diff --git a/docs/replays/stage-d-regression-sample-4.json b/docs/replays/stage-d-regression-sample-4.json
new file mode 100644
index 0000000..279b163
--- /dev/null
+++ b/docs/replays/stage-d-regression-sample-4.json
@@ -0,0 +1 @@
+{"8019496":[],"8020674":[],"8032453":["","Orbit Action"],"8014886":["","Orbit Action"],"8005758":["Dark Files"],"8070429":[],"8060115":["","Odyssey"],"7997994":["Evidence"],"8061381":[],"8063798":[],"8070559":[],"7997791":[],"8060401":["Wonder","PixelZ"],"8005448":["Vortex"],"8014088":["Vortex"],"8020594":["Orbit Horror","After Dark"],"7985943":["","Orbit Wild"],"8014195":[],"8068447":["Paradox"],"8019422":[],"8006592":[],"7996047":["Orbit Horror","After Dark"],"8014004":["Dark Files"],"7998951":["Orbit Action"],"8056349":[],"8014275":[],"8062599":[],"8008975":["Paradox"],"7993266":["Ring X"],"8001036":["","Vortex","Rewind"],"7998036":[],"8006415":[],"8001551":[],"8005690":[],"7991705":[],"8061386":[],"7997825":["Orbit 1"],"8070470":[],"8058485":[],"8060107":[],"8019013":["Ring X"],"7986905":[],"8014336":["","Orbit Three","Orbit 1","Paradox"],"8017315":["Terra"],"7994924":["","Orbit Sci-Fi"],"8055366":[],"8004050":[],"8026256":[],"8003283":[],"8018832":[],"7981186":[],"8018809":["Ring X"],"8014525":[],"8019603":["","After Dark","Orbit Horror"],"8016061":["Evidence"],"8019883":["","Paradox"],"8066243":[],"8057252":["Ring X"],"7985161":[],"8020570":[]}
diff --git a/docs/replays/stage-d-trial-4.json b/docs/replays/stage-d-trial-4.json
new file mode 100644
index 0000000..7e30195
--- /dev/null
+++ b/docs/replays/stage-d-trial-4.json
@@ -0,0 +1,6736 @@
+[
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+"title": "102 Minutes: Inside the Towers",
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+"title": "DANG!",
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+"title": "Apocalypse (2026)",
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+"id": "7987471",
+"title": "Agatha Christie’s Tommy & Tuppence",
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+"title": "Tommy & Tuppence",
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+"title": "Neagley",
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+"title": "Run Hide Fight: Infidels",
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+"title": "Physical 100: Mexico",
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+},
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+"Comedy",
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+"Thriller"
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+{
+"id": "7998484",
+"title": "Gator Face",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Horror",
+"Thriller"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Orbit Horror",
+"s1": 0.55,
+"second": "After Dark",
+"s2": 0.29,
+"evidence": "genres Horror; themes: terror; description like its titles (0.05); a horror film"
+},
+{
+"id": "7998500",
+"title": "Honor Thy Mother",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Family",
+"Soap"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Junior",
+"s1": 0.06,
+"second": "Paradox",
+"s2": 0.05,
+"evidence": "genres Family; no brief themes in its description; description like its titles (0.01); not British by its studios or countries; rated TV-14"
+},
+{
+"id": "7998858",
+"title": "Dive Into You",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Fantasy",
+"Romance"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.12,
+"second": "Paradox",
+"s2": 0.12,
+"evidence": "genres Comedy; no brief themes in its description; description like its titles (0.05); original title not in English (this channel is English-language)"
+},
+{
+"id": "7998882",
+"title": "Travel Test Dummies Sweden",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality",
+"Travel"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.1,
+"second": "Paradox",
+"s2": 0.06,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.03); none of its themes"
+},
+{
+"id": "7998951",
+"title": "The Deputy",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Crime",
+"Thriller"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "BritX",
+"s1": 0.5,
+"second": "Orbit Action",
+"s2": 0.26,
+"evidence": "genres Crime, Thriller; themes: crime, criminal; short description, matched on genre (0.06); not British by its studios or countries"
+},
+{
+"id": "7999018",
+"title": "Heart of the Beast",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Adventure",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.33,
+"second": "Orbit Premiere",
+"s2": 0.14,
+"evidence": "genres none of its; themes: fight; description like its titles (0.10)"
+},
+{
+"id": "7999280",
+"title": "Pumpkin Regatta Romance",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Romance",
+"TV Movie"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Romance",
+"s1": 0.23,
+"second": "Detour",
+"s2": 0.08,
+"evidence": "genres Romance; themes: romance; short description, matched on genre (0.03); a made-for-TV film"
+},
+{
+"id": "7999478",
+"title": "Spidey and the Avengers: Halloween Team-Up!",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Adventure",
+"Animation",
+"Family",
+"Fantasy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Wonder",
+"s1": 0.43,
+"second": "PixelZ",
+"s2": 0.39,
+"evidence": "genres Animation, Family, Fantasy; themes: magic; against: spidey; short description, matched on genre (0.06); no rating to confirm it suits children"
+},
+{
+"id": "7999723",
+"title": "Neil Peart: No One's Disciple",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.09,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.01); none of its themes"
+},
+{
+"id": "7999766",
+"title": "Family",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Drama",
+"Horror"
+],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Orbit Horror",
+"s1": 0.7,
+"second": "BritX",
+"s2": 0.35,
+"evidence": "genres Horror; themes: haunt; short description, matched on genre (0.07); a horror film"
+},
+{
+"id": "7999979",
+"title": "UFC Fight Night 289: Rosas Jr. vs. Barcelos",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action"
+],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Ring X",
+"s1": 0.75,
+"second": "Orbit Action",
+"s2": 0.45,
+"evidence": "genres Action; themes: bout, mixed martial, ufc; description like its titles (0.15)"
+},
+{
+"id": "8000114",
+"title": "AEW All Out 2026",
+"year": 2026,
+"type": "Movie",
+"genres": [],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Ring X",
+"s1": 0.85,
+"second": "Orbit Premiere",
+"s2": 0.33,
+"evidence": "no genres given (not held against it); themes: aew, pay-per-view, title match, wrestl; description like its titles (0.32)"
+},
+{
+"id": "8000477",
+"title": "Drive Through Fire",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Crime",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.22,
+"second": "Ring X",
+"s2": 0.1,
+"evidence": "genres Action; no brief themes in its description; description like its titles (0.03)"
+},
+{
+"id": "8000537",
+"title": "Tall Tales & Murder",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Crime",
+"Drama"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Evidence",
+"s1": 0.58,
+"second": "Orbit Three",
+"s2": 0.28,
+"evidence": "genres Crime; themes: murder; short description, matched on genre (0.01)"
+},
+{
+"id": "8000540",
+"title": "4 Blocks Zero",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Action",
+"Crime",
+"Drama",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.25,
+"second": "Evidence",
+"s2": 0.23,
+"evidence": "genres none of its; themes: family; description like its titles (0.05)"
+},
+{
+"id": "8000824",
+"title": "Outside (2026)",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Game Show",
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.22,
+"second": "Orbit 2",
+"s2": 0.12,
+"evidence": "genres Comedy; no brief themes in its description; description like its titles (0.04)"
+},
+{
+"id": "8000853",
+"title": "Kill. Bury. Print.",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.09,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.00); none of its themes"
+},
+{
+"id": "8000875",
+"title": "Baddies Gone Wild: Cancun",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.12,
+"second": "Orbit 1",
+"s2": 0.08,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.04); none of its themes"
+},
+{
+"id": "8000996",
+"title": "The Uprising",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Drama",
+"History"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Orbit Action",
+"s1": 0.58,
+"second": "BritX",
+"s2": 0.17,
+"evidence": "genres Action; themes: fight; short description, matched on genre (0.03)"
+},
+{
+"id": "8001036",
+"title": "LEGO ONE PIECE",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Adventure",
+"Animation",
+"Comedy",
+"Family",
+"Fantasy",
+"Mini-Series"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Vortex",
+"s1": 0.4,
+"second": "Riot",
+"s2": 0.15,
+"evidence": "genres Animation; themes: battle; description like its titles (0.04)"
+},
+{
+"id": "8001061",
+"title": "Still Flipping Out",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Orbit 1",
+"s1": 0.45,
+"second": "Orbit Wild",
+"s2": 0.11,
+"evidence": "genres none of its; themes: family, friends; description like its titles (0.07)"
+},
+{
+"id": "8001326",
+"title": "Slo Pitch (2026)",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Drama",
+"Sport"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.25,
+"second": "Orbit Three",
+"s2": 0.15,
+"evidence": "genres Comedy; no brief themes in its description; description like its titles (0.05)"
+},
+{
+"id": "8001330",
+"title": "The Detour with David Chang",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Documentary",
+"Food"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.12,
+"second": "Dark Files",
+"s2": 0.12,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.05); none of its themes"
+},
+{
+"id": "8001473",
+"title": "Team Moms: Baseball",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Reality",
+"Sport"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 2",
+"s1": 0.16,
+"second": "Orbit Three",
+"s2": 0.13,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.03); 2026 outside its era 1960-2015; British"
