diff --git a/hws/04_yelp_businesses/output_large1_93101_beauty_shopping_restaurants_services.txt b/hws/04_yelp_businesses/output_large1_93101_beauty_shopping_restaurants_services.txt
new file mode 100644
index 0000000..4d550fd
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large1_93101_beauty_shopping_restaurants_services.txt
@@ -0,0 +1,525 @@
+=====================
+1. Tinkle Belle Diaper Service
+★★★★★ 5 (17 reviews)
+Santa Barbara $$
+Parenting Classes, Maternity Wear, Fashion, Education, Specialty Schools, Local Services, Home Services, Laundry Services, Child Care & Day Care, Shopping, Baby Gear & Furniture
+=====================
+2. Party Proper Productions
+★★★★★ 5 (7 reviews)
+Santa Barbara DJs, Event Planning & Services
+=====================
+3. Cowboys and Angels Salon
+★★★★★ 5 (17 reviews)
+Santa Barbara $$
+Beauty & Spas, Hair Salons
+=====================
+4. Dustie Wagens
+★★★★★ 5 (8 reviews)
+Santa Barbara Tours, Hotels & Travel, Wine Tours, Campgrounds, Car Rental, Active Life, Wedding Planning, Surfing, Event Planning & Services
+=====================
+5. Urban Optics Optometric Center
+★★★★★ 5 (101 reviews)
+Santa Barbara $$
+Health & Medical, Eyewear & Opticians, Sunglasses, Optometrists, Laser Eye Surgery\/Lasik, Ophthalmologists, Doctors, Shopping
+=====================
+6. Amador Matchmaking
+★★★★★ 5 (5 reviews)
+Santa Barbara Matchmakers, Professional Services, Local Flavor, Nightlife, Life Coach
+=====================
+7. Cloud Nine Treatments
+★★★★★ 5 (7 reviews)
+Santa Barbara Tanning, Hair Extensions, Spray Tanning, Skin Care, Hair Salons, Massage, Eyelash Service, Beauty & Spas
+=====================
+8. Lighthouse Skateshop
+★★★★★ 5 (25 reviews)
+Santa Barbara $$$
+Skate Shops, Shopping, Sporting Goods
+=====================
+9. Santa Barbara Frame Shop & Gallery
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Art Galleries, Arts & Entertainment, Arts & Crafts, Framing, Shopping
+=====================
+10. Tatyana Boutique
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Fashion, Shopping, Women's Clothing, Accessories
+=====================
+11. La Maison Santa Barbara
+★★★★★ 5 (9 reviews)
+Santa Barbara Hotels & Travel, Vacation Rentals, Event Planning & Services, Hotels
+=====================
+12. MICHAEL & ANNA COSTA PHOTOGRAPHY
+★★★★★ 5 (41 reviews)
+Santa Barbara Session Photography, Event Planning & Services, Photographers, Event Photography
+=====================
+13. The H Law Group
+★★★★★ 5 (39 reviews)
+Santa Barbara Lawyers, Criminal Defense Law, Professional Services, DUI Law, Private Investigation
+=====================
+14. Santa Barbara PC Mechanic
+★★★★★ 5 (28 reviews)
+Santa Barbara Data Recovery, Home Services, Home Network Installation, IT Services & Computer Repair, Local Services
+=====================
+15. Chandler Salon
+★★★★★ 5 (41 reviews)
+Santa Barbara $$
+Beauty & Spas, Barbers, Men's Hair Salons, Hair Salons, Blow Dry\/Out Services, Hair Stylists
+=====================
+16. The Vintage Fox
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Shopping, Gift Shops, Antiques, Home Decor, Thrift Stores, Home & Garden, Flowers & Gifts
+=====================
+17. Willa Kveta Photography
+★★★★★ 5 (20 reviews)
+Santa Barbara Event Planning & Services, Session Photography, Photographers, Event Photography
+=====================
+18. Inner Wellness  Cente
+★★★★★ 5 (18 reviews)
+Santa Barbara $$
+Day Spas, Colonics, Beauty & Spas, Doctors, Naturopathic\/Holistic, Health & Medical, Medical Spas
+=====================
+19. ParadICE Hawaiian Shave Ice & Ice Cream
+★★★★★ 5 (192 reviews)
+Santa Barbara $
+Food, Caterers, Event Planning & Services, Ice Cream & Frozen Yogurt, Shaved Ice, Desserts
+=====================
+20. Unity Shoppe Inc
+★★★★★ 5 (9 reviews)
+Santa Barbara Local Services, Community Service\/Non-Profit
+=====================
+21. Mission Tuxedos
+★★★★★ 5 (28 reviews)
+Santa Barbara $$
+Wedding Planning, Event Planning & Services, Fashion, Shopping, Men's Clothing, Formal Wear, Laundry Services, Dry Cleaning, Local Services
+=====================
+22. Styled & Staged Santa Barbara
+★★★★★ 5 (6 reviews)
+Santa Barbara Home Services, Home Staging, Hotels & Travel, Real Estate Services, Real Estate, Interior Design, Vacation Rentals, Real Estate Photography
+=====================
+23. GleamClean Cleaning Services
+★★★★★ 5 (6 reviews)
+Santa Barbara Window Washing, Local Services, Home Cleaning, Carpet Cleaning, Home Services
+=====================
+24. Gavin Roy Presents
+★★★★★ 5 (78 reviews)
+Santa Barbara DJs, Party & Event Planning, Wedding Planning, Event Planning & Services
+=====================
+25. Pedego Electric Bikes Santa Barbara
+★★★★★ 5 (41 reviews)
+Santa Barbara $$
+Active Life, Shopping, Bike Repair\/Maintenance, Bike Rentals, Bikes, Sporting Goods, Local Services
+=====================
+26. Skivvies Esthetics
+★★★★★ 5 (10 reviews)
+Santa Barbara $$
+Sugaring, Eyelash Service, Hair Removal, Beauty & Spas, Tanning, Permanent Makeup, Spray Tanning, Waxing
