Introduction

The nsfw-image-urls repository contains a large collection of URLs to pornographic images which can be used to train NSFW image classifiers or be used in machine learning projects. A variety of categories have been provided to ensure a diverse selection of images for the best and most accurate results.

These images were taken from Reddit using the following rules:

1. The URL returned a 200 status code.
2. The URL took less than 10 seconds to respond.
3. The content-type of the response was 'image/*', excluding 'image/gif'.
4. URLs that returned an error image indicating the original image had been deleted were not included.
5. The post had a score of at least 5.

Stats

There are 2,357,573 URLs across 150 categories.

Folder	URL Count
age_college	15,679
age_mature	10,161
age_milf	23,023
age_teen	17,211
amateur	26,905
amateur_self-shots	22,882
appearance	4,547
appearance_appearance-modification	6,039
appearance_appearance-modification_piercings	6,565
appearance_appearance-modification_tattoos	6,970
appearance_clothing	49,408
appearance_clothing_bodyparts-through-clothes	16,003
appearance_clothing_bottomless	2,561
appearance_clothing_clothed-naked-pair	1,656
appearance_clothing_dresses	9,272
appearance_clothing_shoes	7,245
appearance_clothing_stockings	19,639
appearance_clothing_swimwear	16,285
appearance_clothing_tight-clothing	26,141
appearance_clothing_topless	2,321
appearance_clothing_underwear	6,502
appearance_clothing_underwear_panties	15,294
appearance_clothing_underwear_thongs	11,947
appearance_clothing_uniforms-outfits	16,260
appearance_clothing_uniforms-outfits_cosplay	9,566
appearance_clothing_upskirt-downblouse	5,181
appearance_expressions	7,553
appearance_pose	18,664
appearance_wet-&-messy	9,979
artificial-images	259,139
artificial-images_fictional-characters-shows	78,271
artificial-images_hentai	114,809
artificial-images_photoshop	5,911
body-parts_head_hair	1,532
body-parts_head_hair_blonde	4,070
body-parts_head_hair_brunette	3,337
body-parts_head_hair_dyed	1,529
body-parts_head_hair_hairstyle	11,214
body-parts_head_hair_redhead	9,589
body-parts_head_lips-mouth	6,218
body-parts_lower-body	6,779
body-parts_lower-body_ass	27,881
body-parts_lower-body_asshole	10,924
body-parts_lower-body_ass_large	13,302
body-parts_lower-body_feet	13,090
body-parts_lower-body_gap	2,610
body-parts_lower-body_genitalia_penis	30,906
body-parts_lower-body_genitalia_penis_large	8,571
body-parts_lower-body_genitalia_penis_small	5,843
body-parts_lower-body_genitalia_vulva	41,269
body-parts_lower-body_genitalia_vulva_hair	17,715
body-parts_lower-body_genitalia_vulva_labia	8,398
body-parts_lower-body_hips	5,281
body-parts_lower-body_legs	13,508
body-parts_upper-body	7,628
body-parts_upper-body_breasts	44,538
body-parts_upper-body_breasts_from-an-angle	15,739
body-parts_upper-body_breasts_implants	4,894
body-parts_upper-body_breasts_large	35,873
body-parts_upper-body_breasts_nipples	19,724
body-parts_upper-body_breasts_small	11,569
body-traits_complexion_freckles	4,322
body-traits_complexion_light-skin	5,108
body-traits_complexion_tan	2,597
body-traits_traits_pregnant	4,991
body-traits_types_bbw	15,122
body-traits_types_chubby	21,451
body-traits_types_curvy	8,369
body-traits_types_petite	7,550
body-traits_types_skinny-thin	7,039
classic-vintage	14,980
communities	29,110
communities_identification	3,314
communities_personals	321
communities_role-play	24
cum-play_cum	8,119
cum-play_cum_creampie	2,818
cum-play_cum_cum-shot	5,514
cum-play_cum_cum-shot_bukkake	687
cum-play_cum_cum-shot_facial	3,183
cum-play_cum_swallowing	82
cum-play_female	3,688
ethnicity	24,485
ethnicity_asian	52,604
ethnicity_black	7,050
ethnicity_euro	4,239
ethnicity_indian	10,640
ethnicity_japanese	6,694
exhibition	9
exhibition_gonewild	176,261
exhibition_public	23,037
fetish	26,376
fetish_bdsm	4,969
fetish_bdsm_bondage	12,191
fetish_bdsm_domination-&-submission	10,055
fetish_bdsm_domination-&-submission_femdom	18,492
fetish_drugs	2,801
fetish_role-enactment	3,581
fetish_role-enactment_age-play	2,833
fetish_role-enactment_furry	3,892
fetish_role-enactment_pet-play	2,149
fetish_watersports	6,972
general-categories	124,347
general-categories_artistic-or-borderline-porn	12,623
general-categories_desktop-wallpaper	13,580
general-categories_gifs	65
general-categories_humorous	2,707
general-categories_p.o.v	3,034
general-categories_passionate	390
general-categories_videos	555
groups	120
groups_alt	23,601
groups_athlete	11,219
groups_camgirl	5,039
groups_celebrity	17,928
groups_country	967
groups_nerd	5,967
groups_pornstar	3,950
groups_religious	1,240
groups_specific-personality	7,134
illegal-taboo_incest	4,685
lgbt_bisexual	1,109
lgbt_crossdressing	12,816
lgbt_gay	62,114
lgbt_lesbian	6,655
lgbt_transgender	1,278
lgbt_transsexual	22,687
literary	395
locations_man-made	2,931
locations_nature	5,641
locations_nature_beach	6,583
sex	2,722
sex_anal	5,291
sex_anal_gaping	1,506
sex_anal_rimming	649
sex_breasts	282
sex_fisting	949
sex_group	825
sex_group_large-group	3,002
sex_group_swinging	12,631
sex_group_threesome	1,775
sex_insertion	5,849
sex_interracial	1,274
sex_masturbation	3,309
sex_oral	6,401
sex_orgasm	291
sex_toys	11,170
specific-actor-actress	130,889
specific-company	19,595
wtf	6,964