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amazon-commerce-reviews

active ARFF Publicly available Visibility: public Uploaded 21-05-2015 by Rafael Gomes Mantovani
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Author: Zhi Liu Source: UCI Please cite: Dataset creator and donator: Zhi Liu, e-mail: liuzhi8673 '@' gmail.com, institution: National Engineering Research Center for E-Learning, Hubei Wuhan, China Data Set Information: dataset are derived from the customers reviews in Amazon Commerce Website for authorship identification. Most previous studies conducted the identification experiments for two to ten authors. But in the online context, reviews to be identified usually have more potential authors, and normally classification algorithms are not adapted to large number of target classes. To examine the robustness of classification algorithms, we identified 50 of the most active users (represented by a unique ID and username) who frequently posted reviews in these newsgroups. The number of reviews we collected for each author is 30. Attribute Information: attribution includes authors' linguistic style such as usage of digit, punctuation, words and sentences' length and usage frequency of words and so on

10001 features

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V1040	numeric	4 unique values 0 missing
V1296	numeric	4 unique values 0 missing
V1552	numeric	3 unique values 0 missing
V1808	numeric	3 unique values 0 missing
V2064	numeric	4 unique values 0 missing
V2320	numeric	3 unique values 0 missing
V2576	numeric	2 unique values 0 missing
V2832	numeric	3 unique values 0 missing
V3088	numeric	3 unique values 0 missing
V3344	numeric	3 unique values 0 missing
V3600	numeric	4 unique values 0 missing
V3856	numeric	3 unique values 0 missing
V4112	numeric	3 unique values 0 missing
V4368	numeric	3 unique values 0 missing
V4624	numeric	2 unique values 0 missing
V4880	numeric	2 unique values 0 missing
V5136	numeric	3 unique values 0 missing
V5392	numeric	2 unique values 0 missing
V5648	numeric	2 unique values 0 missing
V5904	numeric	2 unique values 0 missing
V6160	numeric	3 unique values 0 missing
V6416	numeric	2 unique values 0 missing
V6672	numeric	21 unique values 0 missing
V6928	numeric	13 unique values 0 missing
V7184	numeric	9 unique values 0 missing
V7440	numeric	10 unique values 0 missing
V7696	numeric	7 unique values 0 missing
V7952	numeric	6 unique values 0 missing
V8208	numeric	7 unique values 0 missing
V8464	numeric	9 unique values 0 missing
V8720	numeric	7 unique values 0 missing
V8976	numeric	9 unique values 0 missing
V9232	numeric	8 unique values 0 missing
V9488	numeric	4 unique values 0 missing
V9744	numeric	5 unique values 0 missing
V10000	numeric	5 unique values 0 missing
V17	numeric	13 unique values 0 missing
V273	numeric	5 unique values 0 missing
V529	numeric	6 unique values 0 missing
V785	numeric	3 unique values 0 missing
V1041	numeric	6 unique values 0 missing
V1297	numeric	5 unique values 0 missing
V1553	numeric	5 unique values 0 missing
V1809	numeric	5 unique values 0 missing
V2065	numeric	3 unique values 0 missing
V2321	numeric	4 unique values 0 missing
V2577	numeric	3 unique values 0 missing
V2833	numeric	2 unique values 0 missing
V3089	numeric	2 unique values 0 missing
V3345	numeric	2 unique values 0 missing
V3601	numeric	5 unique values 0 missing
V3857	numeric	3 unique values 0 missing
V4113	numeric	4 unique values 0 missing
