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guillermo

guillermo

active ARFF Publicly available Visibility: public Uploaded 16-08-2018 by Janek Thomas
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  • Agriculture chalearn Social Media study_218 study_271 study_240 study_379 study_226
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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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V49numeric1303 unique values
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V1585numeric884 unique values
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V1841numeric438 unique values
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V2353numeric641 unique values
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V2865numeric863 unique values
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V3377numeric749 unique values
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V50numeric816 unique values
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V1330numeric904 unique values
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V1586numeric852 unique values
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V1842numeric1073 unique values
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V2098numeric866 unique values
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V2354numeric812 unique values
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V2610numeric1232 unique values
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V2866numeric597 unique values
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V3122numeric980 unique values
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V3378numeric1160 unique values
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V3634numeric656 unique values
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V3890numeric762 unique values
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V51numeric1019 unique values
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V1075numeric723 unique values
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V1587numeric1015 unique values
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V1843numeric812 unique values
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V2099numeric690 unique values
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V2355numeric200 unique values
0 missing
V2611numeric497 unique values
0 missing
V2867numeric1009 unique values
0 missing
V3123numeric739 unique values
0 missing
V3379numeric161 unique values
0 missing
V3635numeric1268 unique values
0 missing
V3891numeric764 unique values
0 missing
V4147numeric5720 unique values
0 missing
V52numeric1078 unique values
0 missing
V308numeric686 unique values
0 missing
V564numeric752 unique values
0 missing
V820numeric826 unique values
0 missing
V1076numeric1029 unique values
0 missing
V1332numeric1161 unique values
0 missing
V1588numeric649 unique values
0 missing
V1844numeric918 unique values
0 missing
V2100numeric998 unique values
0 missing
V2356numeric1288 unique values
0 missing
V2612numeric477 unique values
0 missing
V2868numeric1006 unique values
0 missing
V3124numeric697 unique values
0 missing
V3380numeric986 unique values
0 missing
V3636numeric794 unique values
0 missing
V3892numeric956 unique values
0 missing
V4148numeric5734 unique values
0 missing
V53numeric736 unique values
0 missing
V309numeric831 unique values
0 missing
V565numeric628 unique values
0 missing
V821numeric741 unique values
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V1077numeric443 unique values
0 missing
V1333numeric929 unique values
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V1589numeric1068 unique values
0 missing
V1845numeric774 unique values
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V2101numeric899 unique values
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V2357numeric728 unique values
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V2613numeric851 unique values
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V3125numeric705 unique values
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0 missing
V566numeric686 unique values
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V1078numeric1221 unique values
0 missing
V1334numeric1119 unique values
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V1590numeric1170 unique values
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V1846numeric131 unique values
0 missing
V2102numeric1100 unique values
0 missing
V2358numeric259 unique values
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V2614numeric1007 unique values
0 missing
V2870numeric397 unique values
0 missing
V3126numeric810 unique values
0 missing
V3382numeric1308 unique values
0 missing
V3638numeric246 unique values
0 missing
V3894numeric580 unique values
0 missing
V4150numeric5718 unique values
0 missing
V55numeric950 unique values
0 missing
V311numeric550 unique values
0 missing
V567numeric1035 unique values
0 missing
V823numeric1275 unique values
0 missing
V1079numeric553 unique values
0 missing
V1335numeric885 unique values
0 missing
V1591numeric189 unique values
0 missing
V1847numeric503 unique values
0 missing
V2103numeric1337 unique values
0 missing
V2359numeric893 unique values
0 missing
V2615numeric247 unique values
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V2871numeric567 unique values
0 missing
V3127numeric735 unique values
0 missing
V3383numeric1330 unique values
0 missing
V3639numeric884 unique values
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V3895numeric807 unique values
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V4151numeric5736 unique values
0 missing
V56numeric780 unique values
0 missing
V312numeric1119 unique values
0 missing
V568numeric246 unique values
0 missing
V824numeric1159 unique values
0 missing
V1080numeric937 unique values
0 missing
V1336numeric1187 unique values
0 missing
V1592numeric887 unique values
0 missing
V1848numeric1283 unique values
0 missing
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0 missing
V2360numeric481 unique values
0 missing
V2616numeric845 unique values
0 missing
V2872numeric794 unique values
0 missing
V3128numeric845 unique values
0 missing
V3384numeric833 unique values
0 missing
V3640numeric679 unique values
0 missing
V3896numeric920 unique values
0 missing
V4152numeric5724 unique values
0 missing
V57numeric457 unique values
0 missing
V313numeric595 unique values
0 missing
V569numeric1033 unique values
0 missing
V825numeric1022 unique values
0 missing
V1081numeric661 unique values
0 missing
V1337numeric1351 unique values
0 missing
V1593numeric475 unique values
0 missing
V1849numeric1122 unique values
0 missing
V2105numeric1136 unique values
0 missing
V2361numeric1097 unique values
0 missing
V2617numeric1189 unique values
0 missing
V2873numeric990 unique values
0 missing
V3129numeric930 unique values
0 missing
V3385numeric1246 unique values
0 missing
V3641numeric1033 unique values
0 missing
V3897numeric469 unique values
0 missing
V4153numeric5711 unique values
0 missing
V58numeric811 unique values
0 missing
V314numeric1111 unique values
0 missing
V570numeric1182 unique values
0 missing
V826numeric737 unique values
0 missing
V1082numeric518 unique values
0 missing
V1338numeric971 unique values
0 missing
V1594numeric1045 unique values
0 missing
V1850numeric1131 unique values
0 missing
V2106numeric763 unique values
0 missing
V2362numeric931 unique values
0 missing
V2618numeric640 unique values
0 missing
V2874numeric1372 unique values
0 missing
V3130numeric1138 unique values
0 missing
V3386numeric1041 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.
-0.68
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.
3.93
Third quartile of skewness among attributes of the numeric type.
47.11
Maximum skewness among attributes of the numeric type.
40.02
Percentage of instances belonging to the least frequent class.
5.29
First quartile of kurtosis among attributes of the numeric type.
0.91
Third quartile of standard deviation of attributes of the numeric type.
2.59
Maximum standard deviation of attributes of the numeric type.
8003
Number of instances belonging to the least frequent class.
0.22
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.
20.36
Mean kurtosis among attributes of the numeric type.
2.11
First quartile of skewness among attributes of the numeric type.
0.43
Mean of means among attributes of the numeric type.
0.55
First quartile of standard deviation of attributes of the numeric type.
0.52
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.
0.97
Entropy of the target attribute values.
2
Average number of distinct values among the attributes of the nominal type.
10.5
Second quartile (Median) of kurtosis among attributes of the numeric type.
0.21
Number of attributes divided by the number of instances.
3.27
Mean skewness among attributes of the numeric type.
0.38
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.
0.74
Mean standard deviation of attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
59.99
Percentage of instances belonging to the most frequent class.
Minimal entropy among attributes.
2.87
Second quartile (Median) of skewness among attributes of the numeric type.
11997
Number of instances belonging to the most frequent class.
-1.03
Minimum kurtosis among attributes of the numeric type.
0.02
Percentage of binary attributes.
0.73
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-0.37
Minimum of means among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
2217.78
Maximum kurtosis among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of missing values.
20.65
Third quartile of kurtosis among attributes of the numeric type.
3.45
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.
0.58
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.

21 tasks

11 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: area_under_roc_curve - target_feature: class
2 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