Datasets:

ilos-vigil
/

steam-review-aspect-dataset

Steam Review aspect dataset is a dataset of Steam Review with 8 review aspects. This dataset contains 1100 English Steam reviews, split into 900 train and 200 test. This dataset was initially created to identify which aspects are mentioned in English reviews as part of Analysis of 43 million English Steam Reviews.

Data collection and annotation

The source of the reviews comes from a snapshot of the SRec database, which was taken on 21 February 2024. SRec obtain all reviews for all games and mods using API provided by Steam. To reduce bias when selecting reviews to be annotated, I chose reviews primarily based on these criteria,

Character length.
Helpfulness score.
Popularity of the reviewed game.
Genre or category of the reviewed game.

There are 8 aspects to define review in this dataset. I am the only annotator for this dataset. A review is deemed to contain a certain aspect, even if it's mentioned implicitly (e.g., "but it'd be great if there's good looking characters...") or only mention lack of the aspect (e.g., "... essentially has no story ..."). The below table shows 8 aspects of this dataset, along with a short description and example.

Table 1. A description and example for 8 aspects in this dataset

Aspect	Short description	Review text
Recommended	Whether the reviewer recommends the game or not. This aspect comes from the one who wrote the review.	... In conclusion, good game
Story	Story, character, lore, world-building and other storytelling elements.	Excellent game, but has an awful-abrupt ending that comes out of nowhere and doesnt make sense ...
Gameplay	Controls, mechanics, interactivity, difficulty and other gameplay setups.	Gone are the days of mindless building and fun. Power grids? Taxes? Intense accounting and counter-intuitive path building ...
Visual	Aesthetic, art style, animation, visual effects and other visual elements.	Gorgeous graphics + 80s/90s anime artstyle + Spooky + Atmospheric ...
Audio	Sound design, music, voice acting and other auditory elements.	... catchy music, wonderful narrator saying very kind words ...
Technical	The technical aspects of the game such as bug, performance, OS support, controller support and overall functionality.	bad doesnt fit a 1080p monitor u bastard ...
Price	Price of the game or its additional content.	Devs are on meth pricing this game at $44
Suggestion	Suggestions for the state of the game, including external factors such as game's price or publisher partnership.	... but needs a bit of personal effort to optimize the controls for PC, otherwise ...

Take note that few reviews contain language and content that some people may find offensive, discriminatory, or inappropriate. I DO NOT endorse, condone or promote any of such language and content.

Model benchmark

Model benchmark on Steam Review aspect dataset split into 3 categories,

Base: Non-attention based language model.
Embedding: Inspired by MTEB, obtained embedding trained on Logistic Regressor for up to 100 epochs.
Fine-tune.

Source code for running these models is available on GitHub. But take note it may not follow best practice as it was written with the goal of using it only once. I ran those on Linux, RTX 3060 and 32GB RAM.

Base

Model	Macro precision	Macro recall	Macro F1	Note
Spacy Bag of Words	0.6203	0.5391	0.5494
FastText	0.6284	0.5713	0.5871	Minimum text preprocessing, use pretrained vector
FastText	0.6933	0.5821	0.6027	Minimum text preprocessing, choose hyperparameter based on K-5 fold autotune
Spacy Ensemble	0.6043	0.6773	0.6299	Choose hyperparameter based on simple grid search

Embedding

Model	Param	Max tokens	Macro precision	Macro recall	Macro F1	Note
sentence-transformers/all-mpnet-base-v2	110M	514	0.7074	0.5431	0.5853
jinaai/jina-embeddings-v2-small-en	137M	8192	0.7068	0.6075	0.6437
jinaai/jina-embeddings-v2-base-en	137M	8192	0.6813	0.6501	0.6618
Alibaba-NLP/gte-large-en-v1.5	434M	8192	0.7001	0.6501	0.6729
nomic-ai/nomic-embed-text-v1.5	137M	8192	0.7075	0.6498	0.6756
McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised	7111M	32768	0.7238	0.6697	0.6928	NF4 double quantization, instruction
WhereIsAI/UAE-Large-V1	335M	512	0.7245	0.6718	0.6946
mixedbread-ai/mxbai-embed-large-v1	335M	512	0.7215	0.6817	0.6989
intfloat/e5-mistral-7b-instruct	7111M	32768	0.7345	0.7000	0.7137	NF4 double quantization, instruction

