social network analysis of discussion forum datapeople.csail.mit.edu/haow/mis/mooc.pdfquot submit...

Social network analysis of discussion forum data

WANG Hao

•Forum Data

•Clustering Structure

•Topic Modeling

•Conclusion

Forum data

Tree view

•Forum Data


•Topic Modeling

•Conclusion

Clustering using PCA

Social networks and clustering-stschina1

What clusters might mean

Forum distribution


User type – cluster 1

Passionate, outgoing, helpful sometimes talking about serious questions

Post 516: As a scientist, don't you think …… Post 402: I am taking this course because …… Post 404: Jos Muyres found a download on the Wiley site. The address is …… Post 407: Hi Everyone. My name is Barbara ……

User 80e5db41946a6463192efc416acddb63bc450480



Less outgoing, Almost always talking about serious questions

Post 1465: Innovation being the practice of …… Post 1688: Many/most modern products require …… Thread 77: The idea that the world was …… Thread 80: I have a major concern with ……

User 7643d42794487a9214c9a1e206ea7076bad0ab31



Passionate, not very helpful, hardly talking about something productive

Post 34: Hello! I am Chamath. I am in St. Paul …… Post 47: Hi Andy. I'm Chamath in St. Paul …… Post 822: Thanks Linda, for the instructions and the …… Post 1222: How do I join the group ……

User 95424a76f82f273fc03f5fb587ebc4de3f1357c8

Passionate, not very helpful, hardly talking about serious stuff sometimes talking about things that are non-lecture-related but interesting



Post 44: I am Julia from near Leeds in the UK ……

User 3c224926ee2ec05205f3c21ba2914f787e5bfa03

User 3c224926ee2ec05205f3c21ba2914f787e5bfa03

Post 107: what does the tag say in countries where English is not spoken? Post 121: Good to learn from a professor who works there.

Other datasets – newchinahistory1

Other datasets – gastronomy

•Forum Data


•Topic Modeling

•Conclusion

Topic modeling

Latent Dirichlet Allocation

Bag of Words

LDA for gastsci

LDA for gastsci

'cook' 'cours' 'scienc' 'food' 'learn' 'love' 'new' 'recip' 'interest' 'cook' 'cours' 'scienc' 'food' 'learn' 'love' 'new' 'recip' 'interest' 'chocol' 'assign' 'would' 'time' 'wine' 'tongu' 'meal' 'question' 'experi' 'food' 'color' 'like' 'think' 'green' 'sweet' 'red' 'fruit' 'sour' 'food' 'color' 'like' 'think' 'green' 'sweet' 'red' 'fruit' 'sour' 'dish' 'add' 'meat' 'use' 'salt' 'cook' 'oil' 'sauc' 'fri' 'dish' 'add' 'meat' 'use' 'salt' 'cook' 'oil' 'sauc' 'fri' 'cook' 'cours' 'scienc' 'food' 'learn' 'love' 'new' 'recip' 'interest' 'cook' 'cours' 'scienc' 'food' 'learn' 'love' 'new' 'recip' 'interest' 'cook' 'cours' 'scienc' 'food' 'learn' 'love' 'new' 'recip' 'interest' 'thread' 'video' 'quot' 'post' 'forum' 'cours' 'lectur' 'week' 'scigast'

LDA for stschina1

LDA for stschina1

'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'im' 'studi' 'cours' 'name' 'everyon' 'meet' 'chines' 'take' 'hope' 'im' 'studi' 'cours' 'name' 'everyon' 'meet' 'chines' 'take' 'hope' 'video' 'lectur' 'assign' 'week' 'cours' 'submit' 'time' 'download' 'late' 'video' 'lectur' 'assign' 'week' 'cours' 'submit' 'time' 'download' 'late' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'assign' 'grade' 'peer' 'cours' 'essay' 'request' 'regrad' 'evalu' 'word' 'im' 'studi' 'cours' 'name' 'everyon' 'meet' 'chines' 'take' 'hope' 'innov' 'system' 'altern' 'model' 'approach' 'one' 'linear' 'technolog' 'advantag'

Componential Counting Grids

CCG for gastsci: Week 1

meat hour tissu

oxtail connect brais

cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like

sound bite satisfact

sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur

meat vegetarian kill

meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani

basic knowledg inform

scientif read improv

thank inform hope

thing idea much

like agre contribut

fresh satisfi must

lettuc pleasant sharp

da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph

receptor requir odor

part appli vide

mani relat keep

cultur explain consid

interest topic discuss

realli girl exchang

help understand present

great understand like

fruit cocktail miracl

ecuador nj ich

en que entend

para al del

brazil paulo em

brazilian project mole

googl anyway older

extract pain get

diet health human

nutrient plant healthi

digest enzym stomach

well process brine

work well level

mean import creat

far ve area

anyon simpl easi

vegetarian altern come

wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est

mso ч т о т а к

bangalor gt mso

pizza gt 11

one pretti mediterranean

oil etc definit

raw includ bread

consum raw healthi

wheat starch vitamin

case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird

organ vegan vegetarian

recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi

bread vinegar butter

also addit littl

make like tend

rather qualiti asian

need re option

pleas list help

lectur pleas slide

issu mention fast

non substitut breath

microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist

studi research univers

look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti

littl suppress bitter

sugar enhanc asparagu

top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos

calori molecul energi

includ best loss

cilantro imdb system

new curiou favorit

scienc forward underr

cours forward canada

school practic taught

professor lot nutrit

lot togeth best

prawn seafood similar

call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt

file download browser

page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat

scienc glad chemistri

learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day

india common philippin

pork chines eaten

bottl sheep coke

site vote li

open account log

coursera attempt quot

see list coursera

pictur multipl creat

differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re

famili behind prepar

cours learn motiv

year new wish

chef month also

restaur everyon origin

nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local

everyon american travel

live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32

conduct problemdiffer violationfor

thread id scigast

forum thread comment

anoth wrong comment

chocol specif dark

cracker bear satieti

good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free

italian german paleo

cuisin wordpress state

usa hey spain

lo dumpl saludo

gracia venezuela desd

el que la

soy al 33

quantiti part humbl

problembulli abusefor id

chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread

yesterday made sandwich

dish flavor onion

ingredi potato husband

dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn

question sure suppos

got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday

cake dessert meringu

burger indian rhubarb

leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati

receptor doesn detect

flavour sensit tongu

respons option astring

would think pair

red think mistak

color quot grey

give percept strawberri

letsheatit banana rotten

inde seriouseat hack

amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa

colour thought gener

green blue yellow

yellow green brown

sour sweet brown

vinegar concentr individu

solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale

tomato eggplant veget

italian let home

tri veget grown

sometim etc kind

sometim beauti other

anyth coffe particular

english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas

molecul measur point

water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka

supertast т о л ь ко п о

super spam taster

earli forget stuff

without least earlier

els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster

temperatur water cool

degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep

willett gail percent

australia diseas willett

one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel

conduct materi transfer

air capac transfer

ice melt insid

cream ice mochi

perfect salmon honey

use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow

professor point data

class student instructor

thought experi person

experi actual expect

sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid

milk product alcohol

ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20


green blue yellow

yellow green brown

sour sweet brown

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

make like tend


sugar fruit syrup

bottl sheep coke

CCG

meat hour tissu


cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like


sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph


part appli vide

mani relat keep



realli girl exchang




ecuador nj ich

en que entend

para al del

brazil paulo em


googl anyway older

extract pain get

diet health human



well process brine

work well level

mean import creat

far ve area

anyon simpl easi


wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est


bangalor gt mso

pizza gt 11


oil etc definit

raw includ bread

consum raw healthi


case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird


recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi


also addit littl

make like tend


need re option

pleas list help

lectur pleas slide

issu mention fast


microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist


look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti



top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos


includ best loss


new curiou favorit





lot togeth best


call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt


page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat


learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day


pork chines eaten

bottl sheep coke

site vote li

open account log


see list coursera


differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re


cours learn motiv

year new wish

chef month also


nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local


live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32


thread id scigast


anoth wrong comment

chocol specif dark


good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free



usa hey spain

lo dumpl saludo


el que la

soy al 33

quantiti part humbl


chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread


dish flavor onion


dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn


got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday



leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati




would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas


water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka


super spam taster

earli forget stuff


els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster


degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel


air capac transfer

ice melt insid

cream ice mochi


use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow





sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid


ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

CCG for gastsci : Week 2 soy al 33

quantiti part humbl


chip nose –

mushroom grow bread


dish flavor onion


leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

con que por


seed potato crust

add bean onion

CCG

meat hour tissu


cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like


sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph


part appli vide

mani relat keep



realli girl exchang




ecuador nj ich

en que entend

para al del

brazil paulo em


googl anyway older

extract pain get

diet health human



well process brine

work well level

mean import creat

far ve area

anyon simpl easi


wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est


bangalor gt mso

pizza gt 11


oil etc definit

raw includ bread

consum raw healthi


case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird


recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi


also addit littl

make like tend


need re option

pleas list help

lectur pleas slide

issu mention fast


microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist


look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti



top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos


includ best loss


new curiou favorit





lot togeth best


call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt


page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat


learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day


pork chines eaten

bottl sheep coke

site vote li

open account log


see list coursera


differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re


cours learn motiv

year new wish

chef month also


nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local


live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32


thread id scigast


anoth wrong comment

chocol specif dark


good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free



usa hey spain

lo dumpl saludo


el que la

soy al 33

quantiti part humbl


chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread


dish flavor onion


dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn


got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday



leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati




would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas


water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka


super spam taster

earli forget stuff


els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster


degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel


air capac transfer

ice melt insid

cream ice mochi


use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow





sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid


ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

CCG for gastsci : Week 3

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven


good piec real

meal mayb doesn

one end particip

sens mouth affect

feel good four

ask full 10

answer question get

like matter abl

would guess surpris

test result wasn


new curiou favorit




chemic involv creat


learn educ culinari

teach new excit

happi comfort re


cours learn motiv

year new wish

know stuff haven

start still next

go sinc abl

hope year ago

CCG

meat hour tissu


cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like


sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph


part appli vide

mani relat keep



realli girl exchang




ecuador nj ich

en que entend

para al del

brazil paulo em


googl anyway older

extract pain get

diet health human



well process brine

work well level

mean import creat

far ve area

anyon simpl easi


wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est


bangalor gt mso

pizza gt 11


oil etc definit

raw includ bread

consum raw healthi


case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird


recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi


also addit littl

make like tend


need re option

pleas list help

lectur pleas slide

issu mention fast


microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist


look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti



top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos


includ best loss


new curiou favorit





lot togeth best


call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt


page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat


learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day


pork chines eaten

bottl sheep coke

site vote li

open account log


see list coursera


differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re


cours learn motiv

year new wish

chef month also


nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local


live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32


thread id scigast


anoth wrong comment

chocol specif dark


good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free



usa hey spain

lo dumpl saludo


el que la

soy al 33

quantiti part humbl


chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread


dish flavor onion


dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn


got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday



leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati




would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas


water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka


super spam taster

earli forget stuff


els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster


degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel


air capac transfer

ice melt insid

cream ice mochi


use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow





sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid


ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

CCG for gastsci : Week 4 break caus ph


part appli vide

mani relat keep

well process brine

work well level

mean import creat

far ve area

case rather dessert

avail isn need

egg possibl happen

far long term


need re option

pleas list help

lectur pleas slide

de la est


bangalor gt mso

pizza gt 11

hello il di

corso questo di

boy font ladi

dough make result

look onlin im

take luck biolog

ye old sorri

purpos left coconut




lot togeth best

CCG

meat hour tissu


cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like


sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph


part appli vide

mani relat keep



realli girl exchang




ecuador nj ich

en que entend

para al del

brazil paulo em


googl anyway older

extract pain get

diet health human