V4369	numeric	2 unique values 0 missing
V4625	numeric	2 unique values 0 missing
V4881	numeric	2 unique values 0 missing
V5137	numeric	3 unique values 0 missing
V5393	numeric	2 unique values 0 missing
V5649	numeric	2 unique values 0 missing
V5905	numeric	2 unique values 0 missing
V6161	numeric	2 unique values 0 missing
V6417	numeric	2 unique values 0 missing
V6673	numeric	18 unique values 0 missing
V6929	numeric	14 unique values 0 missing
V7185	numeric	8 unique values 0 missing
V7441	numeric	8 unique values 0 missing
V7697	numeric	5 unique values 0 missing
V7953	numeric	5 unique values 0 missing
V8209	numeric	6 unique values 0 missing
V8465	numeric	7 unique values 0 missing
V8721	numeric	9 unique values 0 missing
V8977	numeric	10 unique values 0 missing
V9233	numeric	6 unique values 0 missing
V9489	numeric	7 unique values 0 missing
V9745	numeric	4 unique values 0 missing
V18	numeric	12 unique values 0 missing
V274	numeric	5 unique values 0 missing
V530	numeric	3 unique values 0 missing
V786	numeric	4 unique values 0 missing
V1042	numeric	6 unique values 0 missing
V1298	numeric	4 unique values 0 missing
V1554	numeric	3 unique values 0 missing
V1810	numeric	3 unique values 0 missing
V2066	numeric	3 unique values 0 missing
V2322	numeric	4 unique values 0 missing
V2578	numeric	3 unique values 0 missing
V2834	numeric	2 unique values 0 missing
V3090	numeric	3 unique values 0 missing
V3346	numeric	2 unique values 0 missing
V3602	numeric	4 unique values 0 missing
V3858	numeric	4 unique values 0 missing
V4114	numeric	3 unique values 0 missing
V4370	numeric	2 unique values 0 missing
V4626	numeric	2 unique values 0 missing
V4882	numeric	2 unique values 0 missing
V5138	numeric	3 unique values 0 missing
V5394	numeric	2 unique values 0 missing
V5650	numeric	3 unique values 0 missing
V5906	numeric	2 unique values 0 missing
V6162	numeric	3 unique values 0 missing
V6418	numeric	2 unique values 0 missing
V6674	numeric	21 unique values 0 missing
V6930	numeric	14 unique values 0 missing
V7186	numeric	10 unique values 0 missing
V7442	numeric	8 unique values 0 missing
V7698	numeric	6 unique values 0 missing
V7954	numeric	9 unique values 0 missing
V8210	numeric	7 unique values 0 missing
V8466	numeric	5 unique values 0 missing
V8722	numeric	5 unique values 0 missing
V8978	numeric	7 unique values 0 missing
V9234	numeric	4 unique values 0 missing
V9490	numeric	6 unique values 0 missing
V9746	numeric	9 unique values 0 missing
V19	numeric	10 unique values 0 missing
V275	numeric	7 unique values 0 missing
V531	numeric	3 unique values 0 missing
V787	numeric	3 unique values 0 missing
V1043	numeric	4 unique values 0 missing
V1299	numeric	4 unique values 0 missing
V1555	numeric	4 unique values 0 missing
V1811	numeric	4 unique values 0 missing
V2067	numeric	3 unique values 0 missing
V2323	numeric	2 unique values 0 missing
V2579	numeric	3 unique values 0 missing
V2835	numeric	2 unique values 0 missing
V3091	numeric	3 unique values 0 missing
V3347	numeric	2 unique values 0 missing
V3603	numeric	4 unique values 0 missing
V3859	numeric	3 unique values 0 missing
V4115	numeric	3 unique values 0 missing
V4371	numeric	2 unique values 0 missing
V4627	numeric	3 unique values 0 missing
V4883	numeric	2 unique values 0 missing
V5139	numeric	2 unique values 0 missing
V5395	numeric	3 unique values 0 missing
V5651	numeric	2 unique values 0 missing
V5907	numeric	2 unique values 0 missing
