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cleaning data in SQL.sql
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--cleaning data in SQL
Select * from portfolioproject1.dbo.NashvilleHousing
------------------------------------------------------------------------------
--formatting the saledate column into a standard date format
Select SaleDate, CONVERT (Date, SaleDate) As saledate2
from portfolioproject1.dbo.NashvilleHousing
Alter table portfolioproject1.dbo.NashvilleHousing
Add SaleDateconverted Date;
UPDATE portfolioproject1.dbo.NashvilleHousing SET SaleDateconverted = CONVERT (Date, SaleDate)
Select SaleDateconverted, CONVERT (Date, SaleDate) as saledate02
from portfolioproject1.dbo.NashvilleHousing
--------------------------------------------------------------------------------
--Populate property address
Select * from portfolioproject1.dbo.NashvilleHousing
--where PropertyAddress is Null
order by ParcelID
Select pa.ParcelID, pa.PropertyAddress, pa1.ParcelID, pa1.PropertyAddress, ISNULL(pa.PropertyAddress,pa1.PropertyAddress) as generate_pa
From portfolioproject1.dbo.NashvilleHousing pa
JOIN portfolioproject1.dbo.NashvilleHousing pa1
on pa.ParcelID = pa1.ParcelID
AND pa.UniqueID <> pa1.UniqueID
Where pa.PropertyAddress is null
UPDATE pa
Set PropertyAddress = ISNULL(pa.PropertyAddress,pa1.PropertyAddress)
From PortfolioProject1.dbo.NashvilleHousing pa
JOIN PortfolioProject1.dbo.NashvilleHousing pa1
on pa.ParcelID = pa1.ParcelID
AND pa.[UniqueID ] <> pa1.[UniqueID ]
Where pa.PropertyAddress is null
Select * from portfolioproject1.dbo.NashvilleHousing
where PropertyAddress is Null
order by ParcelID
--------------------------------------------------------------------------------------------------------------------------
-- Breaking out Address into Individual Columns (Address, City, State) using a proper delimeter
Select PropertyAddress, ParcelID
From portfolioproject1.dbo.NashvilleHousing
order by ParcelID
Select
SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) -1 ) as PropertySplitAddress,
SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress) + 1 , LEN(PropertyAddress)) as PropertySplitCity
From portfolioproject1.dbo.NashvilleHousing
Alter table portfolioproject1.dbo.NashvilleHousing
Add PropertySplitAddress Nvarchar(255);
UPDATE portfolioproject1.dbo.NashvilleHousing
Set PropertySplitAddress = SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) -1 )
Alter table portfolioproject1.dbo.NashvilleHousing
Add PropertySplitCity Nvarchar(255);
UPDATE portfolioproject1.dbo.NashvilleHousing
Set PropertySplitCity = SUBSTRING (PropertyAddress, CHARINDEX(',', PropertyAddress) + 1 , LEN(PropertyAddress))
Select PropertyAddress, PropertySplitAddress, PropertySplitCity
From portfolioproject1.dbo.NashvilleHousing
Select OwnerAddress, PropertyAddress
From portfolioproject1.dbo.NashvilleHousing
Select
SUBSTRING(OwnerAddress, 1, CHARINDEX(',', OwnerAddress) - 1) AS OwnerSplitAddress,
SUBSTRING(OwnerAddress, CHARINDEX(',', OwnerAddress) + 2, CHARINDEX(',', OwnerAddress, CHARINDEX(',', OwnerAddress) + 1) - CHARINDEX(',', OwnerAddress) - 2) AS OwnerSplitCity,
SUBSTRING(OwnerAddress, CHARINDEX(',', OwnerAddress, CHARINDEX(',', OwnerAddress) + 1) + 2, LEN(OwnerAddress)) AS OwnerSplitState
From
portfolioproject1.dbo.NashvilleHousing
Alter table portfolioproject1.dbo.NashvilleHousing
Add OwnerSplitAddress Nvarchar(255);
Update portfolioproject1.dbo.NashvilleHousing
SET OwnerSplitAddress = SUBSTRING(OwnerAddress, 1, CHARINDEX(',', OwnerAddress) - 1)
ALTER TABLE portfolioproject1.dbo.NashvilleHousing
Add OwnerSplitCity Nvarchar(255);
Update portfolioproject1.dbo.NashvilleHousing
SET OwnerSplitCity = SUBSTRING(OwnerAddress, CHARINDEX(',', OwnerAddress) + 2, CHARINDEX(',', OwnerAddress, CHARINDEX(',', OwnerAddress) + 1) - CHARINDEX(',', OwnerAddress) - 2)
ALTER TABLE portfolioproject1.dbo.NashvilleHousing
Add OwnerSplitState Nvarchar(255);
Update portfolioproject1.dbo.NashvilleHousing
SET OwnerSplitState = SUBSTRING(OwnerAddress, CHARINDEX(',', OwnerAddress, CHARINDEX(',', OwnerAddress) + 1) + 2, LEN(OwnerAddress))
Select *
From portfolioproject1.dbo.NashvilleHousing
--Select
--PARSENAME(REPLACE(OwnerAddress, ',', '.') , 3)
--,PARSENAME(REPLACE(OwnerAddress, ',', '.') , 2)
--,PARSENAME(REPLACE(OwnerAddress, ',', '.') , 1)
--From portfolioproject1.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 PortfolioProject1.dbo.NashvilleHousing
--works well but i have decided to use SUBSTRING for both owner and property address but the parsename works fine too
--------------------------------------------------------------------------------------------------------------------------
-- Change Y and N to Yes and No in "Sold as Vacant" field
Select Distinct(SoldAsVacant), Count(SoldAsVacant)
From portfolioproject1.dbo.NashvilleHousing
Group by SoldAsVacant
order by 2
Select SoldAsVacant,
CASE When SoldAsVacant = 'Y' THEN 'Yes'
When SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END as fixedcol
From portfolioproject1.dbo.NashvilleHousing
Update portfolioproject1.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 PortfolioProject1.dbo.NashvilleHousing
)
Select *
From RowNumCTE
Where row_num > 1
Order by ParcelID
WITH RowNumCTE AS(
Select *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY
UniqueID
) row_num
From PortfolioProject1.dbo.NashvilleHousing
)
delete
From RowNumCTE
Where row_num > 1
Select *
From portfolioproject1.dbo.NashvilleHousing
--DELETE FROM portfolioproject1.dbo.NashvilleHousing
--WHERE (ParcelID, PropertyAddress, SalePrice, SaleDate, LegalReference) NOT IN (
-- SELECT ParcelID, PropertyAddress, SalePrice, SaleDate, LegalReference
-- FROM (
-- SELECT ParcelID, PropertyAddress, SalePrice, SaleDate, LegalReference,
-- ROW_NUMBER() OVER (
-- PARTITION BY ParcelID, PropertyAddress, SalePrice, SaleDate, LegalReference
-- ORDER BY UniqueID
-- ) AS row_num
-- FROM portfolioproject1.dbo.NashvilleHousing
-- ) AS Subquery
-- WHERE row_num > 1
--)
---------------------------------------------------------------------------------------------------------
-- Delete Columns that has been refined
Select *
From portfolioproject1.dbo.NashvilleHousing
Alter table PortfolioProject1.dbo.NashvilleHousing
Drop column OwnerAddress, PropertyAddress, SaleDate