Best Exuberant Movies
Ranked by how strongly each film carries the visual signature of exuberant cinema — measured across 2,108 indexed frames from 29 films, against a 404,689-frame catalogue baseline. Not by box office, and not by vote.
Exuberant films over-index on dress, sand and microphone — the objects that make the genre recognisable before a line is spoken.
- 1
La La Land (2016)
Damien ChazelleDP Linus SandgrenIMDb 8.0TMDB 7.9See in full on FrameThrower →
Mia, an aspiring actress, serves lattes to movie stars in between auditions and Sebastian, a jazz musician, scrapes by playing cocktail party gigs in dingy bars, but as success mounts they are faced with decisions that begin to fray the fragile fabric of their love affair, and the dreams they worked so hard to maintain in each other threaten to rip them apart.
- 2
Tarsem SinghDP Colin WatkinsonIMDb 7.8TMDB 7.6See in full on FrameThrower →
Lee Paceas Roy Walker
Justine Waddellas Nurse Evelyn / Sister Evelyn
Daniel Caltagironeas Sinclair / Governor Odious
At a Los Angeles hospital in the 1920s, Alexandria is a child recovering from a broken arm. She befriends Roy Walker, a movie stunt man with legs paralyzed after a fall. At her request, Roy tells her an elaborate story about six men of widely varied backgrounds who are on a quest to kill a corrupt provincial governor. Between chapters of the story, Roy inveigles Alexandria to scout the hospital's pharmacy for morphine. As Roy's fantastic tale nears its end, Death seems close at hand.
- 3
Come To Daddy (2019)
Ant TimpsonDP Daniel KatzIMDb 6.0TMDB 6.0See in full on FrameThrower →
Norval's life has been, to put it lightly, difficult. Currently living home with his mother, the troubled young man is coming off alcohol-related struggles. So when he receives an unexpected letter from his estranged father requesting a visit, Norval catches a bus up to his dad's secluded and scenic waterfront home. Maybe reconnecting with his father will give Norval the emotional fulfillment he's been lacking. Before long, though, he notices something off about his dad, an uneasy feeling triggered by inappropriate comments and a possible over-dependence on booze. Norval quickly realizes that his hope of father/son bonding is doomed. Instead of a family reunion, he finds himself in waking nightmare.
- 4
The Ugly Stepsister (2025)
Emilie BlichfeldtDP Marcel ZyskindIMDb 7.0TMDB 7.3See in full on FrameThrower →
Elvira battles against her gorgeous stepsister in a realm where beauty reigns supreme. She resorts to extreme measures to captivate the prince, amid a ruthless competition for physical perfection.
- 5
Ammonite (2020)
Francis LeeDP Stéphane FontaineIMDb 6.5TMDB 6.9See in full on FrameThrower →
In 1840s England, acclaimed but overlooked fossil hunter Mary Anning (Kate Winslet) works alone on the rugged Southern coastline. With the days of her famed discoveries behind her, she now searches for common fossils to sell to tourists to support herself and her ailing mother. When a wealthy visitor entrusts Mary with the care of his wife Charlotte Murchison (Saoirse Ronan), she cannot afford to turn his offer down. Proud and relentlessly passionate about her work, Mary initially clashes with her unwelcome guest, but despite the distance between their social class and personalities, an intense bond begins to develop, compelling the two women to determine the true nature of their relationship.
- 6
Singin’ in the Rain (1952)
Stanley Donen, Gene KellyDP Harold RossonIMDb 8.3TMDB 8.1See in full on FrameThrower →
1927 Hollywood. Monumental Pictures' biggest stars, glamorous on-screen couple Lina Lamont and Don Lockwood, are also an off-screen couple if the trade papers and gossip columns are to be believed. Both perpetuate the public perception if only to please their adoring fans and bring people into the movie theaters. In reality, Don barely tolerates her, while Lina, despite thinking Don beneath her, simplemindedly believes what she sees on screen in order to bolster her own stardom and sense of self-importance. R.F. Simpson, Monumental's head, dismisses what he thinks is a flash in the pan: talking pictures. It isn't until The Jazz Singer (1927) becomes a bona fide hit which results in all the movie theaters installing sound equipment that R.F. knows Monumental, most specifically in the form of Don and Lina, have to jump on the talking picture bandwagon, despite no one at the studio knowing anything about the technology. Musician Cosmo Brown, Don's best friend, gets hired as Monumental's ideas man and musical director. And by this time, Don has secretly started dating Kathy Selden, a chorus girl who is trying to make it big in pictures herself. Don and Kathy's relationship is despite their less than friendly initial meeting. Cosmo and Kathy help Don, who had worked his way up through the movie ranks to stardom, try make the leap to talking picture stardom, with Kathy following along the way. However, they have to overcome the technological issues. But the bigger problem is Lina, who will do anything to ensure she also makes the successful leap into talking pictures, despite her own inabilities and at anyone and everyone else's expense if they get in her way, especially Kathy as Don's off screen girlfriend and possibly his new talking picture leading lady.