Fine-tune

Model	Param	Max tokens	Macro precision	Macro recall	Macro F1	Note
jinaai/jina-embeddings-v2-base-en	137M	8192	0.7485	0.7257	0.7354	Choose hyperparameter from Ray Tune (30 trials)
Alibaba-NLP/gte-large-en-v1.5	434M	8192	0.8403	0.8152	0.8231	Choose hyperparameter from Ray Tune (16 trials)

Download

You can download Steam review aspect dataset from here (HuggingFace) or one of these sources,

Citation

If you wish to use this dataset in your research or project, please cite this blog post: Steam review aspect dataset

Sandy Khosasi. "Steam review aspect dataset". (2024).

For those who need it, a BibTeX citation format also has been prepared.

@misc{srec:steam-review-aspect-dataset,
    title        = {Steam review aspect dataset},
    author       = {Sandy Khosasi},
    year         = {2024},
    month        = {may},
    day          = {28},
    url          = {https://srec.ai/blog/steam-review-aspect-dataset},
    urldate      = {2024-05-28}
}

License

Steam Review aspect dataset is licensed under Creative Commons Attribution 4.0 International.

Downloads last month: 55

appid int32 10 2.64M	review stringlengths 15 8k	cleaned_review stringlengths 15 7.99k	labels sequencelengths 8 8
203,160	Tomb Raider is a fun game that is really well made. It has outsdandingly fluid, cinematic, and rewarding third-person cover-based combat, and is set in a cool, mysterious environment that makes it feel like a sexier version of an Indiana Jones movie. In the end, the question of whether or not you should buy this game...	Tomb Raider is a fun game that is really well made. It has outsdandingly fluid, cinematic, and rewarding third-person cover-based combat, and is set in a cool, mysterious environment that makes it feel like a sexier version of an Indiana Jones movie. In the end, the question of whether or not you should buy this game c...	[ 1, 1, 1, 1, 0, 0, 1, 0 ]
238,320	Did you lost faith in parkur adventure, horror and stealth genres? Did you lost hope to see realistic, immersive and HARCORE AAA game without press x to win killstreaks and cluttering UI? Outlast will restore your faith in everything mentioned and game industy! It also will prove you that indie team of 10 men can do AA...	Did you lost faith in parkur adventure, horror and stealth genres? Did you lost hope to see realistic, immersive and HARCORE AAA game without press x to win killstreaks and cluttering UI? Outlast will restore your faith in everything mentioned and game industy! It also will prove you that indie team of 10 men can do AA...	[ 1, 0, 1, 1, 0, 0, 1, 0 ]
252,490	After around an hour and a half of bad spawns, scarce resources, and short-lived ventures into the more inhabited areas of the map, I ran into the first friendly player I had met in Rust. I had initially spotted him pretty far away, but I paid no real notice to him as he had a rock equipped. Eventually he got close eno...	After around an hour and a half of bad spawns, scarce resources, and short-lived ventures into the more inhabited areas of the map, I ran into the first friendly player I had met in Rust. I had initially spotted him pretty far away, but I paid no real notice to him as he had a rock equipped. Eventually he got close eno...	[ 1, 0, 1, 0, 0, 0, 0, 0 ]
224,760	Fez is Phil Fish's stupendous indie tour-de-force, focussing on a little dude who learns to conquer the world of 3D! Fez is incredibly addictive and pleasant to play. As Phil himself states in Indie Game: The Movie, it's a stop and smell the flowers kind of game. I spent 15 hours fully completing this game and loved ...	Fez is Phil Fish's stupendous indie tour-de-force, focussing on a little dude who learns to conquer the world of 3D! Fez is incredibly addictive and pleasant to play. As Phil himself states in Indie Game: The Movie, it's a stop and smell the flowers kind of game. I spent 15 hours fully completing this game and loved ev...	[ 1, 1, 1, 0, 0, 0, 0, 0 ]
242,680	I've been completely in love with this game ever since the Mojam prototype "Wasteland Kings" was released. It's an insanely fun, fastpaced "roguelike-like" or "roguelite" with randomly generated worlds and tons of weapons to find. On top of that, the developers stream the development of the game on tuesdays and thursda...	I've been completely in love with this game ever since the Mojam prototype "Wasteland Kings" was released. It's an insanely fun, fastpaced "roguelike-like" or "roguelite" with randomly generated worlds and tons of weapons to find. On top of that, the developers stream the development of the game on tuesdays and thursda...	[ 1, 0, 1, 0, 0, 0, 0, 0 ]
