Data
18ProductivityPrediction

18ProductivityPrediction

active ARFF Publicly available Visibility: public Uploaded 22-02-2022 by Dunja Visnjic
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18ProductivityPrediction

15 features

actual_productivity (target)numeric875 unique values
0 missing
datenominal59 unique values
0 missing
quarternominal5 unique values
0 missing
departmentnominal3 unique values
0 missing
daynominal6 unique values
0 missing
teamnumeric12 unique values
0 missing
targeted_productivitynumeric9 unique values
0 missing
smvnumeric70 unique values
0 missing
wipnumeric548 unique values
506 missing
over_timenumeric143 unique values
0 missing
incentivenumeric48 unique values
0 missing
idle_timenumeric12 unique values
0 missing
idle_mennumeric10 unique values
0 missing
no_of_style_changenumeric3 unique values
0 missing
no_of_workersnumeric61 unique values
0 missing
Show all 15 features

19 properties

NumberOfInstances
1197
Number of instances (rows) of the dataset.
NumberOfFeatures
15
Number of attributes (columns) of the dataset.
NumberOfClasses
0
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
506
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
506
Number of instances with at least one value missing.
NumberOfNumericFeatures
11
Number of numeric attributes.
NumberOfSymbolicFeatures
4
Number of nominal attributes.
Dimensionality
0.01
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
73.33
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
26.67
Percentage of nominal attributes.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
42.27
Percentage of instances having missing values.
AutoCorrelation
0.94
Average class difference between consecutive instances.
PercentageOfMissingValues
2.82
Percentage of missing values.
Show all 19 properties

2 tasks

Supervised Regression on 18ProductivityPrediction
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: precision - target_feature: actual_productivity
Clustering on 18ProductivityPrediction
0 runs - estimation_procedure: 50 times Clustering - target_feature: actual_productivity
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