Add corporate tag exclusions and increase row display defaults

app.py

@@ -4,6 +4,7 @@ import logging
 import time
 import json
 import csv
+import re
 from datetime import datetime
 from functools import lru_cache
 from PIL import Image
@@ -21,7 +22,25 @@ from psq_rag.retrieval.state import (
     get_tag_implications,
     get_tag_counts,
 )
-from psq_rag.ui.group_ranked_display import rank_groups_from_tfidf, _load_enabled_groups
+from psq_rag.ui.group_ranked_display import rank_groups_from_tfidf, _load_enabled_groups
+
+
+_CORPORATE_HARDBLOCK_PATTERNS = [
+    # Rating-like explicitness markers.
+    re.compile(r"(^|_)(nsfw|explicit|questionable)(_|$)", re.IGNORECASE),
+    # Unambiguous sexual anatomy.
+    re.compile(
+        r"(^|_)(breast|breasts|boob|boobs|nipple|nipples|penis|vagina|pussy|clit|testicle|scrotum|genital|crotch|anus|anal|areola)(_|$)",
+        re.IGNORECASE,
+    ),
+    # Unambiguous sexual activity.
+    re.compile(
+        r"(^|_)(sex|sexual|fucking|fuck|blowjob|handjob|masturbat|penetrat|thrust|orgasm|cum|ejaculat|creampie|nude|naked|topless|bottomless|moan|sexy)(_|$)",
+        re.IGNORECASE,
+    ),
+    # Common kink/fetish markers.
+    re.compile(r"(^|_)(fetish|bdsm|bondage|dominatrix|submission|vore|inflation|watersports)(_|$)", re.IGNORECASE),
+]
 
 
 def _split_prompt_commas(s: str) -> List[str]:
@@ -236,31 +255,59 @@ def _is_artist_tag(tag: str) -> bool:
 
 @lru_cache(maxsize=1)
 def _load_excluded_recommendation_tags() -> Set[str]:
+    out: Set[str] = set()
+
+    # Existing category-registry driven exclusions.
     csv_path = Path("data/category_registry.csv")
     if not csv_path.exists():
         csv_path = Path("data/analysis/category_registry.csv")
-    out: Set[str] = set()
-    if not csv_path.exists():
-        return out
-    try:
-        with csv_path.open("r", encoding="utf-8", newline="") as f:
-            reader = csv.DictReader(f)
-            for row in reader:
-                tag = _norm_tag_for_lookup(str(row.get("tag") or ""))
-                if not tag:
-                    continue
-                status = str(row.get("category_status") or "").strip().lower()
-                if status == "excluded":
-                    out.add(tag)
-    except Exception:
-        return set()
-    return out
-
-
+    if csv_path.exists():
+        try:
+            with csv_path.open("r", encoding="utf-8", newline="") as f:
+                reader = csv.DictReader(f)
+                for row in reader:
+                    tag = _norm_tag_for_lookup(str(row.get("tag") or ""))
+                    if not tag:
+                        continue
+                    status = str(row.get("category_status") or "").strip().lower()
+                    if status == "excluded":
+                        out.add(tag)
+        except Exception:
+            pass
+
+    # Corporate-safety exclusions (editable runtime list).
