DEVELOPMENT... { "data_id": "4549", "name": "Buzzinsocialmedia_Twitter", "exact_name": "Buzzinsocialmedia_Twitter", "version": 1, "version_label": null, "description": "**Author**: Creators : Fran\u00e7ois Kawala (1\",\"2) Ahlame Douzal (1) Eric Gaussier (1) Eustache Diemert (2) Institutions : (1) Universit\u00e9 Joseph Fourier (Grenoble I) Laboratoire d'informatique de Grenoble (LIG) (2) BestofMedia Group Donor: BestofMedia (ediemert '@' bestofmedia.com) \n**Source**: UCI \n**Please cite**: Prédictions d’activité dans les réseaux sociaux en ligne (F. Kawala, A. Douzal-Chouakria, E. Gaussier, E. Dimert), In Actes de la Conférence sur les Modèles et l′Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI), pp. 16, 2013. \n\nAbstract: This data-set contains examples of buzz events from two different social networks: Twitter, and Tom's Hardware, a forum network focusing on new technology with more conservative dynamics.\nSource:\n\nCreators : \nFrançois Kawala (1,2) Ahlame Douzal (1) Eric Gaussier (1) Eustache Diemert (2)\nInstitutions : \n(1) Université Joseph Fourier (Grenoble I)\nLaboratoire d'informatique de Grenoble (LIG)\n(2) BestofMedia Group\nDonor: \nBestofMedia (ediemert '@' bestofmedia.com)\n\n\nData Set Information:\n\nPlease see [Web Link]\n\n\nAttribute Information:\n\nPlease see [Web Link]\n\n\nRelevant Papers:\n\nPrédictions d’activité dans les réseaux sociaux en ligne (F. Kawala, A. Douzal-Chouakria, E. Gaussier, E. Dimert), In Actes de la Conférence sur les Modèles et l′Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI), pp. 16, 2013.\n\n\n\nCitation Request:\n\nPrédictions d’activité dans les réseaux sociaux en ligne (F. Kawala, A. Douzal-Chouakria, E. Gaussier, E. Dimert), In Actes de la Conférence sur les Modèles et l′Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI), pp. 16, 2013.", "format": "ARFF", "uploader": "unknown", "uploader_id": 874, "visibility": "public", "creator": "\"Creators : Fran\u00e7ois Kawala (1\",\"2) Ahlame Douzal (1) Eric Gaussier (1) Eustache Diemert (2) Institutions : (1) Universit\u00e9 Joseph Fourier (Grenoble I) Laboratoire d'informatique de Grenoble (LIG) (2) BestofMedia Group Donor: BestofMedia (ediemert '@' bestofmedia.com)\"", "contributor": null, "date": "2016-02-17 14:23:24", "update_comment": null, "last_update": "2016-02-20 13:31:14", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/1798816\/php9VSzX6", "default_target_attribute": "Annotation", "row_id_attribute": null, "ignore_attribute": null, "runs": 2, "suggest": { "input": [ "Buzzinsocialmedia_Twitter", "Abstract: This data-set contains examples of buzz events from two different social networks: Twitter, and Tom's Hardware, a forum network focusing on new technology with more conservative dynamics. Source: Creators : François Kawala (1,2) Ahlame Douzal (1) Eric Gaussier (1) Eustache Diemert (2) Institutions : (1) Université Joseph Fourier (Grenoble I) Laboratoire d'informatique de Grenoble (LIG) (2) BestofMedia Group Donor: BestofMedia (ediemert '@' bestofmedia.com) Data Set Inform " ], "weight": 5 }, "qualities": { "NumberOfInstances": 583250, "NumberOfFeatures": 78, "NumberOfClasses": 0, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 78, "NumberOfSymbolicFeatures": 0, "AutoCorrelation": -45.63634228262715, "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": 0.0001337333904843549, "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": 12453.48178088109, "MaxMeansOfNumericAtts": 234.21782083152516, "MaxMutualInformation": null, "MaxNominalAttDistinctValues": null, "MaxSkewnessOfNumericAtts": 87.71966371963221, "MaxStdDevOfNumericAtts": 696.419518392195, "MeanAttributeEntropy": null, "MeanKurtosisOfNumericAtts": 2295.7742644366276, "MeanMeansOfNumericAtts": 74.64373331275469, "MeanMutualInformation": null, "MeanNoiseToSignalRatio": null, "MeanNominalAttDistinctValues": null, "MeanSkewnessOfNumericAtts": 