Datasets:

codealchemist01
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letterboxd-movies

title stringlengths 1 85	year float64 1.89k 2.03k	decade int64 1.88k 2.02k	decade_category stringclasses 15 values	movie_era stringclasses 5 values	age_years float64 -4 137	age_category stringclasses 5 values	runtime float64 1 600 ⌀	runtime_category stringclasses 4 values	runtime_percentile stringclasses 10 values	is_feature_length bool 2 classes	genres stringlengths 3 41 ⌀	primary_genre stringclasses 33 values	genre_count float64 0 3	genre_diversity stringclasses 3 values	is_single_genre bool 2 classes	country stringclasses 105 values	country_category stringclasses 4 values	language stringclasses 79 values	is_english bool 2 classes	title_length int64 1 85	title_complexity stringclasses 4 values	word_count int64 1 15	title_runtime_ratio float64 0.01 37	runtime_efficiency stringclasses 4 values	production_scale stringclasses 3 values	is_recent bool 2 classes	is_classic bool 2 classes
Parasite	2,019	2,010	2010s	Contemporary	6	Recent	133	Long	P90	true	Thriller, Comedy	Thriller	2	Dual	false	South Korea	Asian	Korean	false	8	Short	1	0.06015	Balanced	Independent	false	false
Barbie	2,023	2,020	2020s	Contemporary	2	Brand_New	114	Standard	P80	true	Comedy, Adventure	Comedy	2	Dual	false	UK	English_Speaking	English	true	6	Short	1	0.052632	Balanced	Independent	true	false
Interstellar	2,014	2,010	2010s	Contemporary	11	Recent	169	Long	P100	true	Science Fiction, Adventure, Monsters	Science Fiction	3	Triple	false	UK	English_Speaking	English	true	12	Medium	1	0.071006	Balanced	Commercial	false	false
Fight Club	1,999	1,990	1990s	Modern	26	Modern	139	Long	P100	true	Thriller, Dreamlike	Thriller	2	Dual	false	Germany	European	English	true	10	Short	2	0.071942	Balanced	Commercial	false	false
La La Land	2,016	2,010	2010s	Contemporary	9	Recent	129	Long	P90	true	Comedy, Music, Romance	Comedy	3	Triple	false	USA	English_Speaking	English	true	10	Short	3	0.077519	Balanced	Commercial	false	false
Everything Everywhere All at Once	2,022	2,020	2020s	Contemporary	3	Brand_New	140	Long	P100	true	Science Fiction, Adventure, Comedy	Science Fiction	3	Triple	false	USA	English_Speaking	English	true	33	Very_Long	5	0.235714	Very_Verbose	Commercial	true	false
Whiplash	2,014	2,010	2010s	Contemporary	11	Recent	107	Standard	P60	true	Music	Music	1	Single	true	USA	English_Speaking	English	true	8	Short	1	0.074766	Balanced	Independent	false	false
Oppenheimer	2,023	2,020	2020s	Contemporary	2	Brand_New	181	Epic	P100	true	History	History	1	Single	true	UK	English_Speaking	English	true	11	Medium	1	0.060773	Balanced	Epic	true	false
Pulp Fiction	1,994	1,990	1990s	Modern	31	Vintage	154	Long	P100	true	Comedy, Thriller, Crime	Comedy	3	Triple	false	USA	English_Speaking	English	true	12	Medium	2	0.077922	Balanced	Commercial	false	false
The Truman Show	1,998	1,990	1990s	Modern	27	Modern	103	Standard	P60	true	Comedy	Comedy	1	Single	true	USA	English_Speaking	English	true	15	Medium	3	0.145631	Verbose	Independent	false	false
The Substance	2,024	2,020	2020s	Contemporary	1	Brand_New	141	Long	P100	true	Horror, Science Fiction	Horror	2	Dual	false	France	European	English	true	13	Medium	2	0.092199	Balanced	Commercial	true	false
Eternal Sunshine of the Spotless Mind	2,004	2,000	2000s	Digital	21	Modern	108	Standard	P70	true	Science Fiction, Romance	Science Fiction	2	Dual	false	USA	English_Speaking	English	true	37	Very_Long	6	0.342593	Very_Verbose	Independent	false	false
Joker	2,019	2,010	2010s	Contemporary	6	Recent	122	Long	P90	true	Thriller, Crime	Thriller	2	Dual	false	Canada	Other	English	true	5	Short	1	0.040984	Efficient	Commercial	false	false
