{ "data_id": "45029", "name": "cpu_act", "exact_name": "cpu_act", "version": 9, "version_label": "1", "description": "Dataset used in the tabular data benchmark https:\/\/github.com\/LeoGrin\/tabular-benchmark, transformed in the same way. This dataset belongs to the \"regression on numerical features\" benchmark. \n \n Original link: https:\/\/openml.org\/d\/197 \n \n Original description: \n \n**Author**: \n**Source**: Unknown - \n**Please cite**: \n\nThe Computer Activity databases are a collection of computer systems\n activity measures. The data was collected from a Sun Sparcstation\n 20\/712 with 128 Mbytes of memory running in a multi-user university\n department. Users would typically be doing a large variety of tasks\n ranging from accessing the internet, editing files or running very\n cpu-bound programs. The data was collected continuously on two\n separate occasions. On both occassions, system activity was gathered\n every 5 seconds. The final dataset is taken from both occasions with\n equal numbers of observations coming from each collection epoch.\n \n System measures used:\n 1. lread - Reads (transfers per second ) between system memory and user memory.\n 2. lwrite - writes (transfers per second) between system memory and user memory.\n 3. scall - Number of system calls of all types per second.\n 4. sread - Number of system read calls per second.\n 5. swrite - Number of system write calls per second . \n 6. fork - Number of system fork calls per second. \n 7. exec - Number of system exec calls per second. \n 8. rchar - Number of characters transferred per second by system read calls.\n 9. wchar - Number of characters transfreed per second by system write calls. \n 10. pgout - Number of page out requests per second.\n 11. ppgout - Number of pages, paged out per second. \n 12. pgfree - Number of pages per second placed on the free list. \n 13. pgscan - Number of pages checked if they can be freed per second.\n 14. atch - Number of page attaches (satisfying a page fault by reclaiming a page in memory) per second.\n 15. pgin - Number of page-in requests per second.\n 16. ppgin - Number of pages paged in per second.\n 17. pflt - Number of page faults caused by protection errors (copy-on-writes). \n 18. vflt - Number of page faults caused by address translation. \n 19. runqsz - Process run queue size.\n 20. freemem - Number of memory pages available to user processes.\n 21. freeswap - Number of disk blocks available for page swapping. \n 22. usr - Portion of time (%) that cpus run in user mode.\n 23. sys - Portion of time (%) that cpus run in system mode.\n 24. wio - Portion of time (%) that cpus are idle waiting for block IO.\n 25. idle - Portion of time (%) that cpus are otherwise idle.\n \n The two different regression tasks obtained from these databases are:\n \n CompAct \n Predict usr, the portion of time that cpus run in user mode from all attributes 1-21.\n \n CompAct(s) \n Predict usr using a restricted number (excluding the paging information (10-18)\n \n Source: collection of regression datasets by Luis Torgo (ltorgo@ncc.up.pt) at\n http:\/\/www.ncc.up.pt\/~ltorgo\/Regression\/DataSets.html\n Original source: DELVE repository of data. \n Characteristics: 8192 cases, 22 continuous attributes", "format": "arff", "uploader": "Leo Grin", "uploader_id": 26324, "visibility": "public", "creator": "\"L. Torgo\"", "contributor": "\"Leo Grin\"", "date": "2023-01-06 00:14:25", "update_comment": null, "last_update": "2023-01-06 00:14:25", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22111917\/dataset", "default_target_attribute": "usr", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "cpu_act", "Dataset used in the tabular data benchmark https:\/\/github.com\/LeoGrin\/tabular-benchmark, transformed in the same way. This dataset belongs to the \"regression on numerical features\" benchmark. Original link: https:\/\/openml.org\/d\/197 Original description: The Computer Activity databases are a collection of computer systems activity measures. The data