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SQL Data Cleaning.sql
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SQL Data Cleaning.sql
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/*
Cleaning Data in SQL Queries
*/
Select *
From PortfolioProject.dbo.NashvilleHousing$
------------------------------------------------------------------------------------------------------------------------
---Standardize Date Format
Select SaleDate, CONVERT(Date, SaleDate)
From PortfolioProject.dbo.NashvilleHousing$
--Update NashvilleHousing$
--SET SaleDate = CONVERT(Date,SaleDate)
ALTER TABLE NashvilleHousing$
Add SaleDateConverted Date;
Update NashvilleHousing$
SET SaleDateConverted = CONVERT (Date, SaleDate)
Select SaleDateConverted, CONVERT(Date, SaleDate)
From PortfolioProject.dbo.NashvilleHousing$
-------------------------------------------------------------------------------------------------------------------------
-----------Populate Property Address Date
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
Select PropertyAddress
From PortfolioProject.dbo.NashvilleHousing$
--Where PropertyAddress is null
--Order by ParcelID
SELECT
SUBSTRING (PropertyAddress, 1, CHARINDEX(',', PropertyAddress) -1) as Address
, SUBSTRING (PropertyAddress, CHARINDEX(',', PropertyAddress) +1 , LEN (PropertyAddress)) as Address
From PortfolioProject.dbo.NashvilleHousing$
ALTER TABLE NashvilleHousing$
Add PropertySplitAddress Nvarchar (255);
Update NashvilleHousing$
SET PropertySplitAddress = SUBSTRING (PropertyAddress, 1, CHARINDEX(',', PropertyAddress) -1)
ALTER TABLE NashvilleHousing$
Add PropertySplitCity Nvarchar (255);
Update NashvilleHousing$
SET PropertySplitCity = SUBSTRING (PropertyAddress, CHARINDEX(',', PropertyAddress) +1 , LEN (PropertyAddress))
Select *
From PortfolioProject.dbo.NashvilleHousing$
Select OwnerAddress
From PortfolioProject.dbo.NashvilleHousing$
Select
PARSENAME (REPLACE (OwnerAddress, ',', '.'), 3)
, PARSENAME (REPLACE (OwnerAddress, ',', '.'), 2)
, PARSENAME (REPLACE (OwnerAddress, ',', '.'), 1)
From PortfolioProject.dbo.NashvilleHousing$
ALTER TABLE NashvilleHousing$
Add OwnerSplitAddress Nvarchar (255);
Update NashvilleHousing$
SET OwnerSplitAddress = PARSENAME (REPLACE (OwnerAddress, ',', '.'), 3)
ALTER TABLE NashvilleHousing$
Add OwnerSplitCity Nvarchar (255);
Update NashvilleHousing$
SET OwnerSplitCity = PARSENAME (REPLACE (OwnerAddress, ',', '.'), 2)
ALTER TABLE NashvilleHousing$
Add OwnerSplitState Nvarchar (255);
Update 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 NashvilleHousing$
SET SoldAsVacant = CASE when SoldAsVacant = 'Y' THEN 'Yes'
when SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END
--------------------------------------------------------------------------------------------------------------------------
---Remove Duplication
WITH RowNumCTE AS (
Select *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY
UniqueID
) row_num
From PortfolioProject.dbo.NashvilleHousing$
--Order by ParcelID
)
Select *
From RowNumCTE
Where row_num > 1
--Order by PropertyAddress
Select *
From PortfolioProject.dbo.NashvilleHousing$
-----------------------------------------------------------------------------------------------------------------------
---Delete Unused Columns
Select *
From PortfolioProject.dbo.NashvilleHousing$
ALTER TABLE PortfolioProject.dbo.NashvilleHousing$
DROP COLUMN OwnerAddress, TaxDistrict, propertyAddress, SaleDate