Get Out	2,017	2,010	2010s	Contemporary	8	Recent	104	Standard	P60	true	Horror, Mystery, Thriller	Horror	3	Triple	false	USA	English_Speaking	English	true	7	Short	2	0.067308	Balanced	Independent	false	false
Dune	2,021	2,020	2020s	Contemporary	4	Brand_New	155	Long	P100	true	Science Fiction, Adventure, Epic heroes	Science Fiction	3	Triple	false	USA	English_Speaking	English	true	4	Short	1	0.025806	Efficient	Commercial	true	false
Spider-Man: Into the Spider-Verse	2,018	2,010	2010s	Contemporary	7	Recent	117	Standard	P80	true	Adventure, Animation, Action	Adventure	3	Triple	false	USA	English_Speaking	English	true	33	Very_Long	4	0.282051	Very_Verbose	Independent	false	false
Midsommar	2,019	2,010	2010s	Contemporary	6	Recent	147	Long	P100	true	Mystery, Horror, Horror	Mystery	3	Triple	false	Sweden	Other	English	true	9	Short	1	0.061224	Balanced	Commercial	false	false
The Batman	2,022	2,020	2020s	Contemporary	3	Brand_New	177	Long	P100	true	Crime, Mystery, Thriller	Crime	3	Triple	false	USA	English_Speaking	English	true	10	Short	2	0.056497	Balanced	Commercial	true	false
The Dark Knight	2,008	2,000	2000s	Digital	17	Modern	152	Long	P100	true	Thriller, Action, Crime	Thriller	3	Triple	false	UK	English_Speaking	English	true	15	Medium	3	0.098684	Balanced	Commercial	false	false
Inception	2,010	2,010	2010s	Digital	15	Recent	148	Long	P100	true	Action, Adventure, Science Fiction	Action	3	Triple	false	UK	English_Speaking	English	true	9	Short	1	0.060811	Balanced	Commercial	false	false
Sinners	2,025	2,020	2020s	Contemporary	0	null	138	Long	P100	true	Thriller, Action, Horror	Thriller	3	Triple	false	USA	English_Speaking	English	true	7	Short	1	0.050725	Balanced	Commercial	true	false
American Psycho	2,000	2,000	2000s	Modern	25	Modern	102	Standard	P50	true	Crime, Thriller, Horror	Crime	3	Triple	false	Canada	Other	English	true	15	Medium	2	0.147059	Verbose	Independent	false	false
Knives Out	2,019	2,010	2010s	Contemporary	6	Recent	131	Long	P90	true	Mystery, Comedy, Crime	Mystery	3	Triple	false	USA	English_Speaking	English	true	10	Short	2	0.076336	Balanced	Commercial	false	false
Dead Poets Society	1,989	1,980	1980s	Modern	36	Vintage	129	Long	P90	true	null	null	0	null	false	USA	English_Speaking	English	true	18	Medium	3	0.139535	Verbose	Commercial	false	false
Dune: Part Two	2,024	2,020	2020s	Contemporary	1	Brand_New	167	Long	P100	true	Adventure, Science Fiction, Epic heroes	Adventure	3	Triple	false	USA	English_Speaking	English	true	14	Medium	3	0.083832	Balanced	Commercial	true	false
10 Things I Hate About You	1,999	1,990	1990s	Modern	26	Modern	97	Standard	P40	true	Comedy, Romance	Comedy	2	Dual	false	USA	English_Speaking	English	true	26	Long	6	0.268041	Very_Verbose	Independent	false	false
Spider-Man: Across the Spider-Verse	2,023	2,020	2020s	Contemporary	2	Brand_New	140	Long	P100	true	Animation, Science Fiction, Adventure	Animation	3	Triple	false	USA	English_Speaking	English	true	35	Very_Long	4	0.25	Very_Verbose	Commercial	true	false
Spirited Away	2,001	2,000	2000s	Digital	24	Modern	125	Long	P90	true	Family, Fantasy, Animation	Family	3	Triple	false	Japan	Asian	Japanese	false	13	Medium	2	0.104	Verbose	Independent	false	false
The Wolf of Wall Street	2,013	2,010	2010s	Contemporary	12	Recent	180	Long	P100	true	Comedy, Crime, Crime	Comedy	3	Triple	false	USA	English_Speaking	English	true	23	Long	5	0.127778	Verbose	Epic	false	false
Challengers	2,024	2,020	2020s	Contemporary	1	Brand_New	132	Long	P90	true	Romance	Romance	1	Single	true	Italy	European	English	true	11	Medium	1	0.083333	Balanced	Commercial	true	false