+    corp_path = Path("data/corporate_excluded_tags.csv")
+    if corp_path.exists():
+        try:
+            with corp_path.open("r", encoding="utf-8", newline="") as f:
+                reader = csv.DictReader(f)
+                for row in reader:
+                    tag = _norm_tag_for_lookup(str(row.get("tag") or ""))
+                    if not tag:
+                        continue
+                    enabled_raw = str(row.get("enabled", "1")).strip().lower()
+                    enabled = enabled_raw not in {"0", "false", "no", "off"}
+                    if enabled:
+                        out.add(tag)
+        except Exception:
+            pass
+
+    return out
+
+
+def _is_hardblocked_corporate_tag(tag: str) -> bool:
+    t = _norm_tag_for_lookup(str(tag))
+    if not t:
+        return False
+    return any(rx.search(t) for rx in _CORPORATE_HARDBLOCK_PATTERNS)
+
+
 def _is_excluded_recommendation_tag(tag: str) -> bool:
-    t = _norm_tag_for_lookup(str(tag))
-    if not t:
-        return False
+    t = _norm_tag_for_lookup(str(tag))
+    if not t:
+        return False
+    if _is_hardblocked_corporate_tag(t):
+        return True
     return t in _load_excluded_recommendation_tags()
 
 
@@ -315,6 +362,21 @@ def _filter_excluded_recommendation_tags(tags: List[str]) -> Tuple[List[str], Li
     return keep, sorted(set(removed))
 
 
+def _filter_excluded_candidates(candidates: List[Any]) -> Tuple[List[Any], List[str]]:
+    excluded = _load_excluded_recommendation_tags()
+    if not excluded:
+        return list(candidates or []), []
+    keep: List[Any] = []
+    removed: List[str] = []
+    for c in (candidates or []):
+        tag = _norm_tag_for_lookup(str(getattr(c, "tag", "") or ""))
+        if tag and tag in excluded:
+            removed.append(tag)
+            continue
+        keep.append(c)
+    return keep, sorted(set(removed))
+
+
 def _dedupe_norm_tags(tags: List[str]) -> List[str]:
     out: List[str] = []
     seen: Set[str] = set()
@@ -1009,8 +1071,8 @@ verbose_retrieval_all = False
 verbose_retrieval_limit = 20
 enable_probe_tags = os.environ.get("PSQ_ENABLE_PROBE", "1").strip() not in {"0", "false", "False"}
 display_top_groups_default = int(os.environ.get("PSQ_DISPLAY_TOP_GROUPS", "10"))
-display_top_tags_per_group_default = int(os.environ.get("PSQ_DISPLAY_TOP_TAGS_PER_GROUP", "5"))
-display_rank_top_k_default = int(os.environ.get("PSQ_DISPLAY_GROUP_RANK_TOP_K", "5"))
+display_top_tags_per_group_default = int(os.environ.get("PSQ_DISPLAY_TOP_TAGS_PER_GROUP", "7"))
+display_rank_top_k_default = int(os.environ.get("PSQ_DISPLAY_GROUP_RANK_TOP_K", "7"))
 display_max_rows_default = int(os.environ.get("PSQ_DISPLAY_MAX_ROWS", "14"))
 retrieval_global_k = int(os.environ.get("PSQ_RETRIEVAL_GLOBAL_K", "300"))
 retrieval_per_phrase_k = int(os.environ.get("PSQ_RETRIEVAL_PER_PHRASE_K", "10"))
@@ -1515,6 +1577,7 @@ def rag_pipeline_ui(
         min_tag_count = _get_min_tag_count()
         user_tags_raw = extract_user_provided_tags_upto_3_words(prompt_in)
         user_tags, removed_user_low = _filter_min_count_tags(user_tags_raw, min_tag_count)
+        user_tags, removed_user_excluded = _filter_excluded_recommendation_tags(user_tags)
         dt = time.perf_counter()-t0
         _record_timing("preprocess", dt)
         log(f"Preprocess (user tag extraction): {dt:.2f}s")
@@ -1528,6 +1591,11 @@ def rag_pipeline_ui(
                 f"Filtered {len(removed_user_low)} low-frequency user tags "
                 f"(<{min_tag_count}): {', '.join(removed_user_low)}"
             )
+        if removed_user_excluded:
+            log(
+                f"Filtered {len(removed_user_excluded)} excluded user tags: "
+                f"{', '.join(removed_user_excluded)}"
+            )
         log("")
 
         log("Step 1: LLM rewrite + structural inference + probe (concurrent)")
@@ -1557,6 +1625,8 @@ def rag_pipeline_ui(
 
         structural_tags, removed_struct_low = _filter_min_count_tags(structural_tags, min_tag_count)
         probe_tags, removed_probe_low = _filter_min_count_tags(probe_tags, min_tag_count)
+        structural_tags, removed_struct_excluded = _filter_excluded_recommendation_tags(structural_tags)
+        probe_tags, removed_probe_excluded = _filter_excluded_recommendation_tags(probe_tags)
         if removed_struct_low:
             log(
