Data
dating_profile

dating_profile

active ARFF NA Visibility: public Uploaded 04-10-2019 by Thomas Schmitt
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Anonymized data of dating profiles from OkCupid

31 features

age (target)numeric54 unique values
0 missing
body_typestring12 unique values
5296 missing
dietstring18 unique values
24395 missing
drinksstring6 unique values
2985 missing
drugsstring3 unique values
14080 missing
educationstring32 unique values
6628 missing
essay0string54349 unique values
5490 missing
essay1string51516 unique values
7572 missing
essay2string48634 unique values
9639 missing
essay3string43532 unique values
11496 missing
essay4string49260 unique values
10537 missing
essay5string48962 unique values
10852 missing
essay6string43602 unique values
13773 missing
essay7string45553 unique values
12456 missing
essay8string39323 unique values
19238 missing
essay9string45442 unique values
12605 missing
ethnicitystring217 unique values
5680 missing
heightnumeric60 unique values
3 missing
incomenumeric13 unique values
0 missing
jobstring21 unique values
8198 missing
last_onlinestring30123 unique values
0 missing
locationstring199 unique values
0 missing
offspringstring15 unique values
35561 missing
orientationstring3 unique values
0 missing
petsstring15 unique values
19921 missing
religionstring45 unique values
20226 missing
sexstring2 unique values
0 missing
signstring48 unique values
11056 missing
smokesstring5 unique values
5512 missing
speaksstring7647 unique values
50 missing
statusstring5 unique values
0 missing

62 properties

59946
Number of instances (rows) of the dataset.
31
Number of attributes (columns) of the dataset.
0
Number of distinct values of the target attribute (if it is nominal).
273249
Number of missing values in the dataset.
55542
Number of instances with at least one value missing.
3
Number of numeric attributes.
0
Number of nominal attributes.
-0.46
First quartile of skewness among attributes of the numeric type.
6711.29
Mean of means among attributes of the numeric type.
3.99
First quartile of standard deviation of attributes of the numeric type.
-8.74
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.
7.76
Second quartile (Median) of kurtosis among attributes of the numeric type.
0
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
68.3
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.
3.28
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.
32453.21
Mean standard deviation of attributes of the numeric type.
1.27
Second quartile (Median) of skewness among attributes of the numeric type.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
0
Percentage of binary attributes.
9.45
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
1.57
Minimum kurtosis among attributes of the numeric type.
92.65
Percentage of instances having missing values.
Third quartile of entropy among attributes.
86.87
Maximum kurtosis among attributes of the numeric type.
32.34
Minimum of means among attributes of the numeric type.
14.7
Percentage of missing values.
86.87
Third quartile of kurtosis among attributes of the numeric type.
20033.22
Maximum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
9.68
Percentage of numeric attributes.
20033.22
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
The minimal number of distinct values among attributes of the nominal type.
0
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
The maximum number of distinct values among attributes of the nominal type.
-0.46
Minimum skewness among attributes of the numeric type.
First quartile of entropy among attributes.
9.04
Third quartile of skewness among attributes of the numeric type.
9.04
Maximum skewness among attributes of the numeric type.
3.99
Minimum standard deviation of attributes of the numeric type.
1.57
First quartile of kurtosis among attributes of the numeric type.
97346.19
Third quartile of standard deviation of attributes of the numeric type.
97346.19
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.
32.34
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
Average entropy of the attributes.
0
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
32.07
Mean kurtosis among attributes of the numeric type.

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