Saltburn	2,023	2,020	2020s	Contemporary	2	Brand_New	131	Long	P90	true	Comedy, Thriller	Comedy	2	Dual	false	UK	English_Speaking	English	true	8	Short	1	0.061069	Balanced	Commercial	true	false
Nosferatu	2,024	2,020	2020s	Contemporary	1	Brand_New	133	Long	P90	true	Fantasy, Horror, Horror	Fantasy	3	Triple	false	USA	English_Speaking	English	true	9	Short	1	0.067669	Balanced	Commercial	true	false
The Grand Budapest Hotel	2,014	2,010	2010s	Contemporary	11	Recent	100	Standard	P50	true	Comedy, Gags	Comedy	2	Dual	false	USA	English_Speaking	English	true	24	Long	4	0.24	Very_Verbose	Independent	false	false
Se7en	1,995	1,990	1990s	Modern	30	Modern	127	Long	P90	true	Mystery, Crime, Thriller	Mystery	3	Triple	false	USA	English_Speaking	English	true	5	Short	1	0.03937	Efficient	Commercial	false	false
Superman	2,025	2,020	2020s	Contemporary	0	null	130	Long	P90	true	Science Fiction, Adventure, Action	Science Fiction	3	Triple	false	USA	English_Speaking	English	true	8	Short	1	0.061538	Balanced	Commercial	true	false
Lady Bird	2,017	2,010	2010s	Contemporary	8	Recent	94	Standard	P40	true	Comedy	Comedy	1	Single	true	USA	English_Speaking	English	true	9	Short	2	0.095745	Balanced	Independent	false	false
Black Swan	2,010	2,010	2010s	Digital	15	Recent	109	Standard	P70	true	Thriller, Horror	Thriller	2	Dual	false	USA	English_Speaking	English	true	10	Short	2	0.091743	Balanced	Independent	false	false
Poor Things	2,023	2,020	2020s	Contemporary	2	Brand_New	141	Long	P100	true	Romance, Science Fiction, Comedy	Romance	3	Triple	false	Ireland	Other	English	true	11	Medium	2	0.078014	Balanced	Commercial	true	false
Forrest Gump	1,994	1,990	1990s	Modern	31	Vintage	142	Long	P100	true	Romance, Comedy	Romance	2	Dual	false	USA	English_Speaking	English	true	12	Medium	2	0.084507	Balanced	Commercial	false	false
Inglourious Basterds	2,009	2,000	2000s	Digital	16	Modern	153	Long	P100	true	War, Thriller	War	2	Dual	false	Germany	European	English	true	20	Medium	2	0.130719	Verbose	Commercial	false	false
The Shining	1,980	1,980	1980s	Golden Age	45	Vintage	144	Long	P100	true	Horror, Thriller, Horror	Horror	3	Triple	false	UK	English_Speaking	English	true	11	Medium	2	0.076389	Balanced	Commercial	false	true
The Menu	2,022	2,020	2020s	Contemporary	3	Brand_New	107	Standard	P60	true	Comedy, Thriller, Horror	Comedy	3	Triple	false	USA	English_Speaking	English	true	8	Short	2	0.074766	Balanced	Independent	true	false
Gone Girl	2,014	2,010	2010s	Contemporary	11	Recent	149	Long	P100	true	Mystery, Thriller	Mystery	2	Dual	false	USA	English_Speaking	English	true	9	Short	2	0.060403	Balanced	Commercial	false	false
Anora	2,024	2,020	2020s	Contemporary	1	Brand_New	139	Long	P100	true	Romance, Comedy	Romance	2	Dual	false	USA	English_Speaking	English	true	5	Short	1	0.035971	Efficient	Commercial	true	false
Little Women	2,019	2,010	2010s	Contemporary	6	Recent	135	Long	P90	true	Romance, History	Romance	2	Dual	false	USA	English_Speaking	English	true	12	Medium	2	0.088889	Balanced	Commercial	false	false
Spider-Man: No Way Home	2,021	2,020	2020s	Contemporary	4	Brand_New	148	Long	P100	true	Adventure, Action, Science Fiction	Adventure	3	Triple	false	USA	English_Speaking	English	true	23	Long	4	0.155405	Very_Verbose	Commercial	true	false
Once Upon a Time... in Hollywood	2,019	2,010	2010s	Contemporary	6	Recent	162	Long	P100	true	Thriller, Comedy, Dreamlike	Thriller	3	Triple	false	China	Asian	English	true	32	Very_Long	6	0.197531	Very_Verbose	Commercial	false	false
Good Will Hunting	1,997	1,990	1990s	Modern	28	Modern	127	Long	P90	true	null	null	0	null	false	USA	English_Speaking	English	true	17	Medium	3	0.133858	Verbose	Commercial	false	false