+=====================
+27. SeaVees
+★★★★★ 5 (12 reviews)
+Santa Barbara Sporting Goods, Men's Clothing, Accessories, Sports Wear, Women's Clothing, Shopping, Fashion, Shoe Stores
+=====================
+28. Alston Face & Body
+★★★★★ 5 (21 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Beauty & Spas, Shopping, Eyelash Service, Waxing, Hair Removal, Skin Care, Massage
+=====================
+29. Kelsey Crews Photo
+★★★★★ 5 (12 reviews)
+Santa Barbara Photographers, Event Photography, Session Photography, Event Planning & Services
+=====================
+30. 805 Ink
+★★★★½ 4.5 (68 reviews)
+Santa Barbara $$
+Beauty & Spas, Tattoo
+=====================
+31. Tienda Ho
+★★★★½ 4.5 (34 reviews)
+Santa Barbara $$$
+Shopping, Women's Clothing, Jewelry, Fashion, Accessories
+=====================
+32. Cat Therapy
+★★★★½ 4.5 (116 reviews)
+Santa Barbara $
+Themed Cafes, Cafes, Pets, Arts & Entertainment, Women's Clothing, Coffee & Tea, Shopping, Pet Adoption, Fashion, Pet Sitting, Accessories, Pet Stores, Pet Services, Food, Restaurants
+=====================
+33. Bogo SB
+★★★★½ 4.5 (12 reviews)
+Santa Barbara Food, Food Delivery Services, Burgers, Pizza, Caterers, Event Planning & Services, Restaurants
+=====================
+34. Cat Doctors
+★★★★½ 4.5 (29 reviews)
+Santa Barbara Veterinarians, Pets, Pet Services
+=====================
+35. California Wine Festival
+★★★★½ 4.5 (7 reviews)
+Santa Barbara Wineries, Food, Restaurants, Arts & Entertainment, Festivals, Food Stands
+=====================
+36. Ecola Termite & Pest Control Services
+★★★★½ 4.5 (5 reviews)
+Santa Barbara Pest Control, Local Services
+=====================
+37. The Blue Door
+★★★★½ 4.5 (40 reviews)
+Santa Barbara $$
+Home Services, Accessories, Home & Garden, Shopping, Used, Vintage & Consignment, Interior Design, Home Decor, Furniture Stores, Fashion, Antiques
+=====================
+38. HOME Santa Barbara
+★★★★½ 4.5 (13 reviews)
+Santa Barbara $$
+Home & Garden, Furniture Stores, Home Decor, Shopping, Flowers & Gifts, Gift Shops
+=====================
+39. Hempwise
+★★★★½ 4.5 (5 reviews)
+Santa Barbara $$
+Men's Clothing, Shopping, Fashion, Department Stores, Cannabis Clinics, Women's Clothing, Head Shops, Accessories, Health & Medical
+=====================
+40. Arrow Electric
+★★★★½ 4.5 (15 reviews)
+santa Barbara Electricians, Home Services, Utilities
+=====================
+41. Soboba Wood Co
+★★★★½ 4.5 (6 reviews)
+Santa Barbara Hardware Stores, Shopping, Home & Garden
+=====================
+42. The Shopkeepers
+★★★★½ 4.5 (10 reviews)
+Santa Barbara $$$
+Women's Clothing, Jewelry, Art Galleries, Shopping, Arts & Entertainment, Fashion
+=====================
+43. Santa Barbara County Courthouse
+★★★★½ 4.5 (251 reviews)
+Santa Barbara Courthouses, Active Life, Event Planning & Services, Landmarks & Historical Buildings, Public Services & Government, Parks, Venues & Event Spaces
+=====================
+44. MOXI - The Wolf Museum Of Exploration + Innovation
+★★★★½ 4.5 (141 reviews)
+Santa Barbara Children's Museums, Arts & Entertainment, Event Planning & Services, Venues & Event Spaces, Museums, Art Museums
+=====================
+45. The Red Piano
+★★★★½ 4.5 (229 reviews)
+Santa Barbara $$
+Event Planning & Services, Nightlife, Bars, Music Venues, Musicians, Piano Bars, Lounges, Arts & Entertainment, Dance Clubs, Cocktail Bars
+=====================
+46. Intermezzo By Wine Cask
+★★★★½ 4.5 (141 reviews)
+Santa Barbara $$
+Tapas Bars, Nightlife, Salad, Restaurants, Cocktail Bars, Bars, Wine Bars, Cafes, Pizza, American (New)
+=====================
+47. Lovebird Boutique & Jewelry Bar
+★★★★½ 4.5 (19 reviews)
+Santa Barbara $$
+Shopping, Fashion, Jewelry, Women's Clothing
+=====================
+48. Taqueria Cuernavaca
+★★★★½ 4.5 (409 reviews)
+Santa Barbara $$
+Mexican, Tacos, Restaurants
+=====================
+49. The Eagle Inn
+★★★★½ 4.5 (368 reviews)
+Santa Barbara $$
+Event Planning & Services, Hotels & Travel, Bed & Breakfast, Hotels
+=====================
+50. Santa Barbara Koi
+★★★★½ 4.5 (13 reviews)
+Santa Barbara Pool & Hot Tub Service, Pets, Home & Garden, Nurseries & Gardening, Home Services, Pet Stores, Landscaping, Local Fish Stores, Hot Tub & Pool, Shopping
+=====================
+51. The Numbers Girl
+★★★★½ 4.5 (7 reviews)
+Santa Barbara Professional Services, Accountants, Payroll Services, Bookkeepers
+=====================
+52. Adams Printing & Graphics
+★★★★½ 4.5 (7 reviews)
+Santa Barbara Professional Services, Local Services, Printing Services, Graphic Design
+=====================
+53. Helena Avenue Bakery
+★★★★ 4 (389 reviews)
+Santa Barbara $$
+Food, Restaurants, Salad, Coffee & Tea, Breakfast & Brunch, Sandwiches, Bakeries
+=====================
+54. Santa Barbara Shellfish Company
+★★★★ 4 (2404 reviews)
+Santa Barbara $$
+Live\/Raw Food, Restaurants, Seafood, Beer Bar, Beer, Wine & Spirits, Bars, Food, Nightlife
+=====================
+55. Prop and Decor Outlet: The Tent Merchant Inc.
