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gina

gina

active ARFF Publicly available Visibility: public Uploaded 16-08-2018 by Janek Thomas
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  • chalearn Education Transportation study_270 study_271
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The goal of this challenge is to expose the research community to real world datasets of interest to 4Paradigm. All datasets are formatted in a uniform way, though the type of data might differ. The data are provided as preprocessed matrices, so that participants can focus on classification, although participants are welcome to use additional feature extraction procedures (as long as they do not violate any rule of the challenge). All problems are binary classification problems and are assessed with the normalized Area Under the ROC Curve (AUC) metric (i.e. 2*AUC-1). The identity of the datasets and the type of data is concealed, though its structure is revealed. The final score in phase 2 will be the average of rankings on all testing datasets, a ranking will be generated from such results, and winners will be determined according to such ranking. The tasks are constrained by a time budget. The Codalab platform provides computational resources shared by all participants. Each code submission will be exceuted in a compute worker with the following characteristics: 2Cores / 8G Memory / 40G SSD with Ubuntu OS. To ensure the fairness of the evaluation, when a code submission is evaluated, its execution time is limited in time. http://automl.chalearn.org/data

971 features

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0 missing
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0 missing
V200numeric250 unique values
0 missing
V456numeric55 unique values
0 missing
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0 missing
V968numeric101 unique values
0 missing
V201numeric31 unique values
0 missing
V457numeric251 unique values
0 missing
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0 missing
V969numeric232 unique values
0 missing
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V458numeric78 unique values
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0 missing
V715numeric71 unique values
0 missing
V204numeric81 unique values
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0 missing
V716numeric236 unique values
0 missing
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V461numeric142 unique values
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0 missing
V206numeric172 unique values
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V462numeric226 unique values
0 missing
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0 missing
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0 missing
V463numeric31 unique values
0 missing
V719numeric253 unique values
0 missing
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0 missing
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0 missing
V720numeric247 unique values
0 missing
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0 missing
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0 missing
V721numeric233 unique values
0 missing
V210numeric73 unique values
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0 missing
V722numeric247 unique values
0 missing
V211numeric131 unique values
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V467numeric241 unique values
0 missing
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0 missing
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0 missing
V468numeric235 unique values
0 missing
V724numeric241 unique values
0 missing
V213numeric250 unique values
0 missing
V469numeric243 unique values
0 missing
V725numeric242 unique values
0 missing
V214numeric253 unique values
0 missing
V470numeric37 unique values
0 missing
V726numeric147 unique values
0 missing
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0 missing
V471numeric229 unique values
0 missing
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0 missing
V216numeric243 unique values
0 missing
V472numeric227 unique values
0 missing
V728numeric131 unique values
0 missing
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0 missing
V473numeric249 unique values
0 missing
V729numeric136 unique values
0 missing
V218numeric213 unique values
0 missing
V474numeric212 unique values
0 missing
V730numeric96 unique values
0 missing
V219numeric249 unique values
0 missing
V475numeric68 unique values
0 missing
V731numeric231 unique values
0 missing
V220numeric65 unique values
0 missing
V476numeric249 unique values
0 missing
V732numeric54 unique values
0 missing
V221numeric207 unique values
0 missing
V477numeric236 unique values
0 missing
V733numeric242 unique values
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V222numeric244 unique values
0 missing
V478numeric247 unique values
0 missing
V734numeric56 unique values
0 missing
V223numeric45 unique values
0 missing
V479numeric209 unique values
0 missing
V735numeric214 unique values
0 missing
V224numeric243 unique values
0 missing
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0 missing
V736numeric230 unique values
0 missing
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V481numeric134 unique values
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0 missing
V227numeric250 unique values
0 missing
V483numeric249 unique values
0 missing
V739numeric251 unique values
0 missing
V228numeric252 unique values
0 missing
V484numeric121 unique values
0 missing
V740numeric148 unique values
0 missing
V229numeric247 unique values
0 missing
V485numeric248 unique values
0 missing
V741numeric137 unique values
0 missing
V230numeric251 unique values
0 missing
V486numeric137 unique values
0 missing
V742numeric238 unique values
0 missing
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0 missing
V487numeric171 unique values
0 missing
V743numeric248 unique values
0 missing
V232numeric229 unique values
0 missing
V488numeric193 unique values
0 missing
V744numeric207 unique values
0 missing
V233numeric247 unique values
0 missing
V489numeric245 unique values
0 missing
V745numeric253 unique values
0 missing
V234numeric240 unique values
0 missing
V490numeric194 unique values
0 missing
V746numeric240 unique values
0 missing
V235numeric66 unique values
0 missing
V491numeric61 unique values
0 missing
V747numeric97 unique values
0 missing
V236numeric76 unique values
0 missing
V492numeric41 unique values
0 missing
V748numeric190 unique values
0 missing
V237numeric246 unique values
0 missing
V493numeric220 unique values
0 missing
V749numeric247 unique values
0 missing
V238numeric221 unique values
0 missing
V494numeric243 unique values
0 missing
V750numeric248 unique values
0 missing
V239numeric147 unique values
0 missing
V495numeric247 unique values
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V751numeric245 unique values
0 missing
V240numeric41 unique values
0 missing
V496numeric235 unique values
0 missing
V752numeric35 unique values
0 missing
V241numeric172 unique values
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V497numeric242 unique values
0 missing
V753numeric79 unique values
0 missing
V242numeric250 unique values
0 missing
V498numeric246 unique values
0 missing
V754numeric200 unique values
0 missing
V243numeric242 unique values
0 missing
V499numeric78 unique values
0 missing
V755numeric207 unique values
0 missing
V244numeric249 unique values
0 missing
V500numeric99 unique values
0 missing
V756numeric240 unique values
0 missing
V245numeric60 unique values
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V501numeric190 unique values
0 missing
V757numeric220 unique values
0 missing
V246numeric175 unique values
0 missing
V502numeric202 unique values
0 missing
V758numeric205 unique values
0 missing
V247numeric241 unique values
0 missing
V503numeric246 unique values
0 missing
V759numeric39 unique values
0 missing
V248numeric247 unique values
0 missing
V504numeric208 unique values
0 missing
V760numeric248 unique values
0 missing
V249numeric251 unique values
0 missing
V505numeric130 unique values
0 missing
V761numeric90 unique values
0 missing
V250numeric251 unique values
0 missing
V506numeric167 unique values
0 missing
V762numeric232 unique values
0 missing
V251numeric243 unique values
0 missing
V507numeric229 unique values
0 missing
V763numeric221 unique values
0 missing
V252numeric249 unique values
0 missing
V508numeric111 unique values
0 missing
V764numeric138 unique values
0 missing
V253numeric90 unique values
0 missing
V509numeric246 unique values
0 missing
V765numeric252 unique values
0 missing
V254numeric251 unique values
0 missing
V510numeric102 unique values
0 missing
V766numeric221 unique values
0 missing
V255numeric247 unique values
0 missing
V511numeric250 unique values
0 missing
V767numeric189 unique values
0 missing

