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Copy pathHousing Project Data Cleaning With Sql.sql
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Housing Project Data Cleaning With Sql.sql
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/*
Cleaning Data in SQL Queries
*/
Select *
From PortfolioProject.dbo.NashvilleHousing
-- Standardizing Date Format
Select saleDateConverted, CONVERT(Date,SaleDate)
From PortfolioProject.dbo.NashvilleHousing
Update NashvilleHousing
SET SaleDate = CONVERT(Date,SaleDate)
-- If it doesn't Update properly
ALTER TABLE NashvilleHousing
Add SaleDateConverted Date;
Update NashvilleHousing
SET SaleDateConverted = CONVERT(Date,SaleDate)
-- Populating 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 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 Duplicates
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