V6163	numeric	2 unique values 0 missing
V6419	numeric	3 unique values 0 missing
V6675	numeric	20 unique values 0 missing
V6931	numeric	12 unique values 0 missing
V7187	numeric	8 unique values 0 missing
V7443	numeric	6 unique values 0 missing
V7699	numeric	5 unique values 0 missing
V7955	numeric	6 unique values 0 missing
V8211	numeric	6 unique values 0 missing
V8467	numeric	7 unique values 0 missing
V8723	numeric	6 unique values 0 missing
V8979	numeric	11 unique values 0 missing
V9235	numeric	5 unique values 0 missing
V9491	numeric	4 unique values 0 missing
V9747	numeric	5 unique values 0 missing
V20	numeric	9 unique values 0 missing
V276	numeric	4 unique values 0 missing
V532	numeric	3 unique values 0 missing
V788	numeric	3 unique values 0 missing
V1044	numeric	3 unique values 0 missing
V1300	numeric	3 unique values 0 missing
V1556	numeric	3 unique values 0 missing
V1812	numeric	3 unique values 0 missing
V2068	numeric	5 unique values 0 missing
V2324	numeric	2 unique values 0 missing
V2580	numeric	2 unique values 0 missing
V2836	numeric	2 unique values 0 missing
V3092	numeric	2 unique values 0 missing
V3348	numeric	2 unique values 0 missing
V3604	numeric	5 unique values 0 missing
V3860	numeric	3 unique values 0 missing
V4116	numeric	4 unique values 0 missing
V4372	numeric	2 unique values 0 missing
V4628	numeric	3 unique values 0 missing
V4884	numeric	2 unique values 0 missing
V5140	numeric	3 unique values 0 missing
V5396	numeric	2 unique values 0 missing
V5652	numeric	2 unique values 0 missing
V5908	numeric	2 unique values 0 missing
V6164	numeric	3 unique values 0 missing
V6420	numeric	2 unique values 0 missing
V6676	numeric	25 unique values 0 missing
V6932	numeric	10 unique values 0 missing
V7188	numeric	8 unique values 0 missing
V7444	numeric	9 unique values 0 missing
V7700	numeric	11 unique values 0 missing
V7956	numeric	8 unique values 0 missing
V8212	numeric	8 unique values 0 missing
V8468	numeric	7 unique values 0 missing
V8724	numeric	7 unique values 0 missing
V8980	numeric	7 unique values 0 missing
V9236	numeric	6 unique values 0 missing
V9492	numeric	6 unique values 0 missing
V9748	numeric	6 unique values 0 missing
V21	numeric	6 unique values 0 missing
V277	numeric	3 unique values 0 missing
V533	numeric	4 unique values 0 missing
V789	numeric	4 unique values 0 missing
V1045	numeric	4 unique values 0 missing
V1301	numeric	5 unique values 0 missing
V1557	numeric	4 unique values 0 missing
V1813	numeric	5 unique values 0 missing
V2069	numeric	3 unique values 0 missing
V2325	numeric	3 unique values 0 missing
V2581	numeric	3 unique values 0 missing
V2837	numeric	2 unique values 0 missing
V3093	numeric	3 unique values 0 missing
V3349	numeric	3 unique values 0 missing
V3605	numeric	4 unique values 0 missing
V3861	numeric	3 unique values 0 missing
V4117	numeric	3 unique values 0 missing
V4373	numeric	2 unique values 0 missing
V4629	numeric	3 unique values 0 missing
V4885	numeric	3 unique values 0 missing
V5141	numeric	2 unique values 0 missing
V5397	numeric	2 unique values 0 missing
V5653	numeric	3 unique values 0 missing
V5909	numeric	2 unique values 0 missing
V6165	numeric	3 unique values 0 missing
V6421	numeric	2 unique values 0 missing
V6677	numeric	16 unique values 0 missing
V6933	numeric	15 unique values 0 missing
V7189	numeric	13 unique values 0 missing
V7445	numeric	8 unique values 0 missing
V7701	numeric	8 unique values 0 missing
V7957	numeric	8 unique values 0 missing
