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Federal_Data_Cleaning.sql
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CREATE DATABASE federal;
USE federal;
SELECT * FROM federal;
/*Data Cleaning*/
/* Check Data Type */
DESC federal;
/* Change datatype because entering string value in INT Data type column */
ALTER TABLE federal
MODIFY ANSI_Code varchar(50);
ALTER TABLE federal
MODIFY Parking_Spaces VARCHAR(30);
SELECT `Location Code` FROM federal;
/* Alter rename column name because column name have space */
ALTER TABLE federal
RENAME COLUMN `Location Code` TO `Location_code`;
ALTER TABLE federal
RENAME COLUMN `Region Code` TO `Region_Code`;
SET sql_safe_updates = 0;
DELETE FROM federal WHERE `Bldg Address2`;
SET sql_safe_updates = 1;
ALTER TABLE federal
RENAME COLUMN `Bldg County` TO `Country`;
ALTER TABLE federal
RENAME COLUMN `Bldg State` TO `State`;
ALTER TABLE federal
RENAME COLUMN `Bldg Zip` TO `Zipcode`;
ALTER TABLE federal
RENAME COLUMN `Bldg Status` TO `Building_Status`;
ALTER TABLE federal
RENAME COLUMN `Property Type` TO `Property_Type`;
ALTER TABLE federal
RENAME COLUMN `Bldg ANSI Usable` TO `ANSI_Code`;
ALTER TABLE federal
RENAME COLUMN `Total Parking Spaces` TO `Parking_Spaces`;
SELECT `Owned/Leased` FROM federal;
ALTER TABLE federal
RENAME COLUMN `Construction Date` TO `Construction_Date`;
ALTER TABLE federal
RENAME COLUMN `Historical Type` TO `Historical_Type`;
ALTER TABLE federal
RENAME COLUMN `Acessibility_Flag` TO `Accessibility_Flag`;
ALTER TABLE federal
RENAME COLUMN `Owned/Leased` TO Owned_Leased;
ALTER TABLE federal
RENAME COLUMN `Historical Status` TO `Historical_Status`;
#Delete column because empty column
ALTER TABLE federal
DROP COLUMN `Bldg Address2`;
/* Delete Column because of empty column value no use for analysis */
ALTER TABLE federal
DROP COLUMN `Congressional District`;
ALTER TABLE federal
DROP COLUMN `Historical_Type`;
ALTER TABLE federal
DROP COLUMN Historical_Type;
SELECT Parking_Spaces FROM federal
WHERE Parking_Spaces = "0";
#Empty value
SELECT Historical_Status FROM federal
WHERE Historical_Status = ' ';
SELECT Historical_Type FROM federal;
#Have 0 in this Column
SELECT Parking_Spaces FROM federal
WHERE Parking_Spaces = 0;
/* Change state code into full name */
UPDATE federal
SET State = 'Connecticut'
WHERE State = 'CT';
UPDATE federal
SET State = 'Massachusetts'
WHERE State ='MA';
UPDATE federal
SET State = 'Maine'
WHERE State = 'ME';
UPDATE federal
SET State = 'New Hampshire'
WHERE State = 'NH';
UPDATE federal
SET State = 'Rhode Island'
WHERE State = 'RI';
UPDATE federal
SET State = 'Vermont'
WHERE State = 'VT';
UPDATE federal
SET State = 'Idaho'
WHERE State = 'ID';
UPDATE federal
SET State = 'Oregon'
WHERE State = 'OR';
UPDATE federal
SET State = 'Washington'
WHERE State = 'WA';
UPDATE federal
SET State = 'Texas'
WHERE State = 'TX';
UPDATE federal
SET State = ''
WHERE State = 'DC';
UPDATE federal
SET State = 'Maryland'
WHERE State = 'MD';
UPDATE federal
SET State = 'Virginia'
WHERE State = 'VA';
UPDATE federal
SET State = 'New Jersey'
WHERE State ='NJ';
UPDATE federal
SET State = 'New York'
WHERE State = 'NY';
UPDATE federal
SET State = 'Puerto Rico'
WHERE State = 'PR';
UPDATE federal
SET State = 'Virgin'
WHERE State = 'VI';
UPDATE federal
SET State = 'Delaware'
WHERE State = 'DE';
UPDATE federal
SET State = 'Pennsylvania'
WHERE State = 'PA';
UPDATE federal
SET State = 'West Virginia'
WHERE State = 'WV';
UPDATE federal
SET State = 'Alabama'
WHERE State = 'AL';
UPDATE federal
SET State = 'Florida'
WHERE State = 'FL';
UPDATE federal
SET State = 'Arizona'
