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Nashville Housing Data Cleaning.sql
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162 lines (108 loc) · 3.88 KB
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-- Cleaning Data in SQL Queries
SELECT *
FROM PortfoiloProject.dbo.NashvilleHousing
-- Standardize Date Format
SELECT SaleDateConverted, CONVERT(Date, SaleDate)
FROM PortfoiloProject.dbo.NashvilleHousing
UPDATE NashvilleHousing
SET SaleDate = CONVERT(Date, SaleDate)
ALTER TABLE NashvilleHousing
ADD SaleDateConverted Date;
UPDATE NashvilleHousing
SET SaleDateConverted = CONVERT(Date, SaleDate)
-- Populate Property Address data
SELECT *
FROM PortfoiloProject.dbo.NashvilleHousing
--WHERE PropertyAddress is null
ORDER BY ParcelID
SELECT a.ParcelID, a.PropertyAddress, b.ParcelID, b.PropertyAddress, ISNULL(a.PropertyAddress, b.PropertyAddress)
FROM PortfoiloProject.dbo.NashvilleHousing a
JOIN PortfoiloProject.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 PortfoiloProject.dbo.NashvilleHousing a
JOIN PortfoiloProject.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 PropertyAddress
FROM PortfoiloProject.dbo.NashvilleHousing
SELECT
SUBSTRING(PropertyAddress, 1, CHARINDEX(',',PropertyAddress) -1) as Address
, SUBSTRING(PropertyAddress, CHARINDEX(',',PropertyAddress) + 1, LEN(PropertyAddress)) as Address
FROM PortfoiloProject.dbo.NashvilleHousing
ALTER TABLE NashvilleHousing
ADD PropertySplitAddress NvarChar(255);
UPDATE NashvilleHousing
SET PropertySplitAddress = SUBSTRING(PropertyAddress, 1, CHARINDEX(',',PropertyAddress) -1)
ALTER TABLE NashvilleHousing
ADD PropertySpiltCity NvarChar(255);
UPDATE NashvilleHousing
SET PropertySpiltCity = SUBSTRING(PropertyAddress, CHARINDEX(',',PropertyAddress) + 1, LEN(PropertyAddress))
SELECT *
FROM PortfoiloProject.dbo.NashvilleHousing
SELECT OwnerAddress
FROM PortfoiloProject.dbo.NashvilleHousing
SELECT
PARSENAME(REPLACE(OwnerAddress,',', ',') , 3)
, PARSENAME(REPLACE(OwnerAddress,',', ',') , 2)
, PARSENAME(REPLACE(OwnerAddress,',', ',') , 1)
FROM PortfoiloProject.dbo.NashvilleHousing
ALTER TABLE NashvilleHousing
ADD OwnerSpiltAddress NvarChar(255);
UPDATE NashvilleHousing
SET OwnerSpiltAddress = PARSENAME(REPLACE(OwnerAddress,',', ',') , 3)
ALTER TABLE NashvilleHousing
ADD OwnerSpiltCity NvarChar(255);
UPDATE NashvilleHousing
SET OwnerSpiltCity = PARSENAME(REPLACE(OwnerAddress,',', ',') , 2)
ALTER TABLE NashvilleHousing
ADD OwnerSpiltState NvarChar(255);
UPDATE NashvilleHousing
SET OwnerSpiltState = PARSENAME(REPLACE(OwnerAddress,',', ',') , 1)
SELECT *
FROM PortfoiloProject.dbo.NashvilleHousing
-- Change Y and N to Yes and NO in "Sold as Vacant" field
SELECT Distinct (SoldAsVacant), COUNT(SoldAsVacant)
FROM PortfoiloProject.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 PortfoiloProject.dbo.NashvilleHousing
UPDATE 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 PortfoiloProject.dbo.NashvilleHousing
--ORDER BY ParcelID
)
SELECT *
FROM RowNumCTE
WHERE row_num > 1
--ORDER BY PropertyAddress
-- Delect Unused Columns
SELECT *
FROM PortfoiloProject.dbo.NashvilleHousing
ALTER TABLE PortfoiloProject.dbo.NashvilleHousing
DROP COLUMN OwnerAddress, TaxDistrict,PropertyAddress, SaleDate