V8213	numeric	5 unique values 0 missing
V8469	numeric	8 unique values 0 missing
V8725	numeric	7 unique values 0 missing
V8981	numeric	4 unique values 0 missing
V9237	numeric	8 unique values 0 missing
V9493	numeric	8 unique values 0 missing
V9749	numeric	8 unique values 0 missing
V22	numeric	11 unique values 0 missing
V278	numeric	5 unique values 0 missing
V534	numeric	8 unique values 0 missing
V790	numeric	3 unique values 0 missing
V1046	numeric	3 unique values 0 missing
V1302	numeric	5 unique values 0 missing
V1558	numeric	4 unique values 0 missing
V1814	numeric	3 unique values 0 missing
V2070	numeric	5 unique values 0 missing
V2326	numeric	3 unique values 0 missing
V2582	numeric	3 unique values 0 missing
V2838	numeric	3 unique values 0 missing
V3094	numeric	2 unique values 0 missing
V3350	numeric	3 unique values 0 missing
V3606	numeric	5 unique values 0 missing
V3862	numeric	3 unique values 0 missing
V4118	numeric	3 unique values 0 missing
V4374	numeric	3 unique values 0 missing
V4630	numeric	2 unique values 0 missing
V4886	numeric	3 unique values 0 missing
V5142	numeric	3 unique values 0 missing
V5398	numeric	2 unique values 0 missing
V5654	numeric	2 unique values 0 missing
V5910	numeric	2 unique values 0 missing
V6166	numeric	2 unique values 0 missing
V6422	numeric	2 unique values 0 missing
V6678	numeric	17 unique values 0 missing
V6934	numeric	13 unique values 0 missing
V7190	numeric	7 unique values 0 missing
V7446	numeric	9 unique values 0 missing
V7702	numeric	6 unique values 0 missing
V7958	numeric	10 unique values 0 missing
V8214	numeric	5 unique values 0 missing
V8470	numeric	8 unique values 0 missing
V8726	numeric	6 unique values 0 missing
V8982	numeric	5 unique values 0 missing
V9238	numeric	4 unique values 0 missing
V9494	numeric	4 unique values 0 missing
V9750	numeric	4 unique values 0 missing
V23	numeric	10 unique values 0 missing
V279	numeric	5 unique values 0 missing
V535	numeric	5 unique values 0 missing
V791	numeric	3 unique values 0 missing
V1047	numeric	3 unique values 0 missing
V1303	numeric	4 unique values 0 missing
V1559	numeric	4 unique values 0 missing
V1815	numeric	3 unique values 0 missing
V2071	numeric	3 unique values 0 missing
V2327	numeric	3 unique values 0 missing
V2583	numeric	3 unique values 0 missing
V2839	numeric	4 unique values 0 missing
V3095	numeric	3 unique values 0 missing
V3351	numeric	3 unique values 0 missing
V3607	numeric	4 unique values 0 missing
V3863	numeric	3 unique values 0 missing
V4119	numeric	3 unique values 0 missing
V4375	numeric	2 unique values 0 missing
V4631	numeric	3 unique values 0 missing
V4887	numeric	3 unique values 0 missing
V5143	numeric	2 unique values 0 missing
V5399	numeric	2 unique values 0 missing
V5655	numeric	2 unique values 0 missing
V5911	numeric	2 unique values 0 missing
V6167	numeric	3 unique values 0 missing
V6423	numeric	2 unique values 0 missing
V6679	numeric	19 unique values 0 missing
V6935	numeric	16 unique values 0 missing
V7191	numeric	8 unique values 0 missing
V7447	numeric	7 unique values 0 missing
V7703	numeric	9 unique values 0 missing
V7959	numeric	6 unique values 0 missing
V8215	numeric	5 unique values 0 missing
V8471	numeric	8 unique values 0 missing
V8727	numeric	8 unique values 0 missing
V8983	numeric	5 unique values 0 missing
V9239	numeric	10 unique values 0 missing
V9495	numeric	5 unique values 0 missing
V9751	numeric	8 unique values 0 missing
