickltoastroastsqueez
51spinachaddmincdicestirrinsarrangchopdrainmashdress
52orangeaddpeelgarnishsugarputarrangsqueezsprinkldiscardpour
53peanutsmeltsugarclarifibeatputspreadheataddsweetenpour
54lemongrassmincpeeldiscardaddgutpicklchopdicespicestir
55spaghettiboilthickensimmerreducseasoncoverscramblspooncurdllower
56cabbageparboildicepicklmincdresschopdrainpeelburislice
57sakeboiltastsaltsimmersugaraddheatclarifiseasonparboil
58parsleymincaddchopsprinklsaltseasonstirgarnishdicegrate
59chickpeasstirdrainadddressdicemashsimmermincparboilbrais
60thymemincaddsaltchopstirsprinklseasonspicegrategrind
61Srirachatastsaltsouraddseasondresspicklwhiskpourminc
62pinenutstoastblendmincchopstirbreaddressmixscramblspice
63shiitakeparboilwipemincrinsaddsteamsoakdrainchopwash
64vanillabeatsugarsweetenwhiskwhipmixaddblendsourflour
65porkdeboncarvburiroastbraisgrillbastseasonrubmarin
66vinegaraddsaltmincsugarstirpickltastseasonpourspice
67chilesmincaddsaltpicklchopspicegrinddiceseasonstir
68cornaddsourstirputmixpicklpourplacedicesalt
69tomatillosmincdicechopgutpeelreducstrainsqueezdiscardpickl
70radishespickldicechopsliceparboilarrangmincgarnishpeeldress
71juiceaddmincchopdicepeeldiscardslicesaltsugarstir
72pastaboilthickencoversimmerdrainparboilsteamdressseasonscrambl
73prosciuttoarrangbreadslicedicechopcuttoastmincgarnishfillet
74gheeclarifiheatfrimeltsugarreducwarmsimmerstirspice
75beefburiseasonfricarvminccookbraisroastdiceadd
76basiladdmincsprinklchopsaltgarnishstirseasongrateput
77baguettebreadtoastspreadfilletslicecutcrumplservarrangbroil
78okraparboildraindicesteamgutpicklrinsfriboilstir
79mangogarnishpickldicearrangpeelchopaddmincputsqueez
80peachesmacersweetenwhippeelspoonarranggarnishsqueezpourspread
81linguineboilsimmerdrainscramblseasonparboilstircookthickenrins
82bananassweetenfoldspreadbreadarrangwhipbeatmacerplaceput
83nutmegsaltsugaraddsprinklmixbeattaststirflourwhisk
84yoghurtsourmixblendsweetenmashwhiskwhipbeatcurdlthicken
85hamdicearrangburipicklslicegrillchoproastparboilplace
86broccoliparboildicedrainstiraddcooksteamrinsdresssimmer
87noodlesscramblparboilcurdlpoachboilsteamthickenrinspourspoon
88creammeltbeatwhipsourwhisksugarmixaddblendspread
89beersimmeraddboilpourspicesoursaltwhiskpicklwarm
90kalamatapickldressgarnishseasondicegutsourchopservminc
91vegetablesbastheatseasoncookaddstrainspicefriwipestir
92shorteningbeatsugarflourmeltwhiskclarifimixsourblendwhip
93saffronsaltsimmerstirspiceboiladdsugarstrainwhisksteep
94strawberrieswhipsweetenmacergarnishspreadspoonsqueezfoldfreezpeel
95margarinesugarmeltbeatclarifimixflouraddsaltsourwhisk
96tortillasbreadfilletcrumplspreadfoldbatterplacearrangbuildscrambl
97almondssugaraddsprinklputtoastspreadspiceplacemixstir
98cauliflowerparboilsteamdrainmashdicestircoversimmercookdress
99asparagusparboilpoachdrainslicefilletsteamarrangdicecookboil
100chilisaltmincaddpicklseasontastspicegrindsprinklstir
101chivesmincaddchopgrategarnishsaltpicklsprinkldicestir
102breadbreadtoastspreadplaceputfoldbrusharrangsprinklcut
103couscoussimmerdresssteammashboilbraispoachscramblseasondrain
104guacamoledresspicklsourbuildcorrecttriservgutslowcookgrill
105sausagesfridicecookmincscramblgrillchopburistirbreak
106arugulaarrangdressslicechopgarnishdicemincspreadaddplace
107spicesspiceseasonrubaddmixsaltmincfloursprinklgrind
108applespeelpicklarrangspreadsweetensqueezgarnishmincaddplace
109peasdiceaddstirparboildrainrinssimmerchopmincsteam
110pancettafricookmincheatdicestirdrainwipechoptoast
111gritsscramblboilskimbattercracksimmerpoachsteamthickencurdl
112lettucearrangslicedressdicegarnishcutchopspreadplacepickl
113musselsfilletstrainsimmerpoachboilsteamthickenreducbraisheat
114coconutsugarsweetensourspreadwhippourbeatputaddmix
115fettucineboilparboilscramblrinssteamdrainservslowcooksimmertast
116lardclarifiheatsugarbeatfrimeltflourwhiskwipereduc
117brandysugarmacersweetenwhiskbeatglazesimmerclarifireducthicken
118kaleparboildraindressstirrinssimmermashcooksteambrais
119olivesmincaddgratesprinklsaltdresschopfriputheat
120pecanssprinklspreadsugartoastfoldmeltsweetenplacegarnishmix
121mascarponewhipsourbeatspreadspoonmeltfoldsweetenmixblend
122daikonparboilpicklpeelwashrinsdicesteamboilmincdrain
123mintmincgarnishchopaddsprinklpicklsaltpeelsqueezstir
124cotijasourgratedressmeltservpicklgarnishscrambltastdice
125seasoningseasonrubsprinklspiceaddsalttastmarindressminc
126peppercornsmincsaltspiceseasonaddchopgrindsugardiscardrub
127polentabatterbreadscramblservtoastglazeclarifirolloutflourcarv
128meatcarvburibastfilletdiscarddebonroastpullfricook
129pimentospicklmincdiceaddsourchopstirputseasongrind
130tequilasweetensugartastsourstrainblendpourwhiskheatadd
131tofuwipebreadscramblfrimarinfilletparboilrinsbreakcook
132pineapplepicklarranggarnishadddiscarddicepeelpourputplace
133dashiboilsimmerstrainclarifiskimthickentastpoachslowcookparboil
134pestodressspreadseasonrubspoonsourmincchopbrushsprinkl
135chilliesmincaddsaltpicklspicegrindchopdicegarnishstir
136seedsgutspicepeelsaltdiscardgrindmincsugarchoptoast
137allspicesaltsugarspiceaddmincgrindstirmixtastsprinkl
138gingerrootmincstiraddsaltcookchopsimmerheatdicefri
139crawfishthickengutcurdldebonboilclarifiparboilpoachstrainburi
140turnipsparboildicepicklbraisburichoppeelmincslicemash
141mustardaddsaltseasonmincsprinklsugarspicerubpicklmix
142quinoasimmerstirdrainboilthickenrinspoachsteepparboilmash
143penneboilparboildrainscramblsimmertastthickenstirslowcookcook
144beetspeelpicklbraisdiceparboildiscarddressdraingarnishminc
145walnutssprinklspreadaddmincputsugartoastgarnishmixplace
146rosemarymincsaltaddsprinklseasonchoprubspicestirgrind
147icewhipsweetenbeatbatterglazechillsoursugarfreezrollout
148kimchipicklparboilbraisscrambldressmarinburisqueezdrainstrain
149yeastbeatflourkneadsugarwhisksweetenmixsaltblendsteep
150paneerscrambldebontricrumplparboilbreadkneadsteamfrithaw
151watercresschopdressarrangdiceslicemincgarnishpickladdserv
152cardamomsaltsugarspiceaddgrindstirmixbeatfloursweeten
153doughbatterkneadrolloutcrumplscoopsqueezbreadflourcrackspread
154molassessugarbeatwhisksaltsweetenmixpourblendaddflour
155marjoramsaltmincaddseasonchopstirsprinkltastgrinddiscard
156ricottasourspreadspoongratefoldsprinklbeatwhipmixpour
157cornflourflourwhiskboilsugarsaltbeatthickenwarmpoursimmer
158hazelnutssugarsprinklspicetoastbakespreadsweetenflourmeltgarnish
159beansaddstirsimmerdicemincdiscardpicklboilspicechop
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6beatbeatwhiskblendwhipmixsugarsourstirkneadadd
7blendblendmixbeatwhiskstiraddmashsourchillsugar
8boilboilsimmersteamcookthickenheatstirparboilreducpoach
9braisebraispoachroastsimmerbastmarincarvcookreducremov
10breakbreakpullmashscramblcutaddputstirdicecrack
11breadbreadtoastspreadplaceputfoldbrusharrangsprinklcut
12broilbroilgrillarrangtoastcooksliceroastbastfrifillet
13brownbrownburnsprinklscorchmeltsalttoastfriflourcook
14brushbrushbastsprinklrubarrangspreadplacefoldcutput
15buildbuildrolloutgarnishservpreparpicklopenfreezcrackgrill
16burnburnscorchbrownmeltcurdltoastbroilbreakgrillcook
17buryburiparboilchoparrangcutpicklrinsmashgutminc
18carvecarvdeboncutbraisbastroastgutpullgrillrub
19checkcheckadjustcorrectbasttaststirskimremovpullburi
20chillchillrefrigerfreezcoolblendthawmarinmixkneadprepar
21chopchopmincdiceaddslicearranggrindcutgrateput
22clarifyclarifimeltheatreducsugarfribraisbeatlowerbast
23closecloseopenpullcoverremovsqueezgrillfoldcrumplrub
24cookcookfrisimmerheatstirgrillboiladdbroilbrais
25coolcoolthawchillremovwarmsetrefrigersoakmacerfreez
26correctcorrectadjustchecktastsaltreducflourskimsourrollout
27covercoverplacesetputsimmerboilwipepreparpourcook
28crackcrackscramblbreakcurdlgrindsaltsetopenpullbread
29crumplecrumplfoldrolloutcutarrangsqueezopenbreadburipull
30curdlecurdlscorchthickenscramblburnwhiskbeatcracksourskim
31cutcutslicearrangdiceplaceputchopfoldspreadadd
32debonedeboncarvgutrinsmarinpoachseasonrubbastfillet
