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Data Cleaning Project Queries: Nashville Housing.sql
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Data Cleaning Project Queries: Nashville Housing.sql
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-- Cleaning Data in SQL Queries
-----------------------------------------------------------------------
SELECT *
FROM SQLPortfolio.dbo.NashvilleHousing
-----------------------------------------------------------------------
-- Standardise Date Format
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
ADD UpdatedSaleDate Date;
Update SQLPortfolio.dbo.NashvilleHousing
SET UpdatedSaleDate = CONVERT(Date,SaleDate)
SELECT UpdatedSaleDate, SaleDate
FROM SQLPortfolio.dbo.NashvilleHousing
-----------------------------------------------------------------------
-- Populate Property Address Data
SELECT *
FROM SQLPortfolio.dbo.NashvilleHousing
ORDER BY ParcelID
SELECT a.ParcelID, a.PropertyAddress, b.ParcelID, b.PropertyAddress, ISNULL(a.PropertyAddress,b.PropertyAddress)
FROM SQLPortfolio.dbo.NashvilleHousing a
JOIN SQLPortfolio.dbo.NashvilleHousing b
ON a.ParcelID = b.ParcelID
AND a.[UniqueID ] <> b.[UniqueID ]
WHERE a.PropertyAddress IS NULL
UPDATE a
SET PropertyAddress = ISNULL(a.PropertyAddress,b.PropertyAddress)
FROM SQLPortfolio.dbo.NashvilleHousing a
JOIN SQLPortfolio.dbo.NashvilleHousing b
ON a.ParcelID = b.ParcelID
AND a.[UniqueID ] <> b.[UniqueID ]
WHERE a.PropertyAddress is NULL
SELECT PropertyAddress
FROM SQLPortfolio.dbo.NashvilleHousing
WHERE PropertyAddress is NULL
-------------------------------------------------------------------------
-- Breaking out Full Address into individual Columns (Address, City, State)
--Property Address
SELECT PropertyAddress
FROM SQLPortfolio.dbo.NashvilleHousing
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
ADD PropertyAddressStreet NVARCHAR(255);
UPDATE SQLPortfolio.dbo.NashvilleHousing
SET PropertyAddressStreet = SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress)-1)
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
ADD PropertyAddressCity NVARCHAR(255);
UPDATE SQLPortfolio.dbo.NashvilleHousing
SET PropertyAddressCity = SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress) +1 , LEN(PropertyAddress))
SELECT PropertyAddressStreet, PropertyAddressCity
FROM SQLPortfolio.dbo.NashvilleHousing
-- Owner Address
SELECT OwnerAddress
FROM SQLPortfolio.dbo.NashvilleHousing
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
ADD OwnerAddressStreet NVARCHAR(255);
UPDATE SQLPortfolio.dbo.NashvilleHousing
SET OwnerAddressStreet = PARSENAME(REPLACE(OwnerAddress, ',', '.') , 3)
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
ADD OwnerAddressCity NVARCHAR(255);
UPDATE SQLPortfolio.dbo.NashvilleHousing
SET OwnerAddressCity = PARSENAME(REPLACE(OwnerAddress, ',', '.') , 2)
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
ADD OwnerAddressState NVARCHAR(255);
UPDATE SQLPortfolio.dbo.NashvilleHousing
SET OwnerAddressState = PARSENAME(REPLACE(OwnerAddress, ',', '.') , 1)
------------------------------------------------------------------------------
-- Change "Y" to "Yes" and "N" to "No" in the "Sold as Vacant" field
SELECT DISTINCT SoldAsVacant
FROM SQLPortfolio.dbo.NashvilleHousing
UPDATE SQLPortfolio.dbo.NashvilleHousing
SET SoldAsVacant = CASE WHEN SoldAsVacant = 'Y' THEN 'Yes'
WHEN SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END
-------------------------------------------------------------------------------
-- Remove Duplicates
WITH RowNumCTE AS(
SELECT *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY
UniqueID
) row_num
FROM SQLPortfolio.dbo.NashvilleHousing
)
--SELECT *
DELETE
FROM RowNUMCTE
WHERE row_num > 1
--ORDER BY PropertyAddress
----------------------------------------------------------------
-- Delete Unused Columns
SELECT *
FROM SQLPortfolio.dbo.NashvilleHousing
ALTER TABLE SQLPortfolio.dbo.NashvilleHousing
DROP COLUMN SaleDate, OwnerAddress, TaxDistrict, PropertyAddress