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 3,001,132 URLs across 150 categories.

Folder	URL Count
age_college	23,545
age_mature	11,963
age_milf	36,964
age_teen	26,957
amateur	38,177
amateur_self-shots	31,290
appearance	7,493
appearance_appearance-modification	6,838
appearance_appearance-modification_piercings	8,677
appearance_appearance-modification_tattoos	10,841
appearance_clothing	60,907
appearance_clothing_bodyparts-through-clothes	23,766
appearance_clothing_bottomless	2,743
appearance_clothing_clothed-naked-pair	1,788
appearance_clothing_dresses	11,840
appearance_clothing_shoes	8,850
appearance_clothing_stockings	23,649
appearance_clothing_swimwear	16,850
appearance_clothing_tight-clothing	34,118
appearance_clothing_topless	2,465
appearance_clothing_underwear	8,384
appearance_clothing_underwear_panties	16,887
appearance_clothing_underwear_thongs	18,889
appearance_clothing_uniforms-outfits	17,953
appearance_clothing_uniforms-outfits_cosplay	10,689
appearance_clothing_upskirt-downblouse	6,802
appearance_expressions	8,515
appearance_pose	20,253
appearance_wet-&-messy	10,919
artificial-images	272,115
artificial-images_fictional-characters-shows	83,418
artificial-images_hentai	131,476
artificial-images_photoshop	3,873
body-parts_head_hair	1,695
body-parts_head_hair_blonde	4,781
body-parts_head_hair_brunette	3,775
body-parts_head_hair_dyed	1,529
body-parts_head_hair_hairstyle	12,637
body-parts_head_hair_redhead	11,042
body-parts_head_lips-mouth	6,916
body-parts_lower-body	9,410
body-parts_lower-body_ass	39,546
body-parts_lower-body_asshole	16,671
body-parts_lower-body_ass_large	19,869
body-parts_lower-body_feet	22,818
body-parts_lower-body_gap	2,726
body-parts_lower-body_genitalia_penis	53,768
body-parts_lower-body_genitalia_penis_large	16,542
body-parts_lower-body_genitalia_penis_small	9,143
body-parts_lower-body_genitalia_vulva	53,575
body-parts_lower-body_genitalia_vulva_hair	22,874
body-parts_lower-body_genitalia_vulva_labia	11,027
body-parts_lower-body_hips	6,529
body-parts_lower-body_legs	21,819
body-parts_upper-body	9,558
body-parts_upper-body_breasts	62,703
body-parts_upper-body_breasts_from-an-angle	18,535
body-parts_upper-body_breasts_implants	5,741
body-parts_upper-body_breasts_large	52,546
body-parts_upper-body_breasts_nipples	29,485
body-parts_upper-body_breasts_small	18,533
body-traits_complexion_freckles	5,340
body-traits_complexion_light-skin	8,562
body-traits_complexion_tan	3,696
body-traits_traits_pregnant	6,911
body-traits_types_bbw	23,627
body-traits_types_chubby	32,409
body-traits_types_curvy	14,011
body-traits_types_petite	11,133
body-traits_types_skinny-thin	9,473
classic-vintage	16,874
communities	40,194
communities_identification	6,357
communities_personals	327
communities_role-play	24
cum-play_cum	12,199
cum-play_cum_creampie	3,298
cum-play_cum_cum-shot	6,465
cum-play_cum_cum-shot_bukkake	696
cum-play_cum_cum-shot_facial	3,748
cum-play_cum_swallowing	124
cum-play_female	4,939
ethnicity	31,640
ethnicity_asian	66,864
ethnicity_black	8,806
ethnicity_euro	5,416
ethnicity_indian	12,959
ethnicity_japanese	7,400
exhibition	9
exhibition_gonewild	255,636
exhibition_public	28,570
fetish	31,671
fetish_bdsm	6,336
fetish_bdsm_bondage	13,718
fetish_bdsm_domination-&-submission	14,415
fetish_bdsm_domination-&-submission_femdom	29,310
fetish_drugs	4,198
fetish_role-enactment	4,619
fetish_role-enactment_age-play	3,041
fetish_role-enactment_furry	4,226
fetish_role-enactment_pet-play	2,726
fetish_watersports	8,891
general-categories	143,408
general-categories_artistic-or-borderline-porn	15,184
general-categories_desktop-wallpaper	13,648
general-categories_gifs	65
general-categories_humorous	2,775
general-categories_p.o.v	3,106
general-categories_passionate	396
general-categories_videos	577
groups	120
groups_alt	34,036
groups_athlete	12,452
groups_camgirl	5,132
groups_celebrity	21,790
groups_country	1,022
groups_nerd	6,387
groups_pornstar	4,177
groups_religious	1,323
groups_specific-personality	8,713
illegal-taboo_incest	5,054
lgbt_bisexual	1,180
lgbt_crossdressing	24,827
lgbt_gay	101,161
lgbt_lesbian	6,428
lgbt_transgender	1,303
lgbt_transsexual	33,409
literary	395
locations_man-made	3,010
locations_nature	6,071
locations_nature_beach	6,708
sex	3,200
sex_anal	6,412
sex_anal_gaping	1,994
sex_anal_rimming	657
sex_breasts	324
sex_fisting	1,056
sex_group	860
sex_group_large-group	3,237
sex_group_swinging	16,269
sex_group_threesome	2,194
sex_insertion	6,454
sex_interracial	1,494
sex_masturbation	3,495
sex_oral	7,753
sex_orgasm	316
sex_toys	14,301
specific-actor-actress	138,750
specific-company	20,808
wtf	11,156