Datasets:

Mahika2026
/

imdb-sentiment-dataset

The training set (8k samples) was sampled first, balanced across classes
The validation set (2k samples) was sampled from remaining reviews, ensuring no overlap with training
The test set (2k samples) was sampled from the remaining reviews after train & validation selection
Each split was shuffled and index reset to avoid ordering bias

Files in This Dataset

File Name	Description
`imdb_cleaned_train_8000.csv`	Training data (8k samples, cleaned)
`imdb_cleaned_val_2000.csv`	Validation data (2k samples, cleaned)
`imdb_cleaned_test_2000.csv`	Test data (2k samples, cleaned)
`imdb_train_8000.csv`	Original training subset (before cleaning)
`imdb_val_2000.csv`	Original validation subset (before cleaning)
`imdb_test_2000.csv`	Original test subset (before cleaning)

Intended Uses

Training sentiment analysis models (e.g., DistilBERT, BERT, or other Transformers)
Benchmarking binary text classification tasks
Educational NLP experiments

Limitations

Small subset (8k training samples) — may not generalize to all domains
Only English movie reviews
Long reviews may be truncated if tokenized for models with limited input length

References

Original IMDb dataset: stanfordnlp/imdb
Cleaning method: BeautifulSoup for HTML tag removal
Example model trained on this dataset: DistilBERT IMDb Sentiment Analysis

Environment / Framework

The dataset was prepared using the following Python libraries:

Python: 3.10
Pandas: 1.6.1
BeautifulSoup: 4.12.2
Datasets: 4.10.1

Downloads last month: 25

text string	label int64	cleaned_text string	html_tags_removed int64
A movie made for contemporary audience. The masses get to see what they want to see. Action, comedy, drama and of course sensuous scenes as well. This is not exactly a movie that one would feel comfortable watching with entire family. It isn't for eyes of children. I had to fast forward quite a number of scenes.<br /><...	1	A movie made for contemporary audience. The masses get to see what they want to see. Action, comedy, drama and of course sensuous scenes as well. This is not exactly a movie that one would feel comfortable watching with entire family. It isn't for eyes of children. I had to fast forward quite a number of scenes.If it i...	40
Moonwalker is a Fantasy Music film staring Michael Jackson with different segments. I will rate each segment individually.<br /><br />Segment 1 opens the film with a Music video. The Music video is a concert of Michael Jackson performing the song "Man in the Mirror", the Music video also show's montages of historical f...	1	Moonwalker is a Fantasy Music film staring Michael Jackson with different segments. I will rate each segment individually.Segment 1 opens the film with a Music video. The Music video is a concert of Michael Jackson performing the song "Man in the Mirror", the Music video also show's montages of historical figures such ...	80
One measurement for the greatness of a movie is, 'if it came on t.v. right now, would you want to sit there and watch it again?' My answer for the Grand Canyon is as powerful a "yes" as it would be for nearly any movie I have ever seen. There are just so many powerful moments, such an intelligent and moving story, such...	1	One measurement for the greatness of a movie is, 'if it came on t.v. right now, would you want to sit there and watch it again?' My answer for the Grand Canyon is as powerful a "yes" as it would be for nearly any movie I have ever seen. There are just so many powerful moments, such an intelligent and moving story, such...	10
While I suppose this film could get the rap as being Anti-Vietnam, while watching it I didn't feel that such was the case as much as the film was simply an honest look into the perspective of the young guys being trained for a war that the public didn't support.... it showed their fear, their desperation, their drive.....	1	While I suppose this film could get the rap as being Anti-Vietnam, while watching it I didn't feel that such was the case as much as the film was simply an honest look into the perspective of the young guys being trained for a war that the public didn't support.... it showed their fear, their desperation, their drive.....	0
Currently, this film is listed on IMDb as the 42nd worst film ever made--which is exactly why I rented it from NetFlix. However, I am saddened to report that the film, while bad, is no where near bad enough to merit being in the bottom 100 films ever made list. I have personally seen at least 100 films worse than this ...	0	Currently, this film is listed on IMDb as the 42nd worst film ever made--which is exactly why I rented it from NetFlix. However, I am saddened to report that the film, while bad, is no where near bad enough to merit being in the bottom 100 films ever made list. I have personally seen at least 100 films worse than this ...	70
Twisted, bizarre, enchanting, and hilarious! I couldn't stop laughing watching this film. Darren Stein presents the movies he made on the family camcorder growing up in Southern California in the 1980's. It's an interesting look at a budding filmmaker and his motivations and ability to manipulate for the camera. Manipu...	1	Twisted, bizarre, enchanting, and hilarious! I couldn't stop laughing watching this film. Darren Stein presents the movies he made on the family camcorder growing up in Southern California in the 1980's. It's an interesting look at a budding filmmaker and his motivations and ability to manipulate for the camera. Manipu...	40
Based on Robert Louis Stevenson's St. Ives, the film tells the story of a dashing young French Hussar captain (Jean Marc Barr) during the Napoleonic wars. Captured in battle he is sent to a prisoner of war camp in the Scottish Highlands, run by Major Farquhar (Richard E Grant) In short order he falls in love with a loc...	1	Based on Robert Louis Stevenson's St. Ives, the film tells the story of a dashing young French Hussar captain (Jean Marc Barr) during the Napoleonic wars. Captured in battle he is sent to a prisoner of war camp in the Scottish Highlands, run by Major Farquhar (Richard E Grant) In short order he falls in love with a loc...	0
It's not well shot, well written or well acted but it has to be the most addictive show I've seen since Twin Peaks. Every single revelation is timed so well that you have to see the next episode to get any kind of closure. They have even slowed down the pace of the show where they only reveal tiny amounts of informatio...	1	It's not well shot, well written or well acted but it has to be the most addictive show I've seen since Twin Peaks. Every single revelation is timed so well that you have to see the next episode to get any kind of closure. They have even slowed down the pace of the show where they only reveal tiny amounts of informatio...	0
I thought the film was good in parts.the start was exciting .the first 30 minutes of the film were good.the camera angles in the first 30 minutes were strange and i did not like it coz the were they not covering the actors entirely.<br /><br />i think the last 25 minutes of the film were really not that great from whic...	0	I thought the film was good in parts.the start was exciting .the first 30 minutes of the film were good.the camera angles in the first 30 minutes were strange and i did not like it coz the were they not covering the actors entirely.i think the last 25 minutes of the film were really not that great from which we expect ...	50
This could be well have been THE definitive film noir of all time, had not the Columbia Studios cut so much of Orson Welles's original. What we are left with is a flawed, yet brilliant film that showcases the overwhelming talent of Welles as an actor/director and Rita Hayworth as a serious dramatic talent.<br /><br />'...	1	This could be well have been THE definitive film noir of all time, had not the Columbia Studios cut so much of Orson Welles's original. What we are left with is a flawed, yet brilliant film that showcases the overwhelming talent of Welles as an actor/director and Rita Hayworth as a serious dramatic talent.'The Lady Fro...	80
I don't think most people give this movie as much credit as it deserves. I love low budget horror movies and this takes the cake, especially for originality. Yes the Scarecrow is a Kung-Fu fighting frightner, but why not? No one else is willing to go that far. I really haven't had this much fun watching a movie since C...	1	I don't think most people give this movie as much credit as it deserves. I love low budget horror movies and this takes the cake, especially for originality. Yes the Scarecrow is a Kung-Fu fighting frightner, but why not? No one else is willing to go that far. I really haven't had this much fun watching a movie since C...	0
Fast paced and funny satire about that original "reality TV", the soap opera. The script by playwright Robert Harling is packed with one liners and ridiculous situations. The best of them is the climax, a live broadcast that quickly deteriorates into bad improv and a brain transplant. Keven Kline's murdering of his lin...	1	Fast paced and funny satire about that original "reality TV", the soap opera. The script by playwright Robert Harling is packed with one liners and ridiculous situations. The best of them is the climax, a live broadcast that quickly deteriorates into bad improv and a brain transplant. Keven Kline's murdering of his lin...	10
This movie was a fascinating look at creole culture and society that few African Americans are aware. My own two children are by products of a paternal grandmother whose father was a member of the gens de couleur libre and a black skin woman whose parents were ex-slaves. He married outside of and against his culture an...	1	This movie was a fascinating look at creole culture and society that few African Americans are aware. My own two children are by products of a paternal grandmother whose father was a member of the gens de couleur libre and a black skin woman whose parents were ex-slaves. He married outside of and against his culture an...	0
I'm not sure if users ought to be allowed to review films after only sitting through half, but I'm afraid I just couldn't stand another minute.<br /><br />If this abject excuse for a film doesn't have the late, great GP spinning like a wheel in his grave, then I doubt anything will.<br /><br />The excellent review abov...	0	I'm not sure if users ought to be allowed to review films after only sitting through half, but I'm afraid I just couldn't stand another minute.If this abject excuse for a film doesn't have the late, great GP spinning like a wheel in his grave, then I doubt anything will.The excellent review above 'Not a film for Parson...	70
How can you gather this respectable cast of young British actors and come up with such a pile of filmic manure? Horrible script, annoyingly hectic camera, awfully edited, gruesomely badly acted. Only Rhys Ifans tries to fill his role with life. Another painful proof that "different" sometimes equals "dreck". Why do the...	0	How can you gather this respectable cast of young British actors and come up with such a pile of filmic manure? Horrible script, annoyingly hectic camera, awfully edited, gruesomely badly acted. Only Rhys Ifans tries to fill his role with life. Another painful proof that "different" sometimes equals "dreck". Why do the...	0
Well, i can and will be very short. This is a wrong-balanced, non-convincing film that could have been a little bit better. The script seems to not know which way to go ... from funny to cliche-wise serious... it's a bit silly. That plus too much sentences we have heard before "the hacker is in florida, or no, he is in...	0	Well, i can and will be very short. This is a wrong-balanced, non-convincing film that could have been a little bit better. The script seems to not know which way to go ... from funny to cliche-wise serious... it's a bit silly. That plus too much sentences we have heard before "the hacker is in florida, or no, he is in...	10