55,230	RIP Johnny Gat and your whole 2 minutes of screentime. While being a good sandbox game on its own merits, SR3 does NOT improve upon SR2 in very many aspects. In fact, they actually removed a lot of content from the previous game, though it's not like most people probably played that. Gone are choosing more than one typ...	RIP Johnny Gat and your whole 2 minutes of screentime. While being a good sandbox game on its own merits, SR3 does NOT improve upon SR2 in very many aspects. In fact, they actually removed a lot of content from the previous game, though it's not like most people probably played that. Gone are choosing more than one typ...	[ 0, 1, 1, 1, 0, 1, 0, 0 ]
242,550	Has combination of tight controls and well designed levels that makes platforming satisfying, excellent graphical style and music, as well as tons of unlockable content that will keep you playing even after finishing the story. Very solid platformer. The only downside is there's no online coop; only local.	Has combination of tight controls and well designed levels that makes platforming satisfying, excellent graphical style and music, as well as tons of unlockable content that will keep you playing even after finishing the story. Very solid platformer. The only downside is there's no online coop; only local.	[ 1, 0, 1, 1, 1, 0, 0, 0 ]
240	If you played Counter-strike for Half-life 1. You'll surely like this, because, it has great graphics, gameplay, brings back memories, and plus you won't have to worry about forgetting to get ammo from the shop, because, the shop does all the ammo shopping for you. And it's cheap. If you want to play with me on this ga...	If you played Counter-strike for Half-life 1. You'll surely like this, because, it has great graphics, gameplay, brings back memories, and plus you won't have to worry about forgetting to get ammo from the shop, because, the shop does all the ammo shopping for you. And it's cheap. If you want to play with me on this ga...	[ 1, 1, 0, 1, 0, 0, 0, 0 ]
242,680	While still a work very much in progress, Nuclear Throne is currently one of my favorite games. It's a roguelike dungeon crawler with heavy "bullet-hell" elements and a little RPG sprinkled on top. When you begin a session of Nuclear Throne, you choose from one of several well-designed & freakish "mutants", each with t...	While still a work very much in progress, Nuclear Throne is currently one of my favorite games. It's a roguelike dungeon crawler with heavy "bullet-hell" elements and a little RPG sprinkled on top. When you begin a session of Nuclear Throne, you choose from one of several well-designed & freakish "mutants", each with t...	[ 1, 0, 1, 0, 0, 1, 1, 0 ]
223,470	I realise this is intended to be a darkly humored game, but it is still fucked up nonetheless. I just can't fathom how such degraded humor can be seen as funny.	I realise this is intended to be a darkly humored game, but it is still fucked up nonetheless. I just can't fathom how such degraded humor can be seen as funny.	[ 0, 1, 0, 0, 0, 0, 0, 0 ]
224,760	FEZ was overhyped. There is no denying that. When I first started playing it, I was let down. The world-turning mechanics were boring, the platforming unresponsive, at least to my tastes, the art style didn't suit me. I wondered, what was it that people loved so much about FEZ. I hated the game so much that I dropped ...	FEZ was overhyped. There is no denying that. When I first started playing it, I was let down. The world-turning mechanics were boring, the platforming unresponsive, at least to my tastes, the art style didn't suit me. I wondered, what was it that people loved so much about FEZ. I hated the game so much that I dropped ...	[ 1, 1, 1, 1, 0, 0, 0, 0 ]
242,050	I have played enough of this game to say that I really, really love it. I have played every Assassin's Creed game, even the ones on the DS and the mediocre PSP game. This is by far the best Assassin's Creed. First of all, the naval combat is intuitive and really fluid and satisfying. The combat is the same "Press B t...	I have played enough of this game to say that I really, really love it. I have played every Assassin's Creed game, even the ones on the DS and the mediocre PSP game. This is by far the best Assassin's Creed. First of all, the naval combat is intuitive and really fluid and satisfying. The combat is the same "Press B t...	[ 1, 1, 1, 1, 0, 0, 0, 0 ]