The Silence of the Lambs	1,991	1,990	1990s	Modern	34	Vintage	119	Standard	P80	true	Crime, Thriller, Horror	Crime	3	Triple	false	USA	English_Speaking	English	true	24	Long	5	0.201681	Very_Verbose	Independent	false	false
Call Me by Your Name	2,017	2,010	2010s	Contemporary	8	Recent	132	Long	P90	true	Romance	Romance	1	Single	true	Brazil	Other	English	true	20	Medium	5	0.151515	Very_Verbose	Commercial	false	false
(500) Days of Summer	2,009	2,000	2000s	Digital	16	Modern	95	Standard	P40	true	Romance, Comedy	Romance	2	Dual	false	USA	English_Speaking	English	true	20	Medium	4	0.210526	Very_Verbose	Independent	false	false
Kill Bill: Vol. 1	2,003	2,000	2000s	Digital	22	Modern	111	Standard	P70	true	Crime, Action, Epic heroes	Crime	3	Triple	false	USA	English_Speaking	English	true	17	Medium	4	0.153153	Very_Verbose	Independent	false	false
Shutter Island	2,010	2,010	2010s	Digital	15	Recent	138	Long	P100	true	Mystery, Thriller, Horror	Mystery	3	Triple	false	USA	English_Speaking	English	true	14	Medium	2	0.101449	Verbose	Commercial	false	false
The Godfather	1,972	1,970	1970s	Golden Age	53	Classic	175	Long	P100	true	Crime, Crime	Crime	2	Dual	false	USA	English_Speaking	English	true	13	Medium	2	0.074286	Balanced	Commercial	false	true
Fantastic Mr. Fox	2,009	2,000	2000s	Digital	16	Modern	87	Short	P20	true	Comedy, Animation, Family	Comedy	3	Triple	false	USA	English_Speaking	English	true	17	Medium	3	0.195402	Very_Verbose	Independent	false	false
Ratatouille	2,007	2,000	2000s	Digital	18	Modern	111	Standard	P70	true	Family, Fantasy, Animation	Family	3	Triple	false	USA	English_Speaking	English	true	11	Medium	1	0.099099	Balanced	Independent	false	false
Wicked	2,024	2,020	2020s	Contemporary	1	Brand_New	162	Long	P100	true	Romance, Fantasy	Romance	2	Dual	false	USA	English_Speaking	English	true	6	Short	1	0.037037	Efficient	Commercial	true	false
The Perks of Being a Wallflower	2,012	2,010	2010s	Contemporary	13	Recent	103	Standard	P60	true	null	null	0	null	false	USA	English_Speaking	English	true	31	Very_Long	6	0.300971	Very_Verbose	Independent	false	false
Django Unchained	2,012	2,010	2010s	Contemporary	13	Recent	165	Long	P100	true	Western, Westerns, Epic heroes	Western	3	Triple	false	USA	English_Speaking	English	true	16	Medium	2	0.09697	Balanced	Commercial	false	false
Avengers: Infinity War	2,018	2,010	2010s	Contemporary	7	Recent	149	Long	P100	true	Action, Science Fiction, Adventure	Action	3	Triple	false	USA	English_Speaking	English	true	22	Long	3	0.147651	Verbose	Commercial	false	false
Avengers: Endgame	2,019	2,010	2010s	Contemporary	6	Recent	181	Epic	P100	true	Science Fiction, Action, Adventure	Science Fiction	3	Triple	false	USA	English_Speaking	English	true	17	Medium	2	0.093923	Balanced	Epic	false	false
Baby Driver	2,017	2,010	2010s	Contemporary	8	Recent	113	Standard	P70	true	Crime, Action, Crime	Crime	3	Triple	false	UK	English_Speaking	English	true	11	Medium	2	0.097345	Balanced	Independent	false	false
Deadpool & Wolverine	2,024	2,020	2020s	Contemporary	1	Brand_New	128	Long	P90	true	Science Fiction, Action, Comedy	Science Fiction	3	Triple	false	USA	English_Speaking	English	true	20	Medium	3	0.15625	Very_Verbose	Commercial	true	false
Hereditary	2,018	2,010	2010s	Contemporary	7	Recent	128	Long	P90	true	Thriller, Horror, Mystery	Thriller	3	Triple	false	USA	English_Speaking	English	true	10	Short	1	0.078125	Balanced	Commercial	false	false
The Matrix	1,999	1,990	1990s	Modern	26	Modern	136	Long	P90	true	Science Fiction, Action, Monsters	Science Fiction	3	Triple	false	USA	English_Speaking	English	true	10	Short	2	0.073529	Balanced	Commercial	false	false