+★★★★ 4 (5 reviews)
+Santa Barbara Shopping, Home & Garden, Home Decor, Props
+=====================
+56. The Adult Store
+★★★★ 4 (32 reviews)
+Santa Barbara $$
+Bookstores, Books, Mags, Music & Video, Party Supplies, Event Planning & Services, Adult, Arcades, Fashion, Adult Entertainment, Nightlife, Arts & Entertainment, Personal Shopping, Shopping, Lingerie, Education, Active Life, Adult Education
+=====================
+57. The Mill
+★★★★ 4 (5 reviews)
+Santa Barbara $$
+Breweries, Shopping, Food Court, Food, Venues & Event Spaces, Restaurants, Event Planning & Services, Wineries, Wine Tasting Room, Arts & Entertainment, Shopping Centers
+=====================
+58. Wheel Fun Rentals
+★★★★ 4 (33 reviews)
+Santa Barbara $$
+Shopping, Bikes, Sporting Goods
+=====================
+59. Benefit Cosmetics Boutique & BrowBar
+★★★★ 4 (62 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Hair Removal, Eyebrow Services, Shopping, Tanning, Makeup Artists, Waxing, Beauty & Spas, Eyelash Service
+=====================
+60. West Beach Inn, a Coast Hotel
+★★★★ 4 (137 reviews)
+Santa Barbara $$
+Event Planning & Services, Hotels, Hotels & Travel
+=====================
+61. The Barber Shop
+★★★★ 4 (79 reviews)
+Santa Barbara $$
+Shoe Shine, Men's Hair Salons, Barbers, Hair Salons, Local Services, Beauty & Spas, Hair Stylists
+=====================
+62. Stabiles Mobile
+★★★★ 4 (10 reviews)
+Santa Barbara $$
+Home & Garden, Accessories, Shopping, Home Decor, Fashion, Flowers & Gifts, Jewelry, Gift Shops
+=====================
+63. El Presidio de Santa Bárbara State Historic Park
+★★★★ 4 (31 reviews)
+Santa Barbara Museums, Landmarks & Historical Buildings, Arts & Entertainment, Public Services & Government
+=====================
+64. Salon Bamboo
+★★★★ 4 (11 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Beauty & Spas, Hair Salons, Hair Extensions, Shopping
+=====================
+65. Surf N Wear's Beach House
+★★★★ 4 (45 reviews)
+Santa Barbara $$
+Outdoor Gear, Fashion, Sporting Goods, Beach Equipment Rentals, Surf Schools, Hats, Shopping, Eyewear & Opticians, Souvenir Shops, Surf Shop, Swimwear, Men's Clothing, Active Life, Education, Specialty Schools, Women's Clothing
+=====================
+66. Modern Laundry
+★★★★ 4 (86 reviews)
+Santa Barbara $$
+Laundry Services, Local Services, Dry Cleaning & Laundry
+=====================
+67. The Project -- Corazón Cocina & Taproom
+★★★★ 4 (162 reviews)
+Santa Barbara $$
+Breweries, Bars, Burgers, Mexican, Tacos, Cocktail Bars, Club Crawl, Breakfast & Brunch, Beer Bar, Nightlife, Restaurants, Food
+=====================
+68. Hi Fi Club
+★★★★ 4 (9 reviews)
+Santa Barbara Radio Stations, Electronics Repair, Local Services, Home Theatre Installation, High Fidelity Audio Equipment, Security Systems, Home Automation, Home Services, Mass Media, Electronics, Shopping, Home Network Installation
+=====================
+69. Loose Pooch Dog Club
+★★★★ 4 (23 reviews)
+Santa Barbara Pet Sitting, Pets, Pet Groomers, Shopping, Souvenir Shops, Pet Training, Pet Services
+=====================
+70. Casa Del Mar Inn
+★★★★ 4 (194 reviews)
+Santa Barbara $$
+Hotels & Travel, Event Planning & Services, Hotels, Bed & Breakfast
+=====================
+71. Alito’s
+★★★★ 4 (18 reviews)
+Santa Barbara New Mexican Cuisine, Restaurants, Mexican
+=====================
+72. Bluewater Grill - Santa Barbara
+★★★★ 4 (768 reviews)
+Santa Barbara $$
+Seafood, Venues & Event Spaces, Cocktail Bars, Restaurants, Nightlife, Breakfast & Brunch, American (Traditional), Event Planning & Services, Bars, American (New)
+=====================
+73. The Cruisery
+★★★★ 4 (362 reviews)
+Santa Barbara $$
+Breweries, Nightlife, Food, Cocktail Bars, Bars, Restaurants, Brewpubs, Gastropubs
+=====================
+74. Due Lune Cucina
+★★★★ 4 (79 reviews)
+Santa Barbara $$
+Restaurants, Italian
+=====================
+75. Dawn Patrol
+★★★★ 4 (807 reviews)
+Santa Barbara $$
+Coffee & Tea, Breakfast & Brunch, Restaurants, American (New), Food
+=====================
+76. Breakfast Culture Club
+★★★★ 4 (108 reviews)
+Santa Barbara $$
+Nightlife, Coffee & Tea, Art Galleries, Bagels, Bakeries, Coffee Roasteries, Shopping, Coffeeshops, Food, Cafes, Restaurants, Arts & Entertainment
+=====================
+77. Deep Sea Tasting Room
+★★★★ 4 (472 reviews)
+Santa Barbara $$
+Bars, Venues & Event Spaces, Event Planning & Services, Wine Tasting Room, Arts & Entertainment, Food, Wine Bars, Beer, Wine & Spirits, Nightlife, Wineries
+=====================
+78. Taqueria Rincon Alteno
+★★★★ 4 (68 reviews)
+Santa Barbara $
+Mexican, Restaurants
+=====================
+79. Backyard Bowls
+★★★★ 4 (659 reviews)
+Santa Barbara $$
+Health Markets, Coffee & Tea, Ice Cream & Frozen Yogurt, Restaurants, Juice Bars & Smoothies, Breakfast & Brunch, Food, American (New), Specialty Food
+=====================
+80. Tsukemono
+★★★★ 4 (16 reviews)
+Santa Barbara $$
+Sushi Bars, Japanese, Restaurants
+=====================
+81. CRSVR Sneaker Boutique
+★★★★ 4 (14 reviews)
+Santa Barbara $$
+Shopping, Shoe Stores, Fashion, Men's Clothing
+=====================
+82. The UPS Store
+★★★½ 3.5 (37 reviews)
+Santa Barbara Notaries, Mailbox Centers, Printing Services, Shipping Centers, Local Services
+=====================
+83. Nancys Cleaning Services Of Santa Barbara
+★★★½ 3.5 (34 reviews)
+Santa Barbara Window Washing, Home Services, Professional Services, Office Cleaning, Home Cleaning, Local Services, Carpet Cleaning
+=====================
+84. Cafe Buenos Aires
+★★★½ 3.5 (56 reviews)
+Santa Barbara $$
+Restaurants, Argentine
+=====================
+85. Wahoo's Fish Tacos
+★★★½ 3.5 (62 reviews)
+Santa Barbara $
+Seafood, Restaurants, Mexican
+=====================
+86. Museum of Contemporary Art Santa Barbara
+★★★½ 3.5 (11 reviews)
+Santa Barbara $
+Art Galleries, Museums, Arts & Entertainment, Shopping
+=====================
+87. Paradise Cafe
+★★★½ 3.5 (290 reviews)
+Santa Barbara $$
+American (Traditional), American (New), Nightlife, Restaurants, Seafood, Cafes
+=====================
+88. Chipotle Mexican Grill
+★★★½ 3.5 (57 reviews)
+Santa Barbara $
+Restaurants, Fast Food, Mexican
+=====================
+89. Sushi Tyme
+★★★½ 3.5 (155 reviews)
+Santa Barbara $$
+Restaurants, Asian Fusion, Seafood, Sushi Bars, Japanese
+=====================
+90. So Good Jewelry
+★★★½ 3.5 (24 reviews)
+Santa Barbara $$
+Shopping, Jewelry
+=====================
+91. H&M
+★★★ 3 (24 reviews)
+Santa Barbara $
+Women's Clothing, Accessories, Children's Clothing, Men's Clothing, Adult, Shopping, Fashion
+=====================
+92. Unique Tan
+★★★ 3 (10 reviews)
+Santa Barbara $$
+Tanning, Skin Care, Beauty & Spas
+=====================
+93. Subway
+★★★ 3 (5 reviews)
+Santa Barbara $
+Restaurants, Delis, Sandwiches, Fast Food
+=====================
+94. LF Santa Barbara
+★★★ 3 (37 reviews)
+Santa Barbara $$$
+Fashion, Accessories, Women's Clothing, Shopping
+=====================
+95. Barbarians
+★★★ 3 (96 reviews)
+Santa Barbara $
+Pizza, Bars, Sports Bars, Restaurants, Nightlife
+=====================
+96. GameStop
+★★★ 3 (22 reviews)
+Santa Barbara $$
+Toy Stores, Books, Mags, Music & Video, Video Game Stores, Shopping, Videos & Video Game Rental, Hobby Shops, Electronics
+=====================
+97. Hob Nob
+★★★ 3 (23 reviews)
+Santa Barbara $$
+American (New), Restaurants
+=====================
+98. Rock Star Trolley
+★★★ 3 (12 reviews)
+Santa Barbara Tours, Wine Tours, Wedding Planning, Hotels & Travel, Party Equipment Rentals, Bus Tours, Event Planning & Services
+=====================
+99. Preferred Rental Service
+★★★ 3 (22 reviews)
+Santa Barbara Home Services, Real Estate Services, Real Estate
+=====================
+100. State & A Bar and Grill
+★★★ 3 (31 reviews)
+Santa Barbara $$
+Bars, Restaurants, Nightlife, Barbeque
+=====================
+101. Chase Restaurant
+★★★ 3 (436 reviews)
+Santa Barbara $$
+Event Planning & Services, Restaurants, Nightlife, Caterers, Italian, Bars
+=====================
+102. RH Santa Barbara
+★★★ 3 (23 reviews)
+Santa Barbara $$$
+Home & Garden, Furniture Stores, Shopping
+=====================
+103. Murphy Daniel A Atty
+★★½ 2.5 (5 reviews)
+Santa Barbara Divorce & Family Law, Criminal Defense Law, Lawyers, Professional Services
+=====================
+104. Subway
+★★½ 2.5 (18 reviews)
+Santa Barbara $
+Sandwiches, Restaurants, Fast Food
+=====================
+105. Lyft
+★★½ 2.5 (14 reviews)
+Santa Barbara Hotels & Travel, Transportation, Taxis, Automotive, Car Share Services
+=====================
+106. Gap
+★★ 2 (10 reviews)
+Santa Barbara $$$
+Sporting Goods, Women's Clothing, Shopping, Men's Clothing, Fashion, Sports Wear, Children's Clothing
+=====================
+107. China Bowl & State Street Cafe
+★★ 2 (61 reviews)
+Santa Barbara $$
+American (New), American (Traditional), Chinese, Restaurants
+=====================
+108. India House
+★★ 2 (136 reviews)
+Santa Barbara $$
+Home & Garden, Home Decor, Restaurants, Shopping, Indian
+=====================
+109. Events Unlimited
+★★ 2 (5 reviews)
+Santa Barbara Event Planning & Services, Wedding Planning
+=====================
+110. FedEx Office Print & Ship Center
+★★ 2 (53 reviews)
+Santa Barbara Printing Services, Education, Signmaking, Preschools, Shipping Centers, Elementary Schools, Local Services, Colleges & Universities, Professional Services
+=====================
+111. Artistic Nails & Spa
+★★ 2 (123 reviews)
+Santa Barbara $$
+Beauty & Spas, Nail Salons
+=====================
+112. Financial Credit Network
+★½ 1.5 (6 reviews)
+Santa Barbara Financial Services
+=====================
+113. R J Carroll and Sons Plumbing
+★½ 1.5 (12 reviews)
