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Wikidata

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Wikidata with top-474 most frequent types and ingoing/outgoing properties as features

2331 features

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580nominal2 unique values
0 missing
836nominal2 unique values
0 missing
1092nominal2 unique values
0 missing
1348nominal2 unique values
0 missing
1604nominal2 unique values
0 missing
1860nominal2 unique values
0 missing
2116nominal2 unique values
0 missing
69nominal2 unique values
0 missing
325nominal2 unique values
0 missing
581nominal2 unique values
0 missing
837nominal2 unique values
0 missing
1093nominal2 unique values
0 missing
1349nominal2 unique values
0 missing
1605nominal2 unique values
0 missing
1861nominal2 unique values
0 missing
2117nominal2 unique values
0 missing
70nominal2 unique values
0 missing
326nominal2 unique values
0 missing
582nominal2 unique values
0 missing
838nominal2 unique values
0 missing
1094nominal2 unique values
0 missing
1350nominal2 unique values
0 missing
1606nominal2 unique values
0 missing
1862nominal2 unique values
0 missing
2118nominal2 unique values
0 missing
71nominal2 unique values
0 missing
327nominal2 unique values
0 missing
583nominal2 unique values
0 missing
839nominal2 unique values
0 missing
1095nominal2 unique values
0 missing
1351nominal2 unique values
0 missing
1607nominal2 unique values
0 missing
1863nominal2 unique values
0 missing
2119nominal2 unique values
0 missing
72nominal2 unique values
0 missing
328nominal2 unique values
0 missing
584nominal2 unique values
0 missing
840nominal2 unique values
0 missing
1096nominal2 unique values
0 missing
1352nominal2 unique values
0 missing
1608nominal2 unique values
0 missing
1864nominal2 unique values
0 missing
2120nominal2 unique values
0 missing
73nominal2 unique values
0 missing
329nominal2 unique values
0 missing
585nominal2 unique values
0 missing
841nominal2 unique values
0 missing
1097nominal2 unique values
0 missing
1353nominal2 unique values
0 missing
1609nominal2 unique values
0 missing
1865nominal2 unique values
0 missing
2121nominal2 unique values
0 missing
74nominal2 unique values
0 missing
330nominal2 unique values
0 missing
586nominal2 unique values
0 missing
842nominal2 unique values
0 missing
1098nominal2 unique values
0 missing
1354nominal2 unique values
0 missing
1610nominal2 unique values
0 missing
1866nominal2 unique values
0 missing
2122nominal2 unique values
0 missing
75nominal2 unique values
0 missing
331nominal2 unique values
0 missing
587nominal2 unique values
0 missing
843nominal2 unique values
0 missing
1099nominal2 unique values
0 missing
1355nominal2 unique values
0 missing
1611nominal2 unique values
0 missing
1867nominal2 unique values
0 missing
2123nominal2 unique values
0 missing
76nominal2 unique values
0 missing
332nominal2 unique values
0 missing
588nominal2 unique values
0 missing
844nominal2 unique values
0 missing
1100nominal2 unique values
0 missing
1356nominal2 unique values
0 missing
1612nominal2 unique values
0 missing
1868nominal2 unique values
0 missing
2124nominal2 unique values
0 missing
77nominal2 unique values
0 missing
333nominal2 unique values
0 missing
589nominal2 unique values
0 missing
845nominal2 unique values
0 missing
1101nominal2 unique values
0 missing
1357nominal2 unique values
0 missing
1613nominal2 unique values
0 missing
1869nominal2 unique values
0 missing
2125nominal2 unique values
0 missing
78nominal2 unique values
0 missing
334nominal2 unique values
0 missing
590nominal2 unique values
0 missing
846nominal2 unique values
0 missing
1102nominal2 unique values
0 missing
1358nominal2 unique values
0 missing
1614nominal2 unique values
0 missing
1870nominal2 unique values
0 missing
2126nominal2 unique values
0 missing
79nominal2 unique values
0 missing
335nominal2 unique values
0 missing
591nominal2 unique values
0 missing
847nominal2 unique values
0 missing
1103nominal2 unique values
0 missing