                 f"Filtered {len(removed_struct_low)} low-frequency structural tags "
@@ -1567,6 +1637,16 @@ def rag_pipeline_ui(
                 f"Filtered {len(removed_probe_low)} low-frequency probe tags "
                 f"(<{min_tag_count}): {', '.join(removed_probe_low)}"
             )
+        if removed_struct_excluded:
+            log(
+                f"Filtered {len(removed_struct_excluded)} excluded structural tags: "
+                f"{', '.join(removed_struct_excluded)}"
+            )
+        if removed_probe_excluded:
+            log(
+                f"Filtered {len(removed_probe_excluded)} excluded probe tags: "
+                f"{', '.join(removed_probe_excluded)}"
+            )
 
         if not rewritten:
             raise RuntimeError("Rewrite: empty output")
@@ -1596,13 +1676,20 @@ def rag_pipeline_ui(
                 min_tag_count=max(0, min_tag_count),
                 verbose=verbose_retrieval,
             )
-            if isinstance(retrieval_result, tuple):
-                candidates, phrase_reports = retrieval_result
-            else:
-                candidates, phrase_reports = retrieval_result, []
-            if selection_candidate_cap > 0 and len(candidates) > selection_candidate_cap:
-                candidates = candidates[:selection_candidate_cap]
-                log(f"Selection candidate cap applied: {selection_candidate_cap}")
+            if isinstance(retrieval_result, tuple):
+                candidates, phrase_reports = retrieval_result
+            else:
+                candidates, phrase_reports = retrieval_result, []
+            candidates, removed_candidate_excluded = _filter_excluded_candidates(candidates)
+            if removed_candidate_excluded:
+                log(
+                    f"Filtered {len(removed_candidate_excluded)} excluded retrieved tags: "
+                    f"{', '.join(removed_candidate_excluded[:25])}"
+                    + (" ..." if len(removed_candidate_excluded) > 25 else "")
+                )
+            if selection_candidate_cap > 0 and len(candidates) > selection_candidate_cap:
+                candidates = candidates[:selection_candidate_cap]
+                log(f"Selection candidate cap applied: {selection_candidate_cap}")
             dt = time.perf_counter()-t0
             _record_timing("retrieval", dt)
             log(f"Retrieval: {dt:.2f}s")

data/corporate_excluded_tags.csv

@@ -0,0 +1,790 @@
+tag,enabled,count,reason,notes
+nsfw,1,2302877,rating_nsfw,auto-seeded from top10000 frequency scan
+breasts,1,1503887,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis,1,1339285,sexual_anatomy,auto-seeded from top10000 frequency scan
+nude,1,1103510,sexual_activity,auto-seeded from top10000 frequency scan
+nipples,1,1079208,sexual_anatomy,auto-seeded from top10000 frequency scan
+genital_fluids,1,895418,sexual_anatomy,auto-seeded from top10000 frequency scan
+sex,1,868784,sexual_activity,auto-seeded from top10000 frequency scan
+butt,1,828096,sexual_anatomy,auto-seeded from top10000 frequency scan
+pussy,1,807766,sexual_anatomy,auto-seeded from top10000 frequency scan
+big_breasts,1,682494,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum,1,619639,sexual_activity,auto-seeded from top10000 frequency scan
+anus,1,470057,sexual_anatomy,auto-seeded from top10000 frequency scan
+humanoid_penis,1,365631,sexual_anatomy,auto-seeded from top10000 frequency scan
+anal,1,357541,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_inside,1,342415,sexual_activity,auto-seeded from top10000 frequency scan
+areola,1,320191,sexual_anatomy,auto-seeded from top10000 frequency scan
+anal_penetration,1,288206,sexual_anatomy,auto-seeded from top10000 frequency scan
+animal_penis,1,277907,sexual_anatomy,auto-seeded from top10000 frequency scan
+big_penis,1,264167,sexual_anatomy,auto-seeded from top10000 frequency scan
+big_butt,1,262825,sexual_anatomy,auto-seeded from top10000 frequency scan
+huge_breasts,1,261003,sexual_anatomy,auto-seeded from top10000 frequency scan
+pussy_juice,1,169595,sexual_anatomy,auto-seeded from top10000 frequency scan
+orgasm,1,169454,sexual_activity,auto-seeded from top10000 frequency scan
+cum_in_pussy,1,133935,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+bottomless,1,132767,sexual_activity,auto-seeded from top10000 frequency scan