V24	numeric	8 unique values 0 missing
V280	numeric	3 unique values 0 missing
V536	numeric	5 unique values 0 missing
V792	numeric	5 unique values 0 missing
V1048	numeric	3 unique values 0 missing
V1304	numeric	3 unique values 0 missing
V1560	numeric	4 unique values 0 missing
V1816	numeric	2 unique values 0 missing
V2072	numeric	3 unique values 0 missing
V2328	numeric	3 unique values 0 missing
V2584	numeric	3 unique values 0 missing
V2840	numeric	3 unique values 0 missing
V3096	numeric	3 unique values 0 missing
V3352	numeric	3 unique values 0 missing
V3608	numeric	5 unique values 0 missing
V3864	numeric	3 unique values 0 missing
V4120	numeric	4 unique values 0 missing
V4376	numeric	3 unique values 0 missing
V4632	numeric	3 unique values 0 missing
V4888	numeric	3 unique values 0 missing
V5144	numeric	2 unique values 0 missing
V5400	numeric	2 unique values 0 missing
V5656	numeric	2 unique values 0 missing
V5912	numeric	2 unique values 0 missing
V6168	numeric	3 unique values 0 missing
V6424	numeric	2 unique values 0 missing
V6680	numeric	22 unique values 0 missing
V6936	numeric	11 unique values 0 missing
V7192	numeric	12 unique values 0 missing
V7448	numeric	8 unique values 0 missing
V7704	numeric	13 unique values 0 missing
V7960	numeric	11 unique values 0 missing
V8216	numeric	7 unique values 0 missing
V8472	numeric	9 unique values 0 missing
V8728	numeric	6 unique values 0 missing
V8984	numeric	4 unique values 0 missing
V9240	numeric	7 unique values 0 missing
V9496	numeric	5 unique values 0 missing
V9752	numeric	6 unique values 0 missing
V25	numeric	7 unique values 0 missing
V281	numeric	4 unique values 0 missing
V537	numeric	4 unique values 0 missing
V793	numeric	3 unique values 0 missing
V1049	numeric	3 unique values 0 missing
V1305	numeric	4 unique values 0 missing
V1561	numeric	2 unique values 0 missing
V1817	numeric	5 unique values 0 missing
V2073	numeric	3 unique values 0 missing
V2329	numeric	3 unique values 0 missing
V2585	numeric	3 unique values 0 missing
V2841	numeric	3 unique values 0 missing
V3097	numeric	2 unique values 0 missing
V3353	numeric	3 unique values 0 missing
V3609	numeric	4 unique values 0 missing
V3865	numeric	4 unique values 0 missing
V4121	numeric	3 unique values 0 missing
V4377	numeric	2 unique values 0 missing
V4633	numeric	2 unique values 0 missing
V4889	numeric	3 unique values 0 missing
V5145	numeric	2 unique values 0 missing
V5401	numeric	3 unique values 0 missing
V5657	numeric	3 unique values 0 missing
V5913	numeric	2 unique values 0 missing
V6169	numeric	2 unique values 0 missing
V6425	numeric	2 unique values 0 missing
V6681	numeric	19 unique values 0 missing
V6937	numeric	12 unique values 0 missing
V7193	numeric	12 unique values 0 missing
V7449	numeric	7 unique values 0 missing
V7705	numeric	10 unique values 0 missing
V7961	numeric	9 unique values 0 missing
V8217	numeric	7 unique values 0 missing
V8473	numeric	6 unique values 0 missing
V8729	numeric	6 unique values 0 missing
V8985	numeric	5 unique values 0 missing
V9241	numeric	5 unique values 0 missing
V9497	numeric	6 unique values 0 missing
V9753	numeric	4 unique values 0 missing
V26	numeric	8 unique values 0 missing
V282	numeric	5 unique values 0 missing
V538	numeric	5 unique values 0 missing
V794	numeric	7 unique values 0 missing
V1050	numeric	2 unique values 0 missing
V1306	numeric	3 unique values 0 missing
V1562	numeric	4 unique values 0 missing
V1818	numeric	3 unique values 0 missing