+},
+{
+"id": "8001551",
+"title": "Sam Morril: Incorrect",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.25,
+"second": "Orbit Action",
+"s2": 0.2,
+"evidence": "genres Comedy; no brief themes in its description; short description, matched on genre (0.02); short description, its defining genre carries more; none of its themes"
+},
+{
+"id": "8001610",
+"title": "Nimesh Patel: Buy The Dip",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.25,
+"second": "Orbit VHS",
+"s2": 0.06,
+"evidence": "genres Comedy; no brief themes in its description; short description, matched on genre (0.01); short description, its defining genre carries more; none of its themes"
+},
+{
+"id": "8001615",
+"title": "The Swan: Behind the Mirror",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.11,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.03); none of its themes"
+},
+{
+"id": "8001772",
+"title": "Secret Life of a Vegas Casino",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.12,
+"second": "Orbit 2",
+"s2": 0.05,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.04); none of its themes"
+},
+{
+"id": "8001782",
+"title": "Winter (2026)",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Drama"
+],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Evidence",
+"s1": 0.76,
+"second": "Paradox",
+"s2": 0.04,
+"evidence": "genres Crime; themes: case, forensic, murder, police; short description, matched on genre (0.14)"
+},
+{
+"id": "8001802",
+"title": "The Widower: 'Til Death Do Us Part",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Crime",
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.09,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.01); none of its themes"
+},
+{
+"id": "8001871",
+"title": "Love Beyond All",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Romance"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.3,
+"second": "Paradox",
+"s2": 0.06,
+"evidence": "genres none of its; themes: family; description like its titles (0.08)"
+},
+{
+"id": "8002168",
+"title": "Livestream from Hell",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Horror"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.01,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.02); none of its themes"
+},
+{
+"id": "8002269",
+"title": "Love is Blind: Netherlands",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.06,
+"second": "Orbit 1",
+"s2": 0.03,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.04); none of its themes; rated by a non-English-language board (SG-NC16) (this channel is English-language)"
+},
+{
+"id": "8002451",
+"title": "House Shock",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Home and Garden",
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 2",
+"s1": 0.17,
+"second": "Orbit Three",
+"s2": 0.16,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.04); 2026 outside its era 1960-2015; British"
+},
+{
+"id": "8002507",
+"title": "Sole Survivor of Flight 119",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Drama",
+"TV Movie"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.03,
+"second": "BritX",
+"s2": 0.03,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.05); a made-for-TV film"
+},
+{
+"id": "8002540",
+"title": "Jo Koy: Blue in the Face",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.25,
+"second": "Orbit VHS",
+"s2": 0.06,
+"evidence": "genres Comedy; no brief themes in its description; short description, matched on genre (0.02); short description, its defining genre carries more; none of its themes"
+},
+{
+"id": "8002646",
+"title": "Private Eyes West Coast",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Crime",
+"Drama",
+"Mystery"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Evidence",
+"s1": 0.67,
+"second": "Paradox",
+"s2": 0.2,
+"evidence": "genres Crime, Mystery; themes: investigat, murder; description like its titles (0.04)"
+},
+{
+"id": "8002696",
+"title": "East of Eden (2026)",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Mini-Series",
+"Romance"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Evidence",
+"s1": 0.02,
+"second": "Orbit 1",
+"s2": 0.01,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.01)"
+},
+{
+"id": "8002849",
+"title": "Funny Money: The Dane Cook Story",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.09,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.01); none of its themes"
+},
+{
+"id": "8003154",
+"title": "Kill Jackie",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Drama",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Paradox",
+"s1": 0.21,
+"second": "Evidence",
+"s2": 0.19,
+"evidence": "genres none of its; themes: demon; description like its titles (0.02)"
+},
+{
+"id": "8003198",
+"title": "Unmasking a Monster: Aileen Wuornos",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Documentary",
+"Mini-Series"
+],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Dark Files",
+"s1": 0.77,
+"second": "Orbit Wild",
+"s2": 0.1,
+"evidence": "genres Crime, Documentary; themes: killer, serial; description like its titles (0.11)"
+},
+{
+"id": "8003246",
+"title": "Infirmary",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Horror"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Orbit Horror",
+"s1": 0.63,
+"second": "After Dark",
+"s2": 0.18,
+"evidence": "genres Horror; no brief themes in its description; short description, matched on genre (0.05); a horror film; short description, its defining genre carries more"
+},
+{
+"id": "8003272",
+"title": "Break Clause",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.45,
+"second": "Orbit Three",
+"s2": 0.35,
+"evidence": "genres Comedy; themes: comedy; description like its titles (0.07)"
+},
+{
+"id": "8003283",
+"title": "WAR (2026)",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Mystery"
+],
+"verdict": "suggested",
+"tier": "editorial",
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+"s1": 0.58,
+"second": "Paradox",
+"s2": 0.18,
+"evidence": "genres Mystery; themes: case; short description, matched on genre (0.03)"
+},
+{
+"id": "8003286",
+"title": "The Last First: Winter K2",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.1,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.02); none of its themes"
+},
+{
+"id": "8003324",
+"title": "The Ocean Between Them",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Drama",
+"TV Movie",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.04,
+"second": "After Dark",
+"s2": 0.01,
+"evidence": "genres Drama, Thriller; no brief themes in its description; description like its titles (0.05); not British by its studios or countries; none of its themes; a made-for-TV film"
+},
+{
+"id": "8003369",
+"title": "Class Clowns",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Game Show"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.24,
+"second": "Orbit Three",
+"s2": 0.15,
+"evidence": "genres Comedy; no brief themes in its description; description like its titles (0.05)"
+},
+{
+"id": "8003473",
+"title": "Coven Academy",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Adventure",
+"Comedy",
+"Drama",
+"Fantasy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Paradox",
+"s1": 0.4,
+"second": "Orbit 1",
+"s2": 0.24,
+"evidence": "genres Fantasy; themes: witch; description like its titles (0.04)"
+},
+{
+"id": "8003543",
+"title": "Digger",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Premiere",
+"s1": 0.44,
+"second": "Detour",
+"s2": 0.25,
+"evidence": "genres none of its; themes: mission, world; description like its titles (0.05)"
+},
+{
+"id": "8003572",
+"title": "Doing Life",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.12,
+"second": "BritX",
+"s2": 0.08,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.07)"
+},
+{
+"id": "8004050",
+"title": "Pooja Meri Jaan",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Crime",
+"Romance",
+"Thriller"
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+"Romance"
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+"War"
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+"Food"
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+"Romance",
+"Science Fiction"
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+"Romance"
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+},
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+"Romance"
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+},
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+{
+"id": "8008372",
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+"TV Movie"
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+"Mystery"
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+},
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+"id": "8009117",
+"title": "Who Is Martin Mull?",
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+"Documentary"
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+"Thriller"
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+"Thriller"
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+"id": "8014564",
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+"Fantasy",
+"Romance"
+],
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+},
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+"id": "8014593",
+"title": "Reporting Live",
+"year": 2026,
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+"Thriller"
+],
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+},
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+"id": "8014652",
+"title": "Shaun Micallef's Parents' Evening",
+"year": 2026,
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+"Comedy",
+"Game Show",
+"Reality"
+],
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+},
+{
+"id": "8014708",
+"title": "I'm Dating a Dark Summoner",
+"year": 2026,
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+"Animation",
+"Comedy",
+"Fantasy",
+"Romance"
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+},
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+"id": "8014763",
+"title": "The Serial Killer Connection",
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+"Crime",
+"Documentary"
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+},
+{
+"id": "8014831",
+"title": "De Spookvoetballer",
+"year": 2026,
+"type": "Series",