+penis_in_pussy,1,124570,sexual_anatomy,auto-seeded from top10000 frequency scan
+canine_penis,1,121306,sexual_anatomy,auto-seeded from top10000 frequency scan
+bdsm,1,119164,fetish_kink,auto-seeded from top10000 frequency scan
+cum_in_ass,1,118566,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+sex_toy,1,118426,sexual_activity,auto-seeded from top10000 frequency scan
+huge_penis,1,117046,sexual_anatomy,auto-seeded from top10000 frequency scan
+non-mammal_breasts,1,116583,sexual_anatomy,auto-seeded from top10000 frequency scan
+topless,1,115349,sexual_activity,auto-seeded from top10000 frequency scan
+equine_penis,1,115091,sexual_anatomy,auto-seeded from top10000 frequency scan
+veiny_penis,1,109715,sexual_anatomy,auto-seeded from top10000 frequency scan
+bondage,1,102775,fetish_kink,auto-seeded from top10000 frequency scan
+mostly_nude,1,99006,sexual_activity,auto-seeded from top10000 frequency scan
+group_sex,1,97740,sexual_activity,auto-seeded from top10000 frequency scan
+huge_butt,1,87380,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_in_mouth,1,81373,sexual_activity,auto-seeded from top10000 frequency scan
+nipple_piercing,1,79504,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_face,1,77500,sexual_activity,auto-seeded from top10000 frequency scan
+pink_nipples,1,71412,sexual_anatomy,auto-seeded from top10000 frequency scan
+hand_on_butt,1,68804,sexual_anatomy,auto-seeded from top10000 frequency scan
+hand_on_breast,1,63274,sexual_anatomy,auto-seeded from top10000 frequency scan
+after_sex,1,60434,sexual_activity,auto-seeded from top10000 frequency scan
+cum_on_penis,1,60017,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+hyper_penis,1,56565,sexual_anatomy,auto-seeded from top10000 frequency scan
+small_breasts,1,54851,sexual_anatomy,auto-seeded from top10000 frequency scan
+disembodied_penis,1,54139,sexual_anatomy,auto-seeded from top10000 frequency scan
+erect_nipples,1,53995,sexual_anatomy,auto-seeded from top10000 frequency scan
+vore,1,53495,fetish_kink,auto-seeded from top10000 frequency scan
+presenting_pussy,1,51878,sexual_anatomy,auto-seeded from top10000 frequency scan
+handjob,1,50162,sexual_activity,auto-seeded from top10000 frequency scan
+breast_play,1,47423,sexual_anatomy,auto-seeded from top10000 frequency scan
+black_penis,1,47234,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_drip,1,46288,sexual_activity,auto-seeded from top10000 frequency scan
+nipple_outline,1,46144,sexual_anatomy,auto-seeded from top10000 frequency scan
+pink_penis,1,45806,sexual_anatomy,auto-seeded from top10000 frequency scan
+side_boob,1,43650,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_while_penetrated,1,43622,sexual_activity,auto-seeded from top10000 frequency scan
+ass_up,1,42489,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_in_ass,1,42335,sexual_anatomy,auto-seeded from top10000 frequency scan
+hyper_breasts,1,41962,sexual_anatomy,auto-seeded from top10000 frequency scan
+animal_pussy,1,40937,sexual_anatomy,auto-seeded from top10000 frequency scan
+blood,0,40048,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+presenting_anus,1,38755,sexual_anatomy,auto-seeded from top10000 frequency scan
+foot_fetish,1,37196,fetish_kink,auto-seeded from top10000 frequency scan
+non-mammal_nipples,1,37080,sexual_anatomy,auto-seeded from top10000 frequency scan
+butt_grab,1,37046,sexual_anatomy,auto-seeded from top10000 frequency scan
+inflation,1,36638,fetish_kink,auto-seeded from top10000 frequency scan
+leaking_cum,1,35794,sexual_activity,auto-seeded from top10000 frequency scan
+pink_areola,1,35225,sexual_anatomy,auto-seeded from top10000 frequency scan
+excessive_genital_fluids,1,34801,sexual_anatomy,auto-seeded from top10000 frequency scan
+breast_squish,1,34157,sexual_anatomy,auto-seeded from top10000 frequency scan
+breast_grab,1,33120,sexual_anatomy,auto-seeded from top10000 frequency scan
+thick_penis,1,32779,sexual_anatomy,auto-seeded from top10000 frequency scan
+puffy_anus,1,32314,sexual_anatomy,auto-seeded from top10000 frequency scan
+excessive_cum,1,32164,sexual_activity,auto-seeded from top10000 frequency scan
+featureless_crotch,1,31782,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_lick,1,30580,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_self,1,30516,sexual_activity,auto-seeded from top10000 frequency scan
