abullard1/albert-v2-steam-review-constructiveness-classifier
Text Classification • 11.7M • Updated • 38 • 1
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Review: Nice coop game, Playtime: 19, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: It's actually pretty good i recommend that to every one of you because it's a game you can do most of the things you want to, Playtime: 24, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: This game is glitchy as sh!t. It's fun but please for the love of god fix the glitches and slow loading screens. Also make it more optimised for computers. The optimization for this game is sh!ttier than Rust. EDIT 8/22/17 I've encountered numerous hackers that spawn sh!t in. I have no idea how to even hack gam... | 1 |
Review: This game is all I hoped for and more. I didn't get to play the test but form hearing that this game has an "easy" mode I was worried that it wasn't going to be as hard or fun as past titles. Boy was I wrong, this game is hard, unpredictable, rage inducing, its all the things. Minus some performance issues (hop... | 1 |
Review: Fun discoveries and challenge at every turn! Dear Margit, I'll keep my foolish ambitions, thank you very much., Playtime: 36, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: fun game. follow me on twitch! INtoTHEcrosFIRE, Playtime: 5, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: If you are good or average at any shooter games well you will be terrible at this! Has a very large learning curve!, Playtime: 11, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: oohjbhfhjvgfchvhgviuhbhu heehee, Playtime: 5, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: *AHEM* OPTIMIZATION!, Playtime: 167, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: its really fun, i never really excepted it to be as fun. when i tried it out. i would recommend this game, for people who likes having fun in games and chill. i would play this for hours!!!, Playtime: 3, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: *Overview* In my honest opinion, the game's been going downhill. The streamers have been overhyping it to death, ignoring the real problems with the game. The gunplay is pretty great, but you'll get the same gunplay experience from the Arma series. The community has major problems, including hackers. *More Deta... | 1 |
Review: I've played this game of the course of an entire year, and I'm still not tired of it. This is a great, ridiculous game to get. The community is loving, and loves to trade. Casual is amazing, and so is competitive. All around this game is great, with a lot to offer! Get it now! :D, Playtime: 1116, Voted Up: True... | 1 |
Review: Game is outdated and online sucks. Lots of modders out there giving you money drops so Rockstar can ban you and just there to do more than just troll you, Playtime: 33, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 1 |
Review: gud. graphix r as tight as ur mothers a$$, Playtime: 285, Voted Up: True, Upvotes: 0, Votes Funny: 2 | 0 |
Review: Adapting from CSS was a 15-20 hour process, I now feel comfortable to play competitive matches and my rank is building all the time. Skins adds a new dimension to CS and I think most would agree this customisation is great!, Playtime: 92, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 1 |
Review: among me? uuwhaat?, Playtime: 40, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: sale seinfeld, Playtime: 29, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Pretty good game, I r8 8/8, Playtime: 620, Voted Up: True, Upvotes: 2, Votes Funny: 0 | 0 |
Review: This game is fun and well maintained especially map wise. Weapons could use some modding for where bullets go. Some issues with hckers but still an over all great game. People do need to become less aggresive and play the game for fun. I still enjoy the game and I just want to mention that the drops need moddin... | 1 |
Review: ok i am going to say this clearly IF YOUR ARE NOT GONNA BUY PORTABLE HARD DRIVE EXCLUSIVLY FOR GMOD THAT IS ATLEAST 160 GIGABYTES DO NOT GET THIS GAME, Playtime: 83, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: ubi bad game good, Playtime: 544, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: i lik e, Playtime: 41, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Game is grindy as hell now. Don't buy it. Before the XP system, there were more playstyles in the game than now. Now it's so linear and you can't branch off and do your own thing. You're literally forced by the devs to follows a strict path that brings you to your destination, which is being able to craft high-... | 1 |
Review: good game, 2 doors>1 door, Playtime: 42, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: This game is retarded cause you need prime to get ranked, Playtime: 35, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 0 |
Review: a nice and fun game, Playtime: 19, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Only play this game if you know read my advice !. Don't play its to hard for you 2. If you do play you will die Allot but its intended, Playtime: 98, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: The 'Slick Rick" of First Person Shooter Storytelling, Playtime: 696, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: this game is the worst these fucking teamers ruin the good game i hope this game falls off, Playtime: 29, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Super Fun Adicting game, Playtime: 10, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Well, took some of my time, Playtime: 1147, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: just yes., Playtime: 93, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: yeah, easily one of the best games ive ever played. infinitely replayable, relaxing to explore., Playtime: 652, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: Lagging . !!!! after new release, Playtime: 19, Voted Up: False, Upvotes: 1, Votes Funny: 1 | 1 |
Review: its fucking elden ring, Playtime: 150, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Very fun with friends, not so when you're alone, Playtime: 262, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: Amazing game to play with friends. The bosses are funny and scary at the same time and take a lot to defeat which is nice so the game doesnt last only 4 hours. Great to go collect things with friends and try to become the best., Playtime: 38, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 1 |
