DEVELOPMENT... { "data_id": "562", "name": "cpu_small", "exact_name": "cpu_small", "version": 2, "version_label": null, "description": "**Author**: \n**Source**: Unknown - Date unknown \n**Please cite**: \n\nThe Computer Activity databases are a collection of computer systems\nactivity measures. The data was collected from a Sun Sparcstation\n20\/712 with 128 Mbytes of memory running in a multi-user university\ndepartment. Users would typically be doing a large variety of tasks\nranging from accessing the internet, editing files or running very\ncpu-bound programs. The data was collected continuously on two\nseparate occasions. On both occassions, system activity was gathered\nevery 5 seconds. The final dataset is taken from both occasions with\nequal numbers of observations coming from each collection epoch.\n\nSystem measures used:\n1. lread - Reads (transfers per second ) between system memory and user memory.\n2. lwrite - writes (transfers per second) between system memory and user memory.\n3. scall - Number of system calls of all types per second.\n4. sread - Number of system read calls per second.\n5. swrite - Number of system write calls per second .\n6. fork - Number of system fork calls per second.\n7. exec - Number of system exec calls per second.\n8. rchar - Number of characters transferred per second by system read calls.\n9. wchar - Number of characters transfreed per second by system write calls.\n10. pgout - Number of page out requests per second.\n11. ppgout - Number of pages, paged out per second.\n12. pgfree - Number of pages per second placed on the free list.\n13. pgscan - Number of pages checked if they can be freed per second.\n14. atch - Number of page attaches (satisfying a page fault by reclaiming a page in memory) per second.\n15. pgin - Number of page-in requests per second.\n16. ppgin - Number of pages paged in per second.\n17. pflt - Number of page faults caused by protection errors (copy-on-writes).\n18. vflt - Number of page faults caused by address translation.\n19. runqsz - Process run queue size.\n20. freemem - Number of memory pages available to user processes.\n21. freeswap - Number of disk blocks available for page swapping.\n22. usr - Portion of time (%) that cpus run in user mode.\n23. sys - Portion of time (%) that cpus run in system mode.\n24. wio - Portion of time (%) that cpus are idle waiting for block IO.\n25. idle - Portion of time (%) that cpus are otherwise idle.\n\nThe two different regression tasks obtained from these databases are:\n\nCompAct\nPredict usr, the portion of time that cpus run in user mode from all attributes 1-21.\n\nCompAct(s)\nPredict usr using a restricted number (excluding the paging information (10-18)\n\nOriginal source: DELVE repository of data.\nSource: collection of regression datasets by Luis Torgo (ltorgo@ncc.up.pt) at\nhttp:\/\/www.ncc.up.pt\/~ltorgo\/Regression\/DataSets.html\nCharacteristics: 8192 cases, 13 continuous attributes", "format": "ARFF", "uploader": "unknown", "uploader_id": 2, "visibility": "public", "creator": "Luis Torgo", "contributor": null, "date": "2014-10-03 21:52:50", "update_comment": null, "last_update": "2014-10-03 21:52:50", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/52740\/cpu_small.arff", "default_target_attribute": "usr", "row_id_attribute": null, "ignore_attribute": null, "runs": 12, "suggest": { "input": [ "cpu_small", "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 a large variety of tasks ranging from accessing the internet, editing files or running very cpu-bound programs. The data was collected continuously on two separate occasions. On both occassions, system activity was gathered every 5 seconds. The final dat " ], "weight": 5 }, "qualities": { "NumberOfInstances": 8192, "NumberOfFeatures": 13, "NumberOfClasses": 0, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 13, "NumberOfSymbolicFeatures": 