+tapering_penis,1,30451,sexual_anatomy,auto-seeded from top10000 frequency scan
+black_nipples,1,30099,sexual_anatomy,auto-seeded from top10000 frequency scan
+sex_toy_insertion,1,29709,sexual_activity,auto-seeded from top10000 frequency scan
+big_areola,1,29607,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_butt,1,28255,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+big_nipples,1,28219,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_breasts,1,27865,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+spread_pussy,1,27655,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_inflation,1,26886,sexual_activity|fetish_kink,auto-seeded from top10000 frequency scan
+featureless_breasts,1,26380,sexual_anatomy,auto-seeded from top10000 frequency scan
+blue_penis,1,25511,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_body,1,25412,sexual_activity,auto-seeded from top10000 frequency scan
+cum_string,1,24801,sexual_activity,auto-seeded from top10000 frequency scan
+genital_piercing,1,24722,sexual_anatomy,auto-seeded from top10000 frequency scan
+orgasm_face,1,24409,sexual_activity,auto-seeded from top10000 frequency scan
+imminent_sex,1,23918,sexual_activity,auto-seeded from top10000 frequency scan
+multi_penis,1,23534,sexual_anatomy,auto-seeded from top10000 frequency scan
+urine,0,22977,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+medium_breasts,1,22946,sexual_anatomy,auto-seeded from top10000 frequency scan
+sexual_barrier_device,1,22161,sexual_activity,auto-seeded from top10000 frequency scan
+cum_on_ground,1,22089,sexual_activity,auto-seeded from top10000 frequency scan
+spread_butt,1,22051,sexual_anatomy,auto-seeded from top10000 frequency scan
+genital_slit,1,21922,sexual_anatomy,auto-seeded from top10000 frequency scan
+object_in_ass,1,21821,sexual_anatomy,auto-seeded from top10000 frequency scan
+genital_outline,1,21790,sexual_anatomy,auto-seeded from top10000 frequency scan
+moan,1,21617,sexual_activity,auto-seeded from top10000 frequency scan
+nipple_fetish,1,21554,sexual_anatomy|fetish_kink,auto-seeded from top10000 frequency scan
+cum_on_balls,1,21457,sexual_activity,auto-seeded from top10000 frequency scan
+nipple_play,1,21305,sexual_anatomy,auto-seeded from top10000 frequency scan
+sex_toy_in_ass,1,20998,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+butt_focus,1,20955,sexual_anatomy,auto-seeded from top10000 frequency scan
+blue_nipples,1,20592,sexual_anatomy,auto-seeded from top10000 frequency scan
+equine_pussy,1,20192,sexual_anatomy,auto-seeded from top10000 frequency scan
+under_boob,1,19953,sexual_anatomy,auto-seeded from top10000 frequency scan
+holding_breast,1,19645,sexual_anatomy,auto-seeded from top10000 frequency scan
+standing_sex,1,19367,sexual_activity,auto-seeded from top10000 frequency scan
+anal_masturbation,1,18867,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_chest,1,18767,sexual_activity,auto-seeded from top10000 frequency scan
+red_penis,1,18368,sexual_anatomy,auto-seeded from top10000 frequency scan
+gaping_anus,1,18254,sexual_anatomy,auto-seeded from top10000 frequency scan
+anal_orgasm,1,18162,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+presenting_penis,1,17434,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_leg,1,17428,sexual_activity,auto-seeded from top10000 frequency scan
+canine_pussy,1,17275,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_size_difference,1,17215,sexual_anatomy,auto-seeded from top10000 frequency scan
+exposed_breasts,1,17182,sexual_anatomy,auto-seeded from top10000 frequency scan
+tentacle_sex,1,17169,sexual_activity,auto-seeded from top10000 frequency scan
+long_penis,1,17061,sexual_anatomy,auto-seeded from top10000 frequency scan
+holding_penis,1,17051,sexual_anatomy,auto-seeded from top10000 frequency scan
+oral_vore,1,16557,fetish_kink,auto-seeded from top10000 frequency scan
+cum_on_tongue,1,16519,sexual_activity,auto-seeded from top10000 frequency scan
+pink_pussy,1,16130,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_outline,1,15928,sexual_anatomy,auto-seeded from top10000 frequency scan
+hand_on_penis,1,15886,sexual_anatomy,auto-seeded from top10000 frequency scan
+inverted_nipples,1,15739,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_belly,1,15248,sexual_activity,auto-seeded from top10000 frequency scan