233,450	i would say yes there are many bugs especially in the ne update where the cell doors remain open in normal mode and the guards take the new prisoners in the new cells and leave them there handcuffed forever. however this is one of the funnest games iv'e ever bought and it has brought me countless hours of enjoyment, th...	i would say yes there are many bugs especially in the ne update where the cell doors remain open in normal mode and the guards take the new prisoners in the new cells and leave them there handcuffed forever. however this is one of the funnest games iv'e ever bought and it has brought me countless hours of enjoyment, th...	[ 1, 0, 1, 0, 0, 1, 0, 0 ]
213,670	Probaly the best game ive ever told people to hold back on Its fun, its rude, it's the best Southpark Game ever made, but its only a 10 to 14 hour game. Its a satisfying 10 hours mind you, i dont think i have played a game in recent memory good enough to hold me the way this game has, the atmosphere and envoriment jus...	Probaly the best game ive ever told people to hold back on Its fun, its rude, it's the best Southpark Game ever made, but its only a 10 to 14 hour game. Its a satisfying 10 hours mind you, i dont think i have played a game in recent memory good enough to hold me the way this game has, the atmosphere and envoriment jus...	[ 0, 1, 0, 1, 0, 0, 1, 0 ]
219,740	This is such a great game. It's a well put together survival game with many things to do. Whether you want to just build a sandbox wilderness empire or try to escape, it's entirely fun no matter what. I've tried to actually complete the game, but I always end up building a massive epic fortress complete with my very ow...	This is such a great game. It's a well put together survival game with many things to do. Whether you want to just build a sandbox wilderness empire or try to escape, it's entirely fun no matter what. I've tried to actually complete the game, but I always end up building a massive epic fortress complete with my very ow...	[ 1, 0, 1, 1, 0, 0, 0, 0 ]
251,470	Update circa Feb 2017: PLEASE READ! It's been brought to my attention that there is a code for unlocking all the characters and stages in the game. One of the main reasons I could not recommend this game at all on release was that, as far as I knew, it was not possible to unlock all single-player content without mult...	Update circa Feb 2017: PLEASE READ! It's been brought to my attention that there is a code for unlocking all the characters and stages in the game. One of the main reasons I could not recommend this game at all on release was that, as far as I knew, it was not possible to unlock all single-player content without multi...	[ 0, 0, 1, 0, 0, 1, 1, 1 ]
262,080	this 3D robot-shooting theme was attracting me, so i bought it, but after i played it, i found the game is terrible. shooting is unreal, character's animations(moving, jumping, that kind of things) are weird, enemy AI is stupid. and can i skip all the voice and cutscene?Some can skip, some can't, i don't want to see...	this 3D robot-shooting theme was attracting me, so i bought it, but after i played it, i found the game is terrible. shooting is unreal, character's animations(moving, jumping, that kind of things) are weird, enemy AI is stupid. and can i skip all the voice and cutscene?Some can skip, some can't, i don't want to see o...	[ 0, 0, 1, 1, 1, 1, 0, 0 ]
230,230	Have you ever asked yourself, "Man, why doesn't someone make a cooperative fantasy RPG with all the nifty RPG-ism's that I love, like skills and talents and crafting and that I can play at my own pace with my friend and we can decide how we complete quests and treat people in the world and if we disagree then there was...	Have you ever asked yourself, "Man, why doesn't someone make a cooperative fantasy RPG with all the nifty RPG-ism's that I love, like skills and talents and crafting and that I can play at my own pace with my friend and we can decide how we complete quests and treat people in the world and if we disagree then there was...	[ 1, 1, 1, 1, 0, 0, 0, 0 ]
230,230	I've been waiting since the likes of Planescape Torment and Baldurs Gate 2 for a game to match their sheer perfection, many games came quite close, but Divinity Original Sin just manages to hit so many nails on the head its not funny. It looks great and still plays fine on my aging PC, it has a great storyline, it's tw...	I've been waiting since the likes of Planescape Torment and Baldurs Gate 2 for a game to match their sheer perfection, many games came quite close, but Divinity Original Sin just manages to hit so many nails on the head its not funny. It looks great and still plays fine on my aging PC, it has a great storyline, it's tw...	[ 1, 1, 1, 0, 1, 0, 0, 0 ]