1359nominal2 unique values
0 missing
1615nominal2 unique values
0 missing
1871nominal2 unique values
0 missing
2127nominal2 unique values
0 missing
80nominal2 unique values
0 missing
336nominal2 unique values
0 missing
592nominal2 unique values
0 missing
848nominal2 unique values
0 missing
1104nominal2 unique values
0 missing
1360nominal2 unique values
0 missing
1616nominal2 unique values
0 missing
1872nominal2 unique values
0 missing
2128nominal2 unique values
0 missing
81nominal2 unique values
0 missing
337nominal2 unique values
0 missing
593nominal2 unique values
0 missing
849nominal2 unique values
0 missing
1105nominal2 unique values
0 missing
1361nominal2 unique values
0 missing
1617nominal2 unique values
0 missing
1873nominal2 unique values
0 missing
2129nominal2 unique values
0 missing
82nominal2 unique values
0 missing
338nominal2 unique values
0 missing
594nominal2 unique values
0 missing
850nominal2 unique values
0 missing
1106nominal2 unique values
0 missing
1362nominal2 unique values
0 missing
1618nominal2 unique values
0 missing
1874nominal2 unique values
0 missing
2130nominal2 unique values
0 missing
83nominal2 unique values
0 missing
339nominal2 unique values
0 missing
595nominal2 unique values
0 missing
851nominal2 unique values
0 missing
1107nominal2 unique values
0 missing
1363nominal2 unique values
0 missing
1619nominal2 unique values
0 missing
1875nominal2 unique values
0 missing
2131nominal2 unique values
0 missing
84nominal2 unique values
0 missing
340nominal2 unique values
0 missing
596nominal2 unique values
0 missing
852nominal2 unique values
0 missing
1108nominal2 unique values
0 missing
1364nominal2 unique values
0 missing
1620nominal2 unique values
0 missing
1876nominal2 unique values
0 missing
2132nominal2 unique values
0 missing
85nominal2 unique values
0 missing
341nominal2 unique values
0 missing
597nominal2 unique values
0 missing
853nominal2 unique values
0 missing
1109nominal2 unique values
0 missing
1365nominal2 unique values
0 missing
1621nominal2 unique values
0 missing
1877nominal2 unique values
0 missing
2133nominal2 unique values
0 missing
86nominal2 unique values
0 missing
342nominal2 unique values
0 missing
598nominal2 unique values
0 missing
854nominal2 unique values
0 missing
1110nominal2 unique values
0 missing
1366nominal2 unique values
0 missing
1622nominal2 unique values
0 missing
1878nominal2 unique values
0 missing
2134nominal2 unique values
0 missing
87nominal2 unique values
0 missing
343nominal2 unique values
0 missing
599nominal2 unique values
0 missing
855nominal2 unique values
0 missing
1111nominal2 unique values
0 missing
1367nominal2 unique values
0 missing
1623nominal2 unique values
0 missing
1879nominal2 unique values
0 missing
2135nominal2 unique values
0 missing
88nominal2 unique values
0 missing
344nominal2 unique values
0 missing
600nominal2 unique values
0 missing
856nominal2 unique values
0 missing
1112nominal2 unique values
0 missing
1368nominal2 unique values
0 missing
1624nominal2 unique values
0 missing
1880nominal2 unique values
0 missing
2136nominal2 unique values
0 missing
89nominal2 unique values
0 missing
345nominal2 unique values
0 missing
601nominal2 unique values
0 missing
857nominal2 unique values
0 missing
1113nominal2 unique values
0 missing
1369nominal2 unique values
0 missing
1625nominal2 unique values
0 missing
1881nominal2 unique values
0 missing
2137nominal2 unique values
0 missing
90nominal2 unique values
0 missing
346nominal2 unique values
0 missing
602nominal2 unique values
0 missing
858nominal2 unique values
0 missing
1114nominal2 unique values
0 missing
1370nominal2 unique values
0 missing
1626nominal2 unique values
0 missing
1882nominal2 unique values
0 missing
2138nominal2 unique values
0 missing
91nominal2 unique values
0 missing
347nominal2 unique values
0 missing
603nominal2 unique values
0 missing
859nominal2 unique values
0 missing
1115nominal2 unique values
0 missing
1371nominal2 unique values
0 missing