+questionable_consent,1,14822,rating_nsfw,auto-seeded from top10000 frequency scan
+rope_bondage,1,14795,fetish_kink,auto-seeded from top10000 frequency scan
+penis_piercing,1,14689,sexual_anatomy,auto-seeded from top10000 frequency scan
+small_penis,1,14441,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_splatter,1,13884,sexual_activity,auto-seeded from top10000 frequency scan
+watersports,1,13733,fetish_kink,auto-seeded from top10000 frequency scan
+brown_nipples,1,13600,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_tip,1,13559,sexual_anatomy,auto-seeded from top10000 frequency scan
+humanoid_pussy,1,13543,sexual_anatomy,auto-seeded from top10000 frequency scan
+clothed_sex,1,13116,sexual_activity,auto-seeded from top10000 frequency scan
+looking_at_penis,1,13004,sexual_anatomy,auto-seeded from top10000 frequency scan
+gore,0,12669,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+spread_anus,1,12564,sexual_anatomy,auto-seeded from top10000 frequency scan
+multi_nipple,1,12498,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_accessory,1,12312,sexual_anatomy,auto-seeded from top10000 frequency scan
+hyper_butt,1,12299,sexual_anatomy,auto-seeded from top10000 frequency scan
+feces,0,12144,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+anatomically_correct_pussy,1,11715,sexual_anatomy,auto-seeded from top10000 frequency scan
+bubble_butt,1,11563,sexual_anatomy,auto-seeded from top10000 frequency scan
+happy_sex,1,11443,sexual_activity,auto-seeded from top10000 frequency scan
+penis_jewelry,1,11345,sexual_anatomy,auto-seeded from top10000 frequency scan
+breast_expansion,1,11332,sexual_anatomy,auto-seeded from top10000 frequency scan
+multi_breast,1,11282,sexual_anatomy,auto-seeded from top10000 frequency scan
+purple_penis,1,11166,sexual_anatomy,auto-seeded from top10000 frequency scan
+pussy_ejaculation,1,11038,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_own_face,1,10975,sexual_activity,auto-seeded from top10000 frequency scan
+scat,0,10762,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+anal_beads,1,10734,sexual_anatomy,auto-seeded from top10000 frequency scan
+purple_nipples,1,10730,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_from_ass,1,10656,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
+penis_grab,1,10614,sexual_anatomy,auto-seeded from top10000 frequency scan
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+pussy_juice_leaking,1,1571,sexual_anatomy,auto-seeded from top10000 frequency scan
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+grey_pussy,1,1015,sexual_anatomy,auto-seeded from top10000 frequency scan
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+i_mean_breast_milk,1,993,sexual_anatomy,auto-seeded from top10000 frequency scan
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+penis_in_tentacle,1,955,sexual_anatomy,auto-seeded from top10000 frequency scan
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+excessive_pussy_juice,1,952,sexual_anatomy,auto-seeded from top10000 frequency scan
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+glistening_pussy,1,941,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_on_tongue,1,935,sexual_anatomy,auto-seeded from top10000 frequency scan
+testicle_cuff,1,933,sexual_anatomy,auto-seeded from top10000 frequency scan
+blue_cum,1,927,sexual_activity,auto-seeded from top10000 frequency scan
+cum_in_bowl,1,920,sexual_activity,auto-seeded from top10000 frequency scan
+non-mammal_pussy,1,918,sexual_anatomy,auto-seeded from top10000 frequency scan
+bouncing_butt,1,911,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_drool,1,911,sexual_activity,auto-seeded from top10000 frequency scan
+dark_penis,1,908,sexual_anatomy,auto-seeded from top10000 frequency scan
+bodily_fluids_in_pussy,1,903,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_focus,1,896,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_own_chest,1,895,sexual_activity,auto-seeded from top10000 frequency scan
+hand_on_another's_butt,1,892,sexual_anatomy,auto-seeded from top10000 frequency scan
+breast_jiggle,1,891,sexual_anatomy,auto-seeded from top10000 frequency scan
+hyper_pussy,1,888,sexual_anatomy,auto-seeded from top10000 frequency scan
+monotone_anus,1,887,sexual_anatomy,auto-seeded from top10000 frequency scan
+couch_sex,1,886,sexual_activity,auto-seeded from top10000 frequency scan
