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SQL Data Cleaning.sql
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188 lines (134 loc) · 3.9 KB
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-- Data Cleaning Project
Select *
from NashvilleHousing
--- Date Formatting ---
Select SaleDate
from NashvilleHousing
Select SaleDateConverted, convert(date, SaleDate)
from NashvilleHousing
Update NashvilleHousing
SET SaleDate = convert(date, SaleDate)
ALTER TABLE NashvilleHousing
Add SaleDateConverted Date;
Update NashvilleHousing
SET SaleDateConverted = convert(date, SaleDate)
-- Populating Property Address Data --
Select *
from NashvilleHousing
--where PropertyAddress is null
order by ParcelID
Select UniqueID, ParcelID, PropertyAddress
from NashvilleHousing
--where PropertyAddress is null
Select a.ParcelID, a.PropertyAddress, b.ParcelID, b.PropertyAddress, isnull(a.PropertyAddress, b.PropertyAddress)
from NashvilleHousing a
Join 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 NashvilleHousing a
Join 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 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 City
From NashvilleHousing
ALTER TABLE NashvilleHousing
Add PropertySplitAddress nvarchar(225);
Update NashvilleHousing
SET PropertySplitAddress = SUBSTRING (PropertyAddress, 1, charindex(',', PropertyAddress) -1)
ALTER TABLE NashvilleHousing
Add PropertySplitCity nvarchar(225);
Update NashvilleHousing
SET PropertySplitCity = SUBSTRING (PropertyAddress, charindex(',', PropertyAddress) +1, Len(PropertyAddress))
Select *
from NashvilleHousing
Select OwnerAddress
from NashvilleHousing
Select
parsename(Replace(OwnerAddress, ',', '.'), 3),
parsename(Replace(OwnerAddress, ',', '.'), 2),
parsename(Replace(OwnerAddress, ',', '.'), 1)
from NashvilleHousing
ALTER TABLE NashvilleHousing
Add OwnerAddressNew nvarchar(225);
Update NashvilleHousing
SET OwnerAddressNew = parsename(Replace(OwnerAddress, ',', '.'), 3)
ALTER TABLE NashvilleHousing
Add OwnerCityNew nvarchar(225);
Update NashvilleHousing
SET OwnerCityNew = parsename(Replace(OwnerAddress, ',', '.'), 2)
ALTER TABLE NashvilleHousing
Add OwnerStateNew nvarchar(225);
Update NashvilleHousing
SET OwnerStateNew = parsename(Replace(OwnerAddress, ',', '.'), 1)
--- Y and N to Yes and No in SoldAsVacant Column
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
--- Remove Duplicates
WITH RowNumCTE AS(
Select *,
ROW_NUMBER() Over (
partition by ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
order by
UniqueID
) row_num
From NashvilleHousing
--order by ParcelID
)
DELETE
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 NashvilleHousing
--order by ParcelID
)
Select *
from RowNumCTE
where row_num > 1
order by Propertyaddress
--- Delete Unused Columns ---
Select *
From NashvilleHousing
ALTER TABLE NashvilleHousing
DROP COLUMN PropertyAddress, TaxDistrict, OwnerAddress
ALTER TABLE NashvilleHousing
DROP COLUMN SaleDate