{ "data_id": "1468", "name": "cnae-9", "exact_name": "cnae-9", "version": 1, "version_label": null, "description": "**Author**: Patrick Marques Ciarelli, Elias Oliviera \r\n**Source**: [UCI](https:\/\/archive.ics.uci.edu\/ml\/datasets\/CNAE-9) - 2010 \r\n**Please cite**: \r\n\r\n### Description\r\n\r\nThis is a data set containing 1080 documents of free text business descriptions of Brazilian companies categorized into a subset of 9 categories.\r\n\r\n### Source\r\n```\r\nPatrick Marques Ciarelli, pciarelli '@' lcad.inf.ufes.br, Department of Electrical Engineering, Federal University of Espirito Santo \r\nElias Oliveira, elias '@' lcad.inf.ufes.br, Department of Information Science, Federal University of Espirito Santo\r\n```\r\n\r\n### Data Set Information\r\n\r\nThis is a data set containing 1080 documents of free text business descriptions of Brazilian companies categorized into a \r\nsubset of 9 categories cataloged in a table called National Classification of Economic Activities (Classifica\u00e7\u00e3o Nacional de \r\nAtividade Econ\u00f4micas - CNAE). The original texts were preprocessed to obtain the current data set: initially, it was kept only letters and then it was removed prepositions of the texts. Next, the words were transformed to their canonical form. Finally, \r\neach document was represented as a vector, where the weight of each word is its frequency in the document. \r\nThis data set is highly sparse (99.22% of the matrix is filled with zeros).\r\n\r\n### Attribute Information\r\n\r\nIn the dataset there are 857 attributes, 1 attributes with the class of instance and 856 with word frequency:\r\n ```\r\n1. category: range 1 - 9 (integer) \r\n2. 857. word frequency: (integer)\r\n```\r\n\r\n### Relevant Papers\r\n\r\nPatrick Marques Ciarelli, Elias Oliveira, 'Agglomeration and Elimination of Terms for Dimensionality Reduction', \r\nNinth International Conference on Intelligent Systems Design and Applications, pp.547-552, 2009 \r\n\r\nPatrick Marques Ciarelli, Elias Oliveira, Evandro O. T. Salles, 'An Evolving System Based on Probabilistic Neural Network', \r\nBrazilian Symposium on Artificial Neural Network, 2010", "format": "ARFF", "uploader": "Rafael Gomes Mantovani", "uploader_id": 64, "visibility": "public", "creator": null, "contributor": null, "date": "2015-05-21 23:19:32", "update_comment": null, "last_update": "2015-05-21 23:19:32", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/1586233\/phpmcGu2X", "default_target_attribute": "Class", "row_id_attribute": null, "ignore_attribute": null, "runs": 34579, "suggest": { "input": [ "cnae-9", "### Description This is a data set containing 1080 documents of free text business descriptions of Brazilian companies categorized into a subset of 9 categories. ### Source ``` Patrick Marques Ciarelli, pciarelli '@' lcad.inf.ufes.br, Department of Electrical Engineering, Federal University of Espirito Santo Elias Oliveira, elias '@' lcad.inf.ufes.br, Department of Information Science, Federal University of Espirito Santo ``` ### Data Set Information This is a data set containing 1080 documents " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1080, "NumberOfFeatures": 857, "NumberOfClasses": 9, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 856, "NumberOfSymbolicFeatures": 1, "kNN1NKappa": 0.7875, "MajorityClassSize": 120, "MinAttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 537.4925736865786, "REPTreeDepth2Kappa": 0.7416666666666667, "ClassEntropy": 3.169925001442312, "MaxAttributeEntropy": null, "MinKurtosisOfNumericAtts": -1.2594168339817067, "Quartile2MeansOfNumericAtts": 0.001851851851851852, "REPTreeDepth3AUC": 0.9466849922839506, "DecisionStumpAUC": 0.6548924575617284, "MaxKurtosisOfNumericAtts": 1080.000000000071, "MinMeansOfNumericAtts": 0.0009259259259259213, "Quartile2MutualInformation": null, "REPTreeDepth3ErrRate": 0.22962962962962963, "DecisionStumpErrRate": 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