It was a Sunday night and I was waiting for the advertised movie on TV. They said it was a comedy! The movie started, 10 minutes passed, after that 30 minutes and I didn't laugh not even once. The fact is that the movie ended and I didn't get even on echance to laugh. PLEASE, someone tickle me, I lost 90 minutes for no...	0	It was a Sunday night and I was waiting for the advertised movie on TV. They said it was a comedy! The movie started, 10 minutes passed, after that 30 minutes and I didn't laugh not even once. The fact is that the movie ended and I didn't get even on echance to laugh. PLEASE, someone tickle me, I lost 90 minutes for no...	0
Jeffrey Combs is an insane scientist whose stem cell research has morphed into a diabolical scheme to create a hybrid hammerhead shark humanoid life form, hoping to breed a brand new species using Hunter Tylo's womb. It won't be easy for Tylo is a tough broad and her boyfriend, William Forsythe, isn't about to give her...	0	Jeffrey Combs is an insane scientist whose stem cell research has morphed into a diabolical scheme to create a hybrid hammerhead shark humanoid life form, hoping to breed a brand new species using Hunter Tylo's womb. It won't be easy for Tylo is a tough broad and her boyfriend, William Forsythe, isn't about to give her...	30
Penny Princess finds American working girl Yolande Donlon the inheritor of a small kingdom that lies in that triangle where France, Italy, and Switzerland meet called Lampidorra. It seems as though the Lampidorrans owe bills all over Europe and the main occupation of the country is smuggling due to its geography. An Am...	1	Penny Princess finds American working girl Yolande Donlon the inheritor of a small kingdom that lies in that triangle where France, Italy, and Switzerland meet called Lampidorra. It seems as though the Lampidorrans owe bills all over Europe and the main occupation of the country is smuggling due to its geography. An Am...	50
This is one of the best crime-drama movies during the late 1990s. It was filled with a great cast, a powerful storyline, and many of the players involved gave great performances. Pacino was great; he should have been nominated for something. John Cusack was good too, as long as the viewer doesn't mind his Louuu-siana a...	1	This is one of the best crime-drama movies during the late 1990s. It was filled with a great cast, a powerful storyline, and many of the players involved gave great performances. Pacino was great; he should have been nominated for something. John Cusack was good too, as long as the viewer doesn't mind his Louuu-siana a...	10
This has to be one of the most beautiful, moving, thought provoking films around. It's good family entertainment and at the same time makes you think very hard about the issues involved. Every time I see the "ghost of Zac riding the bike through the puddle at the end I can't help but cry my eyes out. John Thaw's perfor...	1	This has to be one of the most beautiful, moving, thought provoking films around. It's good family entertainment and at the same time makes you think very hard about the issues involved. Every time I see the "ghost of Zac riding the bike through the puddle at the end I can't help but cry my eyes out. John Thaw's perfor...	0
If you go see this movie you'll be holding a grudge against the movie theatre, the director, the producer, the actors and the person that told you to go see it! Shame on you, Sarah Michelle Geller, for putting your name and face to this poor excuse of a movie. It may have been more scary if the Japanese actors would ha...	0	If you go see this movie you'll be holding a grudge against the movie theatre, the director, the producer, the actors and the person that told you to go see it! Shame on you, Sarah Michelle Geller, for putting your name and face to this poor excuse of a movie. It may have been more scary if the Japanese actors would ha...	0
Sheesh! What a dreadful movie. Dodgy camera work, a script with more corn than Kellogg's, and acting so hammy you could open a pig farm with it. <br /><br />To cap it all, it doesn't know which audience to aim at - we have Cornel Wilde - or is that Corny Wilde? - getting on his soap box about the hazards of smoking any...	0	Sheesh! What a dreadful movie. Dodgy camera work, a script with more corn than Kellogg's, and acting so hammy you could open a pig farm with it. To cap it all, it doesn't know which audience to aim at - we have Cornel Wilde - or is that Corny Wilde? - getting on his soap box about the hazards of smoking any time someon...	20
I LOVE Don Knotts, let me just say that up-front! He is an enormous talent and the best at what he does, which is portray a nervous, lovably befuddled loser thrown into a position of authority. He is fabulous in this role as Roy Fleming, the Reluctant Astronaut, but the film is pretty dull, really, even though as a kid...	0	I LOVE Don Knotts, let me just say that up-front! He is an enormous talent and the best at what he does, which is portray a nervous, lovably befuddled loser thrown into a position of authority. He is fabulous in this role as Roy Fleming, the Reluctant Astronaut, but the film is pretty dull, really, even though as a kid...	20
