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Copy pathSQL PortfolioProject_2_Data Cleaning_1.sql
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SQL PortfolioProject_2_Data Cleaning_1.sql
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206 lines (118 loc) · 4.63 KB
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select *
from PortfolioProject1.dbo.NashvilleHousing1
--Standardize Date Format
select SaleDate, convert (date,SaleDate)
from PortfolioProject1..NashvilleHousing1
update PortfolioProject1..NashvilleHousing1
set Saledate = convert (date, Saledate)
select Saledate
from PortfolioProject1.dbo.NashvilleHousing1
alter table PortfolioProject1.dbo.NashvilleHousing1
Add SaleDateConverted Date;
-- Update is not working
Update PortfolioProject1.dbo.NashvilleHousing1
SET SaleDateConverted = convert (Date,SaleDate)
select SaleDateConverted
from PortfolioProject1.dbo.NashvilleHousing1
--Populate Property Address Data
select *
from PortfolioProject1..NashvilleHousing1
--where PropertyAddress is null
order by parcelid
select a.ParcelID, a.PropertyAddress, b.ParcelID, b.PropertyAddress, ISNULL(a.PropertyAddress, b.PropertyAddress)
from PortfolioProject1..NashvilleHousing1 a
JOIN PortfolioProject1..NashvilleHousing1 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 PortfolioProject1..NashvilleHousing1 a
JOIN PortfolioProject1..NashvilleHousing1 b
ON a.ParcelID = b.ParcelID
and a.[UniqueID ]<>b.[UniqueID ]
where a.PropertyAddress is null
-- Breaking out PropertyAddress into Individual Columns
Select PropertyAddress
From PortfolioProject1.dbo.NashvilleHousing1
Select
substring (PropertyAddress, 1 , CHARINDEX(',',PropertyAddress)-1) as Address
,substring (PropertyAddress, CHARINDEX(',',PropertyAddress)+1, len (PropertyAddress)) as Address
From PortfolioProject1.dbo.NashvilleHousing1
alter table PortfolioProject1.dbo.NashvilleHousing1
Add PropertySplitAddress Nvarchar(255);
Update PortfolioProject1.dbo.NashvilleHousing1
SET PropertySplitAddress = substring (PropertyAddress, 1 , CHARINDEX(',',PropertyAddress)-1)
alter table PortfolioProject1.dbo.NashvilleHousing1
Add PropertySplitCity Nvarchar(255);
Update PortfolioProject1.dbo.NashvilleHousing1
SET PropertySplitCity = substring (PropertyAddress, CHARINDEX(',',PropertyAddress)+1, len (PropertyAddress))
Select PropertySplitAddress, PropertySplitCity
From PortfolioProject1.dbo.NashvilleHousing1
--Breaking out OwnerAddress into Individual Columns
Select OwnerAddress
From PortfolioProject1.dbo.NashvilleHousing1
Select
Parsename (Replace(OwnerAddress, ',','.'),3)
,Parsename (Replace(OwnerAddress, ',','.'),2)
,Parsename (Replace(OwnerAddress, ',','.'),1)
From PortfolioProject1.dbo.NashvilleHousing1
alter table PortfolioProject1.dbo.NashvilleHousing1
Add OwnerSplitAddress Nvarchar(255);
Update PortfolioProject1.dbo.NashvilleHousing1
SET OwnerSplitAddress = Parsename (Replace(OwnerAddress, ',','.'),3)
alter table PortfolioProject1.dbo.NashvilleHousing1
Add OwnerSplitCity Nvarchar(255);
Update PortfolioProject1.dbo.NashvilleHousing1
SET OwnerSplitCity = Parsename (Replace(OwnerAddress, ',','.'),2)
alter table PortfolioProject1.dbo.NashvilleHousing1
Add OwnerSplitState Nvarchar(255);
Update PortfolioProject1.dbo.NashvilleHousing1
SET OwnerSplitState = Parsename (Replace(OwnerAddress, ',','.'),1)
Select OwnerAddress, OwnerSplitAddress, OwnerSplitCity, OwnerSplitState
From PortfolioProject1.dbo.NashvilleHousing1
-- Change Y and N to Yes and No in "Sold as Vacant" field
Select SoldAsVacant
From PortfolioProject1.dbo.NashvilleHousing1
where SoldAsVacant = 'No'
Select Distinct(SoldAsVacant), Count(SoldAsVacant)
From PortfolioProject1.dbo.NashvilleHousing1
Group by SoldAsVacant
order by 2
Select SoldAsVacant
, case when SoldAsVacant = 'Y' Then 'Yes'
when SoldAsVacant = 'N' Then 'No'
Else SoldAsVacant
end
From PortfolioProject1.dbo.NashvilleHousing1
Update PortfolioProject1.dbo.NashvilleHousing1
Set SoldAsVacant= case when SoldAsVacant = 'Y' Then 'Yes'
when SoldAsVacant = 'N' Then 'No'
Else SoldAsVacant
end
-- Remove Duplicates
Select *
From PortfolioProject1.dbo.NashvilleHousing1
with RowNumCTE as(
Select *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY UniqueID ) as row_num
From PortfolioProject1.dbo.NashvilleHousing
)
delete
from RowNumCTE
where row_num > 1
Select *
from RowNumCTE
where row_num > 1
order by PropertyAddress
-- Delete unnecessary columns
Select *
From PortfolioProject1.dbo.NashvilleHousing1
ALTER TABLE PortfolioProject1.dbo.NashvilleHousing1
DROP COLUMN OwnerAddress, TaxDistrict, PropertyAddress, SaleDate