# Fall 2020 MGMT 571 LEC Final Project — Data

来源：https://www.kaggle.com/competitions/fall2020-mgmt571lec-project/data

采集时间：2026-10-19T20:26:37Z

File descriptions
bankruptcy_Train.csv
- the training set with 64 predictors and 1 target variable
bankruptcy_Test_X.csv
- the test set with ID and 64 predictors
bankruptcy_sample_submission.csv
- the sample submission with ID and the predicted probability of firm bankruptcy
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