Data
DiabeticMellitus

DiabeticMellitus

active ARFF Public Domain (CC0) Visibility: public Uploaded 04-01-2019 by Salisu Abdulrahman
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This data was collected from combine primary and secondary sources, through questionnaire, verbal interview and some part of the hospital’s record department’s data, from the selected government’s hospitals in the Northwestern states of Nigeria. The hospitals include: Ajingi general hospital (Kano State), Murtala Muhammad specialist hospital (Kano State), Abdullahi Wase specialist hospital (Kano State), Sir Muhammad Sunusi general hospital (Kano State), Gaya general hospital (Kano State), Gwarzo general hospital (Kano State), Federal medical centre Birnin-kudu (Jigawa State), Hadejia general hospital (Jigawa State), Gumel general hospital (Jigawa State), Katsina general hospital (Katsina State), Daura general hospital (Katsina State), Malumfashi general hospital (Katsina State), Gusau general hospital (Zamfara State), Talata Mafara general hospital (Zamfara State), Kaura Namoda general hospital (Zamfara State) and Bodinga general hospital (Sokoto State).

98 features

TYPE (target)nominal2 unique values
0 missing
AGEnumeric60 unique values
0 missing
GLUnumeric93 unique values
0 missing
DBPnumeric29 unique values
0 missing
BMInumeric35 unique values
0 missing
WGTnumeric55 unique values
0 missing
OCPnumeric4 unique values
0 missing
SEXnumeric2 unique values
0 missing
DITnumeric2 unique values
0 missing
MSTnumeric3 unique values
0 missing
RSBnumeric3 unique values
0 missing
LOEnumeric5 unique values
0 missing
DCDnumeric3 unique values
0 missing
EXTnumeric2 unique values
0 missing
FRUnumeric2 unique values
0 missing
WLGnumeric2 unique values
0 missing
FLSnumeric2 unique values
0 missing
BRVnumeric2 unique values
0 missing
IRTnumeric2 unique values
0 missing
SHCnumeric2 unique values
0 missing
TLFnumeric2 unique values
0 missing
RIGnumeric2 unique values
0 missing
RIVnumeric2 unique values
0 missing
SWTnumeric2 unique values
0 missing
SHKnumeric2 unique values
0 missing
VDSnumeric2 unique values
0 missing
WKNnumeric2 unique values
0 missing
HNGnumeric2 unique values
0 missing
DZNnumeric2 unique values
0 missing
NRVnumeric2 unique values
0 missing
HDCnumeric2 unique values
0 missing
FHBnumeric2 unique values
0 missing
IRT_2numeric2 unique values
0 missing
NSAnumeric2 unique values
0 missing
CCSnumeric2 unique values
0 missing
SLSnumeric2 unique values
0 missing
DLBnumeric2 unique values
0 missing
DRN_2numeric2 unique values
0 missing
CFSnumeric2 unique values
0 missing
CVSnumeric2 unique values
0 missing
EXT_2numeric2 unique values
0 missing
IIUnumeric2 unique values
0 missing
WKN_2numeric2 unique values
0 missing
LCRnumeric2 unique values
0 missing
CFS_2numeric2 unique values
0 missing
RPPnumeric2 unique values
0 missing
COMnumeric2 unique values
0 missing
DRBnumeric2 unique values
0 missing
SFSnumeric2 unique values
0 missing
LOA_2numeric2 unique values
0 missing
NSA_2numeric2 unique values
0 missing
FVRnumeric2 unique values
0 missing
STPnumeric2 unique values
0 missing
WTLnumeric2 unique values
0 missing
WKN_3numeric2 unique values
0 missing
FTG_2numeric2 unique values
0 missing
CFS_3numeric2 unique values
0 missing
DRNnumeric2 unique values
0 missing
SFHnumeric2 unique values
0 missing
SOBnumeric2 unique values
0 missing
HBPnumeric2 unique values
0 missing
CDCnumeric2 unique values
0 missing
LOAnumeric2 unique values
0 missing
NSA_3numeric2 unique values
0 missing
VMTnumeric2 unique values
0 missing
DISnumeric2 unique values
0 missing
FTG_3numeric2 unique values
0 missing
SCEnumeric2 unique values
0 missing
GSVnumeric2 unique values
0 missing
BWRnumeric2 unique values
0 missing
DSVnumeric2 unique values
0 missing
DRVnumeric2 unique values
0 missing
EYPnumeric2 unique values
0 missing
FROnumeric2 unique values
0 missing
SADnumeric2 unique values
0 missing
VLSnumeric2 unique values
0 missing
SOB_2numeric2 unique values
0 missing
PCJnumeric2 unique values
0 missing
FAWnumeric2 unique values
0 missing
SWGnumeric2 unique values
0 missing
LHNnumeric2 unique values
0 missing
RIHnumeric2 unique values
2 missing
EXPnumeric2 unique values
0 missing
NRV_2numeric2 unique values
0 missing
HITnumeric2 unique values
0 missing
PPTnumeric2 unique values
0 missing
TRMnumeric2 unique values
0 missing
FTG_4numeric2 unique values
0 missing
WTL_2numeric2 unique values
0 missing
PREnumeric2 unique values
0 missing
ETNnumeric2 unique values
0 missing
CITnumeric2 unique values
0 missing
FTG_5numeric2 unique values
0 missing
SBFnumeric2 unique values
0 missing
WTGnumeric2 unique values
0 missing
CSSnumeric2 unique values
0 missing
LHVnumeric2 unique values
0 missing
PLHnumeric2 unique values
0 missing
Show all 98 features