+Santa Barbara Home Services, Plumbing
+=====================
diff --git a/hws/04_yelp_businesses/output_large1_93101_gyms.txt b/hws/04_yelp_businesses/output_large1_93101_gyms.txt
new file mode 100644
index 0000000..6f004cb
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large1_93101_gyms.txt
@@ -0,0 +1,13 @@
+=====================
+1. Will Nelson Fitness
+★★★★★ 5 (7 reviews)
+Santa Barbara Trainers, Health & Medical, Nutritionists, Boot Camps, Fitness & Instruction, Gyms, Active Life
+=====================
+2. Fisher Strength and Health Gym 
+★★★★★ 5 (12 reviews)
+Santa Barbara Fitness & Instruction, Active Life, Trainers, Gyms
+=====================
+3. Santa Barbara Athletic Club
+★★★ 3 (55 reviews)
+Santa Barbara Fitness & Instruction, Swimming Pools, Active Life, Recreation Centers, Gyms
+=====================
diff --git a/hws/04_yelp_businesses/output_large1_93101_shopping.txt b/hws/04_yelp_businesses/output_large1_93101_shopping.txt
new file mode 100644
index 0000000..8966220
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large1_93101_shopping.txt
@@ -0,0 +1,190 @@
+=====================
+1. Tinkle Belle Diaper Service
+★★★★★ 5 (17 reviews)
+Santa Barbara $$
+Parenting Classes, Maternity Wear, Fashion, Education, Specialty Schools, Local Services, Home Services, Laundry Services, Child Care & Day Care, Shopping, Baby Gear & Furniture
+=====================
+2. Urban Optics Optometric Center
+★★★★★ 5 (101 reviews)
+Santa Barbara $$
+Health & Medical, Eyewear & Opticians, Sunglasses, Optometrists, Laser Eye Surgery\/Lasik, Ophthalmologists, Doctors, Shopping
+=====================
+3. Lighthouse Skateshop
+★★★★★ 5 (25 reviews)
+Santa Barbara $$$
+Skate Shops, Shopping, Sporting Goods
+=====================
+4. Santa Barbara Frame Shop & Gallery
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Art Galleries, Arts & Entertainment, Arts & Crafts, Framing, Shopping
+=====================
+5. Tatyana Boutique
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Fashion, Shopping, Women's Clothing, Accessories
+=====================
+6. The Vintage Fox
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Shopping, Gift Shops, Antiques, Home Decor, Thrift Stores, Home & Garden, Flowers & Gifts
+=====================
+7. Mission Tuxedos
+★★★★★ 5 (28 reviews)
+Santa Barbara $$
+Wedding Planning, Event Planning & Services, Fashion, Shopping, Men's Clothing, Formal Wear, Laundry Services, Dry Cleaning, Local Services
+=====================
+8. Pedego Electric Bikes Santa Barbara
+★★★★★ 5 (41 reviews)
+Santa Barbara $$
+Active Life, Shopping, Bike Repair\/Maintenance, Bike Rentals, Bikes, Sporting Goods, Local Services
+=====================
+9. SeaVees
+★★★★★ 5 (12 reviews)
+Santa Barbara Sporting Goods, Men's Clothing, Accessories, Sports Wear, Women's Clothing, Shopping, Fashion, Shoe Stores
+=====================
+10. Alston Face & Body
+★★★★★ 5 (21 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Beauty & Spas, Shopping, Eyelash Service, Waxing, Hair Removal, Skin Care, Massage
+=====================
+11. Tienda Ho
+★★★★½ 4.5 (34 reviews)
+Santa Barbara $$$
+Shopping, Women's Clothing, Jewelry, Fashion, Accessories
+=====================
+12. Cat Therapy
+★★★★½ 4.5 (116 reviews)
+Santa Barbara $
+Themed Cafes, Cafes, Pets, Arts & Entertainment, Women's Clothing, Coffee & Tea, Shopping, Pet Adoption, Fashion, Pet Sitting, Accessories, Pet Stores, Pet Services, Food, Restaurants
+=====================
+13. The Blue Door
+★★★★½ 4.5 (40 reviews)
+Santa Barbara $$
+Home Services, Accessories, Home & Garden, Shopping, Used, Vintage & Consignment, Interior Design, Home Decor, Furniture Stores, Fashion, Antiques
+=====================
+14. HOME Santa Barbara
+★★★★½ 4.5 (13 reviews)
+Santa Barbara $$
+Home & Garden, Furniture Stores, Home Decor, Shopping, Flowers & Gifts, Gift Shops
+=====================
+15. Hempwise
+★★★★½ 4.5 (5 reviews)
+Santa Barbara $$
+Men's Clothing, Shopping, Fashion, Department Stores, Cannabis Clinics, Women's Clothing, Head Shops, Accessories, Health & Medical
+=====================
+16. Soboba Wood Co
+★★★★½ 4.5 (6 reviews)
+Santa Barbara Hardware Stores, Shopping, Home & Garden
+=====================
+17. The Shopkeepers
+★★★★½ 4.5 (10 reviews)
+Santa Barbara $$$
+Women's Clothing, Jewelry, Art Galleries, Shopping, Arts & Entertainment, Fashion
+=====================
+18. Lovebird Boutique & Jewelry Bar
+★★★★½ 4.5 (19 reviews)
+Santa Barbara $$
+Shopping, Fashion, Jewelry, Women's Clothing
+=====================
+19. Santa Barbara Koi
+★★★★½ 4.5 (13 reviews)
+Santa Barbara Pool & Hot Tub Service, Pets, Home & Garden, Nurseries & Gardening, Home Services, Pet Stores, Landscaping, Local Fish Stores, Hot Tub & Pool, Shopping
+=====================
+20. Prop and Decor Outlet: The Tent Merchant Inc.
