{ "data_id": "42880", "name": "polish-bankruptcy-1year", "exact_name": "polish-bankruptcy-1year", "version": 1, "version_label": null, "description": "**Dataset information:**\r\n\r\nThe dataset is about bankruptcy prediction of Polish companies. The data was collected from Emerging Markets Information Service (EMIS, [Web Link]), which is a database containing information on emerging markets around the world. The bankrupt companies were analyzed in the period 2000-2012, while the still operating companies were evaluated from 2007 to 2013. \r\nBasing on the collected data five classification cases were distinguished, that depends on the forecasting period: \r\n- 1stYear – the data contains financial rates from 1st year of the forecasting period and corresponding class label that indicates bankruptcy status after 5 years. The data contains 7027 instances (financial statements), 271 represents bankrupted companies, 6756 firms that did not bankrupt in the forecasting period. \r\n\r\n**Attribute information:**\r\nX1 net profit \/ total assets \r\nX2 total liabilities \/ total assets \r\nX3 working capital \/ total assets \r\nX4 current assets \/ short-term liabilities \r\nX5 [(cash + short-term securities + receivables - short-term liabilities) \/ (operating expenses - depreciation)] * 365 \r\nX6 retained earnings \/ total assets \r\nX7 EBIT \/ total assets \r\nX8 book value of equity \/ total liabilities \r\nX9 sales \/ total assets \r\nX10 equity \/ total assets \r\nX11 (gross profit + extraordinary items + financial expenses) \/ total assets \r\nX12 gross profit \/ short-term liabilities \r\nX13 (gross profit + depreciation) \/ sales \r\nX14 (gross profit + interest) \/ total assets \r\nX15 (total liabilities * 365) \/ (gross profit + depreciation) \r\nX16 (gross profit + depreciation) \/ total liabilities \r\nX17 total assets \/ total liabilities \r\nX18 gross profit \/ total assets \r\nX19 gross profit \/ sales \r\nX20 (inventory * 365) \/ sales \r\nX21 sales (n) \/ sales (n-1) \r\nX22 profit on operating activities \/ total assets \r\nX23 net profit \/ sales \r\nX24 gross profit (in 3 years) \/ total assets \r\nX25 (equity - share capital) \/ total assets \r\nX26 (net profit + depreciation) \/ total liabilities \r\nX27 profit on operating activities \/ financial expenses \r\nX28 working capital \/ fixed assets \r\nX29 logarithm of total assets \r\nX30 (total liabilities - cash) \/ sales \r\nX31 (gross profit + interest) \/ sales \r\nX32 (current liabilities * 365) \/ cost of products sold \r\nX33 operating expenses \/ short-term liabilities \r\nX34 operating expenses \/ total liabilities \r\nX35 profit on sales \/ total assets \r\nX36 total sales \/ total assets \r\nX37 (current assets - inventories) \/ long-term liabilities \r\nX38 constant capital \/ total assets \r\nX39 profit on sales \/ sales \r\nX40 (current assets - inventory - receivables) \/ short-term liabilities \r\nX41 total liabilities \/ ((profit on operating activities + depreciation) * (12\/365)) \r\nX42 profit on operating activities \/ sales \r\nX43 rotation receivables + inventory turnover in days \r\nX44 (receivables * 365) \/ sales \r\nX45 net profit \/ inventory \r\nX46 (current assets - inventory) \/ short-term liabilities \r\nX47 (inventory * 365) \/ cost of products sold \r\nX48 EBITDA (profit on operating activities - depreciation) \/ total assets \r\nX49 EBITDA (profit on operating activities - depreciation) \/ sales \r\nX50 current assets \/ total liabilities \r\nX51 short-term liabilities \/ total assets \r\nX52 (short-term liabilities * 365) \/ cost of products sold) \r\nX53 equity \/ fixed assets \r\nX54 constant capital \/ fixed assets \r\nX55 working capital \r\nX56 (sales - cost of products sold) \/ sales \r\nX57 (current assets - inventory - short-term liabilities) \/ (sales - gross profit - depreciation) \r\nX58 total costs \/total sales \r\nX59 