well process brine

work well level

mean import creat

far ve area

anyon simpl easi


wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est


bangalor gt mso

pizza gt 11


oil etc definit

raw includ bread

consum raw healthi


case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird


recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi


also addit littl

make like tend


need re option

pleas list help

lectur pleas slide

issu mention fast


microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist


look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti



top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos


includ best loss


new curiou favorit





lot togeth best


call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt


page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat


learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day


pork chines eaten

bottl sheep coke

site vote li

open account log


see list coursera


differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re


cours learn motiv

year new wish

chef month also


nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local


live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32


thread id scigast


anoth wrong comment

chocol specif dark


good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free



usa hey spain

lo dumpl saludo


el que la

soy al 33

quantiti part humbl


chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread


dish flavor onion


dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn


got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday



leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati




would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas


water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka


super spam taster

earli forget stuff


els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster


degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel


air capac transfer

ice melt insid

cream ice mochi


use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow





sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid


ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20


make like tend


sugar fruit syrup

bottl sheep coke

worm said milkwe

CCG

meat hour tissu


cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like


sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph


part appli vide

mani relat keep



realli girl exchang




ecuador nj ich

en que entend

para al del

brazil paulo em


googl anyway older

extract pain get

diet health human



well process brine

work well level

mean import creat

far ve area

anyon simpl easi


wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est


bangalor gt mso

pizza gt 11


oil etc definit

raw includ bread

consum raw healthi


case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird


recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi


also addit littl

make like tend


need re option

pleas list help

lectur pleas slide

issu mention fast


microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist


look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti



top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos


includ best loss


new curiou favorit





lot togeth best


call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt


page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat


learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day


pork chines eaten

bottl sheep coke

site vote li

open account log


see list coursera


differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re


cours learn motiv

year new wish

chef month also


nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local


live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32


thread id scigast


anoth wrong comment

chocol specif dark


good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free



usa hey spain

lo dumpl saludo


el que la

soy al 33

quantiti part humbl


chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread


dish flavor onion


dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn


got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday



leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati




would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas


water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka


super spam taster

earli forget stuff


els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster


degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel


air capac transfer

ice melt insid

cream ice mochi


use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow





sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid


ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20


feel good four

ask full 10

answer question get

got get complet

would guess surpris

test result wasn


got right order



would think pair

red think mistak

tongu map area

certain come cocoa


green blue yellow


english away afraid

orang purpl often

black white fruit

CCG

meat hour tissu


cook three ve

better mani nutrit

way group peopl

us peopl understand

student us teacher

enjoy much other

three made like


sound crisp match

celeri snap pea

espero por gusta

soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


da soy hace

lo el mi

todo olá es

facebook sp leo

babi shape plenti

develop situat sell

eat even base

acid anim produc

fat protein effect

break caus ph


part appli vide

mani relat keep



realli girl exchang




ecuador nj ich

en que entend

para al del

brazil paulo em


googl anyway older

extract pain get

diet health human



well process brine

work well level

mean import creat

far ve area

anyon simpl easi


wonder friend gmo

ll might refer

french dont said

pour crème avec

je ou la

de la est


bangalor gt mso

pizza gt 11


oil etc definit

raw includ bread

consum raw healthi


case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird


recip veg kid

recip calcium mani

plu ing creme

le à recett

et un send

hello il di

corso questo di

boy font ladi

dough make result

water frozen flour

flour plain mushi


also addit littl

make like tend


need re option

pleas list help

lectur pleas slide

issu mention fast


microwav per search

fat flavor mainli

dan author japanes

cuisin du scientist


look onlin im

take luck biolog

ye old sorri

purpos left coconut

shrimp shell water

salt soda water

ad boil salti



top amaz freez

chang problem flash

video help problem

back note watch

might tri provid

effect might expos


includ best loss


new curiou favorit





lot togeth best


call last bit

soak small milk

bit corn eaten

sugar fruit syrup

durian singapor gt


page download link

see set page

play content abl

wine gum contain

bodi valu term

food caus brain

food today soap

chemic involv creat


learn educ culinari

teach new excit

fun gastronomi amaz

age friend team

prof king chow

call place day