33dicedicechopsliceminccutaddarrangputplacemash
34discarddiscardaddstrainremovsqueezpeelputchopmincdice
35draindrainrinsstrainsoakparboilremovwashdiscardaddmarin
36dressdressseasonchoppickldiceglazemarinmincarranggrate
37filletfilletseasongrillbroilbrushrubgutdebonmarinwipe
38flourfloursugarsprinklbeatsaltrubkneadspicespreadbatter
39foldfoldspreadsprinklarrangplaceputaddcutmixbrush
40freezefreezrefrigerchillthawcoolmarinkneadrolloutsteepmacer
41fryfricookgrillheatroastmincscrambldiceaddplace
42garnishgarnishsprinklservarrangaddchopputplacemincspread
43glazeglazebatterbastbrushdresswhipsweetensugarcoolpoach
44grategratechopmincaddsprinklslicediceputspreadplace
45grindgrindchopmincsaltsprinklrubaddputspreadgrate
46grillgrillbroilfriroastcookbastmarinfilletbrushheat
47gutgutdebonrinsopendiscardpeelcarvburiwashcut
48heatheatcookmeltfrisimmerreducboillowerclarifiwarm
49kneadkneadbeatflourblendrolloutsqueezgrindmixchillfold
50lowerlowerreducadjustsimmerheatremovboilcookskimsteam
51maceratemacersteepmarinsoakthawstraincoolrefrigerchillfreez
52marinatemarinsoaksteepmacerseasonbraisbastdebonrinsgrill
53mashmashdicebreakaddmixputstirblendmincsqueez
54meltmeltheatclarifibeatburnsugarbrownsetgratereduc
55mincemincchopdiceaddgrindgrateputsprinklplacearrang
56mixmixblendwhiskbeatstiraddputsourpourfold
57openopenclosegutcutremovpullburislicecrackgrill
58parboilparboilburirinssteamdrainwashdicearrangsoakadd
59peelpeelslicediscarddicecutwashsqueezgutgratemash
60picklepickldicemincaddchopsliceburidressgratesour
61placeplaceputarrangaddsprinklspreadpourcutfoldslice
62poachpoachbraissimmerdebonparboilscramblboilbastmarinsteam
63pourpouraddputspreadspoonplacearrangsprinklstrainmix
64preparepreparspreadpourplacearrangputservspooncoverbrush
65pullpullremovbreakfoldcutdiscardclosesqueezputrub
66putputplaceaddarrangpourspreadsprinklcutmixfold
67reducereduclowerthickenadjustsimmerheatstircookboilclarifi
68refrigeraterefrigerchillfreezcoolmarinsteepkneadmacerpreparrollout
69removeremovpulldiscardcooldrainopenplaceputlowerbreak
70rinserinswashdrainsoakparboiladdarrangdiscardgutdice
71roastroastbraisgrillbakefribroilchopcookcarvbast
72rolloutrolloutkneadcrumplbuildrollupbakeflourfreezrefrigerchill
73rolluprollupgrillbakecarvdebonservrollouttrimaringut
74rubrubseasonbrushsprinklputplacespreadgrindsaltspice
75saltsaltaddsprinklsugarseasongrindrubmincmixflour
76scoopscoopspoonspreadplacepourcutputarrangsqueezslice
77scorchscorchburncurdlbrownthickenbreakstirmeltsteammash
78scramblescramblcurdlbreakfricrackpoachmashcookwhiskbeat
79seasonseasonrubsprinklspiceaddsalttastmarindressminc
80serveservgarnisharrangslicecutputpreparplacespooncarv
81setsetcoverplaceputmeltcoolwiperemovcrackpull
82simmersimmerboilcookstirreducsteambraisheatthickenpoach
83skimskimbaststrainthickencurdlwhiskdiscardreducadjustbrais
84sliceslicecutdicearrangchopplacespreadaddpeelminc
85slowcookslowcookbraiscarvdebonroastrollupheattriboilgut
86soaksoaksteeprinsdrainmarinmaceraddwashparboilsqueez
87soursouraddmixbeatwhippourputspreadblendfold
88spicespiceseasonrubaddmixsaltmincfloursprinklgrind
89spoonspoonpourspreadscooparrangplaceputsprinklfoldmix
90spreadspreadsprinklarrangpourfoldputplacespoonaddscoop
91sprinklesprinkladdspreadgarnishplaceputarrangbrushpourrub
92squeezesqueezdiscardfoldspreadrubscoopputmashgrateadd
93steamsteamparboilsimmerboilcooksteepwashbraispoachsoak
94steepsteepmacersoakmarinstrainsimmersteamcoolrefrigercurdl
95stirstiraddwhiskmixblendsimmerbeatcookpourminc
96strainstrainpourdraindiscardsteepthickensoakskimrinsadd
97sugarsugarbeatsaltwhiskflouraddsprinklsweetenmixmelt
98sweetensweetenwhipsugarbeatsourmixbrownmeltgrateflour
99tastetastadjustseasonsaltcorrectcheckgrindblendspiceboil
100thawthawcoolchillfreezwashrinsmacermarindrainparboil
101thickenthickencurdlreducsimmerboilstrainwhiskscorchstirblend
102toasttoastbreadbroilspreadsprinklbrowngrindplacearrangburn
103trytrigutrollupburnclosetastslowcookopencarvdress
104warmwarmcoolheatcoversimmerboilmeltscorchpoursteam
105washwashrinsparboilarrangpeelsoakaddchopplaceput
106whipwhipbeatsourwhisksweetenfoldsugarspreadmixbatter
107whiskwhiskbeatstirmixblendsugarwhipaddpourcurdl
108wipewiperubbrushrinsdiscardwashsetremovcoverbast
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Target#1#2#3#4#5#6#7#8#9#10
0saltsaltcayennpaprikanutmegallspicoreganocuminmarjoramthymerosemari
1garlicgarlicoreganoshallotcuminthymecayenncoriandonionrosemaripepper
2onionsonionshallotscallioncelerigarlicchillileekchilicarrotmushroom
3waterwatermilkvinegarjuicsakesugarmirinsaltoilbeer
4sugarsugarhoneymolasscinnamonnutmegmargarinvanillamilkcardamomallspic
5butterbuttermargarinshortencinnamonlardoilhoneysugaralmondflour
6pepperpeppercuminpaprikagarliccayennoreganopeppercornonioncelerichili
7eggseggbuttermilkmolassmilkmargarinbutteralmondhoneycoconutcream
8tomatoestomatochilemushroomcilantrocapertomatilloavocadocucumbpimentopineappl
9carrotscarrotceleriturnipzucchiniscallionradishonionleekshallotcabbag
10milkmilkbuttermilkcreamhoneysugarwatermargarinnutmegmolassvanilla
11oiloilolivbutterpaprikacuminhoneycayennsaltshallotrosemari
12scallionsscalliononionshallotchivecilantrocelerileekparsleyradishgarlic
13flourflourcornmealcinnamonsugarbuttermilkbuttermilkshortennutmegmargarin
14limelimelemonorangmintmangojuicgingercilantropineapplavocado
15gingergingergingerrootcoriandcuminthymeshallotclovegarliccayennallspic
16shallotsshallotonionscalliongarlicleekcelericaperthymerosemarigingerroot
17honeyhoneysugarmolassvinegarcinnamonlemonmilkmustardgingerallspic
18avocadoavocadocucumbmangoguacamollettucradishtomatosalsalimecilantro
19lemonlemonlimeorangjuicmintgingerhoneyvinegarbasilrosemari
20paprikapaprikacayennoreganocuminmarjoramsaltthymepeppernutmegcoriand
21cilantrocilantrocoriandbasilparsleychivescallionthymeoreganomintceleri
22salsasalsaguacamolavocadocilantropestolettuctomatoketchupcucumbtomatillo
23buttermilkbuttermilkmilkmolassegghoneyflourmargarinshortensugarvanilla
24cumincumincayenncoriandoreganoallspicpaprikagarlicthymepepperpeppercorn
25shrimpshrimpcrawfishmusselchickenasparagumushroomspinachbroccoliokrascallion
26potatoespotatoturnipzucchinieggplantbeetcarrotcauliflowcabbagleekradish
27chickenchickenbeefmeatporkhamshrimpvegetmushroomsausagcauliflow
28celerycelerionioncarrotscallionshallotthymeparsleygarliccilantrochive
29zucchinizucchinieggplantcarrotcucumbpotatoleekcelerionionscallionradish
30cucumbercucumbradishavocadozucchinimangolettucdaikonscallioncarrotceleri
31mayonaisemayonaissrirachaketchuppimentoyoghurtguacamolpestokimchisalsacotija
32tumerictumercumincardamomcayennallspiccoriandpaprikasaffronsaltchilli
33mushroomsmushroomleekshiitakonioncelerishallotscalliontomatospinachcarrot
34cinnamoncinnamonallspicnutmegcardamomsugarvanillahoneybuttercayennmolass
35baconbaconpancettaprosciuttosausaghamshallotonionceleriscallionleek
36coriandercoriandcilantrocuminoreganothymebasilmarjoramparsleygarlicrosemari
37caperscapershallotparsleychivebasilrosemarimarjoramthymescalliongarlic
38leeksleekshallotscallionmushroomonionturnipcarrotcelerizucchinicabbag
39mirinmirinsakevinegarsrirachagingerrootdashiketchuplemongrasshoneyginger
40cloveclovepeppercornrosemariallspiccumingingerthymecoriandoreganogarlic
41beansproutsbeansproutkimchiwatercressfettucindaikonradishcabbaglinguinshiitakkale
42ricericequinoacouscounoodlpotatobeanchickpeatumerpeapasta
43raisinsraisinwalnuthoneypecanalmondcinnamonorangmolassbrandiappl
44cayennecayennpaprikacuminallspicsaltnutmegoreganomarjoramthymegarlic
45ketchupketchupsrirachavinegarmustardmolasshoneychilimirinsaucmayonais
46oreganooreganomarjoramthymerosemaribasilparsleycayennpaprikacoriandcumin
47cheesecheesricottabutterprosciuttomascarponchivemushroombasilavocadoscallion
48cornmealcornmealflouryeastbuttermilkcinnamonsaltshortencornflourbutteregg
49saucesaucketchupjuicsalsasrirachascallionchilivinegarshallotonion