long-term liabilities \/ equity \r\nX60 sales \/ inventory \r\nX61 sales \/ receivables \r\nX62 (short-term liabilities *365) \/ sales \r\nX63 sales \/ short-term liabilities \r\nX64 sales \/ fixed assets", "format": "ARFF", "uploader": "Meilina Reksoprodjo", "uploader_id": 24140, "visibility": "public", "creator": "\"Sebastian Tomczak\"", "contributor": null, "date": "2021-05-12 15:12:41", "update_comment": null, "last_update": "2021-05-12 15:12:41", "licence": "CC0", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22045498\/1year.arff", "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "polish-bankruptcy-1year", "The dataset is about bankruptcy prediction of Polish companies. The data was collected from Emerging Markets Information Service (EMIS, [Web Link]), which is a database containing information on emerging markets around the world. The bankrupt companies were analyzed in the period 2000-2012, while the still operating companies were evaluated from 2007 to 2013. Basing on the collected data five classification cases were distinguished, that depends on the forecasting period: - 1stYear †" ], "weight": 5 }, "qualities": { "NumberOfInstances": 7027, "NumberOfFeatures": 65, "NumberOfClasses": null, "NumberOfMissingValues": 5835, "NumberOfInstancesWithMissingValues": 3833, "NumberOfNumericFeatures": 64, "NumberOfSymbolicFeatures": 1, "Dimensionality": 0.009250035577059912, "PercentageOfNumericFeatures": 98.46153846153847, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 1.5384615384615385, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 1, "PercentageOfBinaryFeatures": 1.5384615384615385, "PercentageOfInstancesWithMissingValues": 54.546748256724065, "AutoCorrelation": null, "PercentageOfMissingValues": 1.2774901205241322 }, "tags": [ { "uploader": "38960", "tag": "Agriculture" }, { "uploader": "38960", "tag": "Images" } ], "features": [ { "name": "Attr1", "index": "0", "type": "numeric", "distinct": "6629", "missing": "3", "min": "-257", "max": "94", "mean": "0", "stdev": "5" }, { "name": "Attr2", "index": "1", "type": "numeric", "distinct": "6606", "missing": "3", "min": "-72", "max": "442", "mean": "1", "stdev": "5" }, { "name": "Attr3", "index": "2", "type": "numeric", "distinct": "6704", "missing": "3", "min": "-441", "max": "1", "mean": "0", "stdev": "5" }, { "name": "Attr4", "index": "3", "type": "numeric", "distinct": "6283", "missing": "30", "min": "0", "max": "1018", "mean": "3", "stdev": "13" }, { "name": "Attr5", "index": "4", "type": "numeric", "distinct": "6819", "missing": "8", "min": "-2722100", "max": "990900", "mean": "-263", "stdev": "37075" }, { "name": "Attr6", "index": "5", "type": "numeric", "distinct": "4210", "missing": "3", "min": "-398", "max": "304", "mean": "0", "stdev": "6" }, { "name": "Attr7", "index": "6", "type": "numeric", "distinct": "6673", "missing": "3", "min": "-190", "max": "454", "mean": "0", "stdev": "8" }, { "name": "Attr8", "index": "7", "type": "numeric", "distinct": "6682", "missing": "25", "min": "-141", "max": "1452", "mean": "3", "stdev": "19" }, { "name": "Attr9", "index": "8", "type": "numeric", "distinct": "5507", "missing": "1", "min": "0", "max": "3876", "mean": "6", "stdev": "102" }, { "name": "Attr10", "index": "9", "type": "numeric", "distinct": "6633", "missing": "3", "min": "-441", "max": "1100", "mean": "2", "stdev": "34" }, { "name": "Attr11", "index": "10", "type": "numeric", "distinct": "6647", "missing": "39", "min": "-189", "max": "454", "mean": "0", "stdev": "9" }, { "name": "Attr12", "index": "11", "type": "numeric", "distinct": "6725", "missing": "30", "min": "-23", "max": "331", "mean": "1", "stdev": "5" }, { "name": "Attr13", "index": "12", "type": "numeric", "distinct": "6618", "missing": "0", "min": "-607", "max": "13315", "mean": "2", "stdev": "160" }, { "name": "Attr14", "index": "13", "type": "numeric", "distinct": "6673", "missing": "3", "min