Data
arcene

arcene

active ARFF Publicly available Visibility: public Uploaded 16-08-2018 by Janek Thomas
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  • chalearn chalearn\ Manufacturing 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

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V9492numeric67 unique values
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V9748numeric12 unique values
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V21numeric20 unique values
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V277numeric76 unique values
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V533numeric35 unique values
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V1045numeric41 unique values
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V1301numeric79 unique values
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V1557numeric14 unique values
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V1813numeric68 unique values
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V2069numeric58 unique values
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V2325numeric66 unique values
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V2581numeric37 unique values
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V2837numeric84 unique values
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V3093numeric13 unique values
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V3349numeric31 unique values
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V3605numeric64 unique values
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V4117numeric69 unique values
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V4373numeric32 unique values
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V4629numeric67 unique values
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V4885numeric24 unique values
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V5141numeric9 unique values
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V5397numeric8 unique values
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V5653numeric81 unique values
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V6165numeric16 unique values
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V7445numeric63 unique values
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V7701numeric55 unique values
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V7957numeric3 unique values
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V8213numeric84 unique values
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V8469numeric53 unique values
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V8725numeric70 unique values
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V8981numeric74 unique values
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V9237numeric56 unique values
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V9493numeric82 unique values
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V9749numeric23 unique values
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V22numeric35 unique values
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V278numeric2 unique values
0 missing
V534numeric59 unique values
0 missing
V790numeric47 unique values
0 missing
V1046numeric21 unique values
0 missing
V1302numeric2 unique values
0 missing
V1558numeric38 unique values
0 missing
V1814numeric55 unique values
0 missing
V2070numeric62 unique values
0 missing
V2326numeric34 unique values
0 missing
V2582numeric23 unique values
0 missing
V2838numeric50 unique values
0 missing
V3094numeric34 unique values
0 missing
V3350numeric67 unique values
0 missing
V3606numeric15 unique values
0 missing
V3862numeric24 unique values
0 missing
V4118numeric32 unique values
0 missing
V4374numeric86 unique values
0 missing
V4630numeric19 unique values
0 missing
V4886numeric86 unique values
0 missing
V5142numeric50 unique values
0 missing
V5398numeric6 unique values
0 missing
V5654numeric12 unique values
0 missing
V5910numeric48 unique values
0 missing
V6166numeric51 unique values
0 missing
V6422numeric31 unique values
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V6678numeric9 unique values
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V6934numeric79 unique values
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V7190numeric30 unique values
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V7446numeric86 unique values
0 missing
V7702numeric54 unique values
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V7958numeric42 unique values
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V8214numeric24 unique values
0 missing
V8470numeric8 unique values
0 missing
V8726numeric35 unique values
0 missing
V8982numeric8 unique values
0 missing
V9238numeric61 unique values
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V9494numeric54 unique values
0 missing
V9750numeric88 unique values
0 missing
V23numeric30 unique values
0 missing
V279numeric47 unique values
0 missing
V535numeric17 unique values
0 missing
V791numeric37 unique values
0 missing
V1047numeric66 unique values
0 missing
V1303numeric5 unique values
0 missing
V1559numeric52 unique values
0 missing
V1815numeric57 unique values
0 missing
V2071numeric87 unique values
0 missing
V2327numeric26 unique values
0 missing
V2583numeric86 unique values
0 missing
V2839numeric20 unique values
0 missing
V3095numeric19 unique values
0 missing
V3351numeric31 unique values
0 missing
V3607numeric27 unique values
0 missing
V3863numeric60 unique values
0 missing
V4119numeric35 unique values
0 missing
V4375numeric61 unique values
0 missing
V4631numeric55 unique values
0 missing
V4887numeric53 unique values
0 missing
V5143numeric59 unique values
0 missing
V5399numeric43 unique values
0 missing
V5655numeric51 unique values
0 missing
V5911numeric45 unique values
0 missing
V6167numeric92 unique values
0 missing
V6423numeric30 unique values
0 missing
V6679numeric40 unique values
0 missing
V6935numeric28 unique values
0 missing
V7191numeric70 unique values
0 missing
V7447numeric90 unique values
0 missing
V7703numeric24 unique values
0 missing
V7959numeric4 unique values
0 missing
V8215numeric24 unique values
0 missing
V8471numeric45 unique values
0 missing
V8727numeric32 unique values
0 missing
V8983numeric60 unique values
0 missing
V9239numeric47 unique values
0 missing
V9495numeric17 unique values
0 missing
V9751numeric52 unique values
0 missing
V24numeric46 unique values
0 missing
V280numeric48 unique values
0 missing
V536numeric13 unique values
0 missing
V792numeric7 unique values
0 missing
V1048numeric2 unique values
0 missing
V1304numeric51 unique values
0 missing
V1560numeric55 unique values
0 missing
V1816numeric50 unique values
0 missing
V2072numeric92 unique values
0 missing
V2328numeric19 unique values
0 missing
V2584numeric1 unique values
0 missing
V2840numeric43 unique values
0 missing
V3096numeric17 unique values
0 missing
V3352numeric37 unique values
0 missing
V3608numeric31 unique values
0 missing
V3864numeric49 unique values
0 missing
V4120numeric54 unique values
0 missing
V4376numeric40 unique values
0 missing
V4632numeric79 unique values
0 missing
V4888numeric10 unique values
0 missing
V5144numeric40 unique values
0 missing
V5400numeric23 unique values
0 missing
V5656numeric3 unique values
0 missing
V5912numeric4 unique values
0 missing
V6168numeric6 unique values
0 missing
V6424numeric26 unique values
0 missing
V6680numeric83 unique values
0 missing
V6936numeric62 unique values
0 missing
V7192numeric57 unique values
0 missing
V7448numeric2 unique values
0 missing
V7704numeric20 unique values
0 missing
V7960numeric36 unique values
0 missing
V8216numeric23 unique values
0 missing
V8472numeric60 unique values
0 missing
V8728numeric59 unique values
0 missing
V8984numeric41 unique values
0 missing
V9240numeric82 unique values
0 missing
V9496numeric21 unique values
0 missing
V9752numeric24 unique values
0 missing
V25numeric64 unique values
0 missing
V281numeric87 unique values
0 missing
V537numeric53 unique values
0 missing
V793numeric6 unique values
0 missing
V1049numeric9 unique values
0 missing
V1305numeric23 unique values
0 missing
V1561numeric55 unique values
0 missing
V1817numeric46 unique values
0 missing