The Shawshank Redemption	1,994	1,990	1990s	Modern	31	Vintage	142	Long	P100	true	Crime, Brutal	Crime	2	Dual	false	USA	English_Speaking	English	true	24	Long	3	0.169014	Very_Verbose	Commercial	false	false
Taxi Driver	1,976	1,970	1970s	Golden Age	49	Vintage	114	Standard	P80	true	Crime	Crime	1	Single	true	USA	English_Speaking	English	true	11	Medium	2	0.096491	Balanced	Independent	false	true
Inside Out 2	2,024	2,020	2020s	Contemporary	1	Brand_New	97	Standard	P40	true	Comedy, Family, Adventure	Comedy	3	Triple	false	USA	English_Speaking	English	true	12	Medium	3	0.123711	Verbose	Independent	true	false
The Social Network	2,010	2,010	2010s	Digital	15	Recent	121	Long	P80	true	null	null	0	null	false	USA	English_Speaking	English	true	18	Medium	3	0.14876	Verbose	Commercial	false	false
Scott Pilgrim vs. the World	2,010	2,010	2010s	Digital	15	Recent	113	Standard	P70	true	Romance, Action, Comedy	Romance	3	Triple	false	Japan	Asian	English	true	27	Long	5	0.238938	Very_Verbose	Independent	false	false
Her	2,013	2,010	2010s	Contemporary	12	Recent	126	Long	P90	true	Science Fiction, Romance	Science Fiction	2	Dual	false	USA	English_Speaking	English	true	3	Short	1	0.02381	Efficient	Commercial	false	false
Mickey 17	2,025	2,020	2020s	Contemporary	0	null	137	Long	P90	true	Comedy, Adventure, Science Fiction	Comedy	3	Triple	false	USA	English_Speaking	English	true	9	Short	2	0.065693	Balanced	Commercial	true	false
The Lord of the Rings: The Fellowship of the Ring	2,001	2,000	2000s	Digital	24	Modern	179	Long	P100	true	Adventure, Action, Fantasy	Adventure	3	Triple	false	New Zealand	Other	English	true	49	Very_Long	10	0.273743	Very_Verbose	Commercial	false	false
Mean Girls	2,004	2,000	2000s	Digital	21	Modern	96	Standard	P40	true	Comedy	Comedy	1	Single	true	USA	English_Speaking	English	true	10	Short	2	0.104167	Verbose	Independent	false	false
Donnie Darko	2,001	2,000	2000s	Digital	24	Modern	42	Short	P10	false	Fantasy, Mystery	Fantasy	2	Dual	false	USA	English_Speaking	English	true	12	Medium	2	0.285714	Very_Verbose	Independent	false	false
Titanic	1,997	1,990	1990s	Modern	28	Modern	194	Epic	P100	true	Romance	Romance	1	Single	true	USA	English_Speaking	English	true	7	Short	1	0.036082	Efficient	Epic	false	false
Inside Out	2,015	2,010	2010s	Contemporary	10	Recent	95	Standard	P40	true	Animation, Adventure, Comedy	Animation	3	Triple	false	USA	English_Speaking	English	true	10	Short	2	0.105263	Verbose	Independent	false	false
Little Miss Sunshine	2,006	2,000	2000s	Digital	19	Modern	102	Standard	P50	true	Comedy	Comedy	1	Single	true	USA	English_Speaking	English	true	20	Medium	3	0.196078	Very_Verbose	Independent	false	false
Coraline	2,009	2,000	2000s	Digital	16	Modern	100	Standard	P50	true	Animation, Horror, Fantasy	Animation	3	Triple	false	USA	English_Speaking	English	true	8	Short	1	0.08	Balanced	Independent	false	false
Glass Onion	2,022	2,020	2020s	Contemporary	3	Brand_New	140	Long	P100	true	Crime, Mystery, Comedy	Crime	3	Triple	false	USA	English_Speaking	English	true	11	Medium	2	0.078571	Balanced	Commercial	true	false
Arrival	2,016	2,010	2010s	Contemporary	9	Recent	116	Standard	P80	true	Mystery, Science Fiction, Monsters	Mystery	3	Triple	false	USA	English_Speaking	English	true	7	Short	1	0.060345	Balanced	Independent	false	false
Conclave	2,024	2,020	2020s	Contemporary	1	Brand_New	120	Standard	P80	true	Thriller, Religious faith, sin	Thriller	3	Triple	false	UK	English_Speaking	English	true	8	Short	1	0.066667	Balanced	Commercial	true	false
The Hunger Games	2,012	2,010	2010s	Contemporary	13	Recent	142	Long	P100	true	Action, Science Fiction, Thriller	Action	3	Triple	false	USA	English_Speaking	English	true	16	Medium	3	0.112676	Verbose	Commercial	false	false