62 properties

3153
Number of instances (rows) of the dataset.
971
Number of attributes (columns) of the dataset.
2
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
970
Number of numeric attributes.
1
Number of nominal attributes.
-0.3
Minimum skewness among attributes of the numeric type.
0.1
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
2
The maximum number of distinct values among attributes of the nominal type.
12.9
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
4.37
Third quartile of skewness among attributes of the numeric type.
15.72
Maximum skewness among attributes of the numeric type.
49.16
Percentage of instances belonging to the least frequent class.
-1.52
First quartile of kurtosis among attributes of the numeric type.
108.74
Third quartile of standard deviation of attributes of the numeric type.
113.89
Maximum standard deviation of attributes of the numeric type.
1550
Number of instances belonging to the least frequent class.
11.24
First quartile of means among attributes of the numeric type.
0
Standard deviation of the number of distinct values among attributes of the nominal type.
Average entropy of the attributes.
1
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
17.9
Mean kurtosis among attributes of the numeric type.
0.54
First quartile of skewness among attributes of the numeric type.
53.73
Mean of means among attributes of the numeric type.
46.14
First quartile of standard deviation of attributes of the numeric type.
0.5
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
Second quartile (Median) of entropy among attributes.
1
Entropy of the target attribute values.
2
Average number of distinct values among the attributes of the nominal type.
0.84
Second quartile (Median) of kurtosis among attributes of the numeric type.
0.31
Number of attributes divided by the number of instances.
2.92
Mean skewness among attributes of the numeric type.
46.75
Second quartile (Median) of means among attributes of the numeric type.
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
77.08
Mean standard deviation of attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
50.84
Percentage of instances belonging to the most frequent class.
Minimal entropy among attributes.
1.6
Second quartile (Median) of skewness among attributes of the numeric type.
1603
Number of instances belonging to the most frequent class.
-1.83
Minimum kurtosis among attributes of the numeric type.
0.1
Percentage of binary attributes.
88.06
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
1.07
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
272.04
Maximum kurtosis among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of missing values.
18.21
Third quartile of kurtosis among attributes of the numeric type.
143.42
Maximum of means among attributes of the numeric type.
2
The minimal number of distinct values among attributes of the nominal type.
99.9
Percentage of numeric attributes.
92.7
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.

19 tasks

0 runs - estimation_procedure: 5 times 2-fold Crossvalidation - target_feature: class
0 runs - estimation_procedure: Test on Training Data - target_feature: class
0 runs - estimation_procedure: 33% Holdout set - target_feature: class
0 runs - estimation_procedure: 4-fold Crossvalidation - target_feature: class
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: class
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
0 runs - estimation_procedure: Interleaved Test then Train - target_feature: class
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
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