50eggplanteggplantzucchinipotatoleekcucumbtomatoavocadobaguettmushroomokra
51spinachspinacharugulakalewatercressbroccolibasillettucmushroomparsleycabbag
52orangeoranglemonlimepineappljuicmangoapplpeachgingerhoney
53peanutspeanutmargarinalmondwalnutpecanhoneyhazelnutcoconutshortensugar
54lemongrasslemongrassgingerrootgingercoriandscallionmirinchillicilantrolimeshallot
55spaghettispaghettipastalinguinpennfettucinnoodlbroccolipestocouscousausag
56cabbagecabbagturnipradishkaleleekcarrotbroccolilettucceleridaikon
57sakesakemirindashivinegarcornflourgingerrootsrirachabrandiwaterlemongrass
58parsleyparsleychivebasilthymemarjoramoreganorosemaricilantrocoriandscallion
59chickpeaschickpeaquinoabeanpeacouscoucauliflowcapertomatokaletomatillo
60thymethymerosemarimarjoramoreganoparsleybasilcoriandchivegarliccayenn
61Srirachasrirachamirinketchupvinegarmustardcayennchilimayonaishoneygingerroot
62pinenutspinenutwalnutcouscoukalamatacapercotijaquinoahazelnutarugulachickpea
63shiitakeshiitakmushroomleekdaikonscallionturnipshallotbroccoliasparagukale
64vanillavanillacinnamonmolasssugarhoneycardamomshortenorangcoconutalmond
65porkporkbeefmeatchickenhamsausagpancettabaconvegetprosciutto
66vinegarvinegarmirinhoneygingerjuicmustardthymeketchupcayennoregano
67chileschilechilichilligarliccuminonioncoriandcayenntomatooregano
68corncornonionpotatochiliceleriscallioncilantrocarrotgarlicoregano
69tomatillostomatillotomatochilecilantromangosalsaavocadochickpeagingerrootlemongrass
70radishesradishcucumbdaikonscallioncarrotcabbagturnipbeetwatercresszucchini
71juicejuiclemonoranglimevinegargingershallotthymegarliccaper
72pastapastaspaghettilinguinpennfettucinnoodlquinoacouscoubroccoliasparagu
73prosciuttoprosciuttopancettabaconhamarugulashallotbaguettlettucscallionwatercress
74gheegheelardmargarinoilbuttershortenolivtumercornflourpeanut
75beefbeefmeatporkchickensausaghammushroombaconvegetpotato
76basilbasilparsleyrosemarioreganothymecilantromarjoramchivemintcoriand
77baguettebaguettbreadprosciuttoeggplantavocadotortillabananadoughcheescucumb
78okraokrazucchinipeaasparagubroccolieggplantcabbagleekmushroomcauliflow
79mangomangopineapplpeachavocadolimestrawberricucumborangapplbanana
80peachespeachstrawberriapplmangopineapplbananaoranglemonlimetomato
81linguinelinguinpennfettucinpastaspaghettinoodlmusselcouscouquinoabeansprout
82bananasbananastrawberripeachpineapplmangoapplorangalmondcoconutavocado
83nutmegnutmegallspiccayennsaltcinnamonpaprikacardamomcuminoreganothyme
84yoghurtyoghurtmayonaisbuttermilkhoneymascarponmilkcornflourricottacreamlemon
85hamhamprosciuttobaconporkbeefsausagmeatchickenpancettapimento
86broccolibroccolicauliflowasparagupeaspinachkalecabbagmushroomcelerileek
87noodlesnoodlpastaspaghettilinguinfettucinpennbroccoliriceasparaguquinoa
88creamcreammascarponmilkmargarinricottavanillasugarnutmeghoneybutter
89beerbeertequilamolassketchupvinegarwaterbuttermilkmilkbrandiallspic
90kalamatakalamatacaperpimentopinenutarugulaavocadoguacamoltomatoolivcucumb
91vegetablesvegetolivasparaguchickenbroccolicarrotleekmushroomzucchiniscallion
92shorteningshortenmargarinlardbuttermolassvanillapeanutcinnamonsugarbuttermilk
93saffronsaffrontumercardamomcuminallspiccayennoreganomarjoramrosemaricoriand
94strawberriesstrawberripeachbananamangopineapplorangappllimeicemint
95margarinemargarinbuttershortenlardsugarmolasspeanutcinnamonhoneymilk
96tortillastortilladoughbreadbaguettlettucprosciuttosalsaguacamolnoodlavocado
97almondsalmondhazelnutwalnutpecancoconutcinnamonpeanutorangsugarvanilla
98cauliflowercauliflowbroccoliasparaguturnipkalecabbagcarrotpotatoleekzucchini
99asparagusasparagubroccolicauliflowleekkalespinachpeawatercresszucchiniveget
100chilichilichilechillicayennoreganogarliccuminonionmustardpaprika
101chiveschiveparsleyscallionbasilcilantrothymemarjoramrosemaricaperoregano
102breadbreadbaguettprosciuttotortillaeggplantavocadocheesbananabutterham
103couscouscouscouquinoaricepinenutchickpealinguinpastapenngritsaffron
104guacamoleguacamolsalsaavocadocotijapestolettuckalamatamayonaiscilantrotomatillo
105sausagessausagbaconpancettabeefmeathamporkmushroomleekprosciutto
106arugulaarugulawatercresslettucspinachkalebasilcilantroradishprosciuttocucumb
107spicesspiceallspiccuminseasoncinnamonmustardpeppercornpaprikacardamomcayenn
108applesapplpeachpineapplmangoorangbananabeetcarrotturnipstrawberri
109peaspeabroccolibeancarrotspinachcelerichickpeascallionturnipmushroom
110pancettapancettabaconprosciuttoshallotsausagleekmushroomhamonionscallion
111gritsgritpolentaquinoacouscoulinguinpastapennnoodlcornmealfettucin
112lettucelettucarugulawatercresscucumbavocadocabbagspinachradishcilantroprosciutto
113musselsmusselshrimplinguincrawfishpastapennfettucinspaghettiasparagugrit
114coconutcoconutalmondpeanuthazelnutvanillacinnamonbutterbananamargarinwalnut
115fettucinefettucinlinguinpennpastaspaghettinoodlbeansproutmusselcouscouquinoa
116lardlardshortengheemargarinbutterpeanutmolassoilsugarbuttermilk
117brandybranditequilahoneyraisinnutmegmolasssakeorangcinnamonvanilla
118kalekalespinachwatercressarugulacabbagbroccolicauliflowasparaguleekturnip
119olivesolivoilcapershallotoreganogarlicrosemariparsleyscallionchive
120pecanspecanwalnutalmondhazelnutpeanutraisincinnamonapplcoconutbutter
121mascarponemascarponricottacreamcheesstrawberributtericecotijaeggyoghurt
122daikondaikonradishcucumbturnipcabbagshiitakkimchicarrotbeetbeansprout
123mintmintbasilcilantrothymerosemaricoriandlimeoreganolemonparsley
124cotijacotijaguacamolsalsapimentoricottapinenutmascarponcheescreamavocado
125seasoningseasonpaprikapepperoreganocayennmustardspicemarjoramcuminparsley
126peppercornspeppercornallspiccuminclovepeppercayenncardamomcoriandoreganomarjoram
127polentapolentagritcouscoudougheggplantcornmealpastabaguetttofunoodl
128meatmeatbeefporkchickensausaghambaconshrimpvegetcabbag
129pimentospimentocaperceleritomatochivescallionparsleyoniongarlicham
130tequilatequilalimebrandivinegarorangmangojuichoneybeerlemon
131tofutofupaneereggplantdaikonshiitakzucchinichickenavocadomangobeef
132pineapplepineapplmangopeachapplorangstrawberrilimebananatomatolemon
133dashidashimirinsakecornflourtumersaffronwaterdaikonmilkshiitak
134pestopestoricottaguacamolsalsaarugulaolivavocadobasilcaperprosciutto
135chillieschillichilichileonioncoriandgarlicoreganocumingingerbasil
136seedsseedcoriandgingergarlicclovecumincardamomallspicchilepeppercorn
137allspiceallspicnutmegcayenncumincardamompeppercorncinnamonsaltoreganopaprika
138gingerrootgingerrootgingerlemongrassshallotmirinonionscallioncarrotvinegarceleri
139crawfishcrawfishshrimpmusselokralinguinpennfettucinbeansproutgritmeat
140turnipsturnipbeetcarrotleekpotatocabbagradishdaikoncelericauliflow
141mustardmustardoreganopaprikacayenncuminthymechiligarlicrosemaripeppercorn
142quinoaquinoacouscouchickpearicepastakalelinguinnoodlspinachgrit
143pennepennlinguinfettucinpastaspaghettinoodlbroccolimusselcouscouquinoa
144beetsbeetturnipradishpotatocabbagcucumbcarrotapplcauliflowwatercress
145walnutswalnutpecanhazelnutalmondraisinpeanutpinenutcinnamoncoconutrosemari
146rosemaryrosemarithymemarjoramoreganobasilparsleychivecoriandgarlicshallot
147iceicestrawberrimascarponvanillacoconutshortencornflourcreambutteryeast
148kimchikimchibeansproutdaikonradishsalsasrirachacabbagketchupmayonaisguacamol
149yeastyeastmolasscornmealshortenbuttermilkvanillaeggmilkflourvinegar
150paneerpaneertofucotijaeggplantbeansproutdaikontumerokrakimchipotato
151watercresswatercressarugulalettucspinachkalecilantroradishbasilcucumbscallion
152cardamomcardamomallspiccinnamoncuminnutmegtumerpeppercorncayenncoriandsaffron
153doughdoughtortillapolentabaguettyeasticebreadflourpestocornmeal
154molassesmolasshoneysugarvanillabuttermilkvinegarketchupcinnamonmargarinshorten
155marjorammarjoramthymeoreganorosemariparsleybasilcayenncoriandpaprikachive
156ricottaricottamascarponcheespestocreamcotijaspinacheggbasilarugula
157cornflourcornflourmirinsakedashiflourgheetumerbrandicornmealsugar
