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Cleaning Data in SQL Queries.sql
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159 lines (111 loc) · 4.54 KB
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/*
Cleaning Data in SQL Queries
*/
Select *
from PortfolioProject.dbo.NashvilleHousing
-------------------------------------------------------------------------------------------------------------------------------
-- Standardize the Data Format
Select Saledate, Convert(Date,Saledate)
From PortfolioProject.dbo.NashvilleHousing
Update NashvilleHousing
Set SaleDate=Convert(date,Saledate)
ALTER TABLE NashvilleHousing
ALTER COLUMN SaleDate Date;
------------------------------------------------
-- Populate property address data
Select *
From PortfolioProject.dbo.NashvilleHousing
--Where PropertyAddress is null
Order by ParcelID
Select a.ParcelID, a.PropertyAddress, b.ParcelID,b.PropertyAddress, ISNULL(a.PropertyAddress,b.PropertyAddress)
From PortfolioProject.dbo.NashvilleHousing a
join PortfolioProject.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 PortfolioProject.dbo.NashvilleHousing a
join PortfolioProject.dbo.NashvilleHousing b
on a.ParcelID=b.ParcelID
and a.[UniqueID ]<> b.[UniqueID ]
Where a.PropertyAddress is null
-----------------------------------------------------------------------------------
-- Breaking out address into Individual columns (Address, City, State)
Select
SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) - 1) as Address
,SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) + 1), LEN(PropertyAddress) as Address
From PortfolioProject.dbo.NashvilleHousing
--Where PropertyAddress is null
--Order by ParcelID
ALTER table PortfolioProject.dbo.NashvilleHousing
ADD PropertySplitAddress Nvarchar(255);
UPDATE PortfolioProject.dbo.NashvilleHousing
SET PropertySlitAddress = SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) - 1)
ALTER table PortfolioProject.dbo.NashvilleHousing
ADD PropertySplitCity Nvarchar(255);
UPDATE PortfolioProject.dbo.NashvilleHousing
SET PropertySplitCity = SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress) + 1), LEN(PropertyAddress)
SELECT LegalReference, SUBSTRING(LegalReference,CHARINDEX('-',LegalReference)+1, LEN(LegalReference))
FROM PortfolioProject.dbo.NashvilleHousing
SELECT PARSENAME(REPLACE(OwnerAddress, ',', '.'),3),
PARSENAME(REPLACE(OwnerAddress,',' , '.'),2),
PARSENAME(REPLACE(OwnerAddress,',' , '.'),1)
FROM PortfolioProject.dbo.NashvilleHousing
ALTER table PortfolioProject.dbo.NashvilleHousing
ADD OwnerSplitAddress Nvarchar(255);
UPDATE PortfolioProject.dbo.NashvilleHousing
SET OwnerSplitAddress = PARSENAME(REPLACE(OwnerAddress, ',', '.'),3)
ALTER table PortfolioProject.dbo.NashvilleHousing
ADD OwnerSplitCity Nvarchar(255);
UPDATE PortfolioProject.dbo.NashvilleHousing
SET OwnerSplitCity = PARSENAME(REPLACE(OwnerAddress,',' , '.'),2)
ALTER table PortfolioProject.dbo.NashvilleHousing
ADD OwnerSplitState Nvarchar(255);
UPDATE PortfolioProject.dbo.NashvilleHousing
SET OwnerSplitState = PARSENAME(REPLACE(OwnerAddress,',' , '.'),1)
SELECT *
FROM PortfolioProject.dbo.NashvilleHousing
-----------------------------------------------------------------------------------------------
-- Change Y and N to Yes and No in "Sold As Vacant" field
Select distinct(SoldAsVacant), COUNT(SoldAsVacant)
FROM PortfolioProject.dbo.NashvilleHousing
GROUP BY SoldAsVacant
ORDER BY 2
Select SoldAsVacant,
CASE WHEN SoldAsVacant='Y' THEN 'Yes'
WHEN SoldAsVacant='N' THEN 'No'
ELSE SoldAsVacant
END
FROM PortfolioProject.dbo.NashvilleHousing
UPDATE PortfolioProject.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 PortfolioProject.dbo.NashvilleHousing
)
SELECT *
FROM RowNumCTE
WHERE row_num > 1
Order By PropertyAddress
----------------------------------------------------------------------------------
-- Delete Unused Columns
SELECT *
FROM PortfolioProject.dbo.NashvilleHousing
ALTER TABLE PortfolioProject.dbo.NashvilleHousing
DROP COLUMN PropertyAddress,OwnerAddress,TaxDistrict
-----------------------------------------------------------------------------------