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+"Documentary",
+"Sport"
+],
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+},
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+"id": "8014850",
+"title": "Doctor X: Mafia in White",
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+"Comedy",
+"Drama",
+"Mystery",
+"Thriller"
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+},
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+"id": "8014859",
+"title": "Firefly Wedding",
+"year": 2026,
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+"Animation",
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+"Romance"
+],
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+},
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+"id": "8014863",
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+"Music",
+"Thriller"
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+"id": "8014886",
+"title": "The Florist",
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+"Thriller"
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+"id": "8015209",
+"title": "Inside The Circle",
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+"Thriller"
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+"title": "Family Guy Happy Hell-o-ween",
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+"Horror"
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+"id": "8015848",
+"title": "100 Days of Deception",
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+"Romance",
+"Thriller"
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+"id": "8015874",
+"title": "A Second Chance Christmas",
+"year": 2026,
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+"Romance",
+"TV Movie"
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+"Mystery"
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+"Thriller"
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+"Drama"
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+"Horror"
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+"Thriller"
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+"Fantasy",
+"Romance"
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+"id": "8018565",
+"title": "TYSON",
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+"Sport"
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+"Romance"
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+"Thriller"
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+"Fantasy"
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+"Romance"
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+},
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+"id": "8019148",
+"title": "VisionQuest",
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+"Drama",
+"Science Fiction"
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+},
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+"Thriller"
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+"id": "8019883",
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+"Comedy"
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+"Thriller"
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+{
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+"Western"
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+"Thriller"
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+},
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+"Thriller"
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+},
+{
+"id": "8020625",
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+"genres": [
+"Drama"
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+"title": "Make Me Tingle",
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+"Comedy",
+"Romance"
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+},
+{
+"id": "8020677",
+"title": "Your Mother Your Mother Your Mother",
+"year": 2026,
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+"Action",
+"Crime",
+"Drama",
+"Thriller"
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+},
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+"id": "8020674",
+"title": "Primetime",
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+"type": "Movie",
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+"Drama",
+"Thriller"
+],
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+},
+{
+"id": "8020676",
+"title": "The Influencer Project",
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+"Horror"
+],
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+},
+{
+"id": "8026256",
+"title": "Plastic Beauty",
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+"Drama"
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+},
+{
+"id": "8032453",
+"title": "Masterplan",
+"year": 2026,
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+"Action",
+"Crime",
+"Thriller"
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+{
+"id": "8036553",
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+"Drama",
+"History"
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+"id": "8036571",
+"title": "Clean Hands",
+"year": 2026,
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+"Crime",
+"Drama"
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+{
+"id": "8036706",
+"title": "Friends Sex and Games",
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+},
+{
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+"genres": [
+"Thriller"
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+"evidence": "genres Thriller; no brief themes in its description; description like its titles (0.03); 2026 outside its era 1955-2018"
+},
+{
+"id": "8053190",
+"title": "Where the Mask Ends",
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+"History",
+"Romance"
+],
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+},
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+"id": "8053364",
+"title": "It's a Medical Miracle",
+"year": 2026,
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+"Fantasy",
+"Thriller"
+],
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+},
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+"id": "8053589",
+"title": "Norm: The Tale of Norm Macdonald",
+"year": 2026,
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+"Documentary"
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+},
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+"id": "8054077",
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+"Crime"
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+},
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+"id": "8054453",
+"title": "Kate Berlant: Parmesan",
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+"Comedy"
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+},
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+"title": "'Tis the Season for Setups",
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+"Romance",
+"TV Movie"
+],
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+"Thriller"
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+"Thriller"
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+},
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+"id": "8054668",
+"title": "The Lament of Autumn",
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+"Romance"
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+},
+{
+"id": "8054732",
+"title": "Street Fighter",
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+"Action",
+"Fantasy"
+],
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+},
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+"Thriller"
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+},
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+"Music"
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+"Documentary"
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+},
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+"id": "8055366",
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+"Drama",
+"Romance",
+"TV Movie"
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+{
+"id": "8055413",
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+"Game Show",
+"Reality",
+"Sport"
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+"id": "8055642",
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+"Comedy",
+"Thriller"
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+},
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+"id": "8055740",
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+"Animation",
+"Fantasy"
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+"Romance"
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+},
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+"title": "Mr. & Mrs. Christmas",
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+"TV Movie"
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+},
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+"id": "8057254",
+"title": "UFC Fight Night 290: Allen vs. Duncan",
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+},
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+},
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+"id": "8057270",
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+"Mystery"
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+{
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+"title": "Psycho Side Chick",
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+{
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+"Reality"
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+"Thriller"
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+"id": "8059092",
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+"Sport"
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+},
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+"History",
+"Mini-Series",
+"Romance",
+"War"
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+},
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+},
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+"id": "8059396",
+"title": "The Spirit of Halloween",
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+"TV Movie"
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+"tier": "no action",
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+"evidence": "genres Romance; themes: heart; description like its titles (0.08); a made-for-TV film"
+},
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+"id": "8059669",
+"title": "KERORO☆",
+"year": 2026,
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+"Comedy",
+"Science Fiction"
+],
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+},
+{
+"id": "8059688",
+"title": "CMA Presents I Will Always Love You: A Celebration of Dolly Parton",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary",
+"Music"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
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+"second": "Orbit 1",
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+},
+{
+"id": "8059706",
+"title": "Dorothy",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Crime",
+"Drama",
+"Romance"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Romance",
+"s1": 0.12,
+"second": "Orbit Premiere",
+"s2": 0.11,
+"evidence": "genres Romance; no brief themes in its description; description like its titles (0.04); original title not in English (this channel is English-language)"
+},
+{
+"id": "8059718",
+"title": "Dhoomakethu",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Thriller"
+],
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+"tier": "no action",
+"top": "After Dark",
+"s1": 0.08,
+"second": "Detour",
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+"evidence": "genres Thriller; no brief themes in its description; description like its titles (0.06); 2026 outside its era 1955-2018"
+},
+{
+"id": "8059745",
+"title": "Swipe Right on the Devil",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Dark Files",
+"s1": 0.33,
+"second": "Terra",
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+},
+{
+"id": "8059757",
+"title": "Sido and Horia",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
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+"second": "Evidence",
+"s2": 0.02,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.04); original title not in English (this channel is English-language)"
+},
+{
+"id": "8059781",
+"title": "The Cycle",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Crime",
+"Horror",
+"Thriller"
+],
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+"second": "Orbit Horror",
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+},
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+"id": "8059795",
+"title": "Yaga",
+"year": 2026,
+"type": "Series",
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+"Drama",
+"Fantasy"
+],
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+"second": "Paradox",
+"s2": 0.4,
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+},
+{
+"id": "8059814",
+"title": "Love Language",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Romance"
+],
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+},
+{
+"id": "8059883",
+"title": "Gajab Raat",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Crime",
+"Thriller"
+],
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+},
+{
+"id": "8059922",
+"title": "A Course Called Ireland",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Documentary",
+"Sport",
+"Travel"
+],
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+"second": "Ring X",
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+},
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+"id": "8059925",
+"title": "The Northumbria Mysteries",
+"year": 2026,
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+"genres": [
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+"Drama",
+"Mystery"
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+},
+{
+"id": "8060107",
+"title": "Tigers Sniff The Rose",
+"year": 2026,
+"type": "Series",
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+"Romance"
+],
+"verdict": "no clear home",
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+},
+{
+"id": "8060115",
+"title": "John Simpson - 60 Years at the BBC",
+"year": 2026,
+"type": "Movie",
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+"History",
+"War"
+],
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+},
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+"id": "8060401",
+"title": "Shaun the Sheep: The Beast of Mossy Bottom",
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+"type": "Movie",
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+"Animation",
+"Comedy",
+"Family",
+"Science Fiction"
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+},
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+"id": "8060483",
+"title": "The Flores Massacre",
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+"type": "Series",
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+"Documentary"
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+},
+{
+"id": "8060590",
+"title": "The Paradise",
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+"Drama"
+],
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+},
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+"id": "8060602",
+"title": "Newlyweds (2026)",
+"year": 2026,
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+"Romance"
+],
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+},
+{
+"id": "8060672",
+"title": "Driving Mom Crazy",
+"year": 2026,
+"type": "Series",
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+"Fantasy",
+"Science Fiction"
+],
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+},
+{
+"id": "8061381",
+"title": "Surviving Hurricane Otis",
+"year": 2026,
+"type": "Movie",
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+"Drama"
+],
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+},
+{
+"id": "8061386",
+"title": "Winter Wonderlanes",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Romance",
+"TV Movie"
+],
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+},
+{
+"id": "8061653",
+"title": "A Possession in Lincoln County",
+"year": 2026,
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+],
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+},
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+"id": "8061719",
+"title": "La bola negra",
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+"War"
+],
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+},
+{
+"id": "8062422",
+"title": "Adultery",
+"year": 2026,
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+"Drama"
+],
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+},
+{
+"id": "8062470",
+"title": "The Vermilion Mask",
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+"type": "Series",
+"genres": [
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+"Animation",
+"Fantasy"
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+},
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+"id": "8062525",
+"title": "Forgotten Holiday",
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+"Romance",
+"TV Movie"
+],
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+},
+{
+"id": "8062599",
+"title": "Shadows of the Ten Ninja",
+"year": 2026,
+"type": "Series",
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+"Drama"
+],
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+},
+{
+"id": "8063723",
+"title": "Fresh Meat",
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+],
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+},
+{
+"id": "8063747",
+"title": "The Musical",
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+"Comedy"
+],
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+"Comedy",
+"Fantasy",
+"Romance"
+],
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+"second": "Orbit Romance",
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+},
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+"id": "8063800",
+"title": "Clayface",
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+"Science Fiction",
+"Thriller"
+],
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+},
+{
+"id": "8063802",
+"title": "The Only Living Pickpocket in New York",
+"year": 2026,
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+"Drama",
+"Thriller"
+],
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+},
+{
+"id": "8063798",
+"title": "You Can See Everything",
+"year": 2026,
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+"Documentary"
+],
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+},
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+"id": "8063801",
+"title": "Klara and the Sun",
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+"type": "Movie",
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+"Science Fiction"
+],
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+},
+{
+"id": "8063988",
+"title": "Chefs Ahoy",
+"year": 2026,
+"type": "Series",
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+"Food",
+"Reality"
+],
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+},
+{
+"id": "8064062",
+"title": "The Pastor Who Preys",
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+"genres": [
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+"TV Movie",
+"Thriller"
+],
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+},
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+"id": "8064068",
+"title": "Chilean Mine Rescue: Race Against Time",
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+"Documentary"
+],
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+},
+{
+"id": "8064403",
+"title": "LOL: Last One Laughing UK - Halloween",
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+"Reality"
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+},
+{
+"id": "8064561",
+"title": "Final Table",
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+"Food",
+"Romance"
+],
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+},
+{
+"id": "8064648",
+"title": "What If Christmas",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Romance",
+"TV Movie"
+],
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+"id": "8064652",
+"title": "The Stunt Driver",
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+"Comedy",
+"Drama",
+"History"
+],
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+"second": "Detour",
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+},
+{
+"id": "8064662",
+"title": "Minimum Wage (2026)",
+"year": 2026,
+"type": "Series",
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+"Comedy"
+],
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+},
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+"id": "8065517",
+"title": "The One About Matthew Perry",