1627nominal2 unique values
0 missing
1883nominal2 unique values
0 missing
2139nominal2 unique values
0 missing
92nominal2 unique values
0 missing
348nominal2 unique values
0 missing
604nominal2 unique values
0 missing
860nominal2 unique values
0 missing
1116nominal2 unique values
0 missing
1372nominal2 unique values
0 missing
1628nominal2 unique values
0 missing
1884nominal2 unique values
0 missing
2140nominal2 unique values
0 missing
93nominal2 unique values
0 missing
349nominal2 unique values
0 missing
605nominal2 unique values
0 missing
861nominal2 unique values
0 missing
1117nominal2 unique values
0 missing
1373nominal2 unique values
0 missing
1629nominal2 unique values
0 missing
1885nominal2 unique values
0 missing
2141nominal2 unique values
0 missing
94nominal2 unique values
0 missing
350nominal2 unique values
0 missing
606nominal2 unique values
0 missing
862nominal2 unique values
0 missing
1118nominal2 unique values
0 missing
1374nominal2 unique values
0 missing
1630nominal2 unique values
0 missing
1886nominal2 unique values
0 missing
2142nominal2 unique values
0 missing
95nominal2 unique values
0 missing
351nominal2 unique values
0 missing
607nominal2 unique values
0 missing
863nominal2 unique values
0 missing
1119nominal2 unique values
0 missing
1375nominal2 unique values
0 missing
1631nominal2 unique values
0 missing
1887nominal2 unique values
0 missing
2143nominal2 unique values
0 missing
96nominal2 unique values
0 missing
352nominal2 unique values
0 missing
608nominal2 unique values
0 missing
864nominal2 unique values
0 missing
1120nominal2 unique values
0 missing
1376nominal2 unique values
0 missing
1632nominal2 unique values
0 missing
1888nominal2 unique values
0 missing
2144nominal2 unique values
0 missing
97nominal2 unique values
0 missing
353nominal2 unique values
0 missing
609nominal2 unique values
0 missing
865nominal2 unique values
0 missing
1121nominal2 unique values
0 missing
1377nominal2 unique values
0 missing
1633nominal2 unique values
0 missing
1889nominal2 unique values
0 missing
2145nominal2 unique values
0 missing
98nominal2 unique values
0 missing
354nominal2 unique values
0 missing
610nominal2 unique values
0 missing
866nominal2 unique values
0 missing
1122nominal2 unique values
0 missing
1378nominal2 unique values
0 missing
1634nominal2 unique values
0 missing
1890nominal2 unique values
0 missing
2146nominal2 unique values
0 missing
99nominal2 unique values
0 missing
355nominal2 unique values
0 missing
611nominal2 unique values
0 missing
867nominal2 unique values
0 missing
1123nominal2 unique values
0 missing
1379nominal2 unique values
0 missing
1635nominal2 unique values
0 missing
1891nominal2 unique values
0 missing
2147nominal2 unique values
0 missing
100nominal2 unique values
0 missing
356nominal2 unique values
0 missing
612nominal2 unique values
0 missing
868nominal2 unique values
0 missing
1124nominal2 unique values
0 missing
1380nominal2 unique values
0 missing
1636nominal2 unique values
0 missing
1892nominal2 unique values
0 missing
2148nominal2 unique values
0 missing
101nominal2 unique values
0 missing
357nominal2 unique values
0 missing
613nominal2 unique values
0 missing
869nominal2 unique values
0 missing
1125nominal2 unique values
0 missing
1381nominal2 unique values
0 missing
1637nominal2 unique values
0 missing
1893nominal2 unique values
0 missing
2149nominal2 unique values
0 missing
102nominal2 unique values
0 missing
358nominal2 unique values
0 missing
614nominal2 unique values
0 missing
870nominal2 unique values
0 missing
1126nominal2 unique values
0 missing
1382nominal2 unique values
0 missing
1638nominal2 unique values
0 missing
1894nominal2 unique values
0 missing
2150nominal2 unique values
0 missing
103nominal2 unique values
0 missing
359nominal2 unique values
0 missing
615nominal2 unique values
0 missing
871nominal2 unique values
0 missing
1127nominal2 unique values
0 missing
1383nominal2 unique values
0 missing
1639nominal2 unique values
0 missing
1895nominal2 unique values