was collected from a Sun Sparcstation 20\/712 with 128 Mbytes of memory running in a multi-user university department. Users would typically be doing " ], "weight": 5 }, "qualities": { "NumberOfInstances": 8192, "NumberOfFeatures": 22, "NumberOfClasses": 0, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 22, "NumberOfSymbolicFeatures": 0, "AutoCorrelation": -14.015504822366012, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 100, "Dimensionality": 0.002685546875, "PercentageOfSymbolicFeatures": 0, "MajorityClassPercentage": null, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0 }, "tags": [ { "uploader": "38960", "tag": "Images" }, { "uploader": "38960", "tag": "Machine Learning" } ], "features": [ { "name": "usr", "index": "21", "type": "numeric", "distinct": "56", "missing": "0", "target": "1", "min": "0", "max": "99", "mean": "84", "stdev": "18" }, { "name": "lread", "index": "0", "type": "numeric", "distinct": "235", "missing": "0", "min": "0", "max": "1845", "mean": "20", "stdev": "53" }, { "name": "lwrite", "index": "1", "type": "numeric", "distinct": "189", "missing": "0", "min": "0", "max": "575", "mean": "13", "stdev": "30" }, { "name": "scall", "index": "2", "type": "numeric", "distinct": "4115", "missing": "0", "min": "109", "max": "12493", "mean": "2306", "stdev": "1634" }, { "name": "sread", "index": "3", "type": "numeric", "distinct": "794", "missing": "0", "min": "6", "max": "5318", "mean": "210", "stdev": "199" }, { "name": "swrite", "index": "4", "type": "numeric", "distinct": "640", "missing": "0", "min": "7", "max": "5456", "mean": "150", "stdev": "160" }, { "name": "fork", "index": "5", "type": "numeric", "distinct": "228", "missing": "0", "min": "0", "max": "20", "mean": "2", "stdev": "2" }, { "name": "exec", "index": "6", "type": "numeric", "distinct": "386", "missing": "0", "min": "0", "max": "60", "mean": "3", "stdev": "5" }, { "name": "rchar", "index": "7", "type": "numeric", "distinct": "7997", "missing": "0", "min": "278", "max": "2526649", "mean": "197014", "stdev": "239481" }, { "name": "wchar", "index": "8", "type": "numeric", "distinct": "7939", "missing": "0", "min": "1498", "max": "1801623", "mean": "95898", "stdev": "140757" }, { "name": "pgout", "index": "9", "type": "numeric", "distinct": "404", "missing": "0", "min": "0", "max": "81", "mean": "2", "stdev": "5" }, { "name": "ppgout", "index": "10", "type": "numeric", "distinct": "774", "missing": "0", "min": "0", "max": "184", "mean": "6", "stdev": "15" }, { "name": "pgfree", "index": "11", "type": "numeric", "distinct": "1070", "missing": "0", "min": "0", "max": "523", "mean": "12", "stdev": "32" }, { "name": "pgscan", "index": "12", "type": "numeric", "distinct": "1202", "missing": "0", "min": "0", "max": "1237", "mean": "22", "stdev": "71" }, { "name": "atch", "index": "13", "type": "numeric", "distinct": "253", "missing": "0", "min": "0", "max": "212", "mean": "1", "stdev": "6" }, { "name": "pgin", "index": "14", "type": "numeric", "distinct": "832", "missing": "0", "min": "0", "max": "141", "mean": "8", "stdev": "14" }, { "name": "ppgin", "index": "15", "type": "numeric", "distinct": "1072", "missing": "0", "min": "0", "max": "293", "mean": "12", "stdev": "22" }, { "name": "pflt", "index": "16", "type": "numeric", "distinct": "2987", "missing": "0", "min": "0", "max": "900", "mean": "110", "stdev": "114" }, { "name": "vflt", "index": "17", "type": "numeric", "distinct": "3799", "missing": "0", "min": "0", "max": "1365", "mean": "185", "stdev": "191" }, { "name": "runqsz", "index": "18", "type": "numeric", "distinct": "302", "missing": "0", "min": "1", "max": "2823", "mean": "20", "stdev": "126" }, { "name": "freemem", "index": "19", "type": "numeric", "distinct": "3165", "missing": "0", "min": "55", "max": "12027", "mean": "1763", "stdev": "2482" }, { "name": "freeswap", "index": "20", "type": "numeric", "distinct": "7658", "missing": "0", "min": "2", "max": "2243187", "mean": "1328126", "stdev": "422019" } ], "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 }