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+"type": "Series",
+"genres": [
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+"Mini-Series"
+],
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+},
+{
+"id": "8065585",
+"title": "Verboden te Lachen",
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+"Reality"
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+"second": "Orbit Junior",
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+},
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+"id": "8065628",
+"title": "Forgotten Island",
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+"Animation",
+"Comedy",
+"Family",
+"Fantasy"
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+},
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+"id": "8065631",
+"title": "Verity",
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+"Thriller"
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+},
+{
+"id": "8065673",
+"title": "Queen at Sea",
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+"type": "Movie",
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+"Drama"
+],
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+},
+{
+"id": "8065674",
+"title": "Mum, I'm Alien Pregnant",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Horror",
+"Science Fiction"
+],
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+},
+{
+"id": "8065773",
+"title": "Beauty from Surrender",
+"year": 2026,
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+"genres": [
+"Romance"
+],
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+"second": "Orbit Premiere",
+"s2": 0.04,
+"evidence": "genres Romance; no brief themes in its description; short description, matched on genre (0.04); short description, its defining genre carries more"
+},
+{
+"id": "8066243",
+"title": "Home Town Takeover Canada",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Home and Garden"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.08,
+"second": "Paradox",
+"s2": 0.06,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.05)"
+},
+{
+"id": "8066619",
+"title": "Ali G: Who Iz I?",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.17,
+"second": "Detour",
+"s2": 0.13,
+"evidence": "genres Comedy; no brief themes in its description; description like its titles (0.05); British; none of its themes"
+},
+{
+"id": "8066994",
+"title": "Remain Calm",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Horror"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.45,
+"second": "Orbit Horror",
+"s2": 0.4,
+"evidence": "genres none of its; themes: agent, fight; description like its titles (0.06)"
+},
+{
+"id": "8067019",
+"title": "Baththa",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Comedy",
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.22,
+"second": "Orbit Action",
+"s2": 0.14,
+"evidence": "genres Comedy, Drama; themes: con, gangster; description like its titles (0.08); not British by its studios or countries; original title not in English (this channel is English-language)"
+},
+{
+"id": "8067231",
+"title": "Catfish Murders",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Documentary"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Dark Files",
+"s1": 0.67,
+"second": "Ring X",
+"s2": 0.1,
+"evidence": "genres Crime, Documentary; themes: murder; short description, matched on genre (0.05)"
+},
+{
+"id": "8067524",
+"title": "The Storm",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.13,
+"second": "BritX",
+"s2": 0.05,
+"evidence": "genres Comedy; no brief themes in its description; short description, matched on genre (0.02); short description, its defining genre carries more; none of its themes; made in Sweden (this channel is English-language)"
+},
+{
+"id": "8067816",
+"title": "A Christmas Prayer Tradition",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Romance",
+"TV Movie"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Romance",
+"s1": 0.18,
+"second": "Orbit Premiere",
+"s2": 0.1,
+"evidence": "genres Romance; themes: heart; description like its titles (0.07); a made-for-TV film"
+},
+{
+"id": "8067819",
+"title": "You, Me, Us",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.13,
+"second": "BritX",
+"s2": 0.05,
+"evidence": "genres Comedy; no brief themes in its description; short description, matched on genre (0.03); short description, its defining genre carries more; none of its themes; made in Italy (this channel is English-language)"
+},
+{
+"id": "8067827",
+"title": "A Very Arctic Christmas",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Romance",
+"TV Movie"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Romance",
+"s1": 0.12,
+"second": "Detour",
+"s2": 0.05,
+"evidence": "genres Romance; no brief themes in its description; description like its titles (0.08); a made-for-TV film"
+},
+{
+"id": "8067869",
+"title": "André Hazes: And Now...",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.08,
+"second": "Orbit 2",
+"s2": 0.03,
+"evidence": "genres Reality; no brief themes in its description; description like its titles (0.00); none of its themes"
+},
+{
+"id": "8067957",
+"title": "The Fall of El Mayo",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Documentary",
+"Mini-Series",
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Dark Files",
+"s1": 0.13,
+"second": "Ring X",
+"s2": 0.09,
+"evidence": "genres Documentary; no brief themes in its description; short description, matched on genre (0.01); short description, its defining genre carries more; none of its themes; rated by a non-English-language board (SG-M18) (this channel is English-language)"
+},
+{
+"id": "8068177",
+"title": "Avaraachan & Sons",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.04,
+"second": "Orbit Action",
+"s2": 0.01,
+"evidence": "genres Drama; no brief themes in its description; description like its titles (0.04); not British by its studios or countries; none of its themes; original title not in English (this channel is English-language)"
+},
+{
+"id": "8068195",
+"title": "Nocturne",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Mystery",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Evidence",
+"s1": 0.43,
+"second": "Paradox",
+"s2": 0.21,
+"evidence": "genres Mystery; themes: detective; description like its titles (0.05)"
+},
+{
+"id": "8068393",
+"title": "A Couple of Lies",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Mini-Series",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Paradox",
+"s1": 0.03,
+"second": "Orbit 1",
+"s2": 0.02,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.03); rated by a non-English-language board (SG-M18) (this channel is English-language)"
+},
+{
+"id": "8068419",
+"title": "SCTV: The Greatest Show You've Never Heard Of",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.11,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.03); none of its themes"
+},
+{
+"id": "8068447",
+"title": "Dead-End Job",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Fantasy",
+"Horror",
+"Mystery",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Paradox",
+"s1": 0.33,
+"second": "Evidence",
+"s2": 0.1,
+"evidence": "genres Fantasy, Horror, Mystery; themes: mysterious; short description, matched on genre (0.04); original title not in English (this channel is English-language)"
+},
+{
+"id": "8068548",
+"title": "Unmasking the Tylenol Killer",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.1,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.02); none of its themes"
+},
+{
+"id": "8068581",
+"title": "Doula: A True Crime",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Documentary"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Dark Files",
+"s1": 0.48,
+"second": "Orbit Wild",
+"s2": 0.1,
+"evidence": "genres Crime, Documentary; themes: true crime; description like its titles (0.03)"
+},
+{
+"id": "8068801",
+"title": "Don't Trouble the Trouble",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Drama",
+"Fantasy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.1,
+"second": "Ring X",
+"s2": 0.09,
+"evidence": "genres Action; no brief themes in its description; description like its titles (0.02); original title not in English (this channel is English-language)"
+},
+{
+"id": "8068803",
+"title": "Sigma",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Crime",
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.09,
+"second": "Ring X",
+"s2": 0.08,
+"evidence": "genres Action; no brief themes in its description; description like its titles (0.01); original title not in English (this channel is English-language)"
+},
+{
+"id": "8068800",
+"title": "Comrade Kalyan",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Drama",
+"Romance"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Action",
+"s1": 0.11,
+"second": "Orbit Romance",
+"s2": 0.1,
+"evidence": "genres Action; no brief themes in its description; description like its titles (0.04); original title not in English (this channel is English-language)"
+},
+{
+"id": "8068802",
+"title": "The Dark Heaven",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Crime",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.16,
+"second": "After Dark",
+"s2": 0.09,
+"evidence": "genres Crime, Thriller; themes: crime; description like its titles (0.06); not British by its studios or countries; original title not in English (this channel is English-language)"
+},
+{
+"id": "8068818",
+"title": "Akka",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Drama",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Evidence",
+"s1": 0.09,
+"second": "Ring X",
+"s2": 0.02,
+"evidence": "genres Crime; no brief themes in its description; description like its titles (0.01); original title not in English (this channel is English-language)"
+},
+{
+"id": "8068826",
+"title": "Apocalypse Z: New World",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Horror",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Premiere",
+"s1": 0.26,
+"second": "After Dark",
+"s2": 0.22,
+"evidence": "genres Action; themes: mission, world; description like its titles (0.08); action, but not an event film; made in Spain (this channel is English-language)"
+},
+{
+"id": "8068916",
+"title": "Instadocs: Jane Doe v. Cornell",