I've bought certain films on disc even though the second rate presentation wasn't an option. A certain company I won't identify here has put out several pan and scan dvds ("Clean and Sober", "Star 80", and this one, to name just three!) of films I don't think anyone wants to see in this compromised format. Some discs g...	1	I've bought certain films on disc even though the second rate presentation wasn't an option. A certain company I won't identify here has put out several pan and scan dvds ("Clean and Sober", "Star 80", and this one, to name just three!) of films I don't think anyone wants to see in this compromised format. Some discs g...	30
1.) This movie was amazing! I watched it while I was in the town next to the one where he grew up! I went and saw the buildings that the story took place in. Overall, I loved this movie, One of Jake Gyllenhaal's best!! Also- my favorite parts were the science fair, and all the times with his father. They were so sad, i...	1	1.) This movie was amazing! I watched it while I was in the town next to the one where he grew up! I went and saw the buildings that the story took place in. Overall, I loved this movie, One of Jake Gyllenhaal's best!! Also- my favorite parts were the science fair, and all the times with his father. They were so sad, i...	0
The 1980s TV show, updated with fresh female flesh, and raunchy language. "The Dukes of Hazzard" passed me by; it was not repeated whenever I was in front of the television in either New York or California; or, I probably would have watched. Still, from somewhere (like the clips accompanying this film's updated 2005 re...	0	The 1980s TV show, updated with fresh female flesh, and raunchy language. "The Dukes of Hazzard" passed me by; it was not repeated whenever I was in front of the television in either New York or California; or, I probably would have watched. Still, from somewhere (like the clips accompanying this film's updated 2005 re...	20
Loosely intended as a satire of D.W. Griffith's Intolerance, The Three Ages was Buster Keaton's first attempt at a full length comedy feature. The only similarities to Intolerance are the opening "book" scene and the fact that similar stories through the ages are edited together into a complete film. Keaton's reasoning...	1	Loosely intended as a satire of D.W. Griffith's Intolerance, The Three Ages was Buster Keaton's first attempt at a full length comedy feature. The only similarities to Intolerance are the opening "book" scene and the fact that similar stories through the ages are edited together into a complete film. Keaton's reasoning...	0
I don't know whether to recommend this movie to the fans of " Tetsuo " or not . Why " Tetsuo " ? Because you can easily label some things about this movie as a very obvious " Tetsuo " rip - off . The concept is similar , editing is equally frantic and fast - which is good because , aside from making the movie more dyna...	1	I don't know whether to recommend this movie to the fans of " Tetsuo " or not . Why " Tetsuo " ? Because you can easily label some things about this movie as a very obvious " Tetsuo " rip - off . The concept is similar , editing is equally frantic and fast - which is good because , aside from making the movie more dyna...	50
Set in Japan, Ashura is the story of Demons taking over the earth. The premise is far more complicated, but the arching storyline should not be forgotten. Japan is in turmoil, with Demons occupying human form roaming the lands. Generally speaking Demons look and act like humans, but are evil. The Japanese word they use...	1	Set in Japan, Ashura is the story of Demons taking over the earth. The premise is far more complicated, but the arching storyline should not be forgotten. Japan is in turmoil, with Demons occupying human form roaming the lands. Generally speaking Demons look and act like humans, but are evil. The Japanese word they use...	60
Excellent view of a mature woman, that is going to lose everything (even the pruner has a mortgage). The way she gets involved into this special "business", the innocence, and the true love that exists between the people of a little town, it's mixed perfectly to give us as result a fresh, light and funny comedy. I coul...	1	Excellent view of a mature woman, that is going to lose everything (even the pruner has a mortgage). The way she gets involved into this special "business", the innocence, and the true love that exists between the people of a little town, it's mixed perfectly to give us as result a fresh, light and funny comedy. I coul...	20
I rented this movie about 3 years ago, and it still stands out in my mind as the worst movie ever made. I don't think I ever finished it. It is worse than a home video made by a high school student. I remember them doing a flashback to 1970 something and in the flashback there was a man with a polo shirt, oakley sungla...	0	I rented this movie about 3 years ago, and it still stands out in my mind as the worst movie ever made. I don't think I ever finished it. It is worse than a home video made by a high school student. I remember them doing a flashback to 1970 something and in the flashback there was a man with a polo shirt, oakley sungla...	0