Review: Really fun game, just need to give it some time., Playtime: 253, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: penis in my butt hole, Playtime: 138, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: seski game, Playtime: 5, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: The game is very realistic, first hour in I get told I have no bitches., Playtime: 24, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: Mods keep this game alive, Playtime: 2041, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: It's real fun with friends!, Playtime: 8, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: Awesome game - endless things to do/build and even better with friends! Definetly recommended., Playtime: 165, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: Each different people you have on Discord will be a different experience and I really love that. However, public rooms are just full of 0 IQ's lol, Playtime: 3, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: dit me valve, Playtime: 588, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: rust: no one has a life good luck 1 v 12ing dont play official, Playtime: 1739, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: this is a fun game i recommend it to first person shooter fans that like to fun more than the competive side of things 8/10, Playtime: 816, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 1 |
Review: This game is a game that only people who have hours of their life to waste on and you have this as a second life you may take this game serious or you could play now and then I’m in the middle with 1.2k hours of experience this game already made me depressed at 300 hours now I wanna end my life have fun on the ... | 0 |
Review: Personally I think the game is great. Its fun, atction packed and very team based. This is deffanaitley a game I could play for a long time. One thing is, the controls are a little bit fiddly and need some effort to get used to them. Apart from that team fortress 2 is a great game and I very much recommend it. ... | 1 |
Review: I am addicted to this, please help. Its horrible., Playtime: 1213, Voted Up: False, Upvotes: 7, Votes Funny: 3 | 0 |
Review: Very entertaining (most of the mods are great) boss fights are by far the best part. Pre-hardmode can get a bit boring - due to the farming and building to hell can take a while to build., Playtime: 141, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 1 |
Review: I mean...is fun...play at own risk. Glad i can be helpful, Playtime: 122, Voted Up: True, Upvotes: 1, Votes Funny: 1 | 0 |
Review: Pretty impressive. Worth my freetime. Perfect to mess around in the game (sandbox). Perfect to have fun with people (prop hunt). Perfect to make some laughs with your friends. If you have GMOD, you're in for treat!, Playtime: 129, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: lot of Cheaters hacker and Scammers, Playtime: 50, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 1 |
Review: I meet the system requirments but can even get anywhere near 60 fps on lowesy settings, Playtime: 321, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 1 |
Review: i like this game soo mach, Playtime: 5, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: I tried to get addons but after hours of reading advices from other players that had similiar Problems it is still not working and i can install every map again and again after i restart the game and if i install all there are still no addons shown. Therefore this game was just an experience of wasted time and ... | 1 |
Review: TTT is fun to play!, Playtime: 176, Voted Up: True, Upvotes: 0, Votes Funny: 1 | 1 |
Review: With Friends, Playtime: 363, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: It's the most original and unique FPS., Playtime: 30, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: The only downside in this game is that it is unfriendly to beginners/children compared to Minecraft but instead offers a lot more in depth game play due to the assortment of items, npc's, things to do etc. I highly recommend for ages above 10 or younger if they have previous experience with similar games. If yo... | 1 |
Review: This is my first Souls type game and I have to say its very fun. I thought the hard challenge the game has would frustrate me in a bad way and I would give up but I have found it frustrates me in a great way and make me want to do better. It took me 3 Hours of constant death but I defeated the Tree Sentinel as ... | 1 |
Review: really good game should just be a bit cheaper., Playtime: 3, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: very goofy and fun but learn how to play before going into a game if not u get stressed, Playtime: 11, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: bad servers, tickratio on the servers. extremly fundamental for trowing out your pc. toxic team m8s every game, Playtime: 158, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 1 |
Review: good game its fun when you get rich, Playtime: 33, Voted Up: True, Upvotes: 2, Votes Funny: 0 | 0 |
Review: What's grass?, Playtime: 212, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: I remember when this was not free., Playtime: 7, Voted Up: False, Upvotes: 1, Votes Funny: 0 | 0 |
Review: so sexy, better than cs, Playtime: 127, Voted Up: True, Upvotes: 3, Votes Funny: 0 | 0 |
Review: this game ia awesome, Playtime: 4, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Let's be honest, this game will never be fixed., Playtime: 172, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 0 |
Review: First Hat Simulator, Playtime: 3, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Interesting game, could seem repetitive if played a lot, but remains one of the bests "realistic" battle royale. ---{ Graphics }--- ☐ You forget what reality is ☐ Beautiful ☑ Good ☐ Decent ☐ Bad ☐ Don‘t look too long at it ☐ MS-DOS ---{ Gameplay }--- ☐ Very good ☑ Good ☐ It's just gameplay ☐ Mehh ☐ Watch paint ... | 1 |
