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news20

news20

active Sparse_ARFF Publicly available Visibility: public Uploaded 18-06-2015 by Farooq Zuberi
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Author: Ken Lang Source: [original](http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html) - Date unknown Please cite: Ken Lang. Newsweeder: Learning to filter netnews. In Proceedings of the Twelfth International Conference on Machine Learning, pages 331-339, 1995. #Dataset from the LIBSVM data repository. Preprocessing: First 80/20 training/testing split. Also see http://qwone.com/~jason/20Newsgroups/

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att_52995numeric2 unique values
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att_31236numeric4 unique values
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att_32260numeric2 unique values
0 missing
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0 missing
att_32772numeric2 unique values
0 missing
att_33028numeric3 unique values
0 missing
att_33284numeric3 unique values
0 missing
att_33540numeric2 unique values
0 missing
att_33796numeric3 unique values
0 missing
att_34052numeric3 unique values
0 missing
att_34308numeric7 unique values
0 missing
att_34564numeric2 unique values
0 missing
att_34820numeric2 unique values
0 missing
att_35076numeric2 unique values
0 missing
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att_36100numeric2 unique values
0 missing
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0 missing
att_37124numeric2 unique values
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att_39684numeric2 unique values
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att_52740numeric2 unique values
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att_52996numeric2 unique values
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att_53252numeric3 unique values
0 missing
att_53508numeric2 unique values
0 missing
att_53764numeric3 unique values
0 missing
att_54020numeric3 unique values
0 missing
att_54276numeric3 unique values
0 missing
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att_54788numeric3 unique values
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att_57860numeric2 unique values
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att_58628numeric2 unique values
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att_59140numeric2 unique values
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att_59396numeric2 unique values
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att_60164numeric2 unique values
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att_5numeric3 unique values
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att_261numeric5 unique values
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att_517numeric3 unique values
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att_773numeric2 unique values
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0 missing
att_3333numeric2 unique values
0 missing
att_3589numeric2 unique values
0 missing
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0 missing
att_4101numeric4 unique values
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att_4357numeric3 unique values
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0 missing
att_5381numeric14 unique values
0 missing
att_5637numeric4 unique values
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att_5893numeric2 unique values
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0 missing
att_6405numeric6 unique values
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att_6661numeric3 unique values
0 missing
Show first 100 features

62 properties

NumberOfInstances
19928
Number of instances (rows) of the dataset.
NumberOfFeatures
62062
Number of attributes (columns) of the dataset.
NumberOfClasses
0
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
62062
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
MeanAttributeEntropy
Average entropy of the attributes.
MinorityClassSize
Number of instances belonging to the least frequent class.
Quartile1MeansOfNumericAtts
0
First quartile of means among attributes of the numeric type.
StdvNominalAttDistinctValues
Standard deviation of the number of distinct values among attributes of the nominal type.
MeanKurtosisOfNumericAtts
7289.85
Mean kurtosis among attributes of the numeric type.
NumberOfBinaryFeatures
0
Number of binary attributes.
Quartile1MutualInformation
First quartile of mutual information between the nominal attributes and the target attribute.
MeanMeansOfNumericAtts
0
Mean of means among attributes of the numeric type.
Quartile1SkewnessOfNumericAtts
50.78
First quartile of skewness among attributes of the numeric type.
MeanMutualInformation
Average mutual information between the nominal attributes and the target attribute.
Quartile1StdDevOfNumericAtts
0.01
First quartile of standard deviation of attributes of the numeric type.
AutoCorrelation
-0.91
Average class difference between consecutive instances.
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.
ClassEntropy
Entropy of the target attribute values.
MeanNominalAttDistinctValues
Average number of distinct values among the attributes of the nominal type.
Quartile2KurtosisOfNumericAtts
6639.33
Second quartile (Median) of kurtosis among attributes of the numeric type.
Dimensionality
3.11
Number of attributes divided by the number of instances.
MeanSkewnessOfNumericAtts
77.06
Mean skewness among attributes of the numeric type.
Quartile2MeansOfNumericAtts
0
Second quartile (Median) of means 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.
MeanStdDevOfNumericAtts
0.04
Mean standard deviation of attributes of the numeric type.
Quartile2MutualInformation
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
MinAttributeEntropy
Minimal entropy among attributes.
Quartile2SkewnessOfNumericAtts
80.34
Second quartile (Median) of skewness among attributes of the numeric type.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinKurtosisOfNumericAtts
-1.21
Minimum kurtosis among attributes of the numeric type.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
Quartile2StdDevOfNumericAtts
0.02
Second quartile (Median) of standard deviation of attributes of the numeric type.
MaxAttributeEntropy
Maximum entropy among attributes.
MaxKurtosisOfNumericAtts
19928
Maximum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
0
Minimum of means among attributes of the numeric type.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
Quartile3AttributeEntropy
Third quartile of entropy among attributes.
MaxMeansOfNumericAtts
10.51
Maximum of means among attributes of the numeric type.
MinMutualInformation
Minimal mutual information between the nominal attributes and the target attribute.
PercentageOfMissingValues
0
Percentage of missing values.
Quartile3KurtosisOfNumericAtts
9961.5
Third quartile of kurtosis among attributes of the numeric type.
MaxMutualInformation
Maximum mutual information between the nominal attributes and the target attribute.
MinNominalAttDistinctValues
The minimal number of distinct values among attributes of the nominal type.
PercentageOfNumericFeatures
100
Percentage of numeric attributes.
Quartile3MeansOfNumericAtts
0
Third quartile of means among attributes of the numeric type.
MaxNominalAttDistinctValues
The maximum number of distinct values among attributes of the nominal type.
MinSkewnessOfNumericAtts
-0
Minimum skewness among attributes of the numeric type.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
Quartile3MutualInformation
Third quartile of mutual information between the nominal attributes and the target attribute.
MaxSkewnessOfNumericAtts
141.17
Maximum skewness among attributes of the numeric type.
MinStdDevOfNumericAtts
0.01
Minimum standard deviation of attributes of the numeric type.
Quartile1AttributeEntropy
First quartile of entropy among attributes.
Quartile3SkewnessOfNumericAtts
99.81
Third quartile of skewness among attributes of the numeric type.
MaxStdDevOfNumericAtts
5.76
Maximum standard deviation of attributes of the numeric type.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
Quartile1KurtosisOfNumericAtts
2842.57
First quartile of kurtosis among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
0.04
Third quartile of standard deviation of attributes of the numeric type.
Show all 62 properties

16 tasks

Supervised Regression on news20
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
Supervised Regression on news20
0 runs - estimation_procedure: 10 times 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
Supervised Regression on news20
0 runs - estimation_procedure: Custom 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
Supervised Regression on news20
0 runs - estimation_procedure: Test on Training Data - evaluation_measure: predictive_accuracy - target_feature: class
Supervised Regression on news20
0 runs - estimation_procedure: 5 times 2-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Clustering on news20
0 runs - estimation_procedure: 50 times Clustering
Define a new task