I confess to have quite an uneasy feeling about ghosts movies, and while I sometimes enjoy the genre when it comes to horror, but when it comes to comedies, they really need to be crazy to be funny. 'Over Her Dead Body' seems to take afterlife a little bit too seriously, and fails in my opinion from almost any aspect I...	0	I confess to have quite an uneasy feeling about ghosts movies, and while I sometimes enjoy the genre when it comes to horror, but when it comes to comedies, they really need to be crazy to be funny. 'Over Her Dead Body' seems to take afterlife a little bit too seriously, and fails in my opinion from almost any aspect I...	0
I just can't agree with the above comment - there's lots of interesting and indeed amazing filmic imagery in this one, it has an unusual structure and moves well toward a frightening climactic sequence that is notable for it's effective use of silence. What's more, it explores the odd impulse of suicide in a very frank...	1	I just can't agree with the above comment - there's lots of interesting and indeed amazing filmic imagery in this one, it has an unusual structure and moves well toward a frightening climactic sequence that is notable for it's effective use of silence. What's more, it explores the odd impulse of suicide in a very frank...	0
I saw this movie once a long time ago, and I have no desire to ever see it again.<br /><br />This movie is about Preston Waters, a hard-lucked preteen, who always seems to be overlooked by his family and who always seems to be short on cash. All this changes when a bank robber runs over Preston's bike and passes him a ...	0	I saw this movie once a long time ago, and I have no desire to ever see it again.This movie is about Preston Waters, a hard-lucked preteen, who always seems to be overlooked by his family and who always seems to be short on cash. All this changes when a bank robber runs over Preston's bike and passes him a blank check ...	30
I really thought that this movie was superb. Not only is the history correct, but the style is sumptuous and yet intimate. I was a fan of Emily Blunt's portrayal of Victoria and how she kept her spirit even though she was forced into a virtual exile while in her youth. Blunt depicts the charismatic and sometimes dogmat...	1	I really thought that this movie was superb. Not only is the history correct, but the style is sumptuous and yet intimate. I was a fan of Emily Blunt's portrayal of Victoria and how she kept her spirit even though she was forced into a virtual exile while in her youth. Blunt depicts the charismatic and sometimes dogmat...	20
This a fascinatingly awful movie. It make so little sense that it starts to make a kind of weird internal logic of its own. Well, it would if it didn't keep darting off up side-alleys until eventually floundering under the weight of its own indecisiveness. The movie can't make up its mind whether it is a straight forwa...	0	This a fascinatingly awful movie. It make so little sense that it starts to make a kind of weird internal logic of its own. Well, it would if it didn't keep darting off up side-alleys until eventually floundering under the weight of its own indecisiveness. The movie can't make up its mind whether it is a straight forwa...	0
I used to have a fascination with the cartoon back in college when it was being made. It had much the charm of "Get Smart". While it admittedly had its faults, it was rather enjoyable.<br /><br />Naturally I was very interested in seeing the film version. That was before I saw it. Afterwords I wished it had never been ...	0	I used to have a fascination with the cartoon back in college when it was being made. It had much the charm of "Get Smart". While it admittedly had its faults, it was rather enjoyable.Naturally I was very interested in seeing the film version. That was before I saw it. Afterwords I wished it had never been made.Besides...	50
This is a low budget film with a cast of unknowns and a minimum of on location shoots. The Philippines substitute for Thailand and nobody actually goes to Hong Kong. The stock shot of a Cathay Pacific jumbo jet landing at the old airport makes the transition perfectly. This film proves that you need neither mega budget...	1	This is a low budget film with a cast of unknowns and a minimum of on location shoots. The Philippines substitute for Thailand and nobody actually goes to Hong Kong. The stock shot of a Cathay Pacific jumbo jet landing at the old airport makes the transition perfectly. This film proves that you need neither mega budget...	0
Great softcore sex, revealing and sexy, and plenty of it. Ignore the ignoramus who doesn't realize that raunchy IS sexy if done the right way. If you "erotic," go watch that Red Shoes Diary junk. If you want hot and exciting softcore done properly, this is the movie to watch. If you like the more explicit Skinemax film...	1	Great softcore sex, revealing and sexy, and plenty of it. Ignore the ignoramus who doesn't realize that raunchy IS sexy if done the right way. If you "erotic," go watch that Red Shoes Diary junk. If you want hot and exciting softcore done properly, this is the movie to watch. If you like the more explicit Skinemax film...	0