Data
riccardo

riccardo

active ARFF Publicly available Visibility: public Uploaded 16-08-2018 by Janek Thomas
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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

4297 features

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V2610numeric7748 unique values
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V2866numeric4600 unique values
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V3122numeric7869 unique values
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V3378numeric9084 unique values
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V3634numeric6517 unique values
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V3890numeric4655 unique values
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V4146numeric13597 unique values
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V51numeric9204 unique values
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V307numeric7914 unique values
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V563numeric7939 unique values
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V819numeric7657 unique values
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V1075numeric6868 unique values
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V1331numeric8297 unique values
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V1587numeric8984 unique values
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V1843numeric6977 unique values
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V2099numeric8519 unique values
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V2355numeric3102 unique values
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V2611numeric6103 unique values
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V2867numeric7868 unique values
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V3123numeric6435 unique values
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V3379numeric3330 unique values
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V3635numeric8827 unique values
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V3891numeric6164 unique values
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V4147numeric14099 unique values
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V52numeric7945 unique values
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V308numeric5159 unique values
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V564numeric7204 unique values
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V820numeric8242 unique values
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V1076numeric7241 unique values
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V1332numeric9327 unique values
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V1588numeric5504 unique values
0 missing
V1844numeric6412 unique values
0 missing
V2100numeric8064 unique values
0 missing
V2356numeric9615 unique values
0 missing
V2612numeric7578 unique values
0 missing
V2868numeric7337 unique values
0 missing
V3124numeric8329 unique values
0 missing
V3380numeric7839 unique values
0 missing
V3636numeric8261 unique values
0 missing
V3892numeric5911 unique values
0 missing
V4148numeric14150 unique values
0 missing
V53numeric7613 unique values
0 missing
V309numeric7802 unique values
0 missing
V565numeric6228 unique values
0 missing
V821numeric6027 unique values
0 missing
V1077numeric6624 unique values
0 missing
V1333numeric9830 unique values
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V1589numeric9182 unique values
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V1845numeric6914 unique values
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V2101numeric6037 unique values
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V2357numeric7669 unique values
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V2613numeric7546 unique values
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V2869numeric4533 unique values
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V3125numeric6762 unique values
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V3381numeric6078 unique values
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V3637numeric6051 unique values
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V3893numeric7452 unique values
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0 missing
V566numeric7539 unique values
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V1078numeric8840 unique values
0 missing
V1334numeric9093 unique values
0 missing
V1590numeric8514 unique values
0 missing
V1846numeric1549 unique values
0 missing
V2102numeric8819 unique values
0 missing
V2358numeric3879 unique values
0 missing
V2614numeric8194 unique values
0 missing
V2870numeric5440 unique values
0 missing
V3126numeric9021 unique values
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V3382numeric8105 unique values
0 missing
V3638numeric3388 unique values
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V3894numeric3961 unique values
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V4150numeric14133 unique values
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V55numeric7750 unique values
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V311numeric7180 unique values
0 missing
V567numeric8185 unique values
0 missing
V823numeric7984 unique values
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V1079numeric4977 unique values
0 missing
V1335numeric8715 unique values
0 missing
V1591numeric3462 unique values
0 missing
V1847numeric5854 unique values
0 missing
V2103numeric9752 unique values
0 missing
V2359numeric7600 unique values
0 missing
V2615numeric3403 unique values
0 missing
V2871numeric6658 unique values
0 missing
V3127numeric7000 unique values
0 missing
V3383numeric8475 unique values
0 missing
V3639numeric6258 unique values
0 missing
V3895numeric7808 unique values
0 missing
V4151numeric13339 unique values
0 missing
V56numeric4619 unique values
0 missing
V312numeric7565 unique values
0 missing
V568numeric4719 unique values
0 missing
V824numeric8870 unique values
0 missing
V1080numeric8545 unique values
0 missing
V1336numeric8867 unique values
0 missing
V1592numeric8824 unique values
0 missing
V1848numeric8690 unique values
0 missing
V2104numeric6419 unique values
0 missing
V2360numeric6148 unique values
0 missing
V2616numeric9155 unique values
0 missing
V2872numeric7291 unique values
0 missing
V3128numeric5689 unique values
0 missing
V3384numeric8268 unique values
0 missing
V3640numeric7813 unique values
0 missing
V3896numeric7123 unique values
0 missing
V4152numeric13833 unique values
0 missing
V57numeric3688 unique values
0 missing
V313numeric8402 unique values
0 missing
V569numeric5994 unique values
0 missing
V825numeric6070 unique values
0 missing
V1081numeric5034 unique values
0 missing
V1337numeric9165 unique values
0 missing
V1593numeric6023 unique values
0 missing
V1849numeric9147 unique values
0 missing
V2105numeric7848 unique values
0 missing
V2361numeric9193 unique values
0 missing
V2617numeric8843 unique values
0 missing
V2873numeric6391 unique values
0 missing
V3129numeric6322 unique values
0 missing
V3385numeric6401 unique values
0 missing
V3641numeric7306 unique values
0 missing
V3897numeric4455 unique values
0 missing
V4153numeric13446 unique values
0 missing
V58numeric8206 unique values
0 missing
V314numeric8279 unique values
0 missing
V570numeric7164 unique values
0 missing
V826numeric4983 unique values
0 missing
V1082numeric5297 unique values
0 missing
V1338numeric7682 unique values
0 missing
V1594numeric6715 unique values
0 missing
V1850numeric8910 unique values
0 missing
V2106numeric6333 unique values
0 missing
V2362numeric7260 unique values
0 missing
V2618numeric5606 unique values
0 missing
V2874numeric10015 unique values
0 missing
V3130numeric8792 unique values
0 missing
V3386numeric7805 unique values
0 missing