158hazelnutshazelnutwalnutalmondpecanpeanutcoconutcinnamonvanillasugarmint
159beansbeanpeachickpeatomatochilechilipeppercorncarrotpotatozucchini
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_ingredients).to_html())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/1M_word2vec.ipynb b/1M_word2vec.ipynb index b045c58..ec6fd58 100644 --- a/1M_word2vec.ipynb +++ b/1M_word2vec.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -60,16 +60,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "n = 100000" + "n = 1000000" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -143,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -159,21 +159,21 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", + "\n", "100%\n", - "100000/100000\n", - "[06:15<00:00, 0.00s/it]
" + "1000000/1000000\n", + "[01:01:03<00:00, 0.00s/it]" ], "text/plain": [ "\u001b[A\u001b[2K\r", - " [████████████████████████████████████████████████████████████] 100000/100000 [06:15<00:00, 0.00s/it]" + " [████████████████████████████████████████████████████████████] 1000000/1000000 [01:01:03<00:00, 0.00s/it]" ] }, "metadata": {}, @@ -183,7 +183,11 @@ "source": [ "\n", "for i in track(range(n)):\n", - " json_recipe = buffered_reader.__next__()\n", + " try:\n", + " json_recipe = buffered_reader.__next__()\n", + " except StopIteration:\n", + " print(\"reached end of stream after \" + i + \"iterations\")\n", + " break\n", " instructions += stemmed_recipe_instruction(json_recipe)\n", " #print(i)\n" ] @@ -197,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -211,16 +215,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.4270745" + "0.46360567" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -231,7 +235,25 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "path = get_tmpfile(\"wordvectors.kv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "model.wv.save(path)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -240,7 +262,7 @@ "'potato'" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -248,7818 +270,6 @@ "source": [ "model.wv.most_similar_to_given(\"mash\", [\"salad\",\"potato\", \"oil\", \"tomato\"])" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* check for a list of cooking verbs and ingredients whether they're represented by our model" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "from cooking_vocab import cooking_verbs\n", - "from cooking_ingredients import ingredients" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "model_actions = []\n", - "model_ingredients = []" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "for action in cooking_verbs:\n", - " if word_exists(action):\n", - " model_actions.append(action)\n", - "\n", - "for ingredient in ingredients:\n", - " if word_exists(ingredient):\n", - " model_ingredients.append(ingredient)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "'found 108 of 111 valid actions and 160 of 648 valid ingredients'\n" - ] - } - ], - "source": [ - "pprint(f\"found {len(model_actions)} of {len(cooking_verbs)} valid actions and {len(model_ingredients)} of {len(ingredients)} valid ingredients\")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "stemmed_ingredients = [porter.stem(ing) for ing in model_ingredients]\n", - "stemmed_actions = [porter.stem(act) for act in model_actions]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## cross-category-similarites\n", - "* now get the most likely ingredients for every action:" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "def find_most_similar_to_given_elementwise(unstemmed_targets, stemmed_comparison_list, n = 10):\n", - " data = []\n", - " for target in unstemmed_targets:\n", - " comps = stemmed_comparison_list[:]\n", - " bests = []\n", - " for i in range(n):\n", - " best = model.wv.most_similar_to_given(porter.stem(target), comps)\n", - " comps.remove(best)\n", - " bests.append(best)\n", - " data.append([target] + bests)\n", - " return pd.DataFrame(data, columns=[\"Target\"] + [\"#\" + str(i+1) for i in range(n)])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cooking Action to Ingredient" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - 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Target#1#2#3#4#5#6#7#8#9#10
0addscallioncelerionionparsleythymegarlicoreganosaltchivecilantro
1adjustcayennsaltsrirachapeppernutmegoreganomarjoramcumintumercornflour
2arrangescallionlettuczucchiniavocadoarugulacucumbpineapplonionprosciuttowatercress
3bakecornmealcinnamonpecanvanillaflourmargarinbuttershortenoilwalnut
4bastevegetchickenporkmeatjuicseasonkimchibeermirinhoney
5batterdoughflourpolentacornmealcoconuticegrittortillapecanbutter
6beatvanillashortenbuttermilkcreammilksugarmolasseggmargarinhoney
7blendbuttermilkhoneynutmegmolasscreamvanillachickpeamilkallspicsalt
8boilwaterpenncornflourdashisaffronspaghettimirinsakepastalinguin
9braisekimchiporkmusselshiitaktomatillomushroombeertomatosaucveget
10breakonionavocadoscallionpancettapineapplshallotcheesprosciuttoparsleygarlic
11breadbreadbaguettprosciuttoeggplanttortillapaneeravocadohambananapancetta
12broilbaguettscallionhamseasonshallotsaucporkprosciuttoketchupshrimp
13brownmargarinbuttermolassoilmirinshortensalthoneyonionpecan
14brusheggseasonbutterhoneybreadflourolivscallionlemonmargarin
15buildguacamolsalsabaguetttortillabeansproutpestoprosciuttoseasonsauccream
16burnhoneymolassgingerrootbutterketchupmustardvinegarmargarinpecanginger
17burybeansproutcotijamayonaispimentopinenutradishkimchifettucindaikonturnip
18carvekimchiporkhambaguettseasonradishcrawfishbeansproutpimentolettuc
19checkbeercumingritquinoachickenmusseltumermeatcrawfishpepper
20chilliceeggcreamtequilavanillaricottabuttermilkcornflourshortenstrawberri
21chopscallionwatercresscelericilantroparsleyradishthymecarrotshallotchive
22clarifylardgheepeanutmargarinshortenoilbrandicreamhoneyoliv
23closebaguettprosciuttohamguacamolpeppercornbreadcreamcrawfishketchuppecan
24cookscalliononioncarrotsausagvegetzucchinishallotseasonmushroomgingerroot
25coolicecreamgheericottastrawberricoconutmolassjuickalevanilla
26correcttumersrirachacayennsaltpestogritmarjoramguacamolpaprikacornflour
27covercarrotcauliflowbeancabbagasparagupastapotatochickenzucchinibeer
28cracknutmegmusselcayennsaltyeastallspiccardamomsugarclovericotta
29crumplepaneerpinenutprosciuttodoughbaguettpancettalettuccotijatortillafettucin
30curdleyoghurtmayonaisbuttermilkmolasseggcornflourgritmascarponmilkketchup
31cutavocadolettucradishceleriscallionbaguettonionpineapplcucumbcarrot
32debonecrawfishchickenkimchiporkbeansprouthamseasonshiitakpimentopaneer
33dicescallionceleriturnipradishpimentocarrotcucumbonionavocadopea
34discardlemongrassjuicscallionceleriallspicthymeavocadorosemariseedclove
35drainchickpeaokrapennpeabroccolikalelinguinshiitakkimchizucchini
36dresspestosalsaarugulawatercresscilantroguacamollettucolivradishmayonais
37filletshrimpseasoneggplantcapertortillachickenporkpepperpaprikarosemari
38flourflourcornmealbuttermilkbuttershortensugarcinnamonmilkcornflournutmeg
39foldeggricottacheesbananascallionbuttermilkmascarponcreamavocadopecan
40freezedoughicestrawberrinoodlmusselbananapeachpastavanillapaneer
41frypancettagheeoilscallionsausagbaconolivonionshallotleek
42garnishchivemintcilantroscallionparsleywatercressbasilcaperlimelettuc
43glazesauchoneypecanbrandipineappljuicmolasspeachapplmirin
44gratescallionchivecilantroparsleypimentoolivradishricottalemonturnip
45grindcoriandtumerallspiccayenncumincardamomsaltpeppercornspicemarjoram
46grillhamporksaucshrimpolivbaguettsausagtortillascallionshiitak
47gutcrawfishlemongrassbeansproutdaikonseedkimchishiitakcardamomtumerpaneer
48heatgheeoilolivvegetshallotbutterpeanutlardvinegarpancetta
49kneaddoughflouryeastcornmealbreadbuttermilktortillaricottashortenpasta
50lowergheeolivleekchickenrosemaricrawfishprosciuttokaleshallotpancetta
51maceratebrandiminttequilabeansproutstrawberripeachmangoraisinjuicpineappl