0 missing
2151nominal2 unique values
0 missing
104nominal2 unique values
0 missing
360nominal2 unique values
0 missing
616nominal2 unique values
0 missing
872nominal2 unique values
0 missing
1128nominal2 unique values
0 missing
1384nominal2 unique values
0 missing
1640nominal2 unique values
0 missing
1896nominal2 unique values
0 missing
2152nominal2 unique values
0 missing
105nominal2 unique values
0 missing
361nominal2 unique values
0 missing
617nominal2 unique values
0 missing
873nominal2 unique values
0 missing
1129nominal2 unique values
0 missing
1385nominal2 unique values
0 missing
1641nominal2 unique values
0 missing
1897nominal2 unique values
0 missing
2153nominal2 unique values
0 missing
106nominal2 unique values
0 missing
362nominal2 unique values
0 missing
618nominal2 unique values
0 missing
874nominal2 unique values
0 missing
1130nominal2 unique values
0 missing
1386nominal2 unique values
0 missing
1642nominal2 unique values
0 missing
1898nominal2 unique values
0 missing
2154nominal2 unique values
0 missing
107nominal2 unique values
0 missing
363nominal2 unique values
0 missing
619nominal2 unique values
0 missing
875nominal2 unique values
0 missing
1131nominal2 unique values
0 missing
1387nominal2 unique values
0 missing
1643nominal2 unique values
0 missing
1899nominal2 unique values
0 missing
2155nominal2 unique values
0 missing
108nominal2 unique values
0 missing

62 properties

19254100
Number of instances (rows) of the dataset.
2331
Number of attributes (columns) of the dataset.
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.
0
Number of numeric attributes.
2331
Number of nominal attributes.
First quartile of skewness among attributes of the numeric type.
Mean of means among attributes of the numeric type.
First quartile of standard deviation of attributes of the numeric type.
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
Second quartile (Median) of entropy among attributes.
Entropy of the target attribute values.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
Second quartile (Median) of kurtosis among attributes of the numeric type.
0
Number of attributes divided by the number of instances.
2
Average number of distinct values among the attributes of the nominal type.
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.
Mean skewness among attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Percentage of instances belonging to the most frequent class.
Mean standard deviation of attributes of the numeric type.
Second quartile (Median) of skewness among attributes of the numeric type.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
100
Percentage of binary attributes.
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
Minimum kurtosis among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
Maximum kurtosis among attributes of the numeric type.
Minimum of means among attributes of the numeric type.
0
Percentage of missing values.
Third quartile of kurtosis among attributes of the numeric type.
Maximum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
0
Percentage of numeric attributes.
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
2
The minimal number of distinct values among attributes of the nominal type.
100
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.
Minimum skewness among attributes of the numeric type.
First quartile of entropy among attributes.
Third quartile of skewness among attributes of the numeric type.
Maximum skewness among attributes of the numeric type.
Minimum standard deviation of attributes of the numeric type.
First quartile of kurtosis among attributes of the numeric type.
Third quartile of standard deviation of attributes of the numeric type.
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
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.
2331
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
Mean kurtosis among attributes of the numeric type.

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