Data
Nashville-Housing-Data

Nashville-Housing-Data

active ARFF CC0: Public Domain Visibility: public Uploaded 24-03-2022 by Dustin Carrion
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Context This is home value data for the hot Nashville market. Content There are 56,000+ rows altogether. However, I'm missing home detail data for about half. So if anyone wants to track that down then go for it! I'll be looking in the mean time. Enjoy. Will add the Python file that retrieved this data once I clean it up. Shameless plug: visit this link for my latest project, a SQL magic function for IPython Notebook.

31 features

Unnamed:_0numeric56636 unique values
0 missing
Unnamed:_0.1numeric56636 unique values
0 missing
Parcel_IDstring48697 unique values
0 missing
Land_Usestring39 unique values
0 missing
Property_Addressstring45068 unique values
159 missing
Suite/_Condo___#string1949 unique values
50527 missing
Property_Citystring14 unique values
159 missing
Sale_Datestring1117 unique values
0 missing
Sale_Pricenumeric8085 unique values
0 missing
Legal_Referencestring52898 unique values
0 missing
Sold_As_Vacantstring2 unique values
0 missing
Multiple_Parcels_Involved_in_Salestring2 unique values
0 missing
Owner_Namestring19713 unique values
31375 missing
Addressstring22327 unique values
30619 missing
Citystring12 unique values
30619 missing
Statestring1 unique values
30619 missing
Acreagenumeric519 unique values
30619 missing
Tax_Districtstring7 unique values
30619 missing
Neighborhoodnumeric203 unique values
30619 missing
imagestring21831 unique values
31301 missing
Land_Valuenumeric1122 unique values
30619 missing
Building_Valuenumeric4406 unique values
30619 missing
Total_Valuenumeric5848 unique values
30619 missing
Finished_Areanumeric6117 unique values
32470 missing
Foundation_Typestring6 unique values
32472 missing
Year_Builtnumeric126 unique values
32471 missing
Exterior_Wallstring10 unique values
32471 missing
Gradestring20 unique values
32471 missing
Bedroomsnumeric12 unique values
32477 missing
Full_Bathnumeric11 unique values
32359 missing
Half_Bathnumeric4 unique values
32490 missing
Show all 31 features

19 properties

NumberOfInstances
56636
Number of instances (rows) of the dataset.
NumberOfFeatures
31
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
648773
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
56634
Number of instances with at least one value missing.
NumberOfNumericFeatures
13
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
100
Percentage of instances having missing values.
PercentageOfMissingValues
36.95
Percentage of missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfNumericFeatures
41.94
Percentage of numeric attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
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.
Show all 19 properties

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