{ "data_id": "42918", "name": "skillcraft1", "exact_name": "skillcraft1", "version": 1, "version_label": "1", "description": "**Author**: Mark Blair, Joe Thompson, Andrew Henrey, Bill Chen\n**Source**: [UCI](http:\/\/archive.ics.uci.edu\/ml\/datasets\/skillcraft1+master+table+dataset) - 2013\n**Please cite**: CC BY-NC-ND 4.0\n\n**Skillcraft1 master table dataset**\n\nWe aggregated screen movements into screen-fixations using a Salvucci & Goldberg (2000) dispersion-threshold algorithm, and defined Perception Action Cycles (PACs) as fixations with at least one action. Time is recorded in terms of timestamps in the StarCraft 2 replay file. When the game is played on 'faster', 1 real-time second is equivalent to roughly 88.5 timestamps. List of possible game actions is discussed in Thompson, Blair, Chen, & Henrey (2013)\n\n\n### Attribute Information:\n\n1. GameID: Unique ID number for each game (integer) \n2. LeagueIndex: Bronze, Silver, Gold, Platinum, Diamond, Master, GrandMaster, and Professional leagues coded 1-8 (Ordinal) \n3. Age: Age of each player (integer) \n4. HoursPerWeek: Reported hours spent playing per week (integer) \n5. TotalHours: Reported total hours spent playing (integer) \n6. APM: Action per minute (continuous) \n7. SelectByHotkeys: Number of unit or building selections made using hotkeys per timestamp (continuous) \n8. AssignToHotkeys: Number of units or buildings assigned to hotkeys per timestamp (continuous) \n9. UniqueHotkeys: Number of unique hotkeys used per timestamp (continuous) \n10. MinimapAttacks: Number of attack actions on minimap per timestamp (continuous) \n11. MinimapRightClicks: number of right-clicks on minimap per timestamp (continuous) \n12. NumberOfPACs: Number of PACs per timestamp (continuous) \n13. GapBetweenPACs: Mean duration in milliseconds between PACs (continuous) \n14. ActionLatency: Mean latency from the onset of a PACs to their first action in milliseconds (continuous) \n15. ActionsInPAC: Mean number of actions within each PAC (continuous) \n16. TotalMapExplored: The number of 24x24 game coordinate grids viewed by the player per timestamp (continuous) \n17. WorkersMade: Number of SCVs, drones, and probes trained per timestamp (continuous) \n18. UniqueUnitsMade: Unique unites made per timestamp (continuous) \n19. ComplexUnitsMade: Number of ghosts, infestors, and high templars trained per timestamp (continuous) \n20. ComplexAbilitiesUsed: Abilities requiring specific targeting instructions used per timestamp (continuous)", "format": "arff", "uploader": "Meilina Reksoprodjo", "uploader_id": 24140, "visibility": "public", "creator": "Mark Blair, Joe Thompson, Andrew Henrey, Bill Chen", "contributor": null, "date": "2021-05-19 22:36:27", "update_comment": null, "last_update": "2021-05-19 22:36:27", "licence": "CC BY-NC-ND", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22045550\/dataset", "kaggle_url": null, "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "skillcraft1", "We aggregated screen movements into screen-fixations using a Salvucci & Goldberg (2000) dispersion-threshold algorithm, and defined Perception Action Cycles (PACs) as fixations with at least one action. Time is recorded in terms of timestamps in the StarCraft 2 replay file. When the game is played on 'faster', 1 real-time second is equivalent to roughly 88.5 timestamps. List of possible game actions is discussed in Thompson, Blair, Chen, & Henrey (2013) ### Attribute Information: 1. GameID: Uniq " ], "weight": 5 }, "qualities": { "NumberOfInstances": 3395, "NumberOfFeatures": 20, "NumberOfClasses": null, "NumberOfMissingValues": 168, "NumberOfInstancesWithMissingValues": 57, "NumberOfNumericFeatures": 17, "NumberOfSymbolicFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 1.678939617083947, "PercentageOfMissingValues": 0.24742268041237112, "AutoCorrelation": null, "PercentageOfNumericFeatures": 85, "Dimensionality": 0.005891016200294551, "PercentageOfSymbolicFeatures": 0, "MajorityClassPercentage": null, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "GameID", "index": "0", "type": "numeric", "distinct": "3395", "missing": "0", "min": "52", "max": "10095", "mean": "4805", "stdev": "2720" }, { "name": "LeagueIndex", "index": "1", "type": "numeric", "distinct": "8", "missing": "0", "min": "1", "max": "8", "mean": "4", "stdev": "2" }, { "name": "Age", "index": "2", "type": "string", "distinct": "28", "missing": "55" }, { "name": "HoursPerWeek", "index": "3", "type": "string", "distinct": "32", "missing": "56" }, { "name": "TotalHours", "index": "4", "type": "string", "distinct": "237", "missing": "57" }, { "name": "APM", "index": "5", "type": "numeric", "distinct": "3374", "missing": "0", "min": "22", "max": "390", "mean": "117", "stdev": "52" }, { "name": "SelectByHotkeys", "index": "6", "type": "numeric", "distinct": "3375", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "AssignToHotkeys", "index": "7", "type": "numeric", "distinct": "3361", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "UniqueHotkeys", "index": "8", "type": "numeric", "distinct": "11", "missing": "0", "min": "0", "max": "10", "mean": "4", "stdev": "2" }, { "name": "MinimapAttacks", "index": "9", "type": "numeric", "distinct": "2471", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "MinimapRightClicks", "index": "10", "type": "numeric", "distinct": "3302", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "NumberOfPACs", "index": "11", "type": "numeric", "distinct": "3386", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "GapBetweenPACs", "index": "12", "type": "numeric", "distinct": "3358", "missing": "0", "min": "7", "max": "237", "mean": "40", "stdev": "17" }, { "name": "ActionLatency", "index": "13", "type": "numeric", "distinct": "3367", "missing": "0", "min": "24", "max": "176", "mean": "64", "stdev": "19" }, { "name": "ActionsInPAC", "index": "14", "type": "numeric", "distinct": "3223", "missing": "0", "min": "2", "max": "19", "mean": "5", "stdev": "1" }, { "name": "TotalMapExplored", "index": "15", "type": "numeric", "distinct": "52", "missing": "0", "min": "5", "max": "58", "mean": "22", "stdev": "7" }, { "name": "WorkersMade", "index": "16", "type": "numeric", "distinct": "3256", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "UniqueUnitsMade", "index": "17", "type": "numeric", "distinct": "12", "missing": "0", "min": "2", "max": "13", "mean": "7", "stdev": "2" }, { "name": "ComplexUnitsMade", "index": "18", "type": "numeric", "distinct": "1110", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ComplexAbilitiesUsed", "index": "19", "type": "numeric", "distinct": "1828", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }