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Copy pathSQL portfolio code to cleaning data.sql
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177 lines (134 loc) · 4.87 KB
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SQL portfolio code to cleaning data.sql
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177 lines (134 loc) · 4.87 KB
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SELECT * FROM Nashvillehousing;
----------------------------------------------------------------------------------------------------
--standarize date format
ALTER TABLE Nashvillehousing
ALTER COLUMN Saledate date;
select SaleDate from Nashvillehousing;
--------------------------------------------------------------------------------------------
--populate property address data
select UniqueID, ParcelID, PropertyAddress
from nashvillehousing;
select a.ParcelID, a.PropertyAddress, b.ParcelID, 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
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 (address, city, state)
select PropertyAddress
from nashvillehousing;
select
substring(PropertyAddress, 1, charindex(',', PropertyAddress) -1) as Address
, substring(Propertyaddress, charindex(',', PropertyAddress) + 1, len(PropertyAddress)) as s_Address
from PortfolioProject.dbo.Nashvillehousing
--select charindex(',', propertyAddress) from Nashvillehousing;----
alter table nashvillehousing
add PropertysplittAdress nvarchar(255);
update Nashvillehousing
set PropertysplittAdress = 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 Nashvillehousing;
alter table Nashvillehousing
drop column PropertysplityCity;
-------------------------------------------------------------------------------------------------------------------------------
--splitt owner adress
select
parsename(replace(Owneraddress, ',', '.'), 3)
,parsename(replace(Owneraddress, ',', '.'), 2)
,parsename(replace(Owneraddress, ',', '.'), 1)
from 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);
----------------------------------------------------------------------------------------------------------------------------
----change Y and N in "sold" and "vacant" field
select Distinct(SoldAsVacant), count(SoldAsVacant)
from Nashvillehousing
group by SoldAsVacant
order by 2;
select SoldAsVacant
, case when SoldAsVacant = 'Y' then 'Yes'
when SoldAsVacant = 'N' then 'No'
else SoldAsVacant
end
from nashvillehousing;
update nashvillehousing
set SoldAsVacant =
case when SoldAsVacant = 'Y' then 'Yes'
when SoldAsVacant = 'N' then 'No'
else SoldAsVacant
end
from nashvillehousing;
-------------------------------------------------------------------------------------------------------------------------
--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
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
)
delete
From RowNumCTE
Where row_num > 1
Select *
From PortfolioProject.dbo.NashvilleHousing
-----------------------------------------------------------------------------------------------------------
-- Delete Unused Columns
ALTER TABLE PortfolioProject.dbo.NashvilleHousing
DROP COLUMN OwnerAddress, TaxDistrict, PropertyAddress, SaleDate
Select *
From PortfolioProject.dbo.NashvilleHousing