62 properties

20000
Number of instances (rows) of the dataset.
4297
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.
4296
Number of numeric attributes.
1
Number of nominal attributes.
-0.49
Minimum skewness among attributes of the numeric type.
0.02
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.
3.64
Third quartile of skewness among attributes of the numeric type.
82.95
Maximum skewness among attributes of the numeric type.
25
Percentage of instances belonging to the least frequent class.
7.63
First quartile of kurtosis among attributes of the numeric type.
1.09
Third quartile of standard deviation of attributes of the numeric type.
2.48
Maximum standard deviation of attributes of the numeric type.
5000
Number of instances belonging to the least frequent class.
0.34
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.
20.58
Mean kurtosis among attributes of the numeric type.
2.51
First quartile of skewness among attributes of the numeric type.
0.47
Mean of means among attributes of the numeric type.
0.77
First quartile of standard deviation of attributes of the numeric type.
1
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.
0.81
Entropy of the target attribute values.
2
Average number of distinct values among the attributes of the nominal type.
11.35
Second quartile (Median) of kurtosis among attributes of the numeric type.
0.21
Number of attributes divided by the number of instances.
3.22
Mean skewness among attributes of the numeric type.
0.47
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.
0.92
Mean standard deviation of attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
75
Percentage of instances belonging to the most frequent class.
Minimal entropy among attributes.
2.98
Second quartile (Median) of skewness among attributes of the numeric type.
15000
Number of instances belonging to the most frequent class.
0.29
Minimum kurtosis among attributes of the numeric type.
0.02
Percentage of binary attributes.
0.93
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-0.32
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
8011.78
Maximum kurtosis among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of missing values.
17.61
Third quartile of kurtosis among attributes of the numeric type.
1.8
Maximum of means among attributes of the numeric type.
2
The minimal number of distinct values among attributes of the nominal type.
99.98
Percentage of numeric attributes.
0.61
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.

21 tasks

10 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: area_under_roc_curve - target_feature: class
4 runs - estimation_procedure: 33% Holdout set - evaluation_measure: predictive_accuracy - target_feature: class
0 runs - estimation_procedure: 20% Holdout (Ordered) - target_feature: class
0 runs - estimation_procedure: 10 times 10-fold Crossvalidation - target_feature: class
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: mean_class_complexity - target_feature: class
0 runs - estimation_procedure: 4-fold Crossvalidation - target_feature: class
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - 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
Define a new task