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South_Asian_Churn_dataset
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South_Asian_Churn_dataset
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Uploaded 05-10-2022 by
louis geiler
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Machine Learning
Meteorology
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The SATO data set used is real life data collected from a major wireless telecom operator in South Asia.
14 features
Class
(target)
string
2 unique values
0 missing
network_age
numeric
1364 unique values
0 missing
Aggregate_Total_Rev
numeric
1982 unique values
0 missing
Aggregate_SMS_Rev
numeric
998 unique values
0 missing
Aggregate_Data_Rev
numeric
307 unique values
0 missing
Aggregate_Data_Vol
numeric
1990 unique values
0 missing
Aggregate_Calls
numeric
666 unique values
0 missing
Aggregate_ONNET_REV
numeric
1194 unique values
0 missing
Aggregate_OFFNET_REV
numeric
1614 unique values
0 missing
Aggregate_complaint_count
numeric
20 unique values
0 missing
aug_user_type
string
3 unique values
245 missing
sep_user_type
string
3 unique values
206 missing
aug_fav_a
string
7 unique values
1 missing
sep_fav_a
string
6 unique values
1 missing
Show all 14 features
19 properties
NumberOfInstances
2000
Number of instances (rows) of the dataset.
NumberOfFeatures
14
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
453
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
279
Number of instances with at least one value missing.
NumberOfNumericFeatures
9
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
MinorityClassPercentage
50
Percentage of instances belonging to the least frequent class.
MinorityClassSize
1000
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
13.95
Percentage of instances having missing values.
AutoCorrelation
1
Average class difference between consecutive instances.
PercentageOfMissingValues
1.62
Percentage of missing values.
Dimensionality
0.01
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
64.29
Percentage of numeric attributes.
MajorityClassPercentage
50
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassSize
1000
Number of instances belonging to the most frequent class.
Show all 19 properties
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