Past Lives	2,023	2,020	2020s	Contemporary	2	Brand_New	106	Standard	P60	true	Romance	Romance	1	Single	true	South Korea	Asian	English	true	10	Short	2	0.09434	Balanced	Independent	true	false
Guardians of the Galaxy	2,014	2,010	2010s	Contemporary	11	Recent	121	Long	P80	true	Adventure, Action, Science Fiction	Adventure	3	Triple	false	USA	English_Speaking	English	true	23	Long	4	0.190083	Very_Verbose	Commercial	false	false
Pearl	2,022	2,020	2020s	Contemporary	3	Brand_New	102	Standard	P50	true	Horror, Thriller, Horror	Horror	3	Triple	false	USA	English_Speaking	English	true	5	Short	1	0.04902	Efficient	Independent	true	false
Harry Potter and the Prisoner of Azkaban	2,004	2,000	2000s	Digital	21	Modern	141	Long	P100	true	Adventure, Fantasy	Adventure	2	Dual	false	UK	English_Speaking	English	true	40	Very_Long	7	0.283688	Very_Verbose	Commercial	false	false
The Devil Wears Prada	2,006	2,000	2000s	Digital	19	Modern	109	Standard	P70	true	Comedy	Comedy	1	Single	true	USA	English_Speaking	English	true	21	Long	4	0.192661	Very_Verbose	Independent	false	false
Coco	2,017	2,010	2010s	Contemporary	8	Recent	105	Standard	P60	true	Adventure, Animation, Music	Adventure	3	Triple	false	USA	English_Speaking	English	true	4	Short	1	0.038095	Efficient	Independent	false	false
Howl's Moving Castle	2,004	2,000	2000s	Digital	21	Modern	119	Standard	P80	true	Animation, Fantasy, Adventure	Animation	3	Triple	false	Japan	Asian	Japanese	false	20	Medium	3	0.168067	Very_Verbose	Independent	false	false
Blade Runner 2049	2,017	2,010	2010s	Contemporary	8	Recent	164	Long	P100	true	Science Fiction, Monsters, aliens	Science Fiction	3	Triple	false	Canada	Other	English	true	17	Medium	3	0.103659	Verbose	Commercial	false	false
Weapons	2,025	2,020	2020s	Contemporary	0	null	129	Long	P90	true	Horror, Mystery, Horror	Horror	3	Triple	false	USA	English_Speaking	English	true	7	Short	1	0.054264	Balanced	Commercial	true	false
Harry Potter and the Philosopher's Stone	2,001	2,000	2000s	Digital	24	Modern	152	Long	P100	true	Adventure, Fantasy	Adventure	2	Dual	false	UK	English_Speaking	English	true	40	Very_Long	6	0.263158	Very_Verbose	Commercial	false	false
Nope	2,022	2,020	2020s	Contemporary	3	Brand_New	130	Long	P90	true	Thriller, Science Fiction, Horror	Thriller	3	Triple	false	USA	English_Speaking	English	true	4	Short	1	0.030769	Efficient	Commercial	true	false
Aftersun	2,022	2,020	2020s	Contemporary	3	Brand_New	101	Standard	P50	true	null	null	0	null	false	UK	English_Speaking	English	true	8	Short	1	0.079208	Balanced	Independent	true	false
Up	2,009	2,000	2000s	Digital	16	Modern	96	Standard	P40	true	Adventure, Family, Animation	Adventure	3	Triple	false	USA	English_Speaking	English	true	2	Short	1	0.020833	Efficient	Independent	false	false
Jojo Rabbit	2,019	2,010	2010s	Contemporary	6	Recent	108	Standard	P70	true	War, Comedy	War	2	Dual	false	New Zealand	Other	English	true	11	Medium	2	0.101852	Verbose	Independent	false	false
GoodFellas	1,990	1,990	1990s	Modern	35	Vintage	145	Long	P100	true	Crime, Crime	Crime	2	Dual	false	USA	English_Speaking	English	true	10	Short	1	0.068966	Balanced	Commercial	false	false
Star Wars	1,977	1,970	1970s	Golden Age	48	Vintage	121	Long	P80	true	Adventure, Science Fiction, Action	Adventure	3	Triple	false	USA	English_Speaking	English	true	9	Short	2	0.07438	Balanced	Commercial	false	true
Black Panther	2,018	2,010	2010s	Contemporary	7	Recent	135	Long	P90	true	Adventure, Science Fiction, Action	Adventure	3	Triple	false	USA	English_Speaking	English	true	13	Medium	2	0.096296	Balanced	Commercial	false	false

