recommender-system/steam-review-and-bundle-dataset

About

This dataset is copying from https://cseweb.ucsd.edu/~jmcauley/datasets.html in Steam Video Game and Bundle Data. We are using it for our research. These datasets contain reviews from the Steam video game platform, and information about which games were bundled together.

Statistics

• Reviews : 7,793,069
• Users Write Reviews : 25,799
• Users Has Games : 88,310
• Steam Games : 32,135
• Steam Bundles : 615

Samples

For australian_user_reviews.json.gz

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{
  "user_id": "76561197970982479",
  "user_url": "http://steamcommunity.com/profiles/76561197970982479",
  "reviews": [
    {
      "funny": "",
      "posted": "Posted November 5, 2011.",
      "last_edited": "",
      "item_id": "1250",
      "helpful": "No ratings yet",
      "recommend": true,
      "review": "Simple yet with great replayability. In my opinion does \"zombie\" hordes and team work better than left 4 dead plus has a global leveling system. Alot of down to earth \"zombie\" splattering fun for the whole family. Amazed this sort of FPS is so rare."
    },
    {
      "funny": "",
      "posted": "Posted July 15, 2011.",
      "last_edited": "",
      "item_id": "22200",
      "helpful": "No ratings yet",
      "recommend": true,
      "review": "It's unique and worth a playthrough."
    },
    {
      "funny": "",
      "posted": "Posted April 21, 2011.",
      "last_edited": "",
      "item_id": "43110",
      "helpful": "No ratings yet",
      "recommend": true,
      "review": "Great atmosphere. The gunplay can be a bit chunky at times but at the end of the day this game is definitely worth it and I hope they do a sequel...so buy the game so I get a sequel!"
    }
  ]
}

For australian_users_items.json.gz

Click to expand!

{
  "user_id": "76561197970982479",
  "items_count": 277,
  "steam_id": "76561197970982479",
  "user_url": "http://steamcommunity.com/profiles/76561197970982479",
  "items": [
    {
      "item_id": "10",
      "item_name": "Counter-Strike",
      "playtime_forever": 6,
      "playtime_2weeks": 0
    },
    {
      "item_id": "20",
      "item_name": "Team Fortress Classic",
      "playtime_forever": 0,
      "playtime_2weeks": 0
    },
    {
      "item_id": "30",
      "item_name": "Day of Defeat",
      "playtime_forever": 7,
      "playtime_2weeks": 0
    },
    # Additional items continue...
  ]
}

For bundle_data.json.gz

Click to expand!

{
  "bundle_final_price": "$66.46",
  "bundle_url": "http://store.steampowered.com/bundle/450/?utm_source=SteamDB&utm_medium=SteamDB&utm_campaign=SteamDB%20Bundles%20Page",
  "bundle_price": "$73.86",
  "bundle_name": "Dharker Studio 2015 Complete",
  "bundle_id": "450",
  "items": [
    {
      "genre": "Adventure, Indie, RPG",
      "item_id": "326950",
      "discounted_price": "$8.99",
      "item_url": "http://store.steampowered.com/app/326950",
      "item_name": "Sword of Asumi"
    },
    {
      "genre": "Adventure, Indie, RPG",
      "item_id": "331490",
      "discounted_price": "$2.99",
      "item_url": "http://store.steampowered.com/app/331490",
      "item_name": "Sword of Asumi - Soundtrack"
    },
    {
      "genre": "Adventure, Indie, RPG",
      "item_id": "331491",
      "discounted_price": "$1.99",
      "item_url": "http://store.steampowered.com/app/331491",
      "item_name": "Sword of Asumi - Graphic Novel"
    },
    // More items continue...
  ],
  "bundle_discount": "10%"
}

For steam_games.json.gz

Click to expand!

  {
 "publisher": "Kotoshiro",
 "genres": [
   "Action",
   "Casual",
   "Indie",
   "Simulation",
   "Strategy"
 ],
 "app_name": "Lost Summoner Kitty",
 "title": "Lost Summoner Kitty",
 "url": "http://store.steampowered.com/app/761140/Lost_Summoner_Kitty/",
 "release_date": "2018-01-04",
 "tags": [
   "Strategy",
   "Action",
   "Indie",
   "Casual",
   "Simulation"
 ],
 "discount_price": 4.49,
 "reviews_url": "http://steamcommunity.com/app/761140/reviews/?browsefilter=mostrecent&p=1",
 "specs": [
   "Single-player"
 ],
 "price": 4.99,
 "early_access": false,
 "id": "761140",
 "developer": "Kotoshiro"
  }

For steam_reviews.json.gz

Click to view user review by Chaos Syren

{
  "username": "Chaos Syren",
  "hours": 0.1,
  "products": 41,
  "product_id": "725280",
  "page_order": 0,
  "date": "2017-12-17",
  "text": "This would not be acceptable as an entertainment even back in the day when these graphics were all there was to be had. No effort has been made to bring the player into any story or even entertain.",
  "early_access": false,
  "page": 1
}

Citations

For support the original author, please cite the following paper if you use the data like us.

1. Self-attentive sequential recommendation, Wang-Cheng Kang, Julian McAuley, ICDM, 2018. Read Paper

2. Item recommendation on monotonic behavior chains, Mengting Wan, Julian McAuley, RecSys, 2018. Read Paper

3. Generating and personalizing bundle recommendations on Steam, Apurva Pathak, Kshitiz Gupta, Julian McAuley, SIGIR, 2017. Read Paper