62 properties

NumberOfInstances
281
Number of instances (rows) of the dataset.
NumberOfFeatures
98
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
2
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
2
Number of instances with at least one value missing.
NumberOfNumericFeatures
97
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
ClassEntropy
0.94
Entropy of the target attribute values.
MeanNoiseToSignalRatio
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
Quartile2AttributeEntropy
Second quartile (Median) of entropy among attributes.
Dimensionality
0.35
Number of attributes divided by the number of instances.
MeanNominalAttDistinctValues
2
Average number of distinct values among the attributes of the nominal type.
Quartile2KurtosisOfNumericAtts
0.29
Second quartile (Median) of kurtosis among attributes of the numeric type.
EquivalentNumberOfAtts
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
MeanSkewnessOfNumericAtts
1.73
Mean skewness among attributes of the numeric type.
Quartile2MeansOfNumericAtts
0.23
Second quartile (Median) of means among attributes of the numeric type.
MajorityClassPercentage
64.77
Percentage of instances belonging to the most frequent class.
MeanStdDevOfNumericAtts
0.86
Mean standard deviation of attributes of the numeric type.
Quartile2MutualInformation
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
MajorityClassSize
182
Number of instances belonging to the most frequent class.
MinAttributeEntropy
Minimal entropy among attributes.
Quartile2SkewnessOfNumericAtts
1.31
Second quartile (Median) of skewness among attributes of the numeric type.
MaxAttributeEntropy
Maximum entropy among attributes.
MinKurtosisOfNumericAtts
-2.01
Minimum kurtosis among attributes of the numeric type.
PercentageOfBinaryFeatures
1.02
Percentage of binary attributes.
Quartile2StdDevOfNumericAtts
0.42
Second quartile (Median) of standard deviation of attributes of the numeric type.
MaxKurtosisOfNumericAtts
137.97
Maximum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
0.01
Minimum of means among attributes of the numeric type.
PercentageOfInstancesWithMissingValues
0.71
Percentage of instances having missing values.
Quartile3AttributeEntropy
Third quartile of entropy among attributes.
MaxMeansOfNumericAtts
78.79
Maximum of means among attributes of the numeric type.
MinMutualInformation
Minimal mutual information between the nominal attributes and the target attribute.
PercentageOfMissingValues
0.01
Percentage of missing values.
Quartile3KurtosisOfNumericAtts
5.26
Third quartile of kurtosis among attributes of the numeric type.
MaxMutualInformation
Maximum mutual information between the nominal attributes and the target attribute.
MinNominalAttDistinctValues
2
The minimal number of distinct values among attributes of the nominal type.
PercentageOfNumericFeatures
98.98
Percentage of numeric attributes.
Quartile3MeansOfNumericAtts
0.49
Third quartile of means among attributes of the numeric type.
MaxNominalAttDistinctValues
2
The maximum number of distinct values among attributes of the nominal type.
MinSkewnessOfNumericAtts
-2.1
Minimum skewness among attributes of the numeric type.
PercentageOfSymbolicFeatures
1.02
Percentage of nominal attributes.
Quartile3MutualInformation
Third quartile of mutual information between the nominal attributes and the target attribute.
MaxSkewnessOfNumericAtts
11.79
Maximum skewness among attributes of the numeric type.
MinStdDevOfNumericAtts
0.08
Minimum standard deviation of attributes of the numeric type.
Quartile1AttributeEntropy
First quartile of entropy among attributes.
Quartile3SkewnessOfNumericAtts
2.69
Third quartile of skewness among attributes of the numeric type.
MaxStdDevOfNumericAtts
14.41
Maximum standard deviation of attributes of the numeric type.
MinorityClassPercentage
35.23
Percentage of instances belonging to the least frequent class.
Quartile1KurtosisOfNumericAtts
-1.65
First quartile of kurtosis among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
0.49
Third quartile of standard deviation of attributes of the numeric type.
MeanAttributeEntropy
Average entropy of the attributes.
MinorityClassSize
99
Number of instances belonging to the least frequent class.
Quartile1MeansOfNumericAtts
0.1
First quartile of means among attributes of the numeric type.
StdvNominalAttDistinctValues
0
Standard deviation of the number of distinct values among attributes of the nominal type.
MeanKurtosisOfNumericAtts
5.78
Mean kurtosis among attributes of the numeric type.
NumberOfBinaryFeatures
1
Number of binary attributes.
Quartile1MutualInformation
First quartile of mutual information between the nominal attributes and the target attribute.
MeanMeansOfNumericAtts
2.72
Mean of means among attributes of the numeric type.
Quartile1SkewnessOfNumericAtts
0.27
First quartile of skewness among attributes of the numeric type.
AutoCorrelation
0.55
Average class difference between consecutive instances.
MeanMutualInformation
Average mutual information between the nominal attributes and the target attribute.
Quartile1StdDevOfNumericAtts
0.3
First quartile of standard deviation of attributes of the numeric type.
Show all 62 properties

9 tasks

Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
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Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
Clustering on DiabeticMellitus
0 runs - estimation_procedure: 50 times Clustering
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