diff --git a/hws/04_yelp_businesses/output_large2_19153_restaurants_shopping_food.txt b/hws/04_yelp_businesses/output_large2_19153_restaurants_shopping_food.txt
new file mode 100644
index 0000000..3d37abb
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large2_19153_restaurants_shopping_food.txt
@@ -0,0 +1,26 @@
+=====================
+1. LeBus Bakery
+★★★½ 3.5 (26 reviews)
+Philadelphia $
+Bakeries, Food, Coffee & Tea
+=====================
+2. Relish Burger Bistro
+★★½ 2.5 (36 reviews)
+Philadelphia $$
+Restaurants, Burgers
+=====================
+3. Wendy's
+★★ 2 (21 reviews)
+Philadelphia $
+Burgers, Fast Food, Restaurants
+=====================
+4. CNBC Newstand
+★★ 2 (9 reviews)
+Philadelphia $$
+Newspapers & Magazines, Convenience Stores, Books, Mags, Music & Video, Food, Shopping
+=====================
+5. La Tapenade Mediterranean Cafe
+★★ 2 (36 reviews)
+Philadelphia $$
+Sandwiches, Mediterranean, Specialty Food, Restaurants, Nightlife, Bars, Meat Shops, Food, American (Traditional)
+=====================
diff --git a/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt b/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt
index d1a593b..bef9a46 100644
--- a/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt
+++ b/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt
@@ -1,83 +1,92 @@
 =====================
-1. George Thomas Florist
-★★★★½ 4.5 (53 reviews)
-Indianapolis $$
-Bridal, Shopping, Event Planning & Services, Floral Designers, Gift Shops, Home & Garden, Florists, Wedding Planning, Nurseries & Gardening, Flowers & Gifts
+1. The Wine Market at Irvington
+★★★★★ 5 (9 reviews)
+Indianapolis Nightlife, Bars, Coffee & Tea, Wine Bars, Food
 =====================
-2. Bitter Sweet
-★★★★½ 4.5 (27 reviews)
-Indianapolis $$
-Mediterranean, Salad, Sandwiches, Restaurants, Breakfast & Brunch
+2. Blackie's Mobile Auto Glass
+★★★★★ 5 (6 reviews)
+Indianapolis Auto Parts & Supplies, Auto Repair, Home Services, Windshield Installation & Repair, Automotive, Glass & Mirrors, Auto Glass Services
 =====================
-3. Om Eyebrows
-★★★★½ 4.5 (17 reviews)
+3. Hampton Designs Studio and Shop
+★★★★★ 5 (12 reviews)
 Indianapolis $
-Waxing, Beauty & Spas, Threading Services, Eyelash Service, Hair Removal
+Antiques, Home Services, Jewelry, Home & Garden, Flowers & Gifts, Shopping, Real Estate, Home Decor, Home Staging, Interior Design
 =====================
-4. Maximum Grow Gardening
+4. La Mexi-Gringa
+★★★★½ 4.5 (77 reviews)
+Indianapolis $
+Mexican, Food, Specialty Food, Food Delivery Services, Tacos, Ethnic Food, Restaurants
+=====================
+5. Luis's Fresh Market
 ★★★★ 4 (5 reviews)
 Indianapolis $$
-Home Services, Home & Garden, Shopping, Gardeners, Nurseries & Gardening, Hydroponics
+Mexican, Grocery, Restaurants, Food
 =====================
-5. RJS Tacos & Burritos
-★★★★ 4 (42 reviews)
+6. The Mug
+★★★★ 4 (157 reviews)
 Indianapolis $
-Mexican, Restaurants, Food, Tacos, Desserts
+Restaurants, Hot Dogs, Burgers, Sandwiches
 =====================
-6. Storage of America
-★★★½ 3.5 (5 reviews)
-Indianapolis Self Storage, Local Services
+7. Laundry & Tan Connection
