Data
polish-bankruptcy-1year

polish-bankruptcy-1year

active ARFF Public Domain (CC0) Visibility: public Uploaded 12-05-2021 by Meilina Reksoprodjo
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Dataset information: 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 – 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. Attribute information: X1 net profit / total assets X2 total liabilities / total assets X3 working capital / total assets X4 current assets / short-term liabilities X5 [(cash + short-term securities + receivables - short-term liabilities) / (operating expenses - depreciation)] * 365 X6 retained earnings / total assets X7 EBIT / total assets X8 book value of equity / total liabilities X9 sales / total assets X10 equity / total assets X11 (gross profit + extraordinary items + financial expenses) / total assets X12 gross profit / short-term liabilities X13 (gross profit + depreciation) / sales X14 (gross profit + interest) / total assets X15 (total liabilities * 365) / (gross profit + depreciation) X16 (gross profit + depreciation) / total liabilities X17 total assets / total liabilities X18 gross profit / total assets X19 gross profit / sales X20 (inventory * 365) / sales X21 sales (n) / sales (n-1) X22 profit on operating activities / total assets X23 net profit / sales X24 gross profit (in 3 years) / total assets X25 (equity - share capital) / total assets X26 (net profit + depreciation) / total liabilities X27 profit on operating activities / financial expenses X28 working capital / fixed assets X29 logarithm of total assets X30 (total liabilities - cash) / sales X31 (gross profit + interest) / sales X32 (current liabilities * 365) / cost of products sold X33 operating expenses / short-term liabilities X34 operating expenses / total liabilities X35 profit on sales / total assets X36 total sales / total assets X37 (current assets - inventories) / long-term liabilities X38 constant capital / total assets X39 profit on sales / sales X40 (current assets - inventory - receivables) / short-term liabilities X41 total liabilities / ((profit on operating activities + depreciation) * (12/365)) X42 profit on operating activities / sales X43 rotation receivables + inventory turnover in days X44 (receivables * 365) / sales X45 net profit / inventory X46 (current assets - inventory) / short-term liabilities X47 (inventory * 365) / cost of products sold X48 EBITDA (profit on operating activities - depreciation) / total assets X49 EBITDA (profit on operating activities - depreciation) / sales X50 current assets / total liabilities X51 short-term liabilities / total assets X52 (short-term liabilities * 365) / cost of products sold) X53 equity / fixed assets X54 constant capital / fixed assets X55 working capital X56 (sales - cost of products sold) / sales X57 (current assets - inventory - short-term liabilities) / (sales - gross profit - depreciation) X58 total costs /total sales X59 long-term liabilities / equity X60 sales / inventory X61 sales / receivables X62 (short-term liabilities *365) / sales X63 sales / short-term liabilities X64 sales / fixed assets

65 features

Attr1numeric6629 unique values
3 missing
Attr2numeric6606 unique values
3 missing
Attr3numeric6704 unique values
3 missing
Attr4numeric6283 unique values
30 missing
Attr5numeric6819 unique values
8 missing
Attr6numeric4210 unique values
3 missing
Attr7numeric6673 unique values
3 missing
Attr8numeric6682 unique values
25 missing
Attr9numeric5507 unique values
1 missing
Attr10numeric6633 unique values
3 missing
Attr11numeric6647 unique values
39 missing
Attr12numeric6725 unique values
30 missing
Attr13numeric6618 unique values
0 missing
Attr14numeric6673 unique values
3 missing
Attr15numeric6691 unique values
2 missing
Attr16numeric6698 unique values
25 missing
Attr17numeric6243 unique values
25 missing
Attr18numeric6673 unique values
3 missing
Attr19numeric6678 unique values
0 missing
Attr20numeric6543 unique values
0 missing
Attr21numeric4031 unique values
1622 missing
Attr22numeric6106 unique values
3 missing
Attr23numeric6652 unique values
0 missing
Attr24numeric6606 unique values
124 missing
Attr25numeric6672 unique values
3 missing
Attr26numeric6686 unique values
25 missing
Attr27numeric6010 unique values
311 missing
Attr28numeric6720 unique values
34 missing
Attr29numeric5914 unique values
3 missing
Attr30numeric6605 unique values
0 missing
Attr31numeric6686 unique values
0 missing
Attr32numeric6512 unique values
38 missing
Attr33numeric6605 unique values
30 missing
Attr34numeric6739 unique values
25 missing
Attr35numeric6693 unique values
3 missing
Attr36numeric6329 unique values
3 missing
Attr37numeric4133 unique values
2740 missing
Attr38numeric6595 unique values
3 missing
Attr39numeric6694 unique values
0 missing
Attr40numeric6702 unique values
30 missing
Attr41numeric6632 unique values
84 missing
Attr42numeric6125 unique values
0 missing
Attr43numeric6378 unique values
0 missing
Attr44numeric6606 unique values
0 missing
Attr45numeric6591 unique values
134 missing
Attr46numeric6553 unique values
31 missing
Attr47numeric6560 unique values
29 missing
Attr48numeric6673 unique values
3 missing
Attr49numeric6674 unique values
0 missing
Attr50numeric6446 unique values
25 missing
Attr51numeric6571 unique values
3 missing
Attr52numeric6420 unique values
29 missing
Attr53numeric6494 unique values
34 missing
Attr54numeric6310 unique values
34 missing
Attr55numeric6743 unique values
0 missing
Attr56numeric6652 unique values
0 missing
Attr57numeric6622 unique values
1 missing
Attr58numeric5915 unique values
0 missing
Attr59numeric4141 unique values
1 missing
Attr60numeric6512 unique values
135 missing
Attr61numeric6569 unique values
22 missing
Attr62numeric6593 unique values
0 missing
Attr63numeric6606 unique values
30 missing
Attr64numeric6639 unique values
34 missing
classnominal2 unique values
0 missing

19 properties

7027
Number of instances (rows) of the dataset.
65
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
5835
Number of missing values in the dataset.
3833
Number of instances with at least one value missing.
64
Number of numeric attributes.
1
Number of nominal attributes.
54.55
Percentage of instances having missing values.
Average class difference between consecutive instances.
1.28
Percentage of missing values.
0.01
Number of attributes divided by the number of instances.
98.46
Percentage of numeric attributes.
Percentage of instances belonging to the most frequent class.
1.54
Percentage of nominal attributes.
Number of instances belonging to the most frequent class.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
1
Number of binary attributes.
1.54
Percentage of binary attributes.

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