Companies bankruptcy forecast The objective is to design a classifier for bankruptcy status prediction 39 teams a year ago The dataset is about bankruptcy prediction of Polish companies. The data was collected from Emerging Markets Information Service (EMIS), 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. File descriptions bankruptcy_Train.csv - the training set with both predictors and response variable bankruptcy_Test_X.csv - the test set with ID and predictors Data fields attr1 - net profit / total assets attr2 - total liabilities / total assets attr3 - working capital / total assets attr4 - current assets / short-term liabilities attr5 - [(cash + short-term securities + receivables - short-term liabilities) / (operating expenses - depreciation)] * 365 attr6 - retained earnings / total assets attr7 - EBIT / total assets attr8 - book value of equity / total liabilities attr9 - sales / total assets attr10 - equity / total assets attr11 - (gross profit + extraordinary items + financial expenses) / total assets attr12 - gross profit / short-term liabilities attr13 - (gross profit + depreciation) / sales attr14 - (gross profit + interest) / total assets attr15 - (total liabilities * 365) / (gross profit + depreciation) attr16 - (gross profit + depreciation) / total liabilities attr17 - total assets / total liabilities attr18 - gross profit / total assets attr19 - gross profit / sales attr20 - (inventory * 365) / sales attr21 - sales (n) / sales (n-1) attr22 - profit on operating activities / total assets attr23 - net profit / sales attr24 - gross profit (in 3 years) / total assets attr25 - (equity - share capital) / total assets attr26 - (net profit + depreciation) / total liabilities attr27 - profit on operating activities / financial expenses attr28 - working capital / fixed assets attr29 - logarithm of total assets attr30 - (total liabilities - cash) / sales attr31 - (gross profit + interest) / sales attr32 - (current liabilities * 365) / cost of products sold attr33 - operating expenses / short-term liabilities attr34 - operating expenses / total liabilities attr35 - profit on sales / total assets attr36 - total sales / total assets attr37 - (current assets - inventories) / long-term liabilities attr38 - constant capital / total assets attr39 - profit on sales / sales attr40 - (current assets - inventory - receivables) / short-term liabilities attr41 - total liabilities / ((profit on operating activities + depreciation) * (12/365)) attr42 - profit on operating activities / sales attr43 - rotation receivables + inventory turnover in days attr44 - (receivables * 365) / sales attr45 - net profit / inventory attr46 - (current assets - inventory) / short-term liabilities attr47 - (inventory * 365) / cost of products sold attr48 - EBITDA (profit on operating activities - depreciation) / total assets attr49 - EBITDA (profit on operating activities - depreciation) / sales attr50 - current assets / total liabilities attr51 - short-term liabilities / total assets attr52 - (short-term liabilities * 365) / cost of products sold) attr53 - equity / fixed assets attr54 - constant capital / fixed assets attr55 - working capital attr56 - (sales - cost of products sold) / sales attr57 - (current assets - inventory - short-term liabilities) / (sales - gross profit - depreciation) attr58 - total costs /total sales attr59 - long-term liabilities / equity attr60 - sales / inventory attr61 - sales / receivables attr62 - (short-term liabilities *365) / sales attr63 - sales / short-term liabilities attr64 - sales / fixed assets class - the response variable Y: 0 = did not bankrupt; 1 = bankrupt