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Data Cleaning work Through.sql
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Data Cleaning work Through.sql
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/*
Cleaning Data in SQL Queries
*/
Select *
from PotfolioProject.dbo.NashvileHousing
--------------------------------------------------------------------------------------
--Standardize Data Fomart
Select SaleDateConverted, CONVERT(Date,SaleDate)
from PotfolioProject.dbo.NashvileHousing
Update NashvileHousing
SET SaleDate = CONVERT(Date,SaleDate)
-------------------------------------------
--Coverte to stardarlize fomart 2
ALTER TABLE NashvileHousing
Add SaleDateConverted Date;
Update NashvileHousing
SET SaleDateConverted = CONVERT(Date,SaleDate)
-------------------------------------------------------------
--Populate PropertyAddress Data
Select PropertyAddress
from PotfolioProject.dbo.NashvileHousing
where PropertyAddress is Null
--Check for duplicate Propertyaddress
Select *
from PotfolioProject.dbo.NashvileHousing
order by ParcelID
--Populated the propertyaddresss using the ParcelID by Joining
Select a.ParcelID, a.PropertyAddress, b.ParcelID, b.PropertyAddress, ISNULL(a.PropertyAddress, b.PropertyAddress)
from PotfolioProject.dbo.NashvileHousing a
JOIN PotfolioProject.dbo.NashvileHousing 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 PotfolioProject.dbo.NashvileHousing a
JOIN PotfolioProject.dbo.NashvileHousing b
on a.ParcelID = b.ParcelID
AND a.[UniqueID ] <> b.[UniqueID ]
Where a.PropertyAddress is Null
------------------------------------------------------------------------------
--Breaking out the address into individual columns (Address, City, State)
Select PropertyAddress
from PotfolioProject.dbo.NashvileHousing
Select
SUBSTRING(PropertyAddress, 1, CHARINDEX(',' , PropertyAddress) - 1) as Address,
SUBSTRING(PropertyAddress, CHARINDEX(',' , PropertyAddress) + 1 , LEN(PropertyAddress)) as Address
from PotfolioProject.dbo.NashvileHousing
ALTER TABLE NashvileHousing
Add PropertySplitAddress Nvarchar(255);
Update NashvileHousing
SET PropertySplitAddress = SUBSTRING(PropertyAddress, 1, CHARINDEX(',' , PropertyAddress) - 1)
ALTER TABLE NashvileHousing
Add PropertySplitCity Nvarchar(255);
Update NashvileHousing
SET PropertySplitCity = SUBSTRING(PropertyAddress, CHARINDEX(',' , PropertyAddress) + 1 , LEN(PropertyAddress))
--- To Vefify the new coloumn created
Select *
from PotfolioProject.dbo.NashvileHousing
Select OwnerAddress
from PotfolioProject.dbo.NashvileHousing
-- Another method for Breaking out the address into individual columns (Address, City, State)
Select
PARSENAME(REPLACE(OwnerAddress, ',' , '.'), 3)
,PARSENAME(REPLACE(OwnerAddress, ',' , '.'), 2)
,PARSENAME(REPLACE(OwnerAddress, ',' , '.'), 1)
From PotfolioProject.dbo.NashvileHousing
--Update the Table using the queris below
ALTER TABLE NashvileHousing
Add OwnerSplitAddress Nvarchar(255);
Update NashvileHousing
SET OwnerSplitAddress = PARSENAME(REPLACE(OwnerAddress, ',' , '.'), 3)
ALTER TABLE NashvileHousing
Add OwnerSplitCity Nvarchar(255);
Update NashvileHousing
SET OwnerSplitCity = PARSENAME(REPLACE(OwnerAddress, ',' , '.'), 2)
ALTER TABLE NashvileHousing
Add OwnerSplitState Nvarchar(255);
Update NashvileHousing
SET OwnerSplitState =PARSENAME(REPLACE(OwnerAddress, ',' , '.'), 1)
--- To Vefify the new coloumn created
Select *
from PotfolioProject.dbo.NashvileHousing
--------------------------------------------------------------
--Change Y and N in 'Sold as Vacant' Field
Select Distinct(SoldAsVacant), count(SoldAsVacant) as Result
from PotfolioProject.dbo.NashvileHousing
Group by SoldAsVacant
Order by 2
Select SoldAsVacant,
CASE When SoldAsVacant = 'Y' THEN 'YES'
When SoldAsVacant = 'N' THEN 'NO'
Else SoldAsVacant
END
from PotfolioProject.dbo.NashvileHousing
Update NashvileHousing
SET SoldAsVacant = CASE When SoldAsVacant = 'Y' THEN 'YES'
When SoldAsVacant = 'N' THEN 'NO'
ElSE SoldAsVacant
END
from PotfolioProject.dbo.NashvileHousing
-----------------------------------------------------------------------------------
--Remove Duplicates
WITH RownumCTE AS(
Select *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY
UniqueID
) row_num
from PotfolioProject.dbo.NashvileHousing
--Order by ParcelID
)
/*
Delete duplicates rows using this queries
DELETE
from RowNumCTE
WHERE ROW_num > 1
--order by PropertyAddress
*/
Select *
from RowNumCTE
WHERE ROW_num > 1
order by PropertyAddress
------------------------------------------------
--Deleted Unused Coloumns
select *
from PotfolioProject.dbo.NashvileHousing
ALTER TABLE PotfolioProject.dbo.NashvileHousing
DROP COLUMN Owneraddress,
TaxDistrict,
PropertyAddress,
SaleDate