62 properties

100
Number of instances (rows) of the dataset.
10001
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.
10000
Number of numeric attributes.
1
Number of nominal attributes.
-1.65
Minimum skewness among attributes of the numeric type.
0.01
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.
0
Minimum standard deviation of attributes of the numeric type.
First quartile of entropy among attributes.
3.05
Third quartile of skewness among attributes of the numeric type.
10
Maximum skewness among attributes of the numeric type.
44
Percentage of instances belonging to the least frequent class.
-0.44
First quartile of kurtosis among attributes of the numeric type.
82.19
Third quartile of standard deviation of attributes of the numeric type.
317.37
Maximum standard deviation of attributes of the numeric type.
44
Number of instances belonging to the least frequent class.
10.17
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.
9.66
Mean kurtosis among attributes of the numeric type.
0.71
First quartile of skewness among attributes of the numeric type.
70.73
Mean of means among attributes of the numeric type.
21.88
First quartile of standard deviation of attributes of the numeric type.
0.39
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.
0.99
Entropy of the target attribute values.
2
Average number of distinct values among the attributes of the nominal type.
2.54
Second quartile (Median) of kurtosis among attributes of the numeric type.
100.01
Number of attributes divided by the number of instances.
2.18
Mean skewness among attributes of the numeric type.
30.83
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.
59.36
Mean standard deviation of attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
56
Percentage of instances belonging to the most frequent class.
Minimal entropy among attributes.
1.67
Second quartile (Median) of skewness among attributes of the numeric type.
56
Number of instances belonging to the most frequent class.
-1.78
Minimum kurtosis among attributes of the numeric type.
0.01
Percentage of binary attributes.
41.03
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
0
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
100
Maximum kurtosis among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of missing values.
10.73
Third quartile of kurtosis among attributes of the numeric type.
553.59
Maximum of means among attributes of the numeric type.
2
The minimal number of distinct values among attributes of the nominal type.
99.99
Percentage of numeric attributes.
81.71
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.

17 tasks

0 runs - estimation_procedure: 10 times 10-fold Crossvalidation - 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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