52marinateseasonporklettucjuicscallionmirinchickpeabeansproutcilantroavocado
53mashturnipchickpeayoghurtsalsacarrotallspicavocadoricottacilantroonion
54meltcreammargarinpeanutbuttermascarponshortenpecanmilksugarricotta
55mincegingerrootscallionparsleycelericilantrochiveshallotthymegarliconion
56mixbuttermilkmolasshoneycreamallspiceggnutmegmargarinmilkmustard
57openmusselcrawfishbeansproutbaguetttomatilloclovehamokraeggplantguacamol
58parboilturnipradishdaikoncarrotpeabroccolicauliflowkalezucchinishiitak
59peelturnipcarrotzucchinilemongrassdaikonradishbeetbeansproutceleriginger
60picklecucumbradishpimentocapercilantrokimchiscallionketchupsrirachachive
61placescalliononionbutterolivparsleyeggcelerilemonavocadobuttermilk
62poachmusselcaperbuttermilkscallionvegetpeakimchimushroomshiitakbrandi
63pourbuttermilkmolassmilkhoneybeerketchuptomatobuttercoconutricotta
64prepareshrimpsaucricottapineapplbeerhazelnutpestobreadavocadoseason
65pullmeatcrawfishprosciuttohampotatozucchinieggplantchickenporkavocado
66putscallionbutterlemonbuttermilkonionparsleyoliveggavocadomargarin
67reducebrandiolivgheesugarketchupshallotmolasssrirachahoneytomato
68refrigeratedoughstrawberribeeticemintbeansproutmeatbuttermilkbananatequila
69removejuiccrawfishgheescallionpancettashiitaktomatillokalepineapplshallot
70rinseradishpeaokrashiitakchickpeadaikoncucumbseasonpimentospinach
71roastporkhamoileggplantchickenthymetomatilloshallotzucchinionion
72rollupbeansproutpinenutmayonaiscotijatequilafettucintumerguacamolyoghurtkimchi
73rubseasonmustardrosemarisaltflourpeppercornspicecuminthymeoregano
74saltsaltcayennnutmegpaprikaallspicmarjoramoreganocuminthymecardamom
75scoopavocadoricottabuttermilkstrawberribeandoughwatermascarponguacamolvanilla
76scorchbutterhoneymolasscoconutmargarinbuttermilkyeastbananayoghurtcornmeal
77scramblenoodlgritsausagmayonaisgheericottayoghurtbuttermilkokrapasta
78seasonseasoncayennoreganomarjorampepperthymepaprikasaltspicecumin
79servelimelettucarugularadishwatercresschivesrirachaavocadobaguettguacamol
80setmargarinnutmegpineapplcreamonionshortensaltbuttersugarricotta
81simmerquinoabeermirinpeaonionchickpeathymetomatocornfloursaffron
82skimgritbrandidashilardgheemusselbeermolasscornflourmilk
83slicelettucscallioncucumbradishcarrotpimentoceleriavocadoarugulawatercress
84slowcookbeansproutfettucinmayonaiscotijapaneerpinenutdaikonkimchikalamatacrawfish
85soakchickpearaisinshiitakmolasswatercarrotpineapplpeasaffronbrandi
86souryoghurtmascarponsrirachacheesbuttermilkmilkricottaketchupmayonaisavocado
87spicespicepeppercornseasoncumintumerallspiccinnamoncardamompaprikamustard
88spoonricottamascarponavocadobuttermilkpestostrawberrieggbananazucchinitomato
89spreadricottacheesbuttermascarponcreamavocadopestowalnutpecancoconut
90sprinklesaltparsleyseasonoreganolemonnutmegthymecayenngarlicbasil
91squeezelimelemonorangcucumbavocadochickpeapineappltomatocaperstrawberri
92steammusselcouscouturnipcauliflowshiitakquinoaleekpotatonoodlpea
93steepmintbranditequilachickpeadashimusselyeastmirincouscoukale
94stirshallotonionscallionthymecelerigarlicoreganocarrotcuminallspic
95straintequiladashimusselbrandibeerchickpeacornflourkimchisrirachaveget
96sugarsugarhoneymolasscinnamonnutmegallspiccardamommargarinvanillamilk
97sweetenyoghurttequilabrandimascarponmilkhoneyvanillamayonaiscreammolass
98tastecayennnutmegsrirachatumermarjorampaprikaoreganoseasonallspicgingerroot
99thawtofuspinachokrapeachkalepaneerpennstrawberrichickpearicotta
100thickencornflourpastaquinoasrirachabeerspaghettigritmirinricemeat
101toastbaguettpecanwalnutbreadalmondprosciuttopinenutparsleycoriandseed
102tryguacamolmayonaisyoghurtkimchipinenutpaneerkalamatacrawfishfettucingrit
103warmhoneymargarinmolasscoconutsrirachacornflourvinegaryeastsugarcorn
104washradishshiitakturnipdaikonokrawatercressparsleyceleriscallioncucumb
105whipmascarponicestrawberricreamvanillayoghurtmilkricottacheesbanana
106whiskmolasssugarhoneybuttermilkmilkcreamcornflourmustardeggvanilla
107wipeshiitakokrashallotoilgheeeggplantmushroomseasonchickenshrimp
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Target#1#2#3#4#5#6#7#8#9#10
0saltsaltaddsprinklseasonsugargrindrubmixstirtast
1garlicmincaddsaltsprinklstirseasonchopdicegrindpickl
2onionsmincaddstirdicechopsaltsprinklarrangpicklparboil
3waterboiladdsugarsaltflourpourstirsoakrinssteam
4sugarsugarbeatsaltwhiskflouraddsweetensprinklmixstir
5buttersugarflourspreadmeltsprinkladdbeatputbrownsalt
6pepperseasonsaltmincaddsprinkltastspicerubpicklchop
7eggsbeatmixaddfoldbrushflourwhiskputcurdlplace
8tomatoesaddpickldicestirmincpourarrangsqueezgarnishsprinkl
9carrotsparboildicemincaddpeelchopstirsliceburiarrang
10milkbeatsouraddsweetensugarwhiskpourstirflourmix
11oilsaltfriheatclarififlourwipesugarbrownaddminc
12scallionsmincaddchopdicepicklarranggratestirgarnishslice
13flourfloursugarsprinklrubkneadbeatsaltbatterspreadbrush
14limesqueezpicklgarnishaddmincsoursprinklgrateservput
15gingermincaddsaltsugarpeelsprinklstirchopspicegrind
16shallotsmincstiraddchopdicewipepicklfrisaltheat
17honeysugarsweetensaltaddwhiskbeatsourpourmixsprinkl
18avocadodicesourpicklarrangchopmincgarnishspreadslicedress
19lemonaddsqueezsprinklsaltsugarpicklgarnishputgratesour
20paprikasaltseasonmincsprinklspiceaddsugartastgrindgrate
21cilantromincpickladdchopgarnishgratedicedressburisour
22salsadressdicepicklsourmashchopgarnishburiseasonspread
23buttermilkbeatsourmixflouraddblendwhiskpoursweetencurdl
24cuminsaltmincgrindaddseasonspicesugarstirsprinklrub
25shrimpfilletwipearranggrillfriseasonmarinbastdebonprepar
26potatoesparboiladdsteammashmincstircookdicepeeldebon
27chickendebonbastseasonfilletwiperoastcookdiscardbraissimmer
28celerymincadddicechopparboilstirpeelseasonslicepickl
29zucchiniparboilarrangpeeldiceaddmincchopstirsliceburi
30cucumberpickldiceslicemincarrangparboilchopdresspeelburi
31mayonaiseburislowcookrollupsweetensourdresscurdlpicklguttast
32tumericsaltgrindspicesugarburipickltastmincsweetenrollup
33mushroomsaddmincstirdicewipepicklchopcookparboilseason
34cinnamonsugarsaltspicefloursweetenbeatsprinklgrindaddmix
35baconfridicemincburiaddbrownchopstirarrangcook
36coriandermincgrindsaltaddspicesprinklchopgarnishseasonpickl
37caperspicklmincaddchopgarnishsaltseasonstirdicesour
38leeksmincparboildicepeelfrichopburiwipesteamslice
39mirinsaltsugartastboilbrownsimmeraddpicklspiceseason
40clovemincsaltpeeldiscardaddgrindspicesugarsprinklgrate
41beansproutsburirollupslowcookgutmacerdebonpeelparboilpicklgarnish
42ricesimmerstirscramblsteamcookthickenboilpoachmixparboil
43raisinsaddchopstirsweetenmincsoakmacersugarmixgrind
44cayennesalttastseasongrindaddsugarsprinklmincspicestir
45ketchuppicklsouraddmincsugardresspourseasonmixspice
46oreganosaltmincseasonaddsprinklstirspicegrindchoptast
47cheesesourspreadaddsprinklfoldstirmixarrangputwhip
48cornmealfloursaltsugarbakerollupkneadcorrectbeatbattercurdl
49sauceglazedressaddarrangpourspreadcooksimmerstirseason
50eggplantbreadfilletwipeparboilpeelroastseasonarrangsqueezbrush
51spinachparboilrinsmincaddarrangstirdicedressgratedrain
52orangesqueezaddpicklsweetenarranggarnishsugarmacerpeeldiscard
53peanutsclarifimeltsugarspreadsweetenaddheatbeatputsour
54lemongrassmincgutpicklpeeldiscardburichopadddiceslowcook
55spaghettiboilsimmerslowcookthickenparboilspoonburiseasonrinsreduc
56cabbageparboildicepicklmincdressburisimmerrinschoparrang
57sakesalttastboilsugarsweetencorrectspicebrownsimmerseason
58parsleymincaddsprinklchopsaltseasongarnishgratestirpickl
59chickpeasparboilstirrinsdrainmashaddsoakchopsqueezpickl
60thymemincsaltaddseasonchopstirsprinklspicegraterub
61Srirachasourpickltastsaltsweetencorrectdressaddseasonsugar
62pinenutsburirollupslowcookmincspicecrumpltoastchopgrinddress
63shiitakeparboilmincwipewashrinschopgutdicedebonbrais
64vanillabeatsugarsweetenwhipwhiskmixblendaddsourmash
65porkdebonbraisbastroastcarvmarinfilletrubgrillseason