Show first 100 features

107 properties

NumberOfInstances

1500

Number of instances (rows) of the dataset.

NumberOfFeatures

10001

Number of attributes (columns) of the dataset.

NumberOfClasses

Number of distinct values of the target attribute (if it is nominal).

NumberOfMissingValues

Number of missing values in the dataset.

NumberOfInstancesWithMissingValues

Number of instances with at least one value missing.

NumberOfNumericFeatures

10000

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

Quartile2SkewnessOfNumericAtts

7.15

Second quartile (Median) of skewness among attributes of the numeric type.

REPTreeDepth3Kappa

0.17

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 3

DecisionStumpKappa

0.02

Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump

MaxMeansOfNumericAtts

249.83

Maximum of means among attributes of the numeric type.

MinMutualInformation

Minimal mutual information between the nominal attributes and the target attribute.

Quartile2StdDevOfNumericAtts

0.19

Second quartile (Median) of standard deviation of attributes of the numeric type.

RandomTreeDepth1AUC

0.53

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

Dimensionality

6.67

Number of attributes divided by the number of instances.

MaxMutualInformation

Maximum mutual information between the nominal attributes and the target attribute.

MinNominalAttDistinctValues

The minimal number of distinct values among attributes of the nominal type.

PercentageOfBinaryFeatures

Percentage of binary attributes.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

RandomTreeDepth1ErrRate

0.92

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

EquivalentNumberOfAtts

Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.

MaxNominalAttDistinctValues

The maximum number of distinct values among attributes of the nominal type.

MinSkewnessOfNumericAtts

-0.48

Minimum skewness among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3KurtosisOfNumericAtts

115.44

Third quartile of kurtosis among attributes of the numeric type.

AutoCorrelation

0.97

Average class difference between consecutive instances.

RandomTreeDepth1Kappa

0.06

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

J48.00001.AUC

0.71

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .00001

MaxSkewnessOfNumericAtts

33.83

Maximum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

0.08

Minimum standard deviation of attributes of the numeric type.

PercentageOfMissingValues

Percentage of missing values.

Quartile3MeansOfNumericAtts

0.29

Third quartile of means among attributes of the numeric type.

CfsSubsetEval_DecisionStumpAUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth2AUC

0.53

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

J48.00001.ErrRate

0.6

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .00001

MaxStdDevOfNumericAtts

66.01

Maximum standard deviation of attributes of the numeric type.

MinorityClassPercentage

Percentage of instances belonging to the least frequent class.

PercentageOfNumericFeatures

99.99

Percentage of numeric attributes.

Quartile3MutualInformation

Third quartile of mutual information between the nominal attributes and the target attribute.

CfsSubsetEval_DecisionStumpErrRate

0.68

Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth2ErrRate

0.92

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

J48.00001.Kappa

0.39

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .00001

MeanAttributeEntropy

Average entropy of the attributes.

MinorityClassSize

Number of instances belonging to the least frequent class.

PercentageOfSymbolicFeatures

0.01

Percentage of nominal attributes.

Quartile3SkewnessOfNumericAtts

10.61

Third quartile of skewness among attributes of the numeric type.

CfsSubsetEval_DecisionStumpKappa

0.3

Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth2Kappa

0.06

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

J48.0001.AUC

0.71

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .0001

MeanKurtosisOfNumericAtts

83.53

Mean kurtosis among attributes of the numeric type.

NaiveBayesAUC

0.8

Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile1KurtosisOfNumericAtts

11.33

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.64

Third quartile of standard deviation of attributes of the numeric type.

CfsSubsetEval_NaiveBayesAUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth3AUC

0.53

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

J48.0001.ErrRate

0.6

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .0001

MeanMeansOfNumericAtts

0.41

Mean of means among attributes of the numeric type.

NaiveBayesErrRate

0.5

Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes

Quartile1MeansOfNumericAtts

0.01

First quartile of means among attributes of the numeric type.