+"year": 2026,
+"type": "Movie",
+"genres": [],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Horror",
+"s1": 0.14,
+"second": "Orbit Romance",
+"s2": 0.14,
+"evidence": "no genres given (not held against it); no brief themes in its description; description like its titles (0.02)"
+},
+{
+"id": "8069094",
+"title": "The Birthday​ Gift​",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.29,
+"second": "Orbit Premiere",
+"s2": 0.1,
+"evidence": "genres Comedy; themes: party; short description, matched on genre (0.05); made in Germany (this channel is English-language)"
+},
+{
+"id": "8069326",
+"title": "The Mob",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.13,
+"second": "Orbit Wild",
+"s2": 0.11,
+"evidence": "genres none of its; themes: family; description like its titles (0.05); rated by a non-English-language board (SG-NC16) (this channel is English-language)"
+},
+{
+"id": "8069389",
+"title": "Who's Coming for Christmas?",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Romance",
+"TV Movie"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Romance",
+"s1": 0.12,
+"second": "Detour",
+"s2": 0.06,
+"evidence": "genres Romance; no brief themes in its description; description like its titles (0.08); a made-for-TV film"
+},
+{
+"id": "8069941",
+"title": "Captive",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.44,
+"second": "Orbit Action",
+"s2": 0.24,
+"evidence": "genres Thriller; themes: con; description like its titles (0.06)"
+},
+{
+"id": "8070303",
+"title": "The Perfect Lie (2026)",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Mystery",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Evidence",
+"s1": 0.32,
+"second": "Paradox",
+"s2": 0.11,
+"evidence": "genres Mystery; themes: case, police; description like its titles (0.08); original title not in English (this channel is English-language)"
+},
+{
+"id": "8070341",
+"title": "Blue Planet III",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Documentary",
+"Mini-Series"
+],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Terra",
+"s1": 0.81,
+"second": "Dark Files",
+"s2": 0.25,
+"evidence": "genres Documentary; themes: ocean, planet; short description, matched on genre (0.18)"
+},
+{
+"id": "8070401",
+"title": "Adopting St. Nick",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Romance",
+"TV Movie"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Romance",
+"s1": 0.12,
+"second": "Detour",
+"s2": 0.05,
+"evidence": "genres Romance; no brief themes in its description; description like its titles (0.08); a made-for-TV film"
+},
+{
+"id": "8070429",
+"title": "How to Ruin Diwali",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Comedy",
+"Romance"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Orbit 1",
+"s1": 0.58,
+"second": "Orbit Three",
+"s2": 0.11,
+"evidence": "genres Comedy; themes: family; short description, matched on genre (0.02)"
+},
+{
+"id": "8070470",
+"title": "NAZA",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Documentary",
+"War"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Ring X",
+"s1": 0.09,
+"second": "Orbit 1",
+"s2": 0,
+"evidence": "genres Documentary; no brief themes in its description; description like its titles (0.01); none of its themes"
+},
+{
+"id": "8070469",
+"title": "Wildwood",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Adventure",
+"Animation",
+"Fantasy"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Vortex",
+"s1": 0.4,
+"second": "Wonder",
+"s2": 0.19,
+"evidence": "genres Animation; themes: power; description like its titles (0.04)"
+},
+{
+"id": "8070471",
+"title": "Wild Horse Nine",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Crime",
+"Thriller"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "BritX",
+"s1": 0.56,
+"second": "Orbit Action",
+"s2": 0.27,
+"evidence": "genres Comedy, Crime, Thriller; themes: con; description like its titles (0.02); British"
+},
+{
+"id": "8070559",
+"title": "To the Victory!",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Drama"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.15,
+"second": "Detour",
+"s2": 0.07,
+"evidence": "genres Comedy, Drama; themes: con; description like its titles (0.06); not British by its studios or countries; original title not in English (this channel is English-language)"
+},
+{
+"id": "8070609",
+"title": "The Traitor Within",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Mini-Series",
+"Thriller",
+"War"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Paradox",
+"s1": 0.04,
+"second": "Orbit 1",
+"s2": 0.03,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.03)"
+},
+{
+"id": "8075266",
+"title": "Bankzitters: Surviving in the Wild",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Adventure",
+"Reality"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Wild",
+"s1": 0.38,
+"second": "Orbit 1",
+"s2": 0.03,
+"evidence": "genres Adventure, Reality; themes: surviv, wilderness; description like its titles (0.10); rated by a non-English-language board (NL-AL) (this channel is English-language)"
+},
+{
+"id": "8076383",
+"title": "The Wolves of Real Estate: The Alexander Brothers",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Documentary",
+"Family",
+"Mini-Series"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Dark Files",
+"s1": 0.49,
+"second": "Terra",
+"s2": 0.1,
+"evidence": "genres Crime, Documentary; themes: trial; description like its titles (0.04)"
+},
+{
+"id": "8077886",
+"title": "Secrets of Mercy Hospital",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Drama",
+"TV Movie",
+"Thriller"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "BritX",
+"s1": 0.12,
+"second": "After Dark",
+"s2": 0.03,
+"evidence": "genres Drama, Thriller; themes: con; description like its titles (0.04); not British by its studios or countries; a made-for-TV film"
+},
+{
+"id": "8078008",
+"title": "Christmas at the Kringles",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Comedy",
+"Horror"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit Horror",
+"s1": 0.42,
+"second": "Orbit Action",
+"s2": 0.22,
+"evidence": "genres Horror; no brief themes in its description; description like its titles (0.08); a horror film"
+},
+{
+"id": "8078226",
+"title": "The Greatest",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Drama",
+"Mini-Series"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Orbit 1",
+"s1": 0.06,
+"second": "Ring X",
+"s2": 0.05,
+"evidence": "genres none of its; no brief themes in its description; description like its titles (0.07); rated by a non-English-language board (SG-NC16) (this channel is English-language)"
+},
+{
+"id": "8078254",
+"title": "A Dog's Perfect Christmas",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Comedy",
+"Drama",
+"Family"
+],
+"verdict": "no clear home",
+"tier": "no action",
+"top": "Detour",
+"s1": 0.25,
+"second": "Orbit VHS",
+"s2": 0.11,
+"evidence": "genres Comedy; no brief themes in its description; short description, matched on genre (0.07); short description, its defining genre carries more; none of its themes"
+},
+{
+"id": "8078255",
+"title": "The Mongoose",
+"year": 2026,
+"type": "Movie",
+"genres": [
+"Action",
+"Thriller"
+],
+"verdict": "suggested",
+"tier": "editorial",
+"top": "Orbit Premiere",
+"s1": 0.61,
+"second": "Orbit Action",
+"s2": 0.45,
+"evidence": "genres Action; themes: epic, hero; description like its titles (0.06)"
+},
+{
+"id": "8078448",
+"title": "Taken: Natalee Holloway",
+"year": 2026,
+"type": "Series",
+"genres": [
+"Crime",
+"Documentary",
+"Mini-Series"
+],
+"verdict": "suggested",
+"tier": "routine",
+"top": "Dark Files",
+"s1": 0.72,
+"second": "Terra",
+"s2": 0.41,
+"evidence": "genres Crime, Documentary; themes: case, disappear, haunt; description like its titles (0.07)"
+}
+]
\ No newline at end of file
diff --git a/docs/replays/stage-d-trial-4.py b/docs/replays/stage-d-trial-4.py
new file mode 100644
index 0000000..9807ebf
--- /dev/null
+++ b/docs/replays/stage-d-trial-4.py
@@ -0,0 +1,158 @@
+import json,re,math,collections,sys,glob,sqlite3
+S,R=sys.argv[1],sys.argv[2]
+ev={}
+for l in open(f'{S}/evidence-0.jsonl'):
+    r=json.loads(l); ev[r['id']]=r
+c=sqlite3.connect(f'file:{S}/cat-now/catalogue.db?mode=ro',uri=True)
+UK=re.compile(r'United Kingdom|England|Scotland|Wales|\bUK\b')
+UKSTUDIO=re.compile(r'\bBBC\b|\bITV\b|Channel 4|Film4|Sky\b|Working Title|Ealing|Hammer|Aardman',re.I)
+def W(*words): return re.compile(r'\b('+'|'.join(words)+r')',re.I)
+# Each channel's brief from docs/channels and Paul's 4 November definitions: what it carries, themes for and against, era, ratings, origin.
+B={
+ '101':dict(name='Orbit 1',kind={'Series'},genres_any={'Comedy'},themes=W('sitcom','family','friends','comedy'),against=W('murder','killer','documentary'),era=(1970,2026),kids=False),
+ '102':dict(name='Orbit 2',kind={'Series'},genres_any={'Game Show','Reality','Comedy','Talk'},themes=W('quiz','game show','contestants','panel','challenge','teams compete'),against=W('murder','documentary'),era=(1960,2015),kids=False,uk=True),
+ '103':dict(name='Orbit Three',kind={'Series'},genres_any={'Comedy'},themes=W('sketch','cult comedy','surreal','dark comedy','scottish'),against=W('documentary'),era=(1990,2026),kids=False,uk=True),
+ '104':dict(name='Orbit Gold',kind={'Series'},genres_any={'Comedy'},themes=W('sitcom','classic comedy'),against=W('documentary'),era=(1960,1999),kids=False,uk=True),
+ '105':dict(name='Riot',kind={'Series'},genres_any={'Animation','Comedy'},need_any={'Animation'},themes=W('adult','irreverent','raunchy','satir','dysfunctional'),against=W('preschool','children learn'),era=(1988,2026),kids=False),
+ '106':dict(name='Paradox',kind={'Series'},genres_any={'Science Fiction','Fantasy','Mystery','Horror'},themes=W('supernatural','paranormal','alien','time travel','parallel','ghost','vampire','demon','monster','mysterious','strange','unexplained','dimension','future','space','dystopia','cult','prophecy','witch'),against=W('documentary','reality','romance','cooking'),era=(1955,2026),kids=False),
+ '107':dict(name='Evidence',kind={'Series'},genres_any={'Crime','Mystery'},themes=W('detective','inspector','police','forensic','investigat','murder','homicide','case','sergeant','DCI','sleuth'),against=W('documentary','true story of','real-life','archive footage','interviews'),era=(1965,2026),kids=False,scripted=True),