66vinegaraddsaltsugarpicklminctastdressstirseasonspice
67chilespicklmincsaltgrindspiceaddseasongutchopdice
68cornaddsourpicklstirputsprinklplaceburimixsalt
69tomatillospicklmincdicechopparboilburidebonbraisgutpeel
70radishespicklparboildiceburimincchoprinswashslicepeel
71juiceadddiscardmincchopsugarmacerslicesprinklpeelstir
72pastaboilthickenscramblsimmercoverparboildraindresswipeslowcook
73prosciuttobreadarrangtoastcrumplmincsprinklslicegarnishchopspread
74gheeclarififriheatwipescramblskimreducmeltlowersugar
75beefdebonstiraddfricookmincdicebraisseasonroast
76basilmincaddgarnishsprinklseasonsaltchoppicklgratestir
77baguettebreadtoastslicecutburirollupslowcookcrumplcarvbroil
78okraparboilrinsdicewipewashdrainburimincpickldebon
79mangopickldicemacersourgarnishchopsweetenburiarrangadd
80peachesmacersweetenrollupgarnishsqueezglazepeelwhippoachbread
81linguineparboilburidrainslowcookboilrinsseasontastsimmerstrain
82bananasfoldbeatspreadwhipmixarrangblendspoonbreadsweeten
83nutmegsaltsugartastaddsprinklbeatsweetenflourmincgrind
84yoghurtsweetensourcurdlburirollupwhipmashdressspicetast
85hamdebondicepicklarranggrillburiroastchopcarvbread
86broccoliparboildicedrainrinsdebonstirburiminccookseason
87noodlesscramblparboilboilsteampoachslowcookcrackpourrinsbreak
88creambeatmeltsweetenwhiskwhipsourspreadaddmixsugar
89beerpoursimmerstrainadddebonsaltboilpicklbraisstir
90kalamataburislowcookpicklseasondresschopmincsourgarnishrollup
91vegetablesbastheatcookseasonaddstrainpoachbrushbraisrub
92shorteningbeatfloursugarclarifimeltwhiskbrownmixblendsour
93saffronsaltboiladdsugarstirspicesimmermincgrindseason
94strawberrieswhipmacersweetensqueezgarnishspoonpeelspreadfoldscoop
95margarinesugarclarifimeltbeatbrownfloursaltmixaddsweeten
96tortillasbreadfilletspreadfoldspoonarranggrillplacecrumplsour
97almondssugartoastaddsprinklsweetengarnishgrindbeatspicestir
98cauliflowerparboilburisteamdicemashboildrainslowcookcoversimmer
99asparagusparboilwipeslicedraincookcoverslowcookpoachrinsarrang
100chilisaltmincpickladdseasonsprinklspicesourtastgrind
101chivesmincaddpicklgarnishsaltgratechopsoursprinklburi
102breadbreadtoastspreadbrushputplacesprinklfoldrubcrack
103couscoussteamdressmashsimmerburislowcookparboilscramblboilsteep
104guacamoletrisourdressburibuildrollupslowcookcorrectpicklgut
105sausagesdicefriminccookscramblburidebonseasonparboilgrill
106aruguladressarrangchopburislicegarnishpicklparboilmincdice
107spicesspiceseasongrindrubsaltaddmixfloursweetentast
108applespicklpeelarrangstirsprinklmincaddbrowngarnishplace
109peasparboildicerinsstiradddrainburisimmermincchop
110pancettafrimincdicechopclarifidrainheatcrumplwipeparboil
111gritsskimscramblcorrectcurdlboilpoachslowcookthickenbattersimmer
112lettucearrangslicedicedressgarnishburichopcutspreadparboil
113musselssteamstrainbraisgutpoachopenboilrinscrackwipe
114coconutsweetensugarspreadpourscorchaddsourbeatsprinklmix
115fettucineslowcookburirollupparboildeboncorrectfilletboilcrumpldrain
116lardclarifisugarheatskimbrownfriflourmeltwipebeat
117brandysweetenmacersugarstrainskimclarifisoursteepreducspice
118kaleparboildrainrinswashburidresschopstirmincmacer
119olivessaltsprinkladdmincgratedressheatseasonfriput
120pecanssprinkltoastsugarspreadmeltsweetengarnishmixfoldbrown
121mascarponesourwhipsweetenbeatspreadspoonmeltfoldrollupgrate
122daikonparboilburipicklpeeldicegutslowcookwashrinsminc
123mintgarnishmacermincchopsteeppicklsweetenburigrindadd
124cotijaburislowcookrollupsourgratesweetendressmeltminccrumpl
125seasoningseasonrubsaltspicesprinkladdtastdressmarindebon
126peppercornssaltmincspicegrindrubseasonsugaraddchoptast
127polentabatterslowcookservcorrectscramblflourbreadglazefilletbake
128meatbastdebonpulldiscardseasonthickenroastcarvfilletscrambl
129pimentospicklburidicemincgrateaddchopparboilseasonslice
130tequilasweetenmacerrollupstrainsugarsourspiceslowcookburitast
131tofuthawburibreadfririnssteamparboilscramblwashwipe
132pineapplepicklarranggarnishdiceaddsqueezmacerchopcutpeel
133dashistrainboildebonspiceskimslowcooksimmertastsweetencorrect
134pestodressseasonspreadsourcorrectgarnishspoonmincsprinklgrate
135chilliesmincpicklsaltgrindaddspiceburitastchopgut
136seedsgutgrinddiscardtoastpeelspicesaltmincpicklrub
137allspicesaltsugargrindmincaddspicestirsprinklmixtast
138gingerrootmincsaltaddpicklchopdiceseasonburistirtast
139crawfishgutdebonparboilslowcookdiscardburirinsopencarvpull
140turnipsparboildiceburipeelmincpicklchopwashmashgrate
141mustardsaltseasonaddsugarmincspicerubsprinklpicklmix
142quinoasimmerparboilboilstirsteammashstrainslowcookrinsdrain
143penneparboilboildrainburirinsslowcookcooksimmersteamscrambl
144beetspeelpicklparboildicediscardslowcookmacerburigutwash
145walnutstoastsprinklspreadmincaddgarnishchopmixsugarput
146rosemarymincsaltseasonaddsprinklrubchopdiscardspicegarnish
147icewhipsweetenbeatsourslowcookmacerbatterchillfreezcurdl
148kimchipicklburibraisparboildebonmincslowcookgutdressdice
149yeastkneadflourbeatsugarboilscorchsweetencrackwhisksteep
150paneerburislowcookcrumplgutdebonbreadrollupparboilrinswash
151watercresschopdressgarnishmincpicklburidiceparboilarrangwash
152cardamomsaltsugargrindspicegutsweetendiscardmincaddpeel
153doughkneadbattercrumplsqueezspreadscoopfreezflourbrushcrack
154molassessugarbeatwhiskaddsweetenpoursaltmixsourspice
155marjoramsaltmincseasontastaddchopgrindpicklsprinklspice
156ricottasourspreadbeatspoonsprinklgratefoldmixwhippour
157cornfloursaltfloursweetenboilsugarwhiskspicesourthickencurdl
158hazelnutsgrindrollupsugarsprinklsweetentoastspicewhipgarnishslowcook
159beansparboildiscardstiraddsimmerdicepourscoopcoverbrais
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Target#1#2#3#4#5#6#7#8#9#10
0addaddputplacepoursprinklstirarrangmixmincchop
1adjustadjustcorrectcheckreductastlowersaltsimmerthickenblend
2arrangearrangplaceputspreadcutsliceaddsprinklpourfold
3bakebakeroastbroilplacesetsprinklputflourcookbrush
4bastebastbrushbraischeckmarinrubglazebroilgrilldebon
5batterbatterglazespreadflourspoonpourwhipkneadscorchcool
6beatbeatwhiskmixwhipblendsugarstirfoldaddknead
7blendblendmixbeatstirwhiskaddmashchillkneadsour
8boilboilsimmercookthickenheatparboilsteamstirreduccover
9braisebraispoachbastroastcookcarvdebonsimmerreducremov
10breakbreakpullcutscramblarrangcrackputmincchopdice
11breadbreadtoastspreadbrushputplacesprinklfoldrubcrack
12broilbroilgrillcookfilletbastarrangslicetoastfriroast
13brownbrownburnscorchsprinklrubsaltcookaddmixmelt
14brushbrushbastsprinklrubplacespreadarrangputfoldwipe
15buildbuildcloseprepargrillrollupburibroilburnopenserv
16burnburnscorchcurdlbrownmelttriclosebreakscramblcook
17buryburislowcookrollupparboilgutcrumplmashpicklsweetengrate
18carvecarvdeboncutbraispullrubsliceroastgutserv
19checkcheckadjustcorrectbastpulltastskimstirthickenparboil
20chillchillrefrigerfreezcoolblendthawmarinmixsteepmacer
21chopchopmincdicegrindaddslicegratearrangcutsprinkl
22clarifyclarifimeltheatfrisugarbeatreducwipescramblskim
23closecloseopenbuildpullburncrumplgutscorchrollupcover
24cookcookfrisimmerheatbraisbroilpoachaddgrillstir
25coolcoolthawchillremovsetsteepwarmmacerrefrigerfreez
26correctcorrectadjustchecktastsaltreducgutslowcookrollupfillet
27covercoverplaceputsetsimmerarrangwipepourboilcook
28crackcrackscramblcurdlbreakopengrindpullscorchwashbeat
29crumplecrumplburislowcookgutrollupcloseopenpullarrangpeel
30curdlecurdlscorchscramblthickenburncrackwhiskbeatsweetensour
31cutcutslicearrangcarvdiceplaceputfoldchopspread
32debonedeboncarvgutmarinrinsslowcookbraisrollupbastparboil
33dicedicechopsliceminccutaddarrangparboilmashgrate
34discarddiscardremovstrainaddmincwipesqueezputchopgut
35draindrainrinsparboilstrainsoakremovpoachmacerwashwipe
36dressdressseasonpicklmaringlazegratespreadchopservburi
37filletfilletbroilrubseasongrillmarindebonbrushbastarrang
38flourfloursugarsprinklrubkneadbeatsaltbatterspreadbrush
39foldfoldspreadsprinklarrangplaceaddcutputbrushmix