+★★★★ 4 (5 reviews)
+Santa Barbara Shopping, Home & Garden, Home Decor, Props
+=====================
+21. The Adult Store
+★★★★ 4 (32 reviews)
+Santa Barbara $$
+Bookstores, Books, Mags, Music & Video, Party Supplies, Event Planning & Services, Adult, Arcades, Fashion, Adult Entertainment, Nightlife, Arts & Entertainment, Personal Shopping, Shopping, Lingerie, Education, Active Life, Adult Education
+=====================
+22. The Mill
+★★★★ 4 (5 reviews)
+Santa Barbara $$
+Breweries, Shopping, Food Court, Food, Venues & Event Spaces, Restaurants, Event Planning & Services, Wineries, Wine Tasting Room, Arts & Entertainment, Shopping Centers
+=====================
+23. Wheel Fun Rentals
+★★★★ 4 (33 reviews)
+Santa Barbara $$
+Shopping, Bikes, Sporting Goods
+=====================
+24. Benefit Cosmetics Boutique & BrowBar
+★★★★ 4 (62 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Hair Removal, Eyebrow Services, Shopping, Tanning, Makeup Artists, Waxing, Beauty & Spas, Eyelash Service
+=====================
+25. Stabiles Mobile
+★★★★ 4 (10 reviews)
+Santa Barbara $$
+Home & Garden, Accessories, Shopping, Home Decor, Fashion, Flowers & Gifts, Jewelry, Gift Shops
+=====================
+26. Salon Bamboo
+★★★★ 4 (11 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Beauty & Spas, Hair Salons, Hair Extensions, Shopping
+=====================
+27. Surf N Wear's Beach House
+★★★★ 4 (45 reviews)
+Santa Barbara $$
+Outdoor Gear, Fashion, Sporting Goods, Beach Equipment Rentals, Surf Schools, Hats, Shopping, Eyewear & Opticians, Souvenir Shops, Surf Shop, Swimwear, Men's Clothing, Active Life, Education, Specialty Schools, Women's Clothing
+=====================
+28. Hi Fi Club
+★★★★ 4 (9 reviews)
+Santa Barbara Radio Stations, Electronics Repair, Local Services, Home Theatre Installation, High Fidelity Audio Equipment, Security Systems, Home Automation, Home Services, Mass Media, Electronics, Shopping, Home Network Installation
+=====================
+29. Loose Pooch Dog Club
+★★★★ 4 (23 reviews)
+Santa Barbara Pet Sitting, Pets, Pet Groomers, Shopping, Souvenir Shops, Pet Training, Pet Services
+=====================
+30. Breakfast Culture Club
+★★★★ 4 (108 reviews)
+Santa Barbara $$
+Nightlife, Coffee & Tea, Art Galleries, Bagels, Bakeries, Coffee Roasteries, Shopping, Coffeeshops, Food, Cafes, Restaurants, Arts & Entertainment
+=====================
+31. CRSVR Sneaker Boutique
+★★★★ 4 (14 reviews)
+Santa Barbara $$
+Shopping, Shoe Stores, Fashion, Men's Clothing
+=====================
+32. Museum of Contemporary Art Santa Barbara
+★★★½ 3.5 (11 reviews)
+Santa Barbara $
+Art Galleries, Museums, Arts & Entertainment, Shopping
+=====================
+33. So Good Jewelry
+★★★½ 3.5 (24 reviews)
+Santa Barbara $$
+Shopping, Jewelry
+=====================
+34. H&M
+★★★ 3 (24 reviews)
+Santa Barbara $
+Women's Clothing, Accessories, Children's Clothing, Men's Clothing, Adult, Shopping, Fashion
+=====================
+35. LF Santa Barbara
+★★★ 3 (37 reviews)
+Santa Barbara $$$
+Fashion, Accessories, Women's Clothing, Shopping
+=====================
+36. GameStop
+★★★ 3 (22 reviews)
+Santa Barbara $$
+Toy Stores, Books, Mags, Music & Video, Video Game Stores, Shopping, Videos & Video Game Rental, Hobby Shops, Electronics
+=====================
+37. RH Santa Barbara
+★★★ 3 (23 reviews)
+Santa Barbara $$$
+Home & Garden, Furniture Stores, Shopping
+=====================
+38. Gap
+★★ 2 (10 reviews)
+Santa Barbara $$$
+Sporting Goods, Women's Clothing, Shopping, Men's Clothing, Fashion, Sports Wear, Children's Clothing
+=====================
+39. India House
+★★ 2 (136 reviews)
+Santa Barbara $$
+Home & Garden, Home Decor, Restaurants, Shopping, Indian
+=====================
diff --git a/hws/04_yelp_businesses/output_large1_93101_shopping_restaurants_beauty.txt b/hws/04_yelp_businesses/output_large1_93101_shopping_restaurants_beauty.txt
new file mode 100644
index 0000000..d024811
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large1_93101_shopping_restaurants_beauty.txt
@@ -0,0 +1,366 @@
+=====================
+1. Tinkle Belle Diaper Service
+★★★★★ 5 (17 reviews)
+Santa Barbara $$
+Parenting Classes, Maternity Wear, Fashion, Education, Specialty Schools, Local Services, Home Services, Laundry Services, Child Care & Day Care, Shopping, Baby Gear & Furniture
+=====================
+2. Cowboys and Angels Salon
+★★★★★ 5 (17 reviews)
+Santa Barbara $$
+Beauty & Spas, Hair Salons
+=====================
+3. Urban Optics Optometric Center
+★★★★★ 5 (101 reviews)
+Santa Barbara $$
+Health & Medical, Eyewear & Opticians, Sunglasses, Optometrists, Laser Eye Surgery\/Lasik, Ophthalmologists, Doctors, Shopping
+=====================
+4. Cloud Nine Treatments
+★★★★★ 5 (7 reviews)
+Santa Barbara Tanning, Hair Extensions, Spray Tanning, Skin Care, Hair Salons, Massage, Eyelash Service, Beauty & Spas
+=====================
+5. Lighthouse Skateshop
+★★★★★ 5 (25 reviews)
+Santa Barbara $$$
+Skate Shops, Shopping, Sporting Goods
+=====================
+6. Santa Barbara Frame Shop & Gallery
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Art Galleries, Arts & Entertainment, Arts & Crafts, Framing, Shopping
+=====================
+7. Tatyana Boutique
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Fashion, Shopping, Women's Clothing, Accessories
+=====================
+8. Chandler Salon
+★★★★★ 5 (41 reviews)
+Santa Barbara $$
+Beauty & Spas, Barbers, Men's Hair Salons, Hair Salons, Blow Dry\/Out Services, Hair Stylists
