Data
residential_building

residential_building

active ARFF Public Domain (CC0) Visibility: public Uploaded 19-04-2020 by Rafael Gomes Mantovani
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Author: Mohammad H. Rafiei Source: UCI - [original](http://archive.ics.uci.edu/ml/datasets/Residential+Building+Data+Set) - Date unknown Please cite: Residential Building Dataset Dataset includes construction cost, sale prices, project variables, and economic variables corresponding to real estate single-family residential apartments in Tehran, Iran. Attribute Information Totally 105: 8 project physical and financial variables, 19 economic variables and indices in 5 time lag numbers (5*19 = 95), and two output variables that are construction costs and sale prices (Output-V.9, Ouput-V.10).

109 features

Output_V.9 (target)numeric117 unique values
0 missing
Project_dates_START_YEARnumeric17 unique values
0 missing
Project_dates_START_QUARTERnumeric4 unique values
0 missing
Project_dates_COMPLETION_YEARnumeric18 unique values
0 missing
Project_dates_COMPLETION_QUARTERnumeric4 unique values
0 missing
Project_Physical_Financial_V.1numeric20 unique values
0 missing
Project_Physical_Financial_V.2numeric216 unique values
0 missing
Project_Physical_Financial_V.3numeric105 unique values
0 missing
Project_Physical_Financial_V.4numeric337 unique values
0 missing
Project_Physical_Financial_V.5numeric50 unique values
0 missing
Project_Physical_Financial_V.6numeric314 unique values
0 missing
Project_Physical_Financial_V.7numeric16 unique values
0 missing
Project_Physical_Financial_V.8numeric121 unique values
0 missing
Economic_V.11numeric66 unique values
0 missing
Economic_V.12numeric67 unique values
0 missing
Economic_V.13numeric67 unique values
0 missing
Economic_V.14numeric65 unique values
0 missing
Economic_V.15numeric67 unique values
0 missing
Economic_V.16numeric67 unique values
0 missing
Economic_V.17numeric67 unique values
0 missing
Economic_V.18numeric67 unique values
0 missing
Economic_V.19numeric67 unique values
0 missing
Economic_V.20numeric4 unique values
0 missing
Economic_V.21numeric67 unique values
0 missing
Economic_V.22numeric66 unique values
0 missing
Economic_V.23numeric37 unique values
0 missing
Economic_V.24numeric67 unique values
0 missing
Economic_V.25numeric67 unique values
0 missing
Economic_V.26numeric67 unique values
0 missing
Economic_V.27numeric67 unique values
0 missing
Economic_V.28numeric67 unique values
0 missing
Economic_V.29numeric67 unique values
0 missing
Economic_2_V.11numeric66 unique values
0 missing
Economic_2_V.12numeric67 unique values
0 missing
Economic_2_V.13numeric67 unique values
0 missing
Economic_2_V.14numeric65 unique values
0 missing
Economic_2_V.15numeric67 unique values
0 missing
Economic_2_V.16numeric67 unique values
0 missing
Economic_2_V.17numeric67 unique values
0 missing
Economic_2_V.18numeric67 unique values
0 missing
Economic_2_V.19numeric67 unique values
0 missing
Economic_2_V.20numeric4 unique values
0 missing
Economic_2_V.21numeric67 unique values
0 missing
Economic_2_V.22numeric66 unique values
0 missing
Economic_2_V.23numeric37 unique values
0 missing
Economic_2_V.24numeric67 unique values
0 missing
Economic_2_V.25numeric67 unique values
0 missing
Economic_2_V.26numeric67 unique values
0 missing
Economic_2_V.27numeric67 unique values
0 missing
Economic_2_V.28numeric67 unique values
0 missing
Economic_2_V.29numeric67 unique values
0 missing
Economic_3_V.11numeric66 unique values
0 missing
Economic_3_V.12numeric67 unique values
0 missing
Economic_3_V.13numeric67 unique values
0 missing
Economic_3_V.14numeric65 unique values
0 missing
Economic_3_V.15numeric67 unique values
0 missing
Economic_3_V.16numeric67 unique values
0 missing
Economic_3_V.17numeric67 unique values
0 missing
Economic_3_V.18numeric67 unique values
0 missing
Economic_3_V.19numeric67 unique values
0 missing
Economic_3_V.20numeric4 unique values
0 missing
Economic_3_V.21numeric67 unique values
0 missing
Economic_3_V.22numeric66 unique values
0 missing
Economic_3_V.23numeric37 unique values
0 missing
Economic_3_V.24numeric67 unique values
0 missing
Economic_3_V.25numeric67 unique values
0 missing
Economic_3_V.26numeric67 unique values
0 missing
Economic_3_V.27numeric67 unique values
0 missing
Economic_3_V.28numeric67 unique values
0 missing
Economic_3_V.29numeric67 unique values
0 missing
Economic_4_V.11numeric66 unique values
0 missing
Economic_4_V.12numeric67 unique values
0 missing
Economic_4_V.13numeric67 unique values
0 missing
Economic_4_V.14numeric65 unique values
0 missing
Economic_4_V.15numeric67 unique values
0 missing
Economic_4_V.16numeric67 unique values
0 missing
Economic_4_V.17numeric67 unique values
0 missing
Economic_4_V.18numeric67 unique values
0 missing
Economic_4_V.19numeric67 unique values
0 missing
Economic_4_V.20numeric4 unique values
0 missing
Economic_4_V.21numeric67 unique values
0 missing
Economic_4_V.22numeric66 unique values
0 missing
Economic_4_V.23numeric37 unique values
0 missing
Economic_4_V.24numeric67 unique values
0 missing
Economic_4_V.25numeric67 unique values
0 missing
Economic_4_V.26numeric67 unique values
0 missing
Economic_4_V.27numeric67 unique values
0 missing
Economic_4_V.28numeric67 unique values
0 missing
Economic_4_V.29numeric67 unique values
0 missing
Economic_5_V.11numeric66 unique values
0 missing
Economic_5_V.12numeric67 unique values
0 missing
Economic_5_V.13numeric67 unique values
0 missing
Economic_5_V.14numeric66 unique values
0 missing
Economic_5_V.15numeric67 unique values
0 missing
Economic_5_V.16numeric67 unique values
0 missing
Economic_5_V.17numeric67 unique values
0 missing
Economic_5_V.18numeric67 unique values
0 missing
Economic_5_V.19numeric67 unique values
0 missing
Economic_5_V.20numeric4 unique values
0 missing
Economic_5_V.21numeric67 unique values
0 missing
Economic_5_V.22numeric66 unique values
0 missing
Economic_5_V.23numeric37 unique values
0 missing
Economic_5_V.24numeric67 unique values
0 missing
Economic_5_V.25numeric67 unique values
0 missing
Economic_5_V.26numeric67 unique values
0 missing
Economic_5_V.27numeric67 unique values
0 missing
Economic_5_V.28numeric67 unique values
0 missing
Economic_5_V.29numeric67 unique values
0 missing
Output_V.10numeric62 unique values
0 missing
Show first 100 features

19 properties

NumberOfInstances
372
Number of instances (rows) of the dataset.
NumberOfFeatures
109
Number of attributes (columns) of the dataset.
NumberOfClasses
0
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
109
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Dimensionality
0.29
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
100
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
-897.41
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Show all 19 properties

8 tasks

Supervised Regression on residential_building
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: mean_absolute_error - target_feature: Output_V.9
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Clustering on residential_building
0 runs - estimation_procedure: 50 times Clustering
Define a new task