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BuzzinsocialmediaTomsHardware

BuzzinsocialmediaTomsHardware

active ARFF Publicly available Visibility: public Uploaded 17-02-2016 by Hilda Fabiola Bernard
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Author: François Kawala (1","2) Ahlame Douzal (1) Eric Gaussier (1) Eustache Diemert (2) Institutions : (1) Université Joseph Fourier (Grenoble I) Laboratoire d'informatique de Grenoble (LIG) (2) BestofMedia Group Source: UCI Please cite: Prédictions d’activité dans les réseaux sociaux en ligne (F. Kawala, A. Douzal-Chouakria, E. Gaussier, E. Dimert), In Actes de la Conférence sur les Modèles et l′Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI), pp. 16, 2013. Source: Creators : François Kawala (1,2) Ahlame Douzal (1) Eric Gaussier (1) Eustache Diemert (2) Institutions : (1) Université Joseph Fourier (Grenoble I) Laboratoire d'informatique de Grenoble (LIG) (2) BestofMedia Group Donor: BestofMedia (ediemert '@' bestofmedia.com) Data Set Information: Please see [Web Link] Attribute Information: Please see [Web Link] Relevant Papers: Prédictions d’activité dans les réseaux sociaux en ligne (F. Kawala, A. Douzal-Chouakria, E. Gaussier, E. Dimert), In Actes de la Conférence sur les Modèles et l′Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI), pp. 16, 2013. Citation Request: Prédictions d’activité dans les réseaux sociaux en ligne (F. Kawala, A. Douzal-Chouakria, E. Gaussier, E. Dimert), In Actes de la Conférence sur les Modèles et l′Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI), pp. 16, 2013.

97 features

NCD_0numeric95 unique values
0 missing
NCD_1numeric93 unique values
0 missing
NCD_2numeric88 unique values
0 missing
NCD_3numeric89 unique values
0 missing
NCD_4numeric83 unique values
0 missing
NCD_5numeric81 unique values
0 missing
NCD_6numeric80 unique values
0 missing
NCD_7numeric77 unique values
0 missing
BL_0numeric441 unique values
0 missing
BL_1numeric450 unique values
0 missing
BL_2numeric460 unique values
0 missing
BL_3numeric460 unique values
0 missing
BL_4numeric452 unique values
0 missing
BL_5numeric432 unique values
0 missing
BL_6numeric413 unique values
0 missing
BL_7numeric399 unique values
0 missing
NAD_0numeric160 unique values
0 missing
NAD_1numeric156 unique values
0 missing
NAD_2numeric152 unique values
0 missing
NAD_3numeric143 unique values
0 missing
NAD_4numeric141 unique values
0 missing
NAD_5numeric127 unique values
0 missing
NAD_6numeric121 unique values
0 missing
NAD_7numeric121 unique values
0 missing
AI_0numeric81 unique values
0 missing
AI_1numeric88 unique values
0 missing
AI_2numeric90 unique values
0 missing
AI_3numeric97 unique values
0 missing
AI_4numeric87 unique values
0 missing
AI_5numeric86 unique values
0 missing
AI_6numeric80 unique values
0 missing
AI_7numeric85 unique values
0 missing
AI_8numeric653 unique values
0 missing
NAC_0numeric644 unique values
0 missing
NAC_1numeric635 unique values
0 missing
NAC_2numeric607 unique values
0 missing
NAC_3numeric598 unique values
0 missing
NAC_4numeric576 unique values
0 missing
NAC_5numeric557 unique values
0 missing
NAC_6numeric553 unique values
0 missing
NAC_7numeric6154 unique values
0 missing
ND_0numeric6137 unique values
0 missing
ND_1numeric6269 unique values
0 missing
ND_2numeric6522 unique values
0 missing
ND_3numeric6720 unique values
0 missing
ND_4numeric6892 unique values
0 missing
ND_5numeric7032 unique values
0 missing
ND_6numeric7010 unique values
0 missing
ND_7numeric3610 unique values
0 missing
CS_0numeric3555 unique values
0 missing
CS_1numeric3621 unique values
0 missing
CS_2numeric3668 unique values
0 missing
CS_3numeric3753 unique values
0 missing
CS_4numeric3764 unique values
0 missing
CS_5numeric3776 unique values
0 missing
CS_6numeric3718 unique values
0 missing
CS_7numeric1597 unique values
0 missing
AT_0numeric1588 unique values
0 missing
AT_1numeric1652 unique values
0 missing
AT_2numeric1683 unique values
0 missing
AT_3numeric1623 unique values
0 missing
AT_4numeric1579 unique values
0 missing
AT_5numeric1505 unique values
0 missing
AT_6numeric1422 unique values
0 missing
AT_7numeric227 unique values
0 missing
NA_0numeric228 unique values
0 missing
NA_1numeric222 unique values
0 missing
NA_2numeric213 unique values
0 missing
NA_3numeric199 unique values
0 missing
NA_4numeric186 unique values
0 missing
NA_5numeric174 unique values
0 missing
NA_6numeric166 unique values
0 missing
NA_7numeric2262 unique values
0 missing
ADL_0numeric2277 unique values
0 missing
ADL_1numeric2326 unique values
0 missing
ADL_2numeric2368 unique values
0 missing
ADL_3numeric2372 unique values
0 missing
ADL_4numeric2340 unique values
0 missing
ADL_5numeric2287 unique values
0 missing
ADL_6numeric2257 unique values
0 missing
ADL_7numeric1726 unique values
0 missing
ASNA_0numeric1731 unique values
0 missing
ASNA_1numeric1780 unique values
0 missing
ASNA_2numeric1782 unique values
0 missing
ASNA_3numeric1776 unique values
0 missing
ASNA_4numeric1749 unique values
0 missing
ASNA_5numeric1754 unique values
0 missing
ASNA_6numeric1714 unique values
0 missing
ASNA_7numeric3069 unique values
0 missing
ASNAC_0numeric3032 unique values
0 missing
ASNAC_1numeric3164 unique values
0 missing
ASNAC_2numeric3266 unique values
0 missing
ASNAC_3numeric3315 unique values
0 missing
ASNAC_4numeric3382 unique values
0 missing
ASNAC_5numeric3429 unique values
0 missing
ASNAC_6numeric3332 unique values
0 missing
ASNAC_7numeric8895 unique values
0 missing
Show all 97 features