Review: This game is great take note dont let anti virus soft ware on to the game it will fk up ur game experience, Playtime: 330, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: game good. epik store bad. cheaters bad. but game good., Playtime: 2278, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: Fun solo, with friends, or pug teams. A mic is recomended for teams. Frequent updates. I've needed this game for a while now., Playtime: 67, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: motion blur off by default great game 5/7, Playtime: 25, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: Banger Game. Big Recommend., Playtime: 116, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: The detail, graphics, concepts, etc. of this game are all amazingly impressive. But.. I have a few suggestions for the game. First, I’d say we need a “Report” button, in where you can report someone for any bad thing they’re doing. That includes, cheating, hacking, or cussing, most importantly. The cussing and ... | 1 |
Review: Well, Its a great game but It's not for me., Playtime: 2, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: That intense feeling when your in the last 10 players and the last circle is intense., Playtime: 24, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: OMG!!!, Playtime: 6, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: One of the best games!!!, Playtime: 141, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: pOOG, Playtime: 16, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: If anyone will make the most objectively perfect game someday, it'll be fromsoft and this is justanother step toward that., Playtime: 143, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: its pretty dank, public lobbies suck (most of the time) private lobbies with good players are the best (unless they tryhard your entire family) oh yeah you run into hackers, Playtime: 1, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: Best game ever GET IT FOR SURE, Playtime: 128, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: i love it so far., Playtime: 4, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Bildiğimiz kantır., Playtime: 598, Voted Up: True, Upvotes: 2, Votes Funny: 0 | 0 |
Review: If you see this review but haven't bought the game yet, the **** are you waiting for?, Playtime: 368, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: Overall a very enganging experience., Playtime: 121, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: One of my favorites! Endless Fun!, Playtime: 168, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: This new update of rust finally got me touching grass and getting fat ahh to the gym, Playtime: 315, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 0 |
Review: The game is great! The devs are great too! unlike the devs of my other fav game., Playtime: 164, Voted Up: True, Upvotes: 1, Votes Funny: 0 | 0 |
Review: The first game ever that I had patient to do all achievements. 10/10 even with all the issues out there (balance, optimisation etc.), Playtime: 140, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 1 |
Review: This game costed me my soul my life savings and my friends :(, Playtime: 40, Voted Up: False, Upvotes: 11, Votes Funny: 3 | 0 |
Review: BETTER THEN CS GO, Playtime: 6, Voted Up: True, Upvotes: 1, Votes Funny: 2 | 0 |
Review: MEDİCCCC !!!!! !!!!, Playtime: 123, Voted Up: True, Upvotes: 0, Votes Funny: 0 | 0 |
Review: Friend bought 5 copies for us... no one could join servers or host... Continous ping not received, Playtime: 0, Voted Up: False, Upvotes: 0, Votes Funny: 0 | 1 |
End of preview. Expand in Data Studio
1.5K Steam Reviews Binary Labeled for Constructiveness
Dataset Summary
This dataset contains 1,461 Steam reviews from 10 of the most reviewed games. Each game has about the same amount of reviews. Each review is annotated with a binary label indicating whether the review is constructive or not. The dataset is designed to support tasks related to text classification, particularly constructiveness detection tasks in the gaming domain.
Also available as additional data, are train/dev/test split csv's. These contain the features of the base dataset, concatenated into strings, next to the binary constructiveness labels. These csv's were used to train the albert-v2-steam-review-constructiveness-classifier model.
The dataset is particularly useful for training models like BERT, and its' derivatives or any other NLP models aimed at classifying text for constructiveness.
Dataset Structure
The dataset contains the following columns:
- id: A unique identifier for each review.
- game: The name of the game being reviewed.
- review: The text of the Steam review.
- author_playtime_at_review: The number of hours the author had played the game at the time of writing the review.
- voted_up: Whether the user marked the review/the game as positive (True) or negative (False).
- votes_up: The number of upvotes the review received from other users.
- votes_funny: The number of "funny" votes the review received from other users.
- constructive: A binary label indicating whether the review was constructive (1) or not (0).
Example Data
| id | game | review | author_playtime_at_review | voted_up | votes_up | votes_funny | constructive |
|---|---|---|---|---|---|---|---|
| 1024 | Team Fortress 2 | shoot enemy | 639 | True | 1 | 0 | 0 |
| 652 | Grand Theft Auto V | 6 damn years and it's still rocking like its g... | 145 | True | 0 | 0 | 0 |
| 1244 | Terraria | Great game highly recommend for people who like... | 569 | True | 0 | 0 | 1 |
| 15 | Among Us | So good. Amazing game of teamwork and betrayal... | 5 | True | 0 | 0 | 1 |
| 584 | Garry's Mod | Jbmod is trash!!! | 65 | True | 0 | 0 | 0 |
Labeling Criteria
- Constructive (1): Reviews that provide helpful feedback, suggestions for improvement, constructive criticism, or detailed insights into the game.
- Non-constructive (0): Reviews that do not offer useful feedback, do not offer substance, are vague, off-topic, irrelevant, or trolling.
Of course, constructiveness is subjective, when testing the dataset on a finetuned ROBERTA model though, we managed to reach ~80% accuracy in predicting constructiveness labels on unseen data.
Notes
Please note, that the dataset is unbalanced. 63.04% of the reviews were labeled as being non-constructive while 36.96% were labeled as being constructive. Please take this into account when utilizing the dataset.
License
This dataset is licensed under the MIT License, allowing open and flexible use of the dataset for both academic and commercial purposes.
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