261,470	Beware as you are just looking at the best 4X game that is. Don't look at my played time here, this game was available for years already from a very unheard of distributor BUT now is available on Steam at last for the people to see it already. Maybe you are wondering why it costs so much. Well it has 4 expansions bui...	Beware as you are just looking at the best 4X game that is. Don't look at my played time here, this game was available for years already from a very unheard of distributor BUT now is available on Steam at last for the people to see it already. Maybe you are wondering why it costs so much. Well it has 4 expansions bui...	[ 1, 0, 1, 1, 0, 0, 1, 0 ]
227,300	This game is meditation, the thought-cleansing effect of driving a thousand kilometres along the highway cannot be understated. Occasionally poor AI choices behind the wheel may spike your blood pressure but overwhelmingly ETS2 is a relaxing thing to stick on after a rough day. And if that's not enough you can just dri...	This game is meditation, the thought-cleansing effect of driving a thousand kilometres along the highway cannot be understated. Occasionally poor AI choices behind the wheel may spike your blood pressure but overwhelmingly ETS2 is a relaxing thing to stick on after a rough day. And if that's not enough you can just dri...	[ 1, 0, 1, 0, 0, 0, 0, 0 ]
250,900	+ The amount of stuff to grab and to do, insane + New engine blows the old Isaac out of the water (fire effects, shadows, etc.) + Game is amazingly smooth and clean + Too many achievements to count for + Too many hours spent in perspective + Best poop simulator EVER! - Incompatible with social life outside the PC. - U...	+ The amount of stuff to grab and to do, insane + New engine blows the old Isaac out of the water (fire effects, shadows, etc.) + Game is amazingly smooth and clean + Too many achievements to count for + Too many hours spent in perspective + Best poop simulator EVER! - Incompatible with social life outside the PC. - U...	[ 1, 0, 1, 1, 1, 0, 0, 0 ]
236,110	I've changed my mind on this review. Loot boxes? Yuck. Removing most servers, forcing everyone onto US West/East and European servers? Yuck. Base 250 ping at all times? Yuck. I want my Oceanic server back, so I can actually enjoy the game properly. Until better region support is reintroduced, this'll remain a negativ...	I've changed my mind on this review. Loot boxes? Yuck. Removing most servers, forcing everyone onto US West/East and European servers? Yuck. Base 250 ping at all times? Yuck. I want my Oceanic server back, so I can actually enjoy the game properly. Until better region support is reintroduced, this'll remain a negativ...	[ 0, 0, 0, 0, 0, 1, 1, 1 ]
239,030	POTENTIAL SPOILERS Some guy came to me asking for mercy, gave me $20 and gave me a digital watch and asked me to let him in for the love of god, I arrested him. I let a prostitute get enslaved because I felt like it. I've ruined more marraiges than Monopoly. I've made a deal with a group of terrorists. I put po...	POTENTIAL SPOILERS Some guy came to me asking for mercy, gave me $20 and gave me a digital watch and asked me to let him in for the love of god, I arrested him. I let a prostitute get enslaved because I felt like it. I've ruined more marraiges than Monopoly. I've made a deal with a group of terrorists. I put poiso...	[ 1, 1, 1, 0, 0, 0, 0, 0 ]
244,210	Despite it's lack of official content and the dullness of the career mode, partly due to the sloppy AI, Assetto Corsa is simply the best racing sim ever developed. Everything smells the love of cars, from its jaw breaking physics to the amazing graphics, and just that feel of the car. A new benchmark for racing sims.	Despite it's lack of official content and the dullness of the career mode, partly due to the sloppy AI, Assetto Corsa is simply the best racing sim ever developed. Everything smells the love of cars, from its jaw breaking physics to the amazing graphics, and just that feel of the car. A new benchmark for racing sims.	[ 1, 0, 1, 1, 0, 1, 0, 0 ]
257,510	If Animus would have ever spent a night of passion with GlaDOS, then this would be their child :) Influenced by Portal series and early Assassin's Creed games, among others, this game is a mind-blowing combination of puzzle-solving tasks with a story which builds a philosophical bridge between religion and science in a...	If Animus would have ever spent a night of passion with GlaDOS, then this would be their child :) Influenced by Portal series and early Assassin's Creed games, among others, this game is a mind-blowing combination of puzzle-solving tasks with a story which builds a philosophical bridge between religion and science in a...	[ 1, 1, 1, 1, 1, 0, 0, 0 ]