pork chines eaten

bottl sheep coke

site vote li

open account log


see list coursera


differ gener item

type also impact

food associ peopl

food remind consid

happi comfort re


cours learn motiv

year new wish

chef month also


nice countri around

chines south china

tea mexico east

tapioca mexico tea

worm said milkwe

duck un peke

close eye post

001 scigast org

flavor detail quiz

could anoth person

chocol rate candi

less chocol gummi

eat peopl ever

peopl know tri

know stuff haven

start still next

go sinc abl

hope year ago

name life local


live world countri

meet china franc

guy near barcelona

ma del desd

de en la

templat yo 32


thread id scigast


anoth wrong comment

chocol specif dark


good piec real

meal mayb doesn

one end particip

week first two

time late week

love zone two

hi gluten free



usa hey spain

lo dumpl saludo


el que la

soy al 33

quantiti part humbl


chip nose –

re hate tell

sensat mouth intens

sens mouth affect

feel good four

ask full 10

answer question get

got get complet

assign grade submit

deadlin date view

watch gluten 23

com wiki org

com book youtub

blog share book

méxico ferran si

colombia no por

con que por

mushroom grow bread


dish flavor onion


dish sweet strong

textur even tast

like matter abl

would guess surpris

test result wasn


got right order

sure quot submit

due howev talk

may 2013 allergi

articl html 03

www co mcgee

sr herehttp kitchen

awesom ca everyday



leav mix pie

made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

tast umami meati




would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

100 ml teaspoon

half cup pressur

cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



english away afraid

orang purpl often

black white fruit

lemon juic appl

exampl usual depend

liquid wrap increas


water high room

boil place get

bowl cover 30

curri add oven

fri oil chop

carrot roast piec

bitter melon н а

в я vodka


super spam taster

earli forget stuff


els never ve

someth ve everyth

prefer notic yogurt

alway banana mango

one seem although

hot mean prevent

higher foil low

water heat faster


degre hold store

minut let side

serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



one later show

number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

chicken cut fish

buy prepar marin

marbl pretti shop

like get go

health die risk

show research man

say find show

post excel done

though quit tell

eat found distract

eat crunchi carrot

appl crunch chip

crispi toast almond

cast stone steel


air capac transfer

ice melt insid

cream ice mochi


use rare instead

use steak grill

tender beef cut

stock stew tough

recommend long make

chef request best

studi group follow





sound record hear

sound chew ate

music loud slurp

put hand rust

athen bucket dehydr

bag sou smaller

drink brand let

beer machin kid


ginger juic curd

steak soda never

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20


cell form make

method slow also

cook devic insteadi

home kitchen mani


break caus ph


part appli vide

mani relat keep


well process brine

work well level

mean import creat

far ve area

anyon simpl easi

case rather dessert

avail isn need

egg possibl happen

far long term

ingredi keep bird

CCG

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cook three ve

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student us teacher

enjoy much other

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celeri snap pea

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soy brasil pessoal

marzipan oi hotel

dog pig game

day avocado bad

special vegan natur


meat fiber away

cell form make

method slow also

cook devic insteadi

home kitchen mani



thank inform hope

thing idea much

like agre contribut

fresh satisfi must


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lo el mi

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develop situat sell

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fat protein effect

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food caus brain

food today soap

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learn educ culinari

teach new excit

fun gastronomi amaz

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prof king chow

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chef month also


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tea mexico east

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duck un peke

close eye post

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could anoth person

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live world countri

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guy near barcelona

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thread id scigast


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good piec real

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lo dumpl saludo


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blog share book

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colombia no por

con que por

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textur even tast

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may 2013 allergi

articl html 03

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made spice slice

pepper fresh cucumb

chees combin corn

aroma salti dish

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would think pair

red think mistak

color quot grey




amazon ref gram

cookbook pastri joy

egg batter mine

bake cake roll

seed potato crust

onion garlic oliv

salad rice ad

tomato sauc green

spici delici chile

smell delici also

tast tasteless skin

bitter bud myth

tongu map area

certain come cocoa


green blue yellow

yellow green brown

sour sweet brown


solut reduc archiv

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cup put tablespoon

add brown top

add bean onion

oliv garlic pepper

garden combin kale


italian let home

tri veget grown

sometim etc kind



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orang purpl often

black white fruit

lemon juic appl

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liquid wrap increas


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fri oil chop

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bitter melon н а

в я vodka


super spam taster

earli forget stuff


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hot mean prevent

higher foil low

water heat faster


degre hold store

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serv remov cut

season soup fri

fish veggi soy

и и з к

parti random keep



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number want without

want someon stop

didn tri heard

cooki nois popcorn

chip bread chose

seem better second

iron metal cast

heat oven convect

heat water much

water melt cold

medium vanilla whip

soft hard plate

grill sauc ginger

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