- 7
Last Night in Soho (2021)
Edgar WrightDP Chung Chung-hoonIMDb 7.0TMDB 7.3See in full on FrameThrower →
In acclaimed director Edgar Wright's psychological thriller, Eloise, an aspiring fashion designer, is mysteriously able to enter the 1960s where she encounters a dazzling wannabe singer, Sandie. But the glamour is not all it appears to be and the dreams of the past start to crack and splinter into something far darker.
- 8
Marie Antoinette (2006)
Sofia CoppolaDP Lance AcordIMDb 6.5TMDB 6.7See in full on FrameThrower →
"All eyes will be on you," says the Austrian Empress, Maria Theresa to her youngest daughter Marie Antoinette. The film, marketed for a teen audience, is an impressionistic retelling of Marie Antoinette's life as a young queen in the opulent and eccentric court at Versailles. The film focuses on Marie Antoinette, as she matures from a teenage bride to a young woman and eventual queen of France.
- 9
The Harder They Fall (2021)
Jeymes SamuelDP Mihai Malaimare Jr.IMDb 6.6TMDB 6.6See in full on FrameThrower →
When outlaw Nat Love discovers that his enemy Rufus Buck is being released from prison he rounds up his gang to track Rufus down and seek revenge. Those riding with him in this assured, righteously new school Western include his former love Stagecoach Mary, his right and left hand men hot-tempered Bill Pickett and fast drawing Jim Beckwourth and a surprising adversary-turned-ally. Rufus Buck has his own fearsome crew, including "Treacherous" Trudy Smith and Cherokee Bill, and they are not a group that knows how to lose.
- 10
The Eyes of Tammy Faye (2021)
Michael ShowalterDP Mike GioulakisIMDb 6.6TMDB 6.5See in full on FrameThrower →
An intimate look at the extraordinary rise, fall, and redemption of televangelist Tammy Faye Bakker. In the 1970s and '80s, Tammy Faye and her husband Jim Bakker,rose from humble beginnings to create the world's largest religious broadcasting network and theme park, and were revered for their message of love, acceptance, and prosperity. Tammy Faye was legendary for her indelible eyelashes, her idiosyncratic singing, and her eagerness to embrace people from all walks of life. However, it wasn't long before financial improprieties, scheming rivals, and scandal toppled their carefully constructed empire.
What exuberant films are made of
How much more often each element appears in a exuberant frame than in an average frame from the catalogue. A ratio, not a share — dress is not in most frames, it is simply far more common here than anywhere else.
- dress2.8×
- sand2.8×
- microphone2.5×
- horse2.2×
- wood paneling1.7×
- mirror1.6×
- eyes1.6×
- neon sign1.6×
How exuberant films are shot
Weaker signals than the objects above, and worth saying so: most dramatic genres skew dark and night-heavy, so these numbers separate exuberant from the catalogue far more than they separate it from its neighbours.
- 24%widevs 20% baseline
What breaks the pattern
A Minecraft Movie (2025) is the least typical film here — it carries the least of what the rest of this list is made of. Which is either a failure of the genre label, or the most interesting film on the page.
Method
Every frame in the FrameThrower catalogue is tagged for shot size, lighting, time of day, camera angle, colour and the objects visible in it. This page aggregates those tags across 2,108 frames from 29 films carrying the exuberant label, and compares each figure to the same measurement across the whole catalogue (404,689 frames). Films are ranked by how closely they match the theme’s over-indexed elements, weighted by how distinctive each element is; one film per series. Only films with at least 20 indexed frames and 500 TMDB votes are listed.
Machine-readable: /api/list/exuberant
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