Data
City-Quality-of-Life-Dataset

City-Quality-of-Life-Dataset

active ARFF CC0: Public Domain Visibility: public Uploaded 24-03-2022 by Elif Ceren Gok
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Context Teleport.org provides data related to quality of life for the most creative cities around the world, which enables users to find suitable cities for living and working according to their personal preferences. This dataset was obtained from Teleport API endpoints (https://developers.teleport.org/api/) and pre-processed before being uploaded to Kaggle.

21 features

Unnamed:_0numeric266 unique values
0 missing
UA_Namestring264 unique values
0 missing
UA_Countrystring135 unique values
0 missing
UA_Continentstring6 unique values
0 missing
Housingnumeric252 unique values
0 missing
Cost_of_Livingnumeric238 unique values
0 missing
Startupsnumeric230 unique values
0 missing
Venture_Capitalnumeric181 unique values
0 missing
Travel_Connectivitynumeric248 unique values
0 missing
Commutenumeric255 unique values
0 missing
Business_Freedomnumeric105 unique values
0 missing
Safetynumeric261 unique values
0 missing
Healthcarenumeric264 unique values
0 missing
Educationnumeric185 unique values
0 missing
Environmental_Qualitynumeric266 unique values
0 missing
Economynumeric96 unique values
0 missing
Taxationnumeric104 unique values
0 missing
Internet_Accessnumeric263 unique values
0 missing
Leisure_&_Culturenumeric260 unique values
0 missing
Tolerancenumeric264 unique values
0 missing
Outdoorsnumeric254 unique values
0 missing
Show all 21 features

19 properties

NumberOfInstances
266
Number of instances (rows) of the dataset.
NumberOfFeatures
21
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
18
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Dimensionality
0.08
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
85.71
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Show all 19 properties

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