+★★★★ 4 (5 reviews)
+Indianapolis $$
+Dry Cleaning & Laundry, Local Services, Beauty & Spas, Laundry Services, Tanning
 =====================
-7. Blueberry Hill Pancake House
-★★★½ 3.5 (101 reviews)
+8. La escollera
+★★★★ 4 (88 reviews)
 Indianapolis $
-American (Traditional), Breakfast & Brunch, Restaurants, Specialty Food, Salad, Food
+Mexican, Restaurants, Food
 =====================
-8. Mr. Appliance of Indianapolis
-★★★½ 3.5 (16 reviews)
-Indianapolis Appliances & Repair, Handyman, Local Services, Home Services
+9. Tienda Morelos
+★★★½ 3.5 (8 reviews)
+Indianapolis $$
+Mexican, Grocery, Restaurants, Food
 =====================
-9. Wings Mania
-★★★½ 3.5 (13 reviews)
+10. Delta Hotels Indianapolis East
+★★★½ 3.5 (7 reviews)
+Indianapolis Event Planning & Services, Hotels, Hotels & Travel
+=====================
+11. Great Clips
+★★★½ 3.5 (14 reviews)
 Indianapolis $
-Restaurants, Seafood, Sandwiches
+Blow Dry\/Out Services, Beauty & Spas, Hair Salons, Hair Stylists
 =====================
-10. China King
-★★★½ 3.5 (12 reviews)
+12. Lazy Daze Coffee House
+★★★½ 3.5 (26 reviews)
 Indianapolis $
-Chinese, Restaurants
+Coffee & Tea, Food
 =====================
-11. Goodwill Outlet Store
-★★★ 3 (9 reviews)
+13. Speedway
+★★★ 3 (5 reviews)
+Indianapolis $$$
+Food, Gas Stations, Automotive, Convenience Stores, Coffee & Tea
+=====================
+14. Applebee's Grill + Bar
+★★½ 2.5 (52 reviews)
+Indianapolis $$
+Bars, Nightlife, American (Traditional), Sports Bars, Restaurants, Chicken Wings, Burgers, Steakhouses
+=====================
+15. Jack in the Box
+★★½ 2.5 (41 reviews)
 Indianapolis $
-Costumes, Arts & Crafts, Thrift Stores, Donation Center, Shopping, Local Services, Fashion, Used, Vintage & Consignment
+Restaurants, Mexican, Tacos, Breakfast & Brunch, Burgers, Fast Food
 =====================
-12. La Quinta Inn by Wyndham Indianapolis East-Post Drive
-★★ 2 (42 reviews)
+16. Comfort Inn East
+★★ 2 (9 reviews)
 Indianapolis $$
 Hotels, Hotels & Travel, Event Planning & Services
 =====================
-13. Rite Way Pizza
-★★ 2 (19 reviews)
-Indianapolis $$
-Chicken Wings, Italian, Pizza, Restaurants, Sandwiches, Burgers
+17. Saxony Court Apartments
+★★ 2 (5 reviews)
+Indianapolis Apartments, Home Services, Real Estate
 =====================
-14. Ramada Indianapolis East
-★★ 2 (11 reviews)
-Indianapolis $
+18. Comfort Stay Inn
+★½ 1.5 (23 reviews)
+Indianapolis $$
 Event Planning & Services, Hotels & Travel, Hotels
 =====================
-15. Hampton Inn - Indianapolis East
-★★ 2 (24 reviews)
-Indianapolis $$
-Hotels & Travel, Event Planning & Services, Hotels
-=====================
-16. Circle City Transportation
-★½ 1.5 (15 reviews)
-Indianapolis Airport Shuttles, Hotels & Travel, Tours, Wine Tours, Transportation, Limos, Party Bus Rentals, Event Planning & Services, Buses
-=====================
-17. Rodeway Inn Indianapolis I-70
-★½ 1.5 (19 reviews)
-Indianapolis $$
-Hotels & Travel, Event Planning & Services, Hotels
+19. Days Inn by Wyndham Indianapolis East Post Road
+★ 1 (14 reviews)
+Indianapolis $
+Hotels, Event Planning & Services, Hotels & Travel
 =====================