+=====================
+9. The Vintage Fox
+★★★★★ 5 (6 reviews)
+Santa Barbara $$
+Shopping, Gift Shops, Antiques, Home Decor, Thrift Stores, Home & Garden, Flowers & Gifts
+=====================
+10. Inner Wellness  Cente
+★★★★★ 5 (18 reviews)
+Santa Barbara $$
+Day Spas, Colonics, Beauty & Spas, Doctors, Naturopathic\/Holistic, Health & Medical, Medical Spas
+=====================
+11. Mission Tuxedos
+★★★★★ 5 (28 reviews)
+Santa Barbara $$
+Wedding Planning, Event Planning & Services, Fashion, Shopping, Men's Clothing, Formal Wear, Laundry Services, Dry Cleaning, Local Services
+=====================
+12. Pedego Electric Bikes Santa Barbara
+★★★★★ 5 (41 reviews)
+Santa Barbara $$
+Active Life, Shopping, Bike Repair\/Maintenance, Bike Rentals, Bikes, Sporting Goods, Local Services
+=====================
+13. Skivvies Esthetics
+★★★★★ 5 (10 reviews)
+Santa Barbara $$
+Sugaring, Eyelash Service, Hair Removal, Beauty & Spas, Tanning, Permanent Makeup, Spray Tanning, Waxing
+=====================
+14. SeaVees
+★★★★★ 5 (12 reviews)
+Santa Barbara Sporting Goods, Men's Clothing, Accessories, Sports Wear, Women's Clothing, Shopping, Fashion, Shoe Stores
+=====================
+15. Alston Face & Body
+★★★★★ 5 (21 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Beauty & Spas, Shopping, Eyelash Service, Waxing, Hair Removal, Skin Care, Massage
+=====================
+16. 805 Ink
+★★★★½ 4.5 (68 reviews)
+Santa Barbara $$
+Beauty & Spas, Tattoo
+=====================
+17. Tienda Ho
+★★★★½ 4.5 (34 reviews)
+Santa Barbara $$$
+Shopping, Women's Clothing, Jewelry, Fashion, Accessories
+=====================
+18. Cat Therapy
+★★★★½ 4.5 (116 reviews)
+Santa Barbara $
+Themed Cafes, Cafes, Pets, Arts & Entertainment, Women's Clothing, Coffee & Tea, Shopping, Pet Adoption, Fashion, Pet Sitting, Accessories, Pet Stores, Pet Services, Food, Restaurants
+=====================
+19. Bogo SB
+★★★★½ 4.5 (12 reviews)
+Santa Barbara Food, Food Delivery Services, Burgers, Pizza, Caterers, Event Planning & Services, Restaurants
+=====================
+20. California Wine Festival
+★★★★½ 4.5 (7 reviews)
+Santa Barbara Wineries, Food, Restaurants, Arts & Entertainment, Festivals, Food Stands
+=====================
+21. The Blue Door
+★★★★½ 4.5 (40 reviews)
+Santa Barbara $$
+Home Services, Accessories, Home & Garden, Shopping, Used, Vintage & Consignment, Interior Design, Home Decor, Furniture Stores, Fashion, Antiques
+=====================
+22. HOME Santa Barbara
+★★★★½ 4.5 (13 reviews)
+Santa Barbara $$
+Home & Garden, Furniture Stores, Home Decor, Shopping, Flowers & Gifts, Gift Shops
+=====================
+23. Hempwise
+★★★★½ 4.5 (5 reviews)
+Santa Barbara $$
+Men's Clothing, Shopping, Fashion, Department Stores, Cannabis Clinics, Women's Clothing, Head Shops, Accessories, Health & Medical
+=====================
+24. Soboba Wood Co
+★★★★½ 4.5 (6 reviews)
+Santa Barbara Hardware Stores, Shopping, Home & Garden
+=====================
+25. The Shopkeepers
+★★★★½ 4.5 (10 reviews)
+Santa Barbara $$$
+Women's Clothing, Jewelry, Art Galleries, Shopping, Arts & Entertainment, Fashion
+=====================
+26. Intermezzo By Wine Cask
+★★★★½ 4.5 (141 reviews)
+Santa Barbara $$
+Tapas Bars, Nightlife, Salad, Restaurants, Cocktail Bars, Bars, Wine Bars, Cafes, Pizza, American (New)
+=====================
+27. Lovebird Boutique & Jewelry Bar
+★★★★½ 4.5 (19 reviews)
+Santa Barbara $$
+Shopping, Fashion, Jewelry, Women's Clothing
+=====================
+28. Taqueria Cuernavaca
+★★★★½ 4.5 (409 reviews)
+Santa Barbara $$
+Mexican, Tacos, Restaurants
+=====================
+29. Santa Barbara Koi
+★★★★½ 4.5 (13 reviews)
+Santa Barbara Pool & Hot Tub Service, Pets, Home & Garden, Nurseries & Gardening, Home Services, Pet Stores, Landscaping, Local Fish Stores, Hot Tub & Pool, Shopping
+=====================
+30. Helena Avenue Bakery
+★★★★ 4 (389 reviews)
+Santa Barbara $$
+Food, Restaurants, Salad, Coffee & Tea, Breakfast & Brunch, Sandwiches, Bakeries
+=====================
+31. Santa Barbara Shellfish Company
+★★★★ 4 (2404 reviews)
+Santa Barbara $$
+Live\/Raw Food, Restaurants, Seafood, Beer Bar, Beer, Wine & Spirits, Bars, Food, Nightlife
+=====================
+32. Prop and Decor Outlet: The Tent Merchant Inc.
+★★★★ 4 (5 reviews)
+Santa Barbara Shopping, Home & Garden, Home Decor, Props
+=====================
+33. The Adult Store
+★★★★ 4 (32 reviews)
+Santa Barbara $$
+Bookstores, Books, Mags, Music & Video, Party Supplies, Event Planning & Services, Adult, Arcades, Fashion, Adult Entertainment, Nightlife, Arts & Entertainment, Personal Shopping, Shopping, Lingerie, Education, Active Life, Adult Education
+=====================
+34. The Mill
+★★★★ 4 (5 reviews)
+Santa Barbara $$
+Breweries, Shopping, Food Court, Food, Venues & Event Spaces, Restaurants, Event Planning & Services, Wineries, Wine Tasting Room, Arts & Entertainment, Shopping Centers
+=====================
+35. Wheel Fun Rentals
+★★★★ 4 (33 reviews)
+Santa Barbara $$
+Shopping, Bikes, Sporting Goods
+=====================
+36. Benefit Cosmetics Boutique & BrowBar
+★★★★ 4 (62 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Hair Removal, Eyebrow Services, Shopping, Tanning, Makeup Artists, Waxing, Beauty & Spas, Eyelash Service
+=====================
+37. The Barber Shop
+★★★★ 4 (79 reviews)
+Santa Barbara $$
+Shoe Shine, Men's Hair Salons, Barbers, Hair Salons, Local Services, Beauty & Spas, Hair Stylists