49,520	[h1]Borderlands 2 - Excellent Story, Solid Gameplay, Great Characters and one of the very best Coop experiences around.[/h1] [table] [tr] [th][h1]\|\| 9.5 \|\|[/h1][/th] [th]Score[/th] [th]Comment[/th] [/tr] [tr] [td]Graphics[/td] [td]8[/td] [td]Borderlands 2 has a visual style all its own, i...	Borderlands 2 - Excellent Story, Solid Gameplay, Great Characters and one of the very best Coop experiences around. \|\| 9.5 \|\| Score Comment Graphics 8 Borderlands 2 has a visual style all its own, it may not initially impress some used to a "next generation, high definition, ultra realistic landscape", but it is...	[ 1, 1, 1, 1, 1, 0, 0, 0 ]
289,130	Civ 5, Heroes of Might and Magic had a baby together and that baby grew up and had a baby with Endless Space and this baby has now grown up and it is glorious in every level. Incredibly polished, incredibly neat, incredibly addictive and a game that stands out from the rest. If you like Empire-builders, this game is f...	Civ 5, Heroes of Might and Magic had a baby together and that baby grew up and had a baby with Endless Space and this baby has now grown up and it is glorious in every level. Incredibly polished, incredibly neat, incredibly addictive and a game that stands out from the rest. If you like Empire-builders, this game is f...	[ 1, 0, 1, 0, 0, 0, 0, 0 ]
239,140	Lemme give it to y'all straight, who are on the fence; - Yes, the game is very much worth it at full price. - One of the first games in a long while, that has kept me up until 5 A.M. in the morning, because of how lost I get myself into it. - Doesn't do dumb jump scares, save for a VERY FEW TIMES, and each one count...	Lemme give it to y'all straight, who are on the fence; - Yes, the game is very much worth it at full price. - One of the first games in a long while, that has kept me up until 5 A.M. in the morning, because of how lost I get myself into it. - Doesn't do dumb jump scares, save for a VERY FEW TIMES, and each one count...	[ 1, 1, 1, 0, 0, 0, 1, 0 ]
239,140	Intel Core 2 Quad @2.66GHz 8GB Memory Win 7 64 bit. Geforce GTX 680 (X2) SLI My CPU is pretty far under minimum requirements, but the game still loads up. The tutorial was releatively lag free. Once I got out in the open, however, the lag was incredibly noticeable. I'm sure I can "play the game", everything looks grea...	Intel Core 2 Quad @2.66GHz 8GB Memory Win 7 64 bit. Geforce GTX 680 (X2) SLI My CPU is pretty far under minimum requirements, but the game still loads up. The tutorial was releatively lag free. Once I got out in the open, however, the lag was incredibly noticeable. I'm sure I can "play the game", everything looks grea...	[ 1, 0, 0, 0, 0, 1, 0, 0 ]
107,410	Oh man. Where to even begin with this one. It would be an extreme disservice to simply call Arma 3 a shooter, as it is so, so much more than that. Arma 3 is a military simulator. This is a distinction that it’s developers hold sacred and are proud of, and one to which I can attest is completely accurate and deserved. B...	Oh man. Where to even begin with this one. It would be an extreme disservice to simply call Arma 3 a shooter, as it is so, so much more than that. Arma 3 is a military simulator. This is a distinction that it’s developers hold sacred and are proud of, and one to which I can attest is completely accurate and deserved. B...	[ 1, 1, 1, 1, 0, 0, 0, 0 ]
335,670	This might literally be the coolest game I've ever played, and possibly the best game that I've played in the last 10 years. Though, I might be the wrong person to ask though as Earthbound is my favorite game, and this game is obviously heavily Earthbound inspired. Stylistically and comedy wise anyway. The story is mu...	This might literally be the coolest game I've ever played, and possibly the best game that I've played in the last 10 years. Though, I might be the wrong person to ask though as Earthbound is my favorite game, and this game is obviously heavily Earthbound inspired. Stylistically and comedy wise anyway. The story is mu...	[ 1, 1, 1, 0, 0, 0, 0, 0 ]
295,110	load in get attacked by a man named pizza team up with a guy named dylan to kill pizza, pizza runs a way loot all the bags from dead ppl on the ground go with dylan up north meet one more to add to the group find dylans friend adds him to the group keep goingf north meet 3 more on the way and add to the group get to a ...	load in get attacked by a man named pizza team up with a guy named dylan to kill pizza, pizza runs a way loot all the bags from dead ppl on the ground go with dylan up north meet one more to add to the group find dylans friend adds him to the group keep goingf north meet 3 more on the way and add to the group get to a ...	[ 1, 0, 1, 0, 0, 0, 0, 0 ]