+ '201':dict(name='Terra',kind={'Series'},genres_any={'Documentary'},themes=W('wildlife','animal','ocean','sea','reef','planet','nature','ecosystem','species','forest','jungle','predator','habitat','natural world','migration'),against=W('murder','killer','crime','war','music','celebrity','royal','politic','AI','robot','superhero'),era=(1975,2026),kids=False,need_theme=True),
+ '202':dict(name='Odyssey',kind={'Series'},genres_any={'Documentary','History'},themes=W('space','universe','astronom','science','engineer','scientist','history of','historian','ancient','archaeolog','exploration','explorer','technolog','invention','journey across','civilisation','civilization','planet earth'),against=W('murder','killer','crime','celebrit','reality','athlete','boxer','comedian','sitcom','band','singer','fame','star of'),era=(1950,2026),kids=False,need_theme=True),
+ '203':dict(name='Orbit Wild',kind={'Series'},genres_any={'Reality','Documentary','Adventure'},themes=W('surviv','wilderness','expedition','endurance','remote','frontier','alone in','hunt','fishing','mountain','arctic','jungle','desert'),against=W('murder','dating','cooking','makeover','celebrit','villa','luxury','cash prize','contestants compete'),era=(1985,2026),kids=False,need_theme=True),
+ '204':dict(name='Dark Files',kind={'Series'},genres_any={'Documentary','Crime','Mystery'},need_any={'Documentary'},themes=W('murder','killer','disappear','missing','true crime','unsolved','investigat','case','paranormal','haunt','unexplained','cult','conspiracy','serial','detective','victim','trial'),against=W('wildlife','cooking'),era=(1975,2026),kids=False,need_theme=True),
+ '301':dict(name='Orbit Premiere',kind={'Movie'},genres_any={'Action','Adventure','Science Fiction','Fantasy'},themes=W('epic','hero','battle','world','mission','superhero','franchise'),against=W('documentary','concert'),era=(1975,2026),kids=False,current=True,need_theme=True),
+ '302':dict(name='Orbit Action',kind={'Movie'},genres_any={'Action'},themes=W('cop','agent','assassin','heist','fight','mercenar','revenge','martial','spy','chase','soldier'),against=W('documentary','concert','UFC','WWE'),era=(1960,2026),kids=False,current=True),
+ '303':dict(name='Orbit Sci-Fi',kind={'Movie'},genres_any={'Science Fiction'},need_any={'Science Fiction'},themes=W('alien','space','future','robot','planet','time','dystopia','android','galaxy'),against=W('documentary'),era=(1950,2026),kids=False,current=True),
+ '304':dict(name='Orbit Horror',kind={'Movie'},genres_any={'Horror'},need_any={'Horror'},themes=W('haunt','demon','possess','killer','evil','terror','ghost','curse','slasher','nightmare'),against=W('documentary'),era=(1960,2026),kids=False,current=True),
+ '305':dict(name='After Dark',kind={'Movie'},genres_any={'Horror','Thriller','Science Fiction'},themes=W('cult','bizarre','strange','exploitation','b-movie','grindhouse','creature','mutant','zombie','cannibal','obscure','surreal','underground'),against=W('documentary','romcom','family'),era=(1955,2018),kids=False,intl_bonus=True),
+ '306':dict(name='Orbit VHS',kind={'Movie'},genres_any={'Comedy','Adventure','Fantasy','Family','Science Fiction'},themes=W('kids','teen','adventure','summer','gang','treasure'),against=W('documentary'),era=(1980,1995),kids=False),
+ '307':dict(name='Orbit Romance',kind={'Movie'},genres_any={'Romance'},need_any={'Romance'},themes=W('love','romance','falls for','wedding','relationship','heart'),against=W('documentary','murder','horror'),era=(1930,2026),kids=False,current=True),
+ '308':dict(name='Detour',kind={'Movie'},genres_any={'Comedy'},need_any={'Comedy'},themes=W('road trip','party','college','bachelor','wild night','spring break','frat','hangover','vegas'),against=W('documentary','animated'),era=(1990,2026),kids=False,current=True,need_theme=True),
+ '309':dict(name='BritX',kind={'Movie'},genres_any={'Crime','Comedy','Drama','Thriller'},themes=W('gangster','gang','criminal','crime','heist','drug','hooligan','council estate','thug','con','robbery','dealer'),need_theme=True,against=W('documentary'),era=(1965,2026),kids=False,uk=True,current=True),
+ '401':dict(name='Ring X',kind={'Movie','Series'},genres_any={'Sport','Action','Documentary'},themes=W('wrestl','WWE','AEW','TNA','UFC','MMA','mixed martial','title match','pay-per-view','bout'),against=W('romance'),era=(1980,2026),kids=False,current=True,need_theme=True),
+ '601':dict(name='Vortex',kind={'Series','Movie'},genres_any={'Animation','Action','Anime'},need_any={'Animation','Anime'},themes=W('anime','fight','power','warrior','battle','hero','martial','saiyan','ninja','mecha','demon'),against=W('preschool','sitcom'),era=(1980,2026),kids=False,need_theme=True),
+ '602':dict(name='Heroes',kind={'Series'},genres_any={'Animation','Action'},need_any={'Animation'},themes=W('superhero','batman','spider','x-men','justice','villain','powers'),against=W('preschool'),era=(1980,2015),kids=True),
+ '603':dict(name='Orbit X',kind={'Series'},genres_any={'Animation','Action','Adventure'},need_any={'Animation','Children','Family'},themes=W('rangers','robot','team','evil','power','adventure','toy'),against=W('preschool','adult'),era=(1980,2002),kids=True),
+ '604':dict(name='Rewind',kind={'Series'},genres_any={'Animation','Comedy'},need_any={'Animation'},themes=W('cartoon','kids','adventures','friends'),against=W('adult','preschool'),era=(1990,2015),kids=True),
+ '605':dict(name='ToonZ',kind={'Series'},genres_any={'Animation','Comedy'},need_any={'Animation'},themes=W('cartoon','classic'),against=W('adult'),era=(1928,2005),kids=True),
+ '611':dict(name='Orbit Junior',kind={'Series'},genres_any={'Children','Family','Animation','Comedy'},need_any={'Children','Kids','Family'},themes=W('children','kids','school','friends','adventure'),against=W('adult','murder'),era=(1955,2026),kids=True,uk=True),
+ '612':dict(name='Wonder',kind={'Movie'},genres_any={'Animation','Family','Fantasy'},need_any={'Animation'},themes=W('princess','magic','fairy','kingdom','adventure','tale'),against=W('adult','horror','preschool','junior','Disney Jr','Spidey'),era=(1935,2026),kids=True),
+ '613':dict(name='PixelZ',kind={'Movie'},genres_any={'Animation','Family','Comedy'},need_any={'Animation'},themes=W('adventure','friends','family','toy','journey'),against=W('adult','horror'),era=(1995,2026),kids=True,current=True),
+ '614':dict(name='Tots',kind={'Series'},genres_any={'Children','Animation','Family'},need_any={'Children','Kids'},themes=W('preschool','little','learn','friends','gentle','toddler','young children'),against=W('adult','violence','fight','battle'),era=(1980,2026),kids=True),
+}
+KIDS_OK={'G','PG','TV-Y','TV-Y7','TV-G','TV-PG','U','TV-Y7-FV','E','0+','3+','6+','7+'}
+ADULT={'R','TV-MA','NC-17','18','18+','X','NR18','SG-R21','SG-M18','GB-18'}
+SYN={'Anime':'Animation','Martial Arts':'Action','Sci-Fi & Fantasy':'Science Fiction','Action & Adventure':'Action','Kids':'Children','Suspense':'Thriller','Sports':'Sport'}
+def gen(r): return {SYN.get(g,g) for g in (r.get('genres') or [])}
+# Channel text profiles: TF-IDF of their titles' descriptions, so a candidate is also compared with what the channel actually shows.
+STOP=set('a an the and or of to in on for with his her their its is are was be by as at from this that he she they it into who when after one two new life series film show story world'.split())
+def toks(t): return [w for w in re.findall(r"[a-z][a-z'-]{2,}",(t or '').lower()) if w not in STOP]
+pools={}
+for f in glob.glob(f'{R}/episodes-*.json'):
+    ch=f.split('-')[-1][:-5]
+    if ch in B: pools[ch]=[s['id'] for s in json.load(open(f))['series']]
+docs={ch:[ev[i] for i in ids if i in ev and ev[i].get('overview')] for ch,ids in pools.items()}
+df=collections.Counter(w for ch in docs for d in docs[ch] for w in set(toks(d['overview'])))
+N=sum(len(v) for v in docs.values())
+def vec(text):
+    tf=collections.Counter(toks(text)); return {w:(1+math.log(n))*math.log((N+1)/(df.get(w,0)+1)) for w,n in tf.items()}
+def norm(v):
+    s=math.sqrt(sum(x*x for x in v.values())) or 1; return {k:x/s for k,x in v.items()}
+cent={}
+for ch,ds in docs.items():
+    acc=collections.Counter()
+    for d in ds:
+        for k,x in norm(vec(d['overview'])).items(): acc[k]+=x
+    cent[ch]=norm(dict(acc))
+def cos(a,b): return sum(x*b.get(k,0) for k,x in a.items())
+ENGLISH=re.compile(r'United States|United Kingdom|Canada|Australia|Ireland|New Zealand|England|Scotland|Wales')
+def original(i):
+    row=c.execute('select original_title,title from items where id=?',(i,)).fetchone()
+    return row or ('','')
+BOARD=re.compile(r'^(SG|BR|PL|KR|JP|DE|FR|IT|ES|NL|TR|IN|MX|CN|HK|TW|TH|PH|MY|ID|RU|SE|NO|DK|FI|AR|CL|CO|PT|CZ|HU|RO|GR|IL|EG|SA|AE|VN)-',re.I)
+def foreign(r):
+    if BOARD.search(r.get('rating') or ''): return True,'rated by a non-English-language board ('+r['rating']+')'
+    o,t=original(r['id'])
+    nonlatin=bool(re.search(r'[^\x00-\u024f\s\d\W]',o or ''))
+    countries=' '.join(r.get('countries') or [])
+    if nonlatin: return True,'original title not in English'
+    if countries and not ENGLISH.search(countries): return True,'made in '+countries.split()[0]
+    if o and t and o.strip().lower()!=t.strip().lower() and not re.search(r'[A-Za-z]{3}',o): return True,'original title differs'
+    return False,''
+INTL={'305','601','401'}
+ANIMATED_CH={'105','601','602','603','604','605','611','612','613','614'}
+DOC_CH={'201','202','203','204','401'}
+FICTION_CH={'101','103','104','105','106','107','301','302','303','304','305','306','307','308','309','601','602','603','604','605','612','613'}
+LIVE=re.compile(r'\b(stand-up|standup|comedian|comedy special|unruly set|in this set|live from|in concert|tour film|takes aim at)\b',re.I)
+def score(r,ch):
+    b=B[ch]; e=[]; typ=r.get('type'); g=gen(r); ov=r.get('overview') or ''; year=r.get('year'); rating=r.get('rating') or ''
+    text=ov+' '+(r.get('name') or '')+' '+' '.join(r.get('taglines') or [])
+    if typ not in b['kind']: return 0,['wrong kind']
+    if b.get('kids') and rating in ADULT: return 0,[f'rated {rating}']
+    s=0.
+    # Format, as a hard limit: animation, documentary and fiction each have their own channels; live specials have none but Ring X's events.
