Data
Corporate_Credit_Ratings

Corporate_Credit_Ratings

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Credit Ratings of Big US Firms. A corporate credit rating expresses the ability of a firm to repay its debt to creditors. Credit rating agencies assess companies' creditworthiness based on financial indicators.

46 features

rating (target)nominal10 unique values
0 missing
currentrationumeric2029 unique values
0 missing
quickrationumeric2029 unique values
0 missing
cashrationumeric2025 unique values
0 missing
daysofsalesoutstandingnumeric1836 unique values
0 missing
netprofitmarginnumeric2027 unique values
0 missing
pretaxprofitmarginnumeric2027 unique values
0 missing
grossprofitmarginnumeric1626 unique values
0 missing
operatingprofitmarginnumeric2027 unique values
0 missing
returnonassetsnumeric2029 unique values
0 missing
returnoncapitalemployednumeric2029 unique values
0 missing
returnonequitynumeric2029 unique values
0 missing
assetturnovernumeric2029 unique values
0 missing
fixedassetturnovernumeric2029 unique values
0 missing
debtequityrationumeric2024 unique values
0 missing
debtrationumeric2005 unique values
0 missing
effectivetaxratenumeric1994 unique values
0 missing
freecashflowoperatingcashflowrationumeric1857 unique values
0 missing
freecashflowpersharenumeric2027 unique values
0 missing
cashpersharenumeric2029 unique values
0 missing
companyequitymultipliernumeric2029 unique values
0 missing
ebitperrevenuenumeric2027 unique values
0 missing
enterprisevaluemultiplenumeric2029 unique values
0 missing
operatingcashflowpersharenumeric2027 unique values
0 missing
operatingcashflowsalesrationumeric2027 unique values
0 missing
payablesturnovernumeric1768 unique values
0 missing
yearnumeric9 unique values
0 missing
monthnumeric12 unique values
0 missing
daynumeric31 unique values
0 missing
sector_basic industriesnominal2 unique values
0 missing
sector_capital goodsnominal2 unique values
0 missing
sector_consumer durablesnominal2 unique values
0 missing
sector_consumer non-durablesnominal2 unique values
0 missing
sector_consumer servicesnominal2 unique values
0 missing
sector_energynominal2 unique values
0 missing
sector_financenominal2 unique values
0 missing
sector_health carenominal2 unique values
0 missing
sector_miscellaneousnominal2 unique values
0 missing
sector_public utilitiesnominal2 unique values
0 missing
sector_technologynominal2 unique values
0 missing
sector_transportationnominal2 unique values
0 missing
rating agency name_dbrsnominal2 unique values
0 missing
rating agency name_egan-jones ratings companynominal2 unique values
0 missing
rating agency name_fitch ratingsnominal2 unique values
0 missing
rating agency name_moody's investors servicenominal2 unique values
0 missing
rating agency name_standard & poor's ratings servicesnominal2 unique values
0 missing
Show all 46 features

19 properties

NumberOfInstances
2029
Number of instances (rows) of the dataset.
NumberOfFeatures
46
Number of attributes (columns) of the dataset.
NumberOfClasses
10
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
28
Number of numeric attributes.
NumberOfSymbolicFeatures
18
Number of nominal attributes.
MajorityClassSize
671
Number of instances belonging to the most frequent class.
MinorityClassPercentage
0.05
Percentage of instances belonging to the least frequent class.
MinorityClassSize
1
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
17
Number of binary attributes.
PercentageOfBinaryFeatures
36.96
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
AutoCorrelation
0.53
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Dimensionality
0.02
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
60.87
Percentage of numeric attributes.
MajorityClassPercentage
33.07
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
39.13
Percentage of nominal attributes.
Show all 19 properties

1 tasks

Supervised Classification on Corporate_Credit_Ratings
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: rating
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