Comparing keywords used on video titles per country using TF-IDF.
Keywords extraction code is mostly taken from Kavita Ganesan post.
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python 3
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python libraries (Try something like:
pip install -r requirements.txt
) -
jupyter lab or jupyter notebook
The code and further details are in the pornhub_keywords.ipynb notebook. You can run it with jupyter lab or remotely using google colab.
Results are at pornhub_keywords_per_country.csv
country | keyword_0 | keyword_1 | keyword_2 | keyword_3 | keyword_4 | keyword_5 | keyword_6 | keyword_7 | keyword_8 | keyword_9 | keyword_10 | keyword_11 | keyword_12 | keyword_13 | keyword_14 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AR | argentina | jordi | enp | flower | babes | fifa | ending | spanish | happy | seduction | argentinian | asshole | mk | khalifa | whore |
AT | german | lucy | cat | anal | public | devil | or | tiny | surprise | angel | solo | cosplay | gorgeous | wet | stranger |
AU | farrah | asian | bestie | abraham | window | girlsoutwest | australian | aussie | time | girlcum | fanboy | catches | realtor | games | bff |
BE | french | solo | reverse | cosplay | tori | sacha | caprice | belgian | tiny | see | realtor | teenmegaworld | sleep | bounce | anya |
BG | bg | bulgarian | solo | peta | jensen | tiny | cosplay | yako | varti | trial | tames | sweetly | suzi | stubborn | shake |
BR | anal | maru | dread | brazilian | vox | skylar | karv | chi | brazil | stella | raee | portuguese | joi | omg | free |
CA | farrah | asian | tiny | bestie | abraham | biggest | realtor | orgasms | janice | griffith | daughterswap | fps | dared | exxxtrasmall | surprising |
CH | sloppy | deepthroat | swallow | facial | gagging | blowjob | solo | wet | slap | deepest | head | facialized | glasses | masturbation | cosplay |
CL | jordi | enp | khalifa | ending | teencurves | latina | gameplay | fifa | happy | chilean | stella | bangbros | booty | raee | mk |
CZ | publicagent | czech | public | agent | car | glory | hole | paid | swap | bridge | cash | solo | ever | cosplay | wanker |
DE | german | lucy | cat | anal | public | witch | devil | have | everything | or | angel | that | train | vacation | ever |
DK | danish | nickie | jennie | try | tiny | slut | scumbag | templates | rider | naturals | marie | darla | compulsion | camilla | assaults |
EG | egyptian | arab | arabic | fire | sixs | nick | asw | translator | shemales | egyption | sweetest | nation | iraqi | hooker | hijab |
ES | jordi | enp | spanish | polla | niño | el | canarias | gameplay | ending | happy | yo | cumshot | taste | fifa | time |
FI | thick | solo | cosplay | aniston | cums | swallows | massage | teenie | run | puma | moore | finnish | angie | time | biggest |
FR | french | sextwoo | beurette | story | tv | show | nikita | france | episode | who | reality | anal | holes | bellucci | talk |
GB | faketaxi | femalefaketaxi | fit | gone | price | pays | moncler | fur | dogging | cracking | chav | cabbie | arse | daughters | biggest |
GR | greek | sugarbabestv | inna | homemade | innaki | anal | cries | adriana | khalifa | bangbros | trio | summer | sugarbabest | spied | sirina |
HR | croatian | sa | nofacegirl | alexa | latina | bangbros | arab | srbija | skole | serbian | serbia | receives | razbija | principal | prima |
HU | hungarian | vv | vilag | publicagent | car | tiny | nofacegirl | valotarasak | valog | valo | sound | sexstar | retro | restaurant | radics |
IE | femalefaketaxi | irish | driver | farrah | faketaxi | surprise | bends | gone | abraham | soak | players | juices | gaa | dublin | vacation |
IL | israeli | israel | gorgeous | זרמון | דנה | zermon | tel | stunner | soon | slurps | prone | possible | obsession | mylf | kibutz |
IN | indian | desi | bhabhi | xxx | hindi | leone | bollywood | chudai | aunty | sunny | ki | honeymoon | audio | mms | muslim |
IT | italian | please | rocco | malena | dialogue | crying | belen | painful | rodriguez | nephew | anal | extremely | cumshots | khalifa | biggest |
JP | japanese | jav | seen | fc | idol | uncensored | shaved | vol | ppv | cutie | caribbean | seed | satomi | san | ppv_ |
KR | korean | bj | korea | chinese | japanese | tumblr | neat | golf | scenes | lee | jav | neul | jung | ha | domestic |
MA | moroccan | arab | fire | booty | sixs | asw | latina | teencurves | bangbros | egyptian | anal | pawg | star | lela | muse |
MX | mexican | jordi | khalifa | taste | enp | teencurves | latina | bangbros | booty | mk | star | lela | polla | niño | el |
NL | penetration | gangbang | eden | bobbi | insane | biggest | too | offers | knows | helping | happened | four | blackedraw | have | diamond |
NO | norwegian | aniston | massage | triana_iglesias | norway | leona | jens | form | leolulu | biggest | nicole | turns | too | tiny | skinned |
NZ | farrah | can | who | pervy | cums | cfnmteens | abraham | tied | thottie | nubile | cuddle | daughters | wanted | three | shortest |
PK | indian | desi | pakistani | leone | muslim | xxx | hindi | bollywood | story | paki | bhabhi | hotel | sunny | thirsty | honeymoon |
PL | tiny | service | gorgeous | pump | polish | max | jar | hell | too | guests | mouth | before | small | daughterswap | brothers |
PT | watermelon | diana | portuguese | portugal | melancia | cu | khalifa | anal | hotgold | casting | style | tuga | revealed | doggy | doggystyle |
RO | romanian | alina | khalifa | bangbros | nofacegirl | shaven | sassy | plugaru | playboy | passion | naked | mantea | gags | domeniuporno | andreea |
RS | serbian | serbia | sa | nevena | we | bangbros | been | neighbor | play | service | star | lela | zrenjanin | zemun | worker |
RU | sara | blowjob | russian | boom | mimi | anal | handjob | cumshot | vivienne | jerzy | hannah | edging | doggystyle | moon | lilu |
SE | swedish | lustgården | lundell | jonna | cd | homemade | scumbag | tila | stockholm | ffm | cheetah | charlotta | amandla | leolulu | biggest |
SK | publicagent | public | czech | agent | car | swap | bridge | cash | paid | katrin | woods | women | tourist | tequila | stood |
UA | russian | anal | belleniko | mini | diva | time | cumshot | other | mihanika | throbbing | cums | nofacegirl | each | schoolgirl | virginity |
US | farrah | latina | teencurves | bangbros | booty | exxxtrasmall | cfnmteens | abraham | out | swallows | vanessa | thought | tease | selling | nikko |