40freezefreezrefrigerchillkneadthawcoolsteepmarinmacerstrain
41fryfricookheatgrillbroilmincroastplacediceput
42garnishgarnishsprinklservarrangaddchopplaceputpourfold
43glazeglazebatterbastbrushdressrubslicecoolscorchpoach
44grategratechopmincsprinklslicediceaddsqueezspreadburi
45grindgrindchopmincrubsaltsprinklspicecrackaddrins
46grillgrillbroilfricookbastroastfilletmarinbuildbrais
47gutgutdebonslowcookburirollupdiscardcarvcrumplpeelparboil
48heatheatcookmeltfriclarifisimmerreducboilwarmthicken
49kneadkneadbeatfloursqueezfreezblendpullrefrigerfoldchill
50lowerlowerreducadjustremovsimmerpullpoachheatthickenbrais
51maceratemacersteepsoakthawmarinstrainrollupsweetendraincool
52marinatemarinsoakdebonsteepbastmacerarrangrubseasonrins
53mashmashparboildiceblendmincmixburibreakchopadd
54meltmeltclarifiheatbeatsetreducburnsugarbrowncover
55mincemincchopdiceaddgrindgratepickldiscardslicebreak
56mixmixblendstirwhiskbeataddputpourfoldplace
57openopenclosecrackpullgutremovsteamcutpeelbuild
58parboilparboilrinsburiwashdrainsteamdicemashcutadd
59peelpeelsliceparboildiscardwashdicesqueezgutcutminc
60picklepicklmincdiceburibraisparboilmacerdresschopgrate
61placeplaceputarrangaddpoursprinklspreadfoldbrushcut
62poachpoachbraiscookscramblsimmerwashsoakrinsbastadd
63pourpouraddputplacespreadspoonsprinklarrangstrainmix
64preparepreparspreadplaceputpourarrangbuildcoverservbrush
65pullpullremovbreakcarvcutwipefoldsqueezcrackopen
66putputplaceaddarrangpourspreadsprinklmixcutfold
67reducereduclowerthickenadjustsimmerbraisheatstirmeltcook
68refrigeraterefrigerchillfreezmarincoolsteepkneadmacerstrainblend
69removeremovpulldiscardwipecoolbraisdrainlowerbreakplace
70rinserinswashdrainparboilsoakdebonthawdiscardwipepoach
71roastroastbraisbakecarvgrillfribroilcookbastminc
72rolluprollupslowcookburigutdebonsweetencrumplmacercarvbuild
73rubrubbrushseasonsprinklgrindwipeputbastspreadcarv
74saltsaltaddsprinklseasonsugargrindrubmixstirtast
75scoopscoopspoonspreadsqueezputplacecutpourarrangmash
76scorchscorchburncurdltribrowncrackbreakscramblsweetenpull
77scramblescramblcurdlcrackbreakpoachbeatscorchwhiskfriburn
78seasonseasonrubsaltspicesprinkladdtastdressmarindebon
79serveservgarnishcarvarrangpreparslicespooncutplacepour
80setsetputplacecoolcovermeltpullbeatwiperemov
81simmersimmerboilcookstirreducsteepthickenbraispoachheat
82skimskimstraindiscardbraisthickenreducsteeppoachwhiskcurdl
83sliceslicecutdicearrangchopplacespreadcarvpeelgrate
84slowcookslowcookrollupburigutdeboncrumpltricarvmacerparboil
85soaksoakrinsmacersteepmarindrainwashstrainpoachadd
86soursourwhipsweetenaddmixbeatspreadpourblendcurdl
87spicespiceseasongrindrubsaltaddmixfloursweetentast
88spoonspoonpourspreadscooparrangplaceputsprinklfoldmix
89spreadspreadsprinklputarrangpourplacefoldspoonaddbrush
90sprinklesprinkladdspreadgarnishplaceputarrangbrushfoldpour
91squeezesqueezdiscardscoopfoldcutrubspreadkneadwipepeel
92steamsteamparboilsimmerthawwashboilsteepgrillpoachsoak
93steepsteepmacersoakmarinstrainsimmercoolchillsteamrefriger
94stirstiraddwhiskmixblendsimmerpourbeatfoldcook
95strainstrainpourdraindiscardsteepthickenmacerskimsoakbrais
96sugarsugarbeatsaltwhiskflouraddsweetensprinklmixstir
97sweetensweetenwhipsourrollupsugarbeatmacercurdlburigrate
98tastetastcorrectadjustseasonsaltcheckgrindspiceblendsweeten
99thawthawmacercoolparboilrinswashchillsteamfreezsoak
100thickenthickencurdlreducsimmerstrainboilwhiskstirskimheat
101toasttoastbroilbreadspreadgrindsprinklfribrownplacearrang
102trytriscorchslowcookgutburncurdlrollupscramblcloseburi
103warmwarmcoolheatcoversimmermeltpourburnpoachset
104washwashrinsparboilsoakthawpeelpoachsteamchoparrang
105whipwhipbeatsweetensourwhiskfoldcurdlgarnishspreadmash
106whiskwhiskbeatstirmixblendpoursugarwhipcurdladd
107wipewiperubremovdiscardbrushrinssqueezpullcoverwash
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Target#1#2#3#4#5#6#7#8#9#10
0saltsaltcayennnutmegpaprikaallspicmarjoramoreganocuminthymecardamom
1garlicgarlicshallotcuminoreganothymetumercoriandmarjoramcayennonion
2onionsonionshallotscallioncelerigingerrootleekgarlicchillichilicaper
3waterwatermilksakejuicvinegarsugaroilmirinsaffronsalt
4sugarsugarhoneymolasscinnamonnutmegallspiccardamommargarinvanillamilk
5butterbuttermargarinshortenlardgheecinnamonoilhoneysugarflour
6pepperpepperpeppercorncumincayennoreganopaprikagarlicchillithymechile
7eggseggbuttermilkmolassmargarincoconutbutterricottaflourmilkhoney
8tomatoestomatotomatillopimentocaperavocadochilemangocucumbmushroomeggplant
9carrotscarrotturnipradishcelerizucchinidaikonleekscalliongingerrootshallot
10milkmilkbuttermilkwaterhoneymolasscreamsugaryoghurtmargarinshorten
11oiloilkalamatagheeolivbutterhoneypaprikacapercuminsalt
12scallionsscalliononionshallotchivecilantroradishcaperpimentoparsleygingerroot
13flourflourcornmealbuttermilkbuttershortensugarcinnamonmilkcornflournutmeg
14limelimelemonorangmangocilantrosrirachagingerrootmintavocadopineappl
15gingergingergingerrootlemongrasscloveallspiccoriandcuminchillicardamomshallot
16shallotsshallotonionscallioncapergingerrootleekgarlicpancettarosemariparsley
17honeyhoneymolasssugarsrirachavinegarketchupmirintumercinnamonmustard
18avocadoavocadocucumbmangoradishtomatoguacamollimelettuctomatilloscallion
19lemonlemonlimeorangmintcaperhoneygingerrootgingersrirachajuic
20paprikapaprikacayenncuminoreganomarjoramtumercoriandsaltallspicthyme
21cilantrocilantrocoriandchivebasilscallionparsleymintthymecaperoregano
22salsasalsaguacamolcilantrotomatilloavocadoketchuppestolettucmangopimento
23buttermilkbuttermilkmilkmolasshoneyyoghurteggflourshortencornflourvanilla
24cumincumincayenncoriandallspictumercardamomoreganopaprikapeppercornpepper
25shrimpshrimpcrawfishmusselchickenasparaguokralinguinpennshiitakspinach
26potatoespotatozucchinieggplantbeetcauliflowturnipcarrotleekcabbagavocado
27chickenchickenbeefmeatporkshrimphammushroomvegeteggplantcabbag
28celerycelerionionscallionturnipcarrotleekshallotpimentothymemarjoram
29zucchinizucchinieggplantcarrotleekturnipradishcucumbdaikonpotatoceleri
30cucumbercucumbradishavocadodaikonpimentoarugulamangoturnipzucchinilettuc
31mayonaisemayonaisyoghurtkimchicotijatumersrirachaguacamolfettucintequilapinenut
32tumerictumercumincoriandcayennallspicmarjoramsrirachagingerrootcardamomchilli
33mushroomsmushroomshiitakleekshallotceleriscalliononiontomatobroccolispinach
34cinnamoncinnamonnutmegallspiccardamomsugarhoneycayennvanillamargarinmolass
35baconbaconpancettaprosciuttosausaghamshallotpimentoceleriscalliononion
36coriandercoriandcilantrocumintumermarjoramthymeoreganocardamomrosemarilemongrass
37caperscapershallotchivekalamataparsleybasilscalliongingerrootpimentorosemari
38leeksleekturnipshallotcabbagshiitakscalliononionradishcelerimushroom
39mirinmirinsakesrirachavinegartumerketchupdashimolasscornflourhoney
40cloveclovegingerallspicgingerrootpeppercornrosemaricardamomcuminlemongrasscoriand
41beansproutsbeansprouttequilajuictumerlemongrassfettucinkimchipinenutmayonaisdaikon
42ricericequinoacouscounoodlchickpealinguingritspinachbroccolipasta
43raisinsraisinwalnutpecanhoneybrandiapplpineapplmolasspinenutalmond
44cayennecayennpaprikacuminnutmegallspicsaltoreganomarjoramtumercardamom
45ketchupketchupsrirachamustardhoneyvinegarmirinmolasstumergingerrootsauc
46oreganooreganomarjoramthymerosemaribasilparsleycayenncoriandcuminpaprika
47cheesecheesricottaprosciuttomascarponbutterzucchinichivepestooreganobasil
48cornmealcornmealflourcornflouryeastpaprikacinnamontumerbuttermilksaltcayenn
49saucesaucketchupmirinsalsajuicscallionsakesrirachapestoshallot
50eggplanteggplantzucchinipotatoleekavocadoprosciuttotomatocauliflowshiitakmushroom
51spinachspinachkalearugulabroccoliwatercresscabbagbasilasparaguleekcauliflow
52orangeoranglemonlimepineapplmangostrawberripeachtequilagingerappl
53peanutspeanuthazelnuthoneypecanwalnutalmondcoconutsrirachamargarinsugar
54lemongrasslemongrassgingerrootcoriandgingertumerrosemariscallionchillicilantrosaffron