WHERE State = 'AZ';
UPDATE federal
SET State = 'Minnesota'
WHERE State = 'MN';
UPDATE federal
SET State = 'South Dakota'
WHERE State = 'SD';
UPDATE federal
SET State = 'Missouri'
WHERE State = 'MO';
SET sql_safe_updates = 0;
UPDATE federal
SET State = 'Montana'
WHERE State = 'MT';
SET sql_safe_updates = 1;
UPDATE federal
SET State = 'Georgia'
WHERE State = 'GA';
UPDATE federal
SET State = 'Arkansas'
WHERE State = 'AR';
UPDATE federal
SET State = 'Michigan'
WHERE State = 'MI';
UPDATE federal
SET State = 'Ohio'
WHERE State = 'OH';
SELECT state FROM federal;
UPDATE federal
SET State = 'Wisconsin'
WHERE State = 'WI';
UPDATE federal
SET State = 'Illinois'
WHERE State = 'IL';
UPDATE federal
SET State = 'Kentucky'
WHERE State = 'KY';
UPDATE federal
SET State = 'Tennessee'
WHERE State = 'TN';
UPDATE federal
SET State = 'Colorado'
WHERE State = 'CO';
UPDATE federal
SET State = 'MI'
WHERE State = 'Mississippi';
UPDATE federal
SET State = 'Louisiana'
WHERE State = 'LA';
UPDATE federal
SET State = 'Oklahoma'
WHERE State = 'OK';
UPDATE federal
SET State = 'North Dakota'
WHERE State = 'ND';
UPDATE federal
SET State = 'Kansas'
WHERE State = 'KS';
UPDATE federal
SET State = 'District of Collumbia'
WHERE State = 'DC';
UPDATE federal
SET State = 'Mississippi'
WHERE State = 'MS';
SELECT * FROM federal;
UPDATE federal
SET State = 'Iowa'
WHERE State = 'IA';
UPDATE federal
SET State = 'California'
WHERE State = 'CA';
UPDATE federal
SET State = 'Nebraska'
WHERE State = 'NE';
UPDATE federal
SET State = 'New Mexico'
WHERE State = 'NM';
UPDATE federal
SET State = 'Indiana'
WHERE State = 'IN';
UPDATE federal
SET State = 'North Carolina'
WHERE State = 'NC';
UPDATE federal
SET State = 'Hawaii'
WHERE State = 'HI';
UPDATE federal
SET State = 'Nevada'
WHERE State = 'NV';
UPDATE federal
SET State = 'Utah'
WHERE State = 'UT';
/* Change Upper case to Lower Case */
UPDATE federal
SET City = LOWER(City);
UPDATE federal
SET Country = LOWER(Country);
UPDATE federal
SET Building_Status = LOWER(Building_Status);
UPDATE federal
SET Property_Type = LOWER(Property_Type);
UPDATE federal
SET Address = LOWER(Address);
UPDATE federal
SET Owned_Leased = LOWER(Owned_Leased);
/* Count of Empty values */
SELECT COUNT(Historical_Status) FROM federal
WHERE Historical_Status = '';
SELECT COUNT(Historical_Status) FROM federal
WHERE Historical_Status = 'NULL';
SELECT COUNT(Historical_Status) FROM federal;
SELECT Historical_Status FROM federal;
SELECT Historical_Status FROM federal;
#Update empty values with NULL value
UPDATE federal
SET Historical_Status = NULL
WHERE Historical_Status = '';
SET sql_safe_updates = 0;
SET sql_safe_updates = 1;
UPDATE federal
SET Historical_Status = 'Not Evaluated'
WHERE Historical_Status = NULL;
/* Replace 0 to Not Evaluvated UPDATE command*/
SET sql_safe_updates = 0;
UPDATE federal
SET ANSI_Code = 'Not Evaluavated'
WHERE ANSI_Code = 0;
SET sql_safe_updates = 1;
SET sql_safe_Updates = 1;
UPDATE federal
SET ANSI_Code = 'Not Evaluvated'
WHERE ANSI_Code = 0;
SELECT Historical_Status FROM federal
WHERE Historical_Status IS NULL;
SELECT COUNT(*)Parking_Spaces FROM federal
WHERE Parking_Spaces > 0;
SELECT Parking_Spaces FROM federal
WHERE Parking_Spaces = 0;
SELECT * FROM federal
WHERE Parking_Spaces IS NOT NULL;
SELECT AVG(Parking_Spaces) AS avg_parking_spaces
FROM federal
WHERE Parking_Spaces > 0;
UPDATE federal
SET Parking_Spaces = "No needed"
WHERE Parking_Spaces = 0 ;
/* Replace null value to not found value */
UPDATE federal
SET Historical_Status = 'Not Found'
WHERE Historical_Status IS NULL;
SELECT * FROM federal;