62 properties

NumberOfInstances
28179
Number of instances (rows) of the dataset.
NumberOfFeatures
97
Number of attributes (columns) of the dataset.
NumberOfClasses
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
97
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Quartile1SkewnessOfNumericAtts
5.72
First quartile of skewness among attributes of the numeric type.
MeanMeansOfNumericAtts
312.13
Mean of means among attributes of the numeric type.
Quartile1StdDevOfNumericAtts
0.17
First quartile of standard deviation of attributes of the numeric type.
AutoCorrelation
Average class difference between consecutive instances.
MeanMutualInformation
Average mutual information between the nominal attributes and the target attribute.
Quartile2AttributeEntropy
Second quartile (Median) of entropy among attributes.
ClassEntropy
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.
Quartile2KurtosisOfNumericAtts
78.09
Second quartile (Median) of kurtosis among attributes of the numeric type.
Dimensionality
0
Number of attributes divided by the number of instances.
MeanNominalAttDistinctValues
Average number of distinct values among the attributes of the nominal type.
Quartile2MeansOfNumericAtts
2.39
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.
MeanSkewnessOfNumericAtts
6.93
Mean skewness among 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.
MeanStdDevOfNumericAtts
1154.74
Mean standard deviation of attributes of the numeric type.
Quartile2SkewnessOfNumericAtts
7.33
Second quartile (Median) of skewness among attributes of the numeric type.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinAttributeEntropy
Minimal entropy among attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
Quartile2StdDevOfNumericAtts
7.93
Second quartile (Median) of standard deviation of attributes of the numeric type.
MaxAttributeEntropy
Maximum entropy among attributes.
MinKurtosisOfNumericAtts
1.68
Minimum kurtosis among attributes of the numeric type.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
Quartile3AttributeEntropy
Third quartile of entropy among attributes.
MaxKurtosisOfNumericAtts
162.9
Maximum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
0
Minimum of means among attributes of the numeric type.
PercentageOfMissingValues
0
Percentage of missing values.
Quartile3KurtosisOfNumericAtts
99.58
Third quartile of kurtosis among attributes of the numeric type.
MaxMeansOfNumericAtts
3942.77
Maximum of means among attributes of the numeric type.
MinMutualInformation
Minimal mutual information between the nominal attributes and the target attribute.
PercentageOfNumericFeatures
100
Percentage of numeric attributes.
Quartile3MeansOfNumericAtts
10.98
Third quartile of means 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.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
Quartile3MutualInformation
Third quartile of mutual information between the nominal attributes and the target attribute.
MaxNominalAttDistinctValues
The maximum number of distinct values among attributes of the nominal type.
MinSkewnessOfNumericAtts
1.75
Minimum skewness among attributes of the numeric type.
Quartile1AttributeEntropy
First quartile of entropy among attributes.
Quartile3SkewnessOfNumericAtts
8.56
Third quartile of skewness among attributes of the numeric type.
MaxSkewnessOfNumericAtts
11.47
Maximum skewness among attributes of the numeric type.
MinStdDevOfNumericAtts
0.01
Minimum standard deviation of attributes of the numeric type.
Quartile1KurtosisOfNumericAtts
46.32
First quartile of kurtosis among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
22.45
Third quartile of standard deviation of attributes of the numeric type.
MaxStdDevOfNumericAtts
15026.78
Maximum standard deviation of attributes of the numeric type.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
Quartile1MeansOfNumericAtts
0.07
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.
MeanAttributeEntropy
Average entropy of the attributes.
NumberOfBinaryFeatures
0
Number of binary attributes.
Quartile1MutualInformation
First quartile of mutual information between the nominal attributes and the target attribute.
MeanKurtosisOfNumericAtts
73.68
Mean kurtosis among attributes of the numeric type.
Show all 62 properties

4 tasks

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