+penis_clothing,1,885,sexual_anatomy,auto-seeded from top10000 frequency scan
+butt_smother,1,884,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_ribbon,1,883,sexual_anatomy,auto-seeded from top10000 frequency scan
+pussy_juice_on_ground,1,883,sexual_anatomy,auto-seeded from top10000 frequency scan
+strapon_sex,1,883,sexual_activity,auto-seeded from top10000 frequency scan
+pussy_juice_on_hand,1,878,sexual_anatomy,auto-seeded from top10000 frequency scan
+butt_size_difference,1,876,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_shoulder,1,871,sexual_activity,auto-seeded from top10000 frequency scan
+hard_vore,1,866,fetish_kink,auto-seeded from top10000 frequency scan
+butt_tuft,1,863,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_vore,1,861,sexual_activity|fetish_kink,auto-seeded from top10000 frequency scan
+cum_on_own_balls,1,860,sexual_activity,auto-seeded from top10000 frequency scan
+cum_bubble,1,858,sexual_activity,auto-seeded from top10000 frequency scan
+tail_penis,1,856,sexual_anatomy,auto-seeded from top10000 frequency scan
+hand_on_own_penis,1,843,sexual_anatomy,auto-seeded from top10000 frequency scan
+urine_on_chest,0,841,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+lipstick_fetish,1,839,fetish_kink,auto-seeded from top10000 frequency scan
+cum_fart,1,833,sexual_activity,auto-seeded from top10000 frequency scan
+egg_from_pussy,1,833,sexual_anatomy,auto-seeded from top10000 frequency scan
+living_sex_toy,1,832,sexual_activity,auto-seeded from top10000 frequency scan
+vomit,0,828,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+chair_bondage,1,821,fetish_kink,auto-seeded from top10000 frequency scan
+blood_splatter,0,819,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+cum_trail,1,818,sexual_activity,auto-seeded from top10000 frequency scan
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+penis_tongue,1,803,sexual_anatomy,auto-seeded from top10000 frequency scan
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+cum_while_chaste,1,790,sexual_activity,auto-seeded from top10000 frequency scan
+bodily_fluids_in_ass,1,789,sexual_anatomy,auto-seeded from top10000 frequency scan
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+pussy_stacking,1,780,sexual_anatomy,auto-seeded from top10000 frequency scan
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+butt_worship,1,772,sexual_anatomy,auto-seeded from top10000 frequency scan
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+anus_outline,1,734,sexual_anatomy,auto-seeded from top10000 frequency scan
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+marsupial_penis,1,727,sexual_anatomy,auto-seeded from top10000 frequency scan
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+cum_in_nipples,1,717,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
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+8_breasts,1,710,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_neck,1,703,sexual_activity,auto-seeded from top10000 frequency scan
+genital_danger_play,1,701,sexual_anatomy,auto-seeded from top10000 frequency scan
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+threaded_by_penis,1,698,sexual_anatomy,auto-seeded from top10000 frequency scan
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+asymmetrical_breast_frottage,1,687,sexual_anatomy,auto-seeded from top10000 frequency scan
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+butt_tattoo,1,684,sexual_anatomy,auto-seeded from top10000 frequency scan
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+crotch_sniffing,1,679,sexual_anatomy,auto-seeded from top10000 frequency scan
+stroking_penis,1,678,sexual_anatomy,auto-seeded from top10000 frequency scan
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+pov_blowjob,1,668,sexual_activity,auto-seeded from top10000 frequency scan
+leaking_anus,1,666,sexual_anatomy,auto-seeded from top10000 frequency scan
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+cum_in_throat,1,653,sexual_activity,auto-seeded from top10000 frequency scan
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+sex_toy_under_clothing,1,650,sexual_activity,auto-seeded from top10000 frequency scan
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+cum_ballooning,1,642,sexual_activity,auto-seeded from top10000 frequency scan
