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SQLQueryforCleaningDataNashHousing.sql
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175 lines (126 loc) · 4.61 KB
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/* Cleaning Data in SQL Queries */
SELECT *
FROM PortofolioProject.dbo.NashHousing
-- Standarize data format
SELECT SaleDateConverted , CONVERT(Date, SaleDate)
FROM PortofolioProject.dbo.NashHousing
UPDATE NashHousing
SET SaleDate = CONVERT(Date, SaleDate)
ALTER TABLE PortofolioProject.dbo.NashHousing
Add SaleDateConverted Date;
UPDATE PortofolioProject.dbo.NashHousing
SET SaleDateConverted = CONVERT(Date, SaleDate)
-- Populate Property Adress Data
SELECT *
FROM PortofolioProject.dbo.NashHousing
--WHERE PropertyAddress is NULL
ORDER BY ParcelID
SELECT n.ParcelID, n.PropertyAddress, b.ParcelID, b.PropertyAddress, ISNULL (n.PropertyAddress, b.PropertyAddress)
FROM PortofolioProject.dbo.NashHousing n
JOIN PortofolioProject.dbo.NashHousing b
ON n.ParcelID = b.ParcelID
AND n.[UniqueID] <> b.[UniqueID]
WHERE n.PropertyAddress is NULL
SELECT n.ParcelID, n.PropertyAddress, b.ParcelID, b.PropertyAddress, ISNULL (n.PropertyAddress, b.PropertyAddress)
FROM PortofolioProject.dbo.NashHousing n
JOIN PortofolioProject.dbo.NashHousing b
ON n.ParcelID = b.ParcelID
AND n.[UniqueID] <> b.[UniqueID]
WHERE n.PropertyAddress is NOT NULL
UPDATE n
SET PropertyAddress = ISNULL (n.PropertyAddress, b.PropertyAddress)
FROM PortofolioProject.dbo.NashHousing n
JOIN PortofolioProject.dbo.NashHousing b
ON n.ParcelID = b.ParcelID
AND n.[UniqueID] <> b.[UniqueID]
WHERE n.PropertyAddress is NULL
-- Breaking out address into individual colums (Address, City and State)
SELECT PropertyAddress
FROM PortofolioProject.dbo.NashHousing
--WHERE PropertyAddress is NULL
ORDER BY ParcelID
SELECT
SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress)-1) AS Address
--CHARINDEX(',', PropertyAddress)
FROM PortofolioProject.dbo.NashHousing
SELECT
SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress)-1) AS Address
, SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress)+1, LEN(PropertyAddress)) AS Address
FROM PortofolioProject.dbo.NashHousing
ALTER TABLE PortofolioProject.dbo.NashHousing
Add PropertySplitAddress NVarchar(255);
UPDATE PortofolioProject.dbo.NashHousing
SET PropertySplitAddress = SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress)-1)
ALTER TABLE PortofolioProject.dbo.NashHousing
Add PropertySplitCity NVarchar(255);
UPDATE PortofolioProject.dbo.NashHousing
SET PropertySplitCity = SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress) +1, LEN(PropertyAddress))
SELECT *
FROM PortofolioProject.dbo.NashHousing
SELECT OwnerAddress
FROM PortofolioProject.dbo.NashHousing
SELECT
PARSENAME(REPLACE (OwnerAddress,',', '.'),3)
, PARSENAME(REPLACE (OwnerAddress,',', '.'),2)
, PARSENAME(REPLACE (OwnerAddress,',', '.'),1)
FROM PortofolioProject.dbo.NashHousing
ALTER TABLE PortofolioProject.dbo.NashHousing
Add OwnerSplitAddress NVarchar(255);
UPDATE PortofolioProject.dbo.NashHousing
SET OwnerSplitAddress = PARSENAME(REPLACE (OwnerAddress,',', '.'),3)
ALTER TABLE PortofolioProject.dbo.NashHousing
Add OwnerSplitCity NVarchar(255);
UPDATE PortofolioProject.dbo.NashHousing
SET OwnerSplitCity = PARSENAME(REPLACE (OwnerAddress,',', '.'),2)
ALTER TABLE PortofolioProject.dbo.NashHousing
Add OwnerSplitState NVarchar(255);
UPDATE PortofolioProject.dbo.NashHousing
SET OwnerSplitState = PARSENAME(REPLACE (OwnerAddress,',', '.'),1)
SELECT *
FROM PortofolioProject.dbo.NashHousing
-- Change Y and N to Yes and No in 'Sold as Vacant' field
SELECT Distinct(SoldAsVacant), COUNT (SoldAsVacant)
FROM PortofolioProject.dbo.NashHousing
GROUP BY SoldAsVacant
ORDER BY 2
SELECT SoldAsVacant
, CASE WHEN SoldAsVacant = 'Y' THEN 'Yes'
WHEN SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END
FROM PortofolioProject.dbo.NashHousing
UPDATE PortofolioProject.dbo.NashHousing
SET SoldAsVacant = CASE WHEN SoldAsVacant = 'Y' THEN 'Yes'
WHEN SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END
--Remove Duplicate
WITH RowNumCTE AS (
SELECT *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY
UniqueID
) Row_Num
FROM PortofolioProject.dbo.NashHousing
--ORDER BY ParcelID
)
SELECT *
FROM RowNumCTE
WHERE Row_Num > 1
ORDER BY PropertyAddress
DELETE
FROM RowNumCTE
WHERE Row_Num > 1
--ORDER BY PropertyAddress
-- Delete Unused Column
SELECT *
FROM PortofolioProject.dbo.NashHousing
ALTER TABLE PortofolioProject.dbo.NashHousing
DROP COLUMN OwnerAddress, TaxDistrict, PropertyAddress
ALTER TABLE PortofolioProject.dbo.NashHousing
DROP COLUMN SaleDate