23.448502229618803, "MeanStdDevOfNumericAtts": 224.96445012172336, "MinAttributeEntropy": null, "MinKurtosisOfNumericAtts": 6.206746031752841, "MinMeansOfNumericAtts": 0.0001107362417488202, "MinMutualInformation": null, "MinNominalAttDistinctValues": null, "MinSkewnessOfNumericAtts": -4.754369446558731, "MinStdDevOfNumericAtts": 0.0003422425859837447, "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": 310.08941451110707, "Quartile1MeansOfNumericAtts": 0.9242014573510458, "Quartile1MutualInformation": null, "Quartile1SkewnessOfNumericAtts": 12.58667379430203, "Quartile1StdDevOfNumericAtts": 0.24678067374439602, "Quartile2AttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 756.6676220118536, "Quartile2MeansOfNumericAtts": 1.0977349996751005, "Quartile2MutualInformation": null, "Quartile2SkewnessOfNumericAtts": 14.89767423979632, "Quartile2StdDevOfNumericAtts": 1.4788409444426664, "Quartile3AttributeEntropy": null, "Quartile3KurtosisOfNumericAtts": 1331.4148249497923, "Quartile3MeansOfNumericAtts": 157.98775996572272, "Quartile3MutualInformation": null, "Quartile3SkewnessOfNumericAtts": 19.06692434400785, "Quartile3StdDevOfNumericAtts": 471.17763034444454, "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": [ { "tag": "study_269", "uploader": "0" } ], "features": [ { "name": "Annotation", "index": "77", "type": "numeric", "distinct": "8123", "missing": "0", "target": "1", "min": "0", "max": "75725", "mean": "191", "stdev": "612" }, { "name": "NA_1", "index": "57", "type": "numeric", "distinct": "3758", "missing": "0", "min": "0", "max": "26134", "mean": "120", "stdev": "347" }, { "name": "ASNAC_5", "index": "40", "type": "numeric", "distinct": "4376", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "NA_0", "index": "56", "type": "numeric", "distinct": "3847", "missing": "0", "min": "0", "max": "21723", "mean": "123", "stdev": "350" }, { "name": "AT_6", "index": "55", "type": "numeric", "distinct": "47608", "missing": "0", "min": "0", "max": "283", "mean": "1", "stdev": "1" }, { "name": "AT_5", "index": "54", "type": "numeric", "distinct": "47746", "missing": "0", "min": "0", "max": "249", "mean": "1", "stdev": "1" }, { "name": "AT_4", "index": "53", "type": "numeric", "distinct": "45177", "missing": "0", "min": "0", "max": "282", "mean": "1", "stdev": "1" }, { "name": "AT_3", "index": "52", "type": "numeric", "distinct": "42497", "missing": "0", "min": "0", "max": "263", "mean": "1", "stdev": "1" }, { "name": "AT_2", "index": "51", "type": "numeric", "distinct": "39407", "missing": "0", "min": "0", "max": "283", "mean": "1", "stdev": "1" }, { "name": "AT_1", "index": "50", "type": "numeric", "distinct": "36415", "missing": "0", "min": "0", "max": "283", "mean": "1", "stdev": "1" }, { "name": "AT_0", "index": "49", "type": "numeric", "distinct": "37782", "missing": "0", "min": "0", "max": "282", "mean": "1", "stdev": "1" }, { "name": "CS_6", "index": "48", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "CS_5", "index": "47", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "CS_4", "index": "46", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "CS_3", "index": "45", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "CS_2", "index": "44", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "CS_1", "index": "43", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "CS_0", "index": "42", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "ASNAC_6", "index": "41", "type": "numeric", "distinct": "4340", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNAC_4", "index": "39", "type": "numeric", "distinct": "4249", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ADL_4", "index": "67", "type": "numeric", "distinct": "52049", "missing": "0", "min": "0", "max": "294", "mean": "1", "stdev": "1" }, { "name": "NAD_6", "index": "76", "type": "numeric", "distinct": "5682", "missing": "0", "min": "0", "max": "79083", "mean": "220", "stdev": "673" }, { "name": "NAD_5", "index": "75", "type": "numeric", "distinct": "5671", "missing": "0", "min": "0", "max": "79083", "mean": "221", "stdev": "670" }, { "name": "NAD_4", "index": "74", "type": "numeric", "distinct": "5412", "missing": "0", "min": "0", "max": "79083", "mean": "202", "stdev": "631" }, { "name": "NAD_3", "index": "73", "type": "numeric", "distinct": "5123", "missing": "0", "min": "0", "max": "72366", "mean": "182", "stdev": "576" }, { "name": "NAD_2", "index": "72", "type": "numeric", "distinct": "4740", "missing": "0", "min": "0", "max": "37505", "mean": "160", "stdev": "503" }, { "name": "NAD_1", "index": "71", "type": "numeric", "distinct": "4373", "missing": "0", "min": "0", "max": "29574", "mean": "137", "stdev": "433" }, { "name": "NAD_0", "index": "70", "type": "numeric", "distinct": "4417", "missing": "0", "min": "0", "max": "24301", "mean": "141", "stdev": "433" }, { "name": "ADL_6", "index": "69", "type": "numeric", "distinct": "54668", "missing": "0", "min": "0", "max": "295", "mean": "1", "stdev": "2" }, { "name": "ADL_5", "index": "68", "type": "numeric", "distinct": "54881", "missing": "0", "min": "0", "max": "262", "mean": "1", "stdev": "1" }, { "name": "NA_2", "index": "58", "type": "numeric", "distinct": "4144", "missing": "0", "min": "0", "max": "34085", "mean": "139", "stdev": "404" }, { "name": "ADL_3", "index": "66", "type": "numeric", "distinct": "48872", "missing": "0", "min": "0", "max": "273", "mean": "1", "stdev": "1" }, { "name": "ADL_2", "index": "65", "type": "numeric", "distinct": "45332", "missing": "0", "min": "0", "max": "295", "mean": "1", "stdev": "1" }, { "name": "ADL_1", "index": "64", "type": "numeric", "distinct": "41808", "missing": "0", "min": "0", "max": "295", "mean": "1", "stdev": "2" }, { "name": "ADL_0", "index": "63", "type": "numeric", "distinct": "43341", "missing": "0", "min": "0", "max": "294", "mean": "1", "stdev": "1" }, { "name": "NA_6", "index": "62", "type": "numeric", "distinct": "4889", "missing": "0", "min": "0", "max": "72159", "mean": "188", "stdev": "531" }, { "name": "NA_5", "index": "61", "type": "numeric", "distinct": "4930", "missing": "0", "min": "0", "max": "72159", "mean": "190", "stdev": "532" }, { "name": "NA_4", "index": "60", "type": "numeric", "distinct": "4723", "missing": "0", "min": "0", "max": "72159", "mean": "174", "stdev": "504" }, { "name": "NA_3", "index": "59", "type": "numeric", "distinct": "4451", "missing": "0", "min": "0", "max": "64984", "mean": "157", "stdev": "461" }, { "name": "AI_3", "index": "10", "type": "numeric", "distinct": "3009", "missing": "0", "min": "0", "max": "57617", "mean": "94", "stdev": "279" }, { "name": "ASNA_5", "index": "19", "type": "numeric", "distinct": "6242", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNA_4", "index": "18", "type": "numeric", "distinct": "6031", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNA_3", "index": "17", "type": "numeric", "distinct": "5811", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNA_2", "index": "16", "type": "numeric", "distinct": "5604", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNA_1", "index": "15", "type": "numeric", "distinct": "5344", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNA_0", "index": "14", "type": "numeric", "distinct": "5408", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "AI_6", "index": "13", "type": "numeric", "distinct": "3299", "missing": "0", "min": "0", "max": "63147", "mean": "113", "stdev": "326" }, { "name": "AI_5", "index": "12", "type": "numeric", "distinct": "3299", "missing": "0", "min": "0", "max": "63147", "mean": "114", "stdev": "326" }, { "name": "AI_4", "index": "11", "type": "numeric", "distinct": "3176", "missing": "0", "min": "0", "max": "63147", "mean": "104", "stdev": "309" }, { "name": "ASNA_6", "index": "20", "type": "numeric", "distinct": "6150", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "AI_2", "index": "9", "type": "numeric", "distinct": "2797", "missing": "0", "min": "0", "max": "29402", "mean": "82", "stdev": "240" }, { "name": "AI_1", "index": "8", "type": "numeric", "distinct": "2551", "missing": "0", "min": "0", "max": "22035", "mean": "70", "stdev": "202" }, { "name": "AI_0", "index": "7", "type": "numeric", "distinct": "2505", "missing": "0", "min": "0", "max": "18654", "mean": "71", "stdev": "197" }, { "name": "NCD_6", "index": "6", "type": "numeric", "distinct": "5656", "missing": "0", "min": "0", "max": "79079", "mean": "219", "stdev": "672" }, { "name": "NCD_5", "index": "5", "type": "numeric", "distinct": "5656", "missing": "0", "min": "0", "max": "79079", "mean": "220", "stdev": "669" }, { "name": "NCD_4", "index": "4", "type": "numeric", "distinct": "5435", "missing": "0", "min": "0", "max": "79079", "mean": "201", "stdev": "630" }, { "name": "NCD_3", "index": "3", "type": "numeric", "distinct": "5162", "missing": "0", "min": "0", "max": "72366", "mean": "182", "stdev": "575" }, { "name": "NCD_2", "index": "2", "type": "numeric", "distinct": "4762", "missing": "0", "min": "0", "max": "37505", "mean": "160", "stdev": "502" }, { "name": "NCD_1", "index": "1", "type": "numeric", "distinct": "4359", "missing": "0", "min": "0", "max": "29574", "mean": "137", "stdev": "432" }, { "name": "NAC_1", "index": "29", "type": "numeric", "distinct": "4492", "missing": "0", "min": "0", "max": "29574", "mean": "147", "stdev": "452" }, { "name": "ASNAC_3", "index": "38", "type": "numeric", "distinct": "4125", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNAC_2", "index": "37", "type": "numeric", "distinct": "3957", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNAC_1", "index": "36", "type": "numeric", "distinct": "3734", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "ASNAC_0", "index": "35", "type": "numeric", "distinct": "3815", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "NAC_6", "index": "34", "type": "numeric", "distinct": "5837", "missing": "0", "min": "0", "max": "79136", "mean": "233", "stdev": "696" }, { "name": "NAC_5", "index": "33", "type": "numeric", "distinct": "5812", "missing": "0", "min": "0", "max": "79136", "mean": "234", "stdev": "694" }, { "name": "NAC_4", "index": "32", "type": "numeric", "distinct": "5577", "missing": "0", "min": "0", "max": "79136", "mean": "214", "stdev": "654" }, { "name": "NAC_3", "index": "31", "type": "numeric", "distinct": "5259", "missing": "0", "min": "0", "max": "72397", "mean": "194", "stdev": "598" }, { "name": "NAC_2", "index": "30", "type": "numeric", "distinct": "4896", "missing": "0", "min": "0", "max": "37505", "mean": "171", "stdev": "524" }, { "name": "NCD_0", "index": "0", "type": "numeric", "distinct": "4410", "missing": "0", "min": "0", "max": "24210", "mean": "140", "stdev": "432" }, { "name": "NAC_0", "index": "28", "type": "numeric", "distinct": "4562", "missing": "0", "min": "0", "max": "26644", "mean": "151", "stdev": "454" }, { "name": "BL_6", "index": "27", "type": "numeric", "distinct": "10077", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "BL_5", "index": "26", "type": "numeric", "distinct": "9986", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "BL_4", "index": "25", "type": "numeric", "distinct": "9708", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "BL_3", "index": "24", "type": "numeric", "distinct": "9349", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "BL_2", "index": "23", "type": "numeric", "distinct": "8839", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "BL_1", "index": "22", "type": "numeric", "distinct": "8621", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "BL_0", "index": "21", "type": "numeric", "distinct": "9090", "missing": "0", "min": "0", "max": "1", "mean": "1", "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 }