+    animated='Animation' in g
+    doc=bool(g & {'Documentary'})
+    if animated and ch not in ANIMATED_CH: return 0,['animation, not for this channel']
+    if not animated and ch in ANIMATED_CH and g and ch not in ('611','601'): return 0,['live action, not for this channel']
+    if doc and ch in FICTION_CH: return 0,['a documentary, not fiction']
+    if g and not doc and ch in DOC_CH and ch!='401' and not (g & {'Reality'} and ch in ('203','204')): return 0,['fiction, not factual']
+    if ch=='107' and (doc or g & {'Reality'}): return 0,['factual, and Evidence is scripted only']
+    if LIVE.search(ov) and ch!='401': return 0,['a live or stand-up special']
+    # Genres: only as one part of the evidence; missing genres are not held against it.
+    if g:
+        if b.get('need_any') and not (g & b['need_any']): return 0,[f'not {"/".join(sorted(b["need_any"]))}']
+        gh=len(g & b['genres_any'])
+        s+=.25*min(1,gh/1.5); e.append(f'genres {", ".join(sorted(g & b["genres_any"])) or "none of its"}')
+    else: s+=.1; e.append('no genres given (not held against it)')
+    # Themes from the description, for and against.
+    pos=sorted(set(m.group(0).lower() for m in b['themes'].finditer(text)))
+    neg=sorted(set(m.group(0).lower() for m in b['against'].finditer(text)))
+    if ov:
+        s+=.35*min(1,len(pos)/2); e.append(('themes: '+', '.join(pos[:4])) if pos else 'no brief themes in its description')
+        if neg: s-=.25*min(1,len(neg)/2); e.append('against: '+', '.join(neg[:3]))
+        sim=cos(norm(vec(ov)),cent.get(ch,{})) if ch in cent else 0
+        short=len(ov)<200
+        # A short description says little: lean on the defining genre and its themes instead of word similarity.
+        if short and g and (g & (b.get('need_any') or b['genres_any'])) and (pos or b.get('need_any')): s+=.4*max(min(1,sim/.25),.6); e.append(f'short description, matched on genre ({sim:.2f})')
+        else: s+=.4*min(1,sim/.25); e.append(f'description like its titles ({sim:.2f})')
+    else: s+=.15; e.append('no description (not held against it)')
+    if year:
+        lo,hi=b['era']
+        if year<lo-3 or year>hi+3: s*=.3 if not b.get('current') else 1; e.append(f'{year} outside its era {lo}-{hi}' if not b.get('current') else '')
+    if b.get('uk'):
+        uk=bool(UK.search(' '.join(r.get('countries') or []))) or bool(UKSTUDIO.search(' '.join(r.get('studios') or [])))
+        if uk: s+=.1; e.append('British')
+        elif r.get('countries') or r.get('studios'): s*=.6; e.append('not British by its studios or countries')
+    if b.get('kids') and rating and rating not in KIDS_OK: s*=.5; e.append(f'rated {rating}')
+    if b.get('kids') and not rating: s*=.8; e.append('no rating to confirm it suits children')
+    if 'Horror' in g and ch in ('304','305') : s+=.12; e.append('a horror film')
+    if 'Horror' in g and ch in ('308','307','612','613'): s*=.5; e.append('horror is not for this channel')
+    if b.get('need_any') and g & b['need_any'] and len(ov)<160: s+=.1; e.append('short description, its defining genre carries more')
+    if b.get('need_theme') and not pos: s*=.5; e.append('none of its themes')
+    # Paul, 4 November 2026: made-for-TV romances (the Hallmark kind) aren't Orbit material.
+    if 'TV Movie' in g: s*=.4; e.append('a made-for-TV film')
+    if ch=='301' and 'Action' in g and not re.search(r'superhero|epic|franchise|saga|blockbuster',text,re.I): s*=.8; e.append('action, but not an event film')
+    f,why=foreign(r)
+    if f and ch not in INTL: s*=.5; e.append(why+' (this channel is English-language)')
+    return max(0,s),[x for x in e if x]
+def place(r):
+    sc=sorted(((score(r,ch),ch) for ch in B),key=lambda x:-x[0][0])
+    (s1,e1),c1=sc[0]; (s2,e2),c2=sc[1]
+    if s1<.45: v='no clear home'
+    elif s2>=s1*.85: v='ambiguous'
+    else: v='suggested'
+    tier='routine' if v=='suggested' and s1>=.7 and s2<s1*.7 else ('editorial' if v=='suggested' else ('needs evidence' if v=='ambiguous' else 'no action'))
+    return dict(id=r['id'],title=r.get('name'),year=r.get('year'),type=r.get('type'),genres=sorted(gen(r)),verdict=v,tier=tier,top=B[c1]['name'],s1=round(s1,2),second=B[c2]['name'],s2=round(s2,2),evidence='; '.join(e1))
+if __name__=='__main__':
+    ids=[row[0] for row in c.execute("select id from items where premiere between '2026-09-05' and '2026-11-04' and provider_ids like '%Imdb%'")]
+    seen=set(); out=[]
+    carried={i for v in pools.values() for i in v}
+    for i in ids:
+        if i not in ev or i in carried: continue
+        r=ev[i]; key=(r.get('name'),r.get('year'))
+        if key in seen: continue
+        seen.add(key); out.append(place(r))
+    json.dump(out,open(f'{S}/staged4.json','w'),indent=0,ensure_ascii=False)
+    print(len(out),collections.Counter(o['verdict'] for o in out),collections.Counter(o['tier'] for o in out))
+    print(collections.Counter(o['top'] for o in out if o['verdict']=='suggested').most_common())
diff --git a/docs/stage-d-trial-3-and-directors-desk-2026-11-04.md b/docs/stage-d-trial-3-and-directors-desk-2026-11-04.md
index cbc1ce5..94f2a1a 100644
--- a/docs/stage-d-trial-3-and-directors-desk-2026-11-04.md
+++ b/docs/stage-d-trial-3-and-directors-desk-2026-11-04.md
@@ -107,3 +107,33 @@ That learning stays local and explainable, keeps Familiar, Balanced and Surprise
 4. Then interactive decisions and learning, presented for approval first.
 
 Auto-approval stays off.
+
+## Trial 4 (23:55): the trial 3 fixes, measured on a fourth fresh sample
+
+**Fixes:**
+- Odyssey needs science, history or exploration themes, and counts against celebrities, athletes, bands and sitcoms.
+- A rating from another country's board (`SG-`, `BR-`, `PL-` and others) counts as foreign-language.
+- Premiere marks down action films that aren't event films.
+- Orbit Wild needs survival or expedition themes, and counts against celebrity villas and contests.
+- Detour needs road-trip and party themes, not "friends".
+
+**Regression, on samples 1 to 3 (routine):** 100%, 100% and 91% precision. Titles with no home placed anyway: 0, 0 and 0.
+
+**Sample 4 is fresh** (seed 37, 60 titles, labelled before scoring): 18 clear homes, 9 either-way, 33 none.
+
+| Model | Suggestions | Precision | Recall of clear fits | Titles with no home placed anyway |
+|---|---|---|---|---|
+| Trial 1, genre only | 19 | 47% | 7 of 18 (39%) | 6 of 33 |
+| **Trial 4, routine** | 21 | **76%** | **11 of 18 (61%)** | **3 of 33** |
+| Trial 4, routine plus editorial | 24 | 71% | 11 of 18 | 5 of 33 |
+
+**Across the two fresh samples since trial 1:**
+- **Precision:** 60% → 76%.
+- **Recall:** 50% → 61%.
+- **Trial 1 (genre only), for comparison:** 33 to 47% precision.
+
+**Still wrong on sample 4:**
+- **BritX took a US action film (The Deputy).** **Fix:** British origin becomes a hard limit for BritX, not a markdown.
+- **Legal dramas (WAR, Pierre) went to Evidence.** **Fix:** "case" isn't a police theme; lawyers, solicitors and divorce count against it.
+- **A comedy (How to Ruin Diwali) went to Orbit 1,** and **a western (Angel and the Badman) went to Romance**. **Fix:** Romance needs romance as the main theme; Orbit 1 needs a family-sitcom or British-comedy fit.
+- **Recall misses where the right channel came top but under the line:** S.W.A.T. Exiles (Evidence), Carrie and Dead-End Job (Paradox), A Different World (Orbit 1). Their descriptions are short or unusual. Verified franchise links would settle S.W.A.T. and A Different World, both continuations of known shows, which is why the collections read matters.