": "-190", "max": "454", "mean": "0", "stdev": "8" }, { "name": "Attr15", "index": "14", "type": "numeric", "distinct": "6691", "missing": "2", "min": "-5611900", "max": "3599100", "mean": "1803", "stdev": "83922" }, { "name": "Attr16", "index": "15", "type": "numeric", "distinct": "6698", "missing": "25", "min": "-42", "max": "405", "mean": "1", "stdev": "6" }, { "name": "Attr17", "index": "16", "type": "numeric", "distinct": "6243", "missing": "25", "min": "0", "max": "1530", "mean": "4", "stdev": "20" }, { "name": "Attr18", "index": "17", "type": "numeric", "distinct": "6673", "missing": "3", "min": "-190", "max": "454", "mean": "0", "stdev": "8" }, { "name": "Attr19", "index": "18", "type": "numeric", "distinct": "6678", "missing": "0", "min": "-622", "max": "2157", "mean": "0", "stdev": "31" }, { "name": "Attr20", "index": "19", "type": "numeric", "distinct": "6543", "missing": "0", "min": "0", "max": "7809200", "mean": "1162", "stdev": "93158" }, { "name": "Attr21", "index": "20", "type": "numeric", "distinct": "4031", "missing": "1622", "min": "-1325", "max": "27900", "mean": "10", "stdev": "417" }, { "name": "Attr22", "index": "21", "type": "numeric", "distinct": "6106", "missing": "3", "min": "-217", "max": "455", "mean": "0", "stdev": "8" }, { "name": "Attr23", "index": "22", "type": "numeric", "distinct": "6652", "missing": "0", "min": "-635", "max": "2157", "mean": "0", "stdev": "30" }, { "name": "Attr24", "index": "23", "type": "numeric", "distinct": "6606", "missing": "124", "min": "-190", "max": "832", "mean": "1", "stdev": "14" }, { "name": "Attr25", "index": "24", "type": "numeric", "distinct": "6672", "missing": "3", "min": "-460", "max": "1353", "mean": "1", "stdev": "29" }, { "name": "Attr26", "index": "25", "type": "numeric", "distinct": "6686", "missing": "25", "min": "-22", "max": "613", "mean": "1", "stdev": "8" }, { "name": "Attr27", "index": "26", "type": "numeric", "distinct": "6010", "missing": "311", "min": "-14790", "max": "2040800", "mean": "1322", "stdev": "35504" }, { "name": "Attr28", "index": "27", "type": "numeric", "distinct": "6720", "missing": "34", "min": "-490", "max": "1570", "mean": "3", "stdev": "27" }, { "name": "Attr29", "index": "28", "type": "numeric", "distinct": "5914", "missing": "3", "min": "0", "max": "9", "mean": "4", "stdev": "1" }, { "name": "Attr30", "index": "29", "type": "numeric", "distinct": "6605", "missing": "0", "min": "-149", "max": "152860", "mean": "24", "stdev": "1827" }, { "name": "Attr31", "index": "30", "type": "numeric", "distinct": "6686", "missing": "0", "min": "-622", "max": "2157", "mean": "0", "stdev": "31" }, { "name": "Attr32", "index": "31", "type": "numeric", "distinct": "6512", "missing": "38", "min": "0", "max": "351630", "mean": "237", "stdev": "4842" }, { "name": "Attr33", "index": "32", "type": "numeric", "distinct": "6605", "missing": "30", "min": "0", "max": "884", "mean": "7", "stdev": "17" }, { "name": "Attr34", "index": "33", "type": "numeric", "distinct": "6739", "missing": "25", "min": "-280", "max": "884", "mean": "4", "stdev": "16" }, { "name": "Attr35", "index": "34", "type": "numeric", "distinct": "6693", "missing": "3", "min": "-169", "max": "445", "mean": "0", "stdev": "8" }, { "name": "Attr36", "index": "35", "type": "numeric", "distinct": "6329", "missing": "3", "min": "0", "max": "3876", "mean": "6", "stdev": "102" }, { "name": "Attr37", "index": "36", "type": "numeric", "distinct": "4133", "missing": "2740", "min": "-526", "max": "398920", "mean": "173", "stdev": "6339" }, { "name": "Attr38", "index": "37", "type": "numeric", "distinct": "6595", "missing": "3", "min": "-441", "max": "1100", "mean": "2", "stdev": "34" }, { "name": "Attr39", "index": "38", "type": "numeric", "distinct": "6694", "missing": "0", "min": "-702", "max": "2157", "mean": "0", "stdev": "27" }, { "name": "Attr40", "index": "39", "type": "numeric", "distinct": "6