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Letterboxd Movies Dataset

Dataset Description

A comprehensive dataset of movies scraped from Letterboxd, including genres, ratings, runtime, countries, and detailed movie characteristics.

This dataset contains 16246 movies with 28 features each, scraped from Letterboxd. It's perfect for:

🎬 Movie recommendation systems
📊 Film industry analysis
🤖 Machine learning projects
📈 Rating prediction models
🔍 Movie discovery algorithms

Dataset Structure

Features

Column	Type	Description
title	object	Movie title
year	float64	Movie year
decade	int64	Movie decade
decade_category	object	Movie decade category
movie_era	object	Movie movie era
age_years	float64	Movie age years
age_category	object	Movie age category
runtime	float64	Movie runtime
runtime_category	object	Movie runtime category
runtime_percentile	object	Movie runtime percentile
is_feature_length	bool	Movie is feature length
genres	object	Movie genres
primary_genre	object	Movie primary genre
genre_count	float64	Movie genre count
genre_diversity	object	Movie genre diversity
is_single_genre	bool	Movie is single genre
country	object	Movie country
country_category	object	Movie country category
language	object	Movie language
is_english	bool	Movie is english
title_length	int64	Movie title length
title_complexity	object	Movie title complexity
word_count	int64	Movie word count
title_runtime_ratio	float64	Movie title runtime ratio
runtime_efficiency	object	Movie runtime efficiency
production_scale	object	Movie production scale
is_recent	bool	Movie is recent
is_classic	bool	Movie is classic

Statistics

Total Records: 16,246
File Size: 3.41 MB
Data Quality: 99.1% complete
Year Range: 1888 - 2029
Average Runtime: 108.5 minutes

Usage

from datasets import load_dataset

# Load the dataset
dataset = load_dataset("codealchemist01/letterboxd-movies")

# Access the data
df = dataset['train'].to_pandas()
print(df.head())

Data Collection

The data was collected through web scraping of Letterboxd.com using ethical scraping practices:

Respectful rate limiting
Robots.txt compliance
No personal user data collected

Citation

If you use this dataset in your research, please cite:

@dataset{letterboxd_movies_2025,
  title={Letterboxd Movies Dataset},
  author={Kutay Ahin},
  year={2025},
  url={https://huggingface.co/datasets/codealchemist01/letterboxd-movies}
}

License

This dataset is released under the CC0 1.0 Universal License.

Downloads last month: 39

Size of downloaded dataset files:

3.57 MB

Size of the auto-converted Parquet files:

787 kB

Number of rows:

16,246