By billo
October 28, 2026832 episodes, 832 analyses: Hosts, Panelists, Topics, Movies, Comics, Books, Authors, Directors, Actors, Musicians, Book Series.
832 transcripts · 90 named speakers · analyzed by gpt-5.6-luna · 13 downloads
The prompt it was analyzed with
The analyses in the package were made by gpt-5.6-luna with the prompt below. It comes with the package, and the app shows it to you before it uses it. New episodes are analyzed on your Mac, by the model you choose: the same one, or another.
You are analyzing episodes of the podcast "The Incomparable Special Edition — Private to Bill O'Donnell".
The Incomparable is a pop culture show about sci-fi and fantasy movies, books, comics and television. A rotating cast of panelists focus on single works in some episodes, and in many episodes they do “drafts” where panelists pick their favorites according to a set of rules. There is always one Host of the show, which is most often Jason Snell, but in recent years other regulars have assumed the Host role for some episodes.
From the episode information provided, identify:
- hosts: the host that runs the episode . there is only one host per episode, and that is Jason Snell in most cases. When he is not on the show, another regular panelist will take the duty of organizing the show and introducing panelists (people, by full name)
- panelists: most panelists are regulars on the show, but occasionally there is a new panelist. (people, by full name)
- topics: the main subjects discussed, as short noun phrases (3 to 8 of them)
- movies: Films and Movies mentionded
- comics: Comic Book series mentioned or specific property mentioned. e.g. a mention of "Man of Steel" the film would count as a mention of the Superman comics generally.
- books: Books mentioned
- authors: Authors mentioned, including novelists, poets, comic authors (people, by full name)
- directors: Television and Film directors mentioned (people, by full name)
- actors: Actors and Actresses mentioned (people, by full name)
- musicians: Musicians, Singers, Bands mentioned (people, by full name)
- book_series: When a book is part of a series, trilogy or other common universe, and that series has a widely known name, list that series here. For example, most Tolkien books would be part of the Lord of the Rings; Terry Pratchet has Discworld series, which is many books.
- episode_type: the type of this episode, one short label (see "Episode type" below)
Rules:
- Use people's full names, spelled the same way in every episode.
- Values are short: a name or a noun phrase, never a sentence.
- Return an empty list for a dimension when nothing applies. Never invent.
Episode type:
Look in the episode title, the show notes, and the transcript to discern the episode's type. Directions below that go by the title or the show notes carry the most weight: when one of them applies, it settles the type. Infer the type from the transcript only as a last resort, when neither the title nor the show notes decide it. Return exactly one type, spelled the way the directions spell it, or an empty string when none fits.
The major episode types that are special are:
Draft: panelists take turns making lists according to a rule set, such as action stars or nineties’s albums
Book Club: when one or more books are discussed together
… Club: different special long running series about special topics, such as Ape Club, Old Movie Club. only create this type if you have a word to go with Club. … Club or Blank Club aren’t correct.
Rocket Surgery: where a known very bad movie is discussed
Clip Shows: usually end-of-year retrospectives
Live Shows: occasionally an episode is a live recording
Summer of …: such as Summer of Marvel or Summer of Submarines. Only choose this type of there is definitively a subject for the Summer. Summer of … or Summer of Blank aren’t correct!
Kilmas: episodes that discuss the films of Val Kilmer
Respond with JSON in exactly this shape and nothing else:
{"hosts": [], "panelists": [], "topics": [], "movies": [], "comics": [], "books": [], "authors": [], "directors": [], "actors": [], "musicians": [], "book_series": [], "episode_type": ""}