702", "missing": "30", "min": "-101", "max": "1015", "mean": "1", "stdev": "13" }, { "name": "Attr41", "index": "40", "type": "numeric", "distinct": "6632", "missing": "84", "min": "-78", "max": "813", "mean": "1", "stdev": "14" }, { "name": "Attr42", "index": "41", "type": "numeric", "distinct": "6125", "missing": "0", "min": "-702", "max": "2157", "mean": "0", "stdev": "27" }, { "name": "Attr43", "index": "42", "type": "numeric", "distinct": "6378", "missing": "0", "min": "0", "max": "30393000", "mean": "4589", "stdev": "362731" }, { "name": "Attr44", "index": "43", "type": "numeric", "distinct": "6606", "missing": "0", "min": "0", "max": "22584000", "mean": "3426", "stdev": "269621" }, { "name": "Attr45", "index": "44", "type": "numeric", "distinct": "6591", "missing": "134", "min": "-256230", "max": "5987", "mean": "-30", "stdev": "3089" }, { "name": "Attr46", "index": "45", "type": "numeric", "distinct": "6553", "missing": "31", "min": "-101", "max": "1018", "mean": "2", "stdev": "13" }, { "name": "Attr47", "index": "46", "type": "numeric", "distinct": "6560", "missing": "29", "min": "0", "max": "62233", "mean": "87", "stdev": "1132" }, { "name": "Attr48", "index": "47", "type": "numeric", "distinct": "6673", "missing": "3", "min": "-218", "max": "406", "mean": "0", "stdev": "8" }, { "name": "Attr49", "index": "48", "type": "numeric", "distinct": "6674", "missing": "0", "min": "-9001", "max": "32", "mean": "-1", "stdev": "108" }, { "name": "Attr50", "index": "49", "type": "numeric", "distinct": "6446", "missing": "25", "min": "0", "max": "262", "mean": "2", "stdev": "5" }, { "name": "Attr51", "index": "50", "type": "numeric", "distinct": "6571", "missing": "3", "min": "0", "max": "442", "mean": "0", "stdev": "5" }, { "name": "Attr52", "index": "51", "type": "numeric", "distinct": "6420", "missing": "29", "min": "0", "max": "454", "mean": "1", "stdev": "9" }, { "name": "Attr53", "index": "52", "type": "numeric", "distinct": "6494", "missing": "34", "min": "-130", "max": "180440", "mean": "99", "stdev": "2785" }, { "name": "Attr54", "index": "53", "type": "numeric", "distinct": "6310", "missing": "34", "min": "-122", "max": "180440", "mean": "100", "stdev": "2800" }, { "name": "Attr55", "index": "54", "type": "numeric", "distinct": "6743", "missing": "0", "min": "-800470", "max": "4398400", "mean": "8856", "stdev": "72475" }, { "name": "Attr56", "index": "55", "type": "numeric", "distinct": "6652", "missing": "0", "min": "-1108300", "max": "1", "mean": "-158", "stdev": "13221" }, { "name": "Attr57", "index": "56", "type": "numeric", "distinct": "6622", "missing": "1", "min": "-315", "max": "127", "mean": "0", "stdev": "4" }, { "name": "Attr58", "index": "57", "type": "numeric", "distinct": "5915", "missing": "0", "min": "0", "max": "1108300", "mean": "159", "stdev": "13221" }, { "name": "Attr59", "index": "58", "type": "numeric", "distinct": "4141", "missing": "1", "min": "-328", "max": "120", "mean": "0", "stdev": "6" }, { "name": "Attr60", "index": "59", "type": "numeric", "distinct": "6512", "missing": "135", "min": "0", "max": "2137800", "mean": "433", "stdev": "26128" }, { "name": "Attr61", "index": "60", "type": "numeric", "distinct": "6569", "missing": "22", "min": "0", "max": "21110", "mean": "16", "stdev": "262" }, { "name": "Attr62", "index": "61", "type": "numeric", "distinct": "6593", "missing": "0", "min": "0", "max": "25016000", "mean": "4763", "stdev": "310783" }, { "name": "Attr63", "index": "62", "type": "numeric", "distinct": "6606", "missing": "30", "min": "0", "max": "1042", "mean": "8", "stdev": "20" }, { "name": "Attr64", "index": "63", "type": "numeric", "distinct": "6639", "missing": "34", "min": "0", "max": "294770", "mean": "209", "stdev": "5141" }, { "name": "class", "index": "64", "type": "nominal", "distinct": "2", "missing": "0", "distr": [] } ], "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 }