322,170	Steam version Review (For veterans coming from the mobile version): Hi everyone! I've been a long time fan, playing the game on mobile since 1.5 (Theory of everything) The Steam version is great, because, PC versions are always better, so if you have the mobile version and you're looking to "Upgrade" your game, this i...	Steam version Review (For veterans coming from the mobile version): Hi everyone! I've been a long time fan, playing the game on mobile since 1.5 (Theory of everything) The Steam version is great, because, PC versions are always better, so if you have the mobile version and you're looking to "Upgrade" your game, this i...	[ 1, 0, 1, 1, 0, 0, 1, 0 ]
299,100	I bought this game in order to review it, seeing as there were no current reviews for it. I thought I'd help the game out by maybe giving it that tiny bit of publicity it needed to get off the ground. In doing so I have failed. As this game isn't worth reviewing, there is nothing to review. Well, I should say there is...	I bought this game in order to review it, seeing as there were no current reviews for it.I thought I'd help the game out by maybe giving it that tiny bit of publicity it needed to get off the ground. In doing so I have failed. As this game isn't worth reviewing, there is nothing to review. Well, I should say there is s...	[ 0, 0, 1, 0, 1, 0, 0, 0 ]
289,650	NPC's flying around like they are planes. NPC's driving around on invisible go-karts. Bugged faces that are hideous and hilarious. Arno likes sky diving through solid ground. ACU.exe has stopped responding. 11/10 Would buy again.	NPC's flying around like they are planes. NPC's driving around on invisible go-karts. Bugged faces that are hideous and hilarious. Arno likes sky diving through solid ground. ACU.exe has stopped responding. 11/10 Would buy again.	[ 1, 0, 0, 1, 0, 1, 0, 0 ]
222,880	a very interesting FPS multiplayer and co-op, It would be better if it was still in development like early access because it needs some work. shorter spawn times, vehicles , larger and more varied maps, what this game has that no other FPS has is realistic weapons. you will not find another game that models modern mili...	a very interesting FPS multiplayer and co-op, It would be better if it was still in development like early access because it needs some work. shorter spawn times, vehicles , larger and more varied maps, what this game has that no other FPS has is realistic weapons. you will not find another game that models modern mili...	[ 1, 0, 1, 0, 0, 0, 1, 0 ]
3,590	One of the best most fun and addicting all-time games. However, the plants should be nazi's and the zombies should be jews. There is also a hispanic snail in your garden that sleeps on the job.	One of the best most fun and addicting all-time games. However, the plants should be nazi's and the zombies should be jews. There is also a hispanic snail in your garden that sleeps on the job.	[ 1, 0, 0, 0, 0, 0, 0, 1 ]
236,930	111 reviews, only 15 bucks, published way back in April... how unfortunate. Only one guide for this game. One. The only one that I could find anyway. I only really looked for it because I had a slight difficulty with something I missed. I'd seen what I needed to do earlier, I just didn't remember, probably because I'd...	111 reviews, only 15 bucks, published way back in April... how unfortunate. Only one guide for this game. One. The only one that I could find anyway. I only really looked for it because I had a slight difficulty with something I missed. I'd seen what I needed to do earlier, I just didn't remember, probably because I'd...	[ 1, 1, 1, 0, 0, 0, 0, 0 ]
246,090	I read the negative reviews and backlash against DoubleFine, but I thought that I would be OK even if the game had some bugs and wasn't quite finished, so I picked it up anyway. That was a mistake. The game is not just unfinished, its in an Alpha state. Which is sad, because I definetly would enjoy the game if it was ...	I read the negative reviews and backlash against DoubleFine, but I thought that I would be OK even if the game had some bugs and wasn't quite finished, so I picked it up anyway. That was a mistake. The game is not just unfinished, its in an Alpha state. Which is sad, because I definetly would enjoy the game if it was ...	[ 0, 0, 1, 0, 0, 1, 1, 0 ]