+=====================
+38. Stabiles Mobile
+★★★★ 4 (10 reviews)
+Santa Barbara $$
+Home & Garden, Accessories, Shopping, Home Decor, Fashion, Flowers & Gifts, Jewelry, Gift Shops
+=====================
+39. Salon Bamboo
+★★★★ 4 (11 reviews)
+Santa Barbara $$
+Cosmetics & Beauty Supply, Beauty & Spas, Hair Salons, Hair Extensions, Shopping
+=====================
+40. Surf N Wear's Beach House
+★★★★ 4 (45 reviews)
+Santa Barbara $$
+Outdoor Gear, Fashion, Sporting Goods, Beach Equipment Rentals, Surf Schools, Hats, Shopping, Eyewear & Opticians, Souvenir Shops, Surf Shop, Swimwear, Men's Clothing, Active Life, Education, Specialty Schools, Women's Clothing
+=====================
+41. The Project -- Corazón Cocina & Taproom
+★★★★ 4 (162 reviews)
+Santa Barbara $$
+Breweries, Bars, Burgers, Mexican, Tacos, Cocktail Bars, Club Crawl, Breakfast & Brunch, Beer Bar, Nightlife, Restaurants, Food
+=====================
+42. Hi Fi Club
+★★★★ 4 (9 reviews)
+Santa Barbara Radio Stations, Electronics Repair, Local Services, Home Theatre Installation, High Fidelity Audio Equipment, Security Systems, Home Automation, Home Services, Mass Media, Electronics, Shopping, Home Network Installation
+=====================
+43. Loose Pooch Dog Club
+★★★★ 4 (23 reviews)
+Santa Barbara Pet Sitting, Pets, Pet Groomers, Shopping, Souvenir Shops, Pet Training, Pet Services
+=====================
+44. Alito’s
+★★★★ 4 (18 reviews)
+Santa Barbara New Mexican Cuisine, Restaurants, Mexican
+=====================
+45. Bluewater Grill - Santa Barbara
+★★★★ 4 (768 reviews)
+Santa Barbara $$
+Seafood, Venues & Event Spaces, Cocktail Bars, Restaurants, Nightlife, Breakfast & Brunch, American (Traditional), Event Planning & Services, Bars, American (New)
+=====================
+46. The Cruisery
+★★★★ 4 (362 reviews)
+Santa Barbara $$
+Breweries, Nightlife, Food, Cocktail Bars, Bars, Restaurants, Brewpubs, Gastropubs
+=====================
+47. Due Lune Cucina
+★★★★ 4 (79 reviews)
+Santa Barbara $$
+Restaurants, Italian
+=====================
+48. Dawn Patrol
+★★★★ 4 (807 reviews)
+Santa Barbara $$
+Coffee & Tea, Breakfast & Brunch, Restaurants, American (New), Food
+=====================
+49. Breakfast Culture Club
+★★★★ 4 (108 reviews)
+Santa Barbara $$
+Nightlife, Coffee & Tea, Art Galleries, Bagels, Bakeries, Coffee Roasteries, Shopping, Coffeeshops, Food, Cafes, Restaurants, Arts & Entertainment
+=====================
+50. Taqueria Rincon Alteno
+★★★★ 4 (68 reviews)
+Santa Barbara $
+Mexican, Restaurants
+=====================
+51. Backyard Bowls
+★★★★ 4 (659 reviews)
+Santa Barbara $$
+Health Markets, Coffee & Tea, Ice Cream & Frozen Yogurt, Restaurants, Juice Bars & Smoothies, Breakfast & Brunch, Food, American (New), Specialty Food
+=====================
+52. Tsukemono
+★★★★ 4 (16 reviews)
+Santa Barbara $$
+Sushi Bars, Japanese, Restaurants
+=====================
+53. CRSVR Sneaker Boutique
+★★★★ 4 (14 reviews)
+Santa Barbara $$
+Shopping, Shoe Stores, Fashion, Men's Clothing
+=====================
+54. Cafe Buenos Aires
+★★★½ 3.5 (56 reviews)
+Santa Barbara $$
+Restaurants, Argentine
+=====================
+55. Wahoo's Fish Tacos
+★★★½ 3.5 (62 reviews)
+Santa Barbara $
+Seafood, Restaurants, Mexican
+=====================
+56. Museum of Contemporary Art Santa Barbara
+★★★½ 3.5 (11 reviews)
+Santa Barbara $
+Art Galleries, Museums, Arts & Entertainment, Shopping
+=====================
+57. Paradise Cafe
+★★★½ 3.5 (290 reviews)
+Santa Barbara $$
+American (Traditional), American (New), Nightlife, Restaurants, Seafood, Cafes
+=====================
+58. Chipotle Mexican Grill
+★★★½ 3.5 (57 reviews)
+Santa Barbara $
+Restaurants, Fast Food, Mexican
+=====================
+59. Sushi Tyme
+★★★½ 3.5 (155 reviews)
+Santa Barbara $$
+Restaurants, Asian Fusion, Seafood, Sushi Bars, Japanese
+=====================
+60. So Good Jewelry
+★★★½ 3.5 (24 reviews)
+Santa Barbara $$
+Shopping, Jewelry
+=====================
+61. H&M
+★★★ 3 (24 reviews)
+Santa Barbara $
+Women's Clothing, Accessories, Children's Clothing, Men's Clothing, Adult, Shopping, Fashion
+=====================
+62. Unique Tan
+★★★ 3 (10 reviews)
+Santa Barbara $$
+Tanning, Skin Care, Beauty & Spas
+=====================
+63. Subway
+★★★ 3 (5 reviews)
+Santa Barbara $
+Restaurants, Delis, Sandwiches, Fast Food
+=====================
+64. LF Santa Barbara
+★★★ 3 (37 reviews)
+Santa Barbara $$$
+Fashion, Accessories, Women's Clothing, Shopping
+=====================
+65. Barbarians
+★★★ 3 (96 reviews)
+Santa Barbara $
+Pizza, Bars, Sports Bars, Restaurants, Nightlife
+=====================
+66. GameStop
+★★★ 3 (22 reviews)
+Santa Barbara $$
+Toy Stores, Books, Mags, Music & Video, Video Game Stores, Shopping, Videos & Video Game Rental, Hobby Shops, Electronics
+=====================
+67. Hob Nob
+★★★ 3 (23 reviews)
+Santa Barbara $$
+American (New), Restaurants
+=====================
+68. State & A Bar and Grill
+★★★ 3 (31 reviews)
+Santa Barbara $$
+Bars, Restaurants, Nightlife, Barbeque
+=====================
+69. Chase Restaurant
+★★★ 3 (436 reviews)
+Santa Barbara $$
+Event Planning & Services, Restaurants, Nightlife, Caterers, Italian, Bars
+=====================
+70. RH Santa Barbara
+★★★ 3 (23 reviews)
+Santa Barbara $$$
+Home & Garden, Furniture Stores, Shopping
+=====================
+71. Subway
+★★½ 2.5 (18 reviews)
+Santa Barbara $
+Sandwiches, Restaurants, Fast Food
+=====================
+72