55spaghettispaghettilinguinpastapennnoodlfettucincauliflowquinoacouscoubroccoli
56cabbagecabbagturnipkaleleekradishbroccolispinachlettucdaikonarugula
57sakesakemirindashivinegarsrirachacornflourtumersaffrontequilabrandi
58parsleyparsleychivebasilmarjoramthymeoreganorosemaricilantrocaperscallion
59chickpeaschickpeaquinoatomatillokalebeancucumbcaperkimchipeatomato
60thymethymerosemarimarjoramoreganoparsleybasilcoriandchivecilantrocayenn
61Srirachasrirachamirinketchuptumergingerroothoneymustardyoghurtcayennsake
62pinenutspinenutkalamatamarjoramoreganocaperwatercressgingerrootarugulafettucinrosemari
63shiitakeshiitakleekokramushroompimentoturnipshallotradishscallionzucchini
64vanillavanillamolasscardamomcinnamonhoneyshortensugaralmondnutmegorang
65porkporkmeatbeefchickenhamsausagpancettaprosciuttoeggplantcabbag
66vinegarvinegarmirinhoneysakeketchupmolasssrirachagingerroottumercaper
67chileschilechilichillitomatillocumincoriandoniongarlicoreganocayenn
68corncorntomatillocarrotscallionpimentoonionchiliketchupchickpeaoregano
69tomatillostomatillochiletomatogingerrootchickpeamangocilantrookrakalekimchi
70radishesradishdaikonturnipcucumbscallionwatercresspimentocarrotleekkimchi
71juicejuicvinegarlemonbeansprouthoneylimeshallotorangcuminmolass
72pastapastaspaghettilinguinpennnoodlfettucinasparaguquinoacauliflowmussel
73prosciuttoprosciuttopancettabaconhambaguettpimentosausageggplantwatercresszucchini
74gheegheelardoilbuttermargarinolivpancettasakeshortenveget
75beefbeefmeatchickenporksausaghamkimchibaconpotatopancetta
76basilbasilparsleyoreganomarjoramthymecilantrorosemarichivemintcaper
77baguettebaguettbreadprosciuttoavocadopaneereggplantcucumbpancettapinenutbanana
78okraokrashiitakleekkimchitomatillozucchinikaleshallotdaikoncauliflow
79mangomangoavocadopineapplpeachstrawberriorangcucumblimetomatilloradish
80peachespeachstrawberrimangoapplbananapineapplorangbeetlimeavocado
81linguinelinguinpennfettucinspaghettipastaquinoanoodlcouscoubroccoliasparagu
82bananasbananapeachstrawberrimangoapplpineapplavocadoalmondcoconutorang
83nutmegnutmegallspiccayenncinnamoncardamomsalttumercuminpaprikamarjoram
84yoghurtyoghurtmayonaissrirachatumertequilamascarponguacamolbuttermilkhoneymint
85hamhamprosciuttoporkbaconsausagbeefmeatpancettapimentochicken
86broccolibroccolicauliflowasparaguspinachpeakalecabbagturnipdaikonlinguin
87noodlesnoodlpastaspaghettilinguinpennbroccolifettucinasparagucouscouquinoa
88creamcreammascarponmilkricottamargarinhoneyvanillacotijasugarchive
89beerbeerdashiketchuptequilamirinmolasslemongrasssrirachavinegartumer
90kalamatakalamatacaperpinenutoilpimentogingerrootarugulawatercressoreganomarjoram
91vegetablesvegetbroccoliolivcauliflowscallioncarrotasparaguonionmushroomchicken
92shorteningshortenmargarinbutterlardvanillamolassflourbuttermilkmilksugar
93saffronsaffrontumercardamomcuminlemongrassthymemarjoramcoriandcayennallspic
94strawberriesstrawberripeachbananamangopineapplorangapplminttequilalime
95margarinemargarinbuttershortenlardhoneycinnamonsugarmolassgheenutmeg
96tortillastortillabaguettlettucdoughbreadnoodlsalsaprosciuttoguacamolchees
97almondsalmondhazelnutpecanwalnutcoconutcinnamonvanillapeanutbananamint
98cauliflowercauliflowbroccolikaleturnipasparaguleekzucchinidaikoncabbagpotato
99asparagusasparagubroccolicauliflowleekspinachlinguinkaleshiitakwatercressturnip
100chilichilichilechillicayennoreganocumintumercoriandoniongarlic
101chiveschiveparsleycilantroscallionmarjorambasilcaperrosemarithymepimento
102breadbreadbaguettprosciuttoeggplanttortillapaneeravocadohambananapancetta
103couscouscouscouquinoalinguinricepennfettucinkalecauliflowbroccoligrit
104guacamoleguacamolsalsapestoavocadomayonaisyoghurtcotijalettucketchupsriracha
105sausagessausagbaconpancettabeefhammeatprosciuttoporkleekeggplant
106arugulaarugulawatercresslettuckalespinachbasilcilantrocucumbradishpimento
107spicesspicepeppercornseasoncumintumerallspiccinnamoncardamompaprikamustard
108applesapplpeachpineapplbeetstrawberribananamangoorangturnipraisin
109peaspeabroccoliturnipradishbeanscallionchickpeaspinachceleriokra
110pancettapancettaprosciuttobaconshallotsausagleekmushroomhamonioncaper
111gritsgritpolentacouscoufettucinquinoalinguinmusselpennpastarice
112lettucelettucarugulawatercresscabbagcucumbradishkaleavocadobasilspinach
113musselsmusselcrawfishfettucinlinguinshrimpcouscouokrapennpastaasparagu
114coconutcoconutalmondwalnutpecanhazelnutpeanutbananavanillacinnamonbutter
115fettucinefettucinlinguinpennspaghettipastapinenutcrawfishmayonaismusselcouscou
116lardlardmargarinshortengheebutteroilsugarmolassvanillapeanut
117brandybranditequilamolasshoneysakeraisinorangmirinvinegarsriracha
118kalekalearugulawatercressspinachcabbagcauliflowturnipbroccolichickpealeek
119olivesolivcaperchivecilantrooreganorosemarigarlicoilscallionshallot
120pecanspecanwalnuthazelnutalmondraisinpeanutcinnamoncoconutapplpinenut
121mascarponemascarponricottacreamcotijayoghurtpestocheesmayonaistequilaguacamol
122daikondaikonradishturnipcucumbcarrotbeetwatercressleekcabbagzucchini
123mintmintbasilcilantrorosemaricoriandmarjoramthymewatercressoreganochive
124cotijacotijamascarponpimentomayonaispinenutricottaguacamolfettucinchivekalamata
125seasoningseasoncayennoreganomarjorampepperthymepaprikasaltspicecumin
126peppercornspeppercorncardamomcuminallspicpeppercayennoreganomarjorampaprikacoriand
127polentapolentagritcornmealfettucincouscoulinguincotijaeggplantpennbaguett
128meatmeatbeefporkchickensausaghameggplantcrawfishshrimpspaghetti
129pimentospimentochivescallioncaperradishparsleycilantrowatercressmarjoramcucumb
130tequilatequilabranditumercornfloursrirachayoghurtbeansproutmirinlimeorang
131tofutofupaneerpancettakimchieggplantshrimpprosciuttosausagokramango
132pineapplepineapplmangoorangpeachapplstrawberrilimebananalemonraisin
133dashidashisakemirintumersaffroncornflourkimchibeertequilasriracha
134pestopestoricottaguacamolarugulabasilavocadosalsawatercresssrirachamascarpon
135chillieschillichilichiletumercoriandgingerrootcumincayenngarlicoregano
136seedsseedcardamomcoriandtumerlemongrassgingerrootgarlicallspiccuminginger
137allspiceallspicnutmegcayenncardamomcumintumerpeppercornmarjoramcinnamoncoriand
138gingerrootgingerrootgingerlemongrassshallottumermarjoramcapersrirachaoreganocumin
139crawfishcrawfishmusselshrimpshiitakfettucinlinguinokrapennlemongrasskimchi
140turnipsturnipdaikonradishleekcabbagcarrotbeetcauliflowcelerikale
141mustardmustardketchuporeganocuminsrirachapaprikacayenngingerrootthymetumer
142quinoaquinoacouscouricelinguinchickpeapennkalepastafettucincauliflow
143pennepennlinguinfettucinspaghettipastaquinoanoodlbroccolicouscoucauliflow
144beetsbeetturnipdaikonradishpotatocucumbcabbagapplcarrotmango
145walnutswalnutpecanhazelnutalmondraisinpinenutpeanutcoconutcinnamoncoriand
146rosemaryrosemarithymemarjoramoreganoparsleybasilchivecoriandmintcaper
147iceicestrawberritequilamascarponcornflourbrandishortenyoghurtpineapplcoconut
148kimchikimchigingerrootradishmayonaisturnippimentosrirachatumerokradaikon
149yeastyeastcornmealmolasscornflourbuttermilkshortensakemilkflourhoney
150paneerpaneertofudaikonbaguettokrapancettaprosciuttoradishshiitakeggplant
151watercresswatercressarugulakaleradishchivebasilcaperlettuccilantrospinach
152cardamomcardamomallspiccuminpeppercorncoriandtumernutmegcayenncinnamonsaffron
153doughdoughtortillayeastbutterflouricebananacornmealprosciuttobread
154molassesmolasshoneysugarvanillamirinbuttermilkvinegarketchupbrandisriracha
155marjorammarjoramoreganothymerosemaribasilparsleycayenncoriandchivetumer
156ricottaricottamascarponpestocotijacheescreamspinachbasilarugulachive
157cornflourcornflourmirinsaketequilasrirachatumersaffrondashimolasscornmeal
158hazelnutshazelnutpecanwalnutalmondpeanutpinenutcoconutcinnamonmintcoriand
159beansbeanchickpeapeatomatillochiletomatopeppercornchiliturnipbroccoli
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