0, "AutoCorrelation": -14.015504822366012, "CfsSubsetEval_DecisionStumpAUC": null, "CfsSubsetEval_DecisionStumpErrRate": null, "CfsSubsetEval_DecisionStumpKappa": null, "CfsSubsetEval_NaiveBayesAUC": null, "CfsSubsetEval_NaiveBayesErrRate": null, "CfsSubsetEval_NaiveBayesKappa": null, "CfsSubsetEval_kNN1NAUC": null, "CfsSubsetEval_kNN1NErrRate": null, "CfsSubsetEval_kNN1NKappa": null, "ClassEntropy": null, "DecisionStumpAUC": null, "DecisionStumpErrRate": null, "DecisionStumpKappa": null, "Dimensionality": 0.0015869140625, "EquivalentNumberOfAtts": null, "J48.00001.AUC": null, "J48.00001.ErrRate": null, "J48.00001.Kappa": null, "J48.0001.AUC": null, "J48.0001.ErrRate": null, "J48.0001.Kappa": null, "J48.001.AUC": null, "J48.001.ErrRate": null, "J48.001.Kappa": null, "MajorityClassPercentage": null, "MajorityClassSize": null, "MaxAttributeEntropy": null, "MaxKurtosisOfNumericAtts": 313.7492588907212, "MaxMeansOfNumericAtts": 1328125.9598388672, "MaxMutualInformation": null, "MaxNominalAttDistinctValues": null, "MaxSkewnessOfNumericAtts": 13.89785224277495, "MaxStdDevOfNumericAtts": 422019.42695680115, "MeanAttributeEntropy": null, "MeanKurtosisOfNumericAtts": 72.11975585200834, "MeanMeansOfNumericAtts": 125046.85950477015, "MeanMutualInformation": null, "MeanNoiseToSignalRatio": null, "MeanNominalAttDistinctValues": null, "MeanSkewnessOfNumericAtts": 4.421146606963751, "MeanStdDevOfNumericAtts": 62074.41403311702, "MinAttributeEntropy": null, "MinKurtosisOfNumericAtts": 0.9031412644665848, "MinMeansOfNumericAtts": 1.8845544433593753, "MinMutualInformation": null, "MinNominalAttDistinctValues": null, "MinSkewnessOfNumericAtts": -3.4167496030436424, "MinStdDevOfNumericAtts": 2.479493426887122, "MinorityClassPercentage": null, "MinorityClassSize": null, "NaiveBayesAUC": null, "NaiveBayesErrRate": null, "NaiveBayesKappa": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 100, "PercentageOfSymbolicFeatures": 0, "Quartile1AttributeEntropy": null, "Quartile1KurtosisOfNumericAtts": 3.830507178491383, "Quartile1MeansOfNumericAtts": 16.33294677734375, "Quartile1MutualInformation": null, "Quartile1SkewnessOfNumericAtts": 1.3550429373213086, "Quartile1StdDevOfNumericAtts": 24.146815170635044, "Quartile2AttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 19.42134742954797, "Quartile2MeansOfNumericAtts": 150.0582275390625, "Quartile2MutualInformation": null, "Quartile2SkewnessOfNumericAtts": 3.8480246018594433, "Quartile2StdDevOfNumericAtts": 160.47897998993858, "Quartile3AttributeEntropy": null, "Quartile3KurtosisOfNumericAtts": 131.53293516909667, "Quartile3MeansOfNumericAtts": 49102.304443359375, "Quartile3MutualInformation": null, "Quartile3SkewnessOfNumericAtts": 7.532654830324831, "Quartile3StdDevOfNumericAtts": 71619.483395849, "REPTreeDepth1AUC": null, "REPTreeDepth1ErrRate": null, "REPTreeDepth1Kappa": null, "REPTreeDepth2AUC": null, "REPTreeDepth2ErrRate": null, "REPTreeDepth2Kappa": null, "REPTreeDepth3AUC": null, "REPTreeDepth3ErrRate": null, "REPTreeDepth3Kappa": null, "RandomTreeDepth1AUC": null, "RandomTreeDepth1ErrRate": null, "RandomTreeDepth1Kappa": null, "RandomTreeDepth2AUC": null, "RandomTreeDepth2ErrRate": null, "RandomTreeDepth2Kappa": null, "RandomTreeDepth3AUC": null, "RandomTreeDepth3ErrRate": null, "RandomTreeDepth3Kappa": null, "StdvNominalAttDistinctValues": null, "kNN1NAUC": null, "kNN1NErrRate": null, "kNN1NKappa": null }, "tags": [], "features": [ { "name": "usr", "index": "12", "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": "runqsz", "index": "9", "type": "numeric", "distinct": "302", "missing": "0", "min": "1", "max": "2823", "mean": "20", "stdev": "126" }, { "name": "freemem", "index": "10", "type": "numeric", "distinct": "3165", "missing": "0", "min": "55", "max": "12027", "mean": "1763", "stdev": "2482" }, { "name": "freeswap", "index": "11", "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 }