Example 1: 61 Local
      
Before
      transaction_note: 61 LOCAL LLC      BROOKLYN     N

      
After
      merchant: 61 Local
      category: Bar
      state: NY
      city: Brooklyn
      zip: 11201
      phone: 718-875-1150
      address: 61 Bergen St
      lat: 40.68709156838494
      lng': -73.99090844530741
    

      
Example 2: Burger King
      
Before
      transaction_note: BURGER KING #9133
      
After
      merchant: Burger King
      category: Food Chain
      city: Dublin
      state: GA
      zip: 31021
      phone: 478-274-0080
      address: 2175 Highway 441 South
      lat: 32.4908951
      lng: -82.9326696
    

      
Example 3: Bethesda Bagels
      
Before
      transaction_note: BETHESDA BAGELS OF DUPONTWASHINGTON DC

      
After
      merchant: Bethesda Bagels
      category: Bagel Shop
      city: Washington
      state: DC
      zip: 20009
      phone: 202-299-9399
      address: 1718 Connecticut Avenue, NW
      lat: 38.9132445
      lng: -77.0459181
    

      
Example 4: Kroger
      
Before
      transaction_note: KROGER #509 RICHMOND VA

      
After
      merchant: Kroger
      category: Supermarket
      city: Richmond
      state: VA
      zip: 23230
      phone: 804-288-2885
      address: 1601 Willow Lawn Dr Ste 1
      lat: 40.7427814
      lng: -74.0004606
    

      
Example 5: Jo-Ann Fabric
      
Raw data
      transaction_note: CHECK CRD PURCHASE 09/06 JO-ANN STORE #2191 MANKATO MN ?MCC=5949

      
After
      merchant: Jo-Ann Fabric & Craft Store
      category: Craft Store
      city: Mankato
      state: MN
      zip: 56001
      phone: 507-345-8859
      address: Madison East Mall
      lat: 44.1834814
      lng: -93.9774519