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+yellow_breasts,1,642,sexual_anatomy,auto-seeded from top10000 frequency scan
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+tail_in_ass,1,640,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_nipples,1,639,sexual_anatomy|sexual_activity,auto-seeded from top10000 frequency scan
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+lube_in_ass,1,621,sexual_anatomy,auto-seeded from top10000 frequency scan
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+darkened_pussy,1,610,sexual_anatomy,auto-seeded from top10000 frequency scan
+penis_riding,1,610,sexual_anatomy,auto-seeded from top10000 frequency scan
+black_breasts,1,605,sexual_anatomy,auto-seeded from top10000 frequency scan
+multi_pussy,1,603,sexual_anatomy,auto-seeded from top10000 frequency scan
+slit_sex,1,603,sexual_activity,auto-seeded from top10000 frequency scan
+urine_on_belly,0,603,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+living_sex_doll,1,601,sexual_activity,auto-seeded from top10000 frequency scan
+web_bondage,1,600,fetish_kink,auto-seeded from top10000 frequency scan
+blood_in_pussy,1,596,sexual_anatomy|bodily_fluids,auto-seeded from top10000 frequency scan
+bdsm_gear,1,594,fetish_kink,auto-seeded from top10000 frequency scan
+bouncing_penis,1,594,sexual_anatomy,auto-seeded from top10000 frequency scan
+muzzle_fuck,1,592,sexual_activity,auto-seeded from top10000 frequency scan
+snake_penis,1,590,sexual_anatomy,auto-seeded from top10000 frequency scan
+metal_penis,1,589,sexual_anatomy,auto-seeded from top10000 frequency scan
+handjob_frottage,1,588,sexual_activity,auto-seeded from top10000 frequency scan
+blood_from_mouth,0,587,bodily_fluids,auto-seeded from top10000 frequency scan; disabled-by-default bodily_fluids-only
+black_butt,1,586,sexual_anatomy,auto-seeded from top10000 frequency scan
+unusual_pussy_placement,1,586,sexual_anatomy,auto-seeded from top10000 frequency scan
+clothed_to_nude,1,584,sexual_activity,auto-seeded from top10000 frequency scan
+cum_pooling,1,577,sexual_activity,auto-seeded from top10000 frequency scan
+penis_in_panties,1,575,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_bath,1,573,sexual_activity,auto-seeded from top10000 frequency scan
+cum_in_water,1,572,sexual_activity,auto-seeded from top10000 frequency scan
+genital_markings,1,572,sexual_anatomy,auto-seeded from top10000 frequency scan
+egg_in_ass,1,571,sexual_anatomy,auto-seeded from top10000 frequency scan
+darkened_anus,1,568,sexual_anatomy,auto-seeded from top10000 frequency scan
+kneeling_sex,1,568,sexual_activity,auto-seeded from top10000 frequency scan
+object_in_pussy,1,566,sexual_anatomy,auto-seeded from top10000 frequency scan
+looking_at_own_penis,1,564,sexual_anatomy,auto-seeded from top10000 frequency scan
+hair_covering_breasts,1,563,sexual_anatomy,auto-seeded from top10000 frequency scan
+blood_from_pussy,1,560,sexual_anatomy|bodily_fluids,auto-seeded from top10000 frequency scan
+penis_shadow,1,559,sexual_anatomy,auto-seeded from top10000 frequency scan
+nude_edit,1,556,sexual_activity,auto-seeded from top10000 frequency scan
+breast_bondage,1,555,sexual_anatomy|fetish_kink,auto-seeded from top10000 frequency scan
+nipple_mouth,1,555,sexual_anatomy,auto-seeded from top10000 frequency scan
+ursine_penis,1,555,sexual_anatomy,auto-seeded from top10000 frequency scan
+triple_anal,1,554,sexual_anatomy,auto-seeded from top10000 frequency scan
+glowing_areola,1,553,sexual_anatomy,auto-seeded from top10000 frequency scan
+sheathed_humanoid_penis,1,552,sexual_anatomy,auto-seeded from top10000 frequency scan
+pussy_focus,1,549,sexual_anatomy,auto-seeded from top10000 frequency scan
+two-handed_handjob,1,549,sexual_activity,auto-seeded from top10000 frequency scan
+grey_anus,1,548,sexual_anatomy,auto-seeded from top10000 frequency scan
+barbed_humanoid_penis,1,545,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_on_beak,1,545,sexual_activity,auto-seeded from top10000 frequency scan
+predicament_bondage,1,544,fetish_kink,auto-seeded from top10000 frequency scan
+water_inflation,1,542,fetish_kink,auto-seeded from top10000 frequency scan
+after_anal_penetration,1,541,sexual_anatomy,auto-seeded from top10000 frequency scan
+cum_in_slit,1,541,sexual_activity,auto-seeded from top10000 frequency scan
+pussy_torture,1,538,sexual_anatomy,auto-seeded from top10000 frequency scan