REPTreeDepth1AUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 1

CfsSubsetEval_NaiveBayesErrRate

0.68

Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth3ErrRate

0.92

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

J48.0001.Kappa

0.39

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .0001

MeanMutualInformation

Average mutual information between the nominal attributes and the target attribute.

NaiveBayesKappa

0.49

Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes

Quartile1MutualInformation

First quartile of mutual information between the nominal attributes and the target attribute.

REPTreeDepth1ErrRate

0.81

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 1

CfsSubsetEval_NaiveBayesKappa

0.3

Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

RandomTreeDepth3Kappa

0.06

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

J48.001.AUC

0.71

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .001

MeanNoiseToSignalRatio

An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.

NumberOfBinaryFeatures

Number of binary attributes.

Quartile1SkewnessOfNumericAtts

2.85

First quartile of skewness among attributes of the numeric type.

REPTreeDepth1Kappa

0.17

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 1

CfsSubsetEval_kNN1NAUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

StdvNominalAttDistinctValues

Standard deviation of the number of distinct values among attributes of the nominal type.

J48.001.ErrRate

0.6

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .001

MeanNominalAttDistinctValues

Average number of distinct values among the attributes of the nominal type.

Quartile1StdDevOfNumericAtts

0.12

First quartile of standard deviation of attributes of the numeric type.

REPTreeDepth2AUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 2

CfsSubsetEval_kNN1NErrRate

0.68

Error rate achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

kNN1NAUC

0.56

Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk

J48.001.Kappa

0.39

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .001

MeanSkewnessOfNumericAtts

7.26

Mean skewness among attributes of the numeric type.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

REPTreeDepth2ErrRate

0.81

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 2

CfsSubsetEval_kNN1NKappa

0.3

Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

kNN1NErrRate

0.86

Error rate achieved by the landmarker weka.classifiers.lazy.IBk

MajorityClassPercentage

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

0.49

Mean standard deviation of attributes of the numeric type.

Quartile2KurtosisOfNumericAtts

56.17

Second quartile (Median) of kurtosis among attributes of the numeric type.

REPTreeDepth2Kappa

0.17

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 2

ClassEntropy

5.64

Entropy of the target attribute values.

kNN1NKappa

0.12

Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk

MajorityClassSize

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

Quartile2MeansOfNumericAtts

0.03

Second quartile (Median) of means among attributes of the numeric type.

REPTreeDepth3AUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 3

DecisionStumpAUC

0.64

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-0.7

Minimum kurtosis among attributes of the numeric type.

Quartile2MutualInformation

Second quartile (Median) of mutual information between the nominal attributes and the target attribute.

REPTreeDepth3ErrRate

0.81

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 3

DecisionStumpErrRate

0.96

Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump

MaxKurtosisOfNumericAtts

1232.85

Maximum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

0.01

Minimum of means among attributes of the numeric type.

Show all 107 properties

218 tasks

Supervised Classification on amazon-commerce-reviews

144 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: Class

Supervised Classification on amazon-commerce-reviews

0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: Class

Supervised Classification on amazon-commerce-reviews

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

Supervised Classification on amazon-commerce-reviews

0 runs - estimation_procedure: 33% Holdout set - target_feature: Class

Supervised Classification on amazon-commerce-reviews

0 runs - estimation_procedure: 4-fold Crossvalidation - target_feature: Class

Supervised Classification on amazon-commerce-reviews

0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: classification problem

Learning Curve on amazon-commerce-reviews

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature:

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Clustering on amazon-commerce-reviews

0 runs - estimation_procedure: 50 times Clustering

Subgroup Discovery on amazon-commerce-reviews

1308 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1307 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1306 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1305 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1305 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1305 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1304 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1303 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1302 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1302 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1302 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1302 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1301 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1301 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1300 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1300 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1300 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1300 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1300 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1300 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1299 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1299 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1299 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1299 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1299 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1299 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1298 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1297 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews

1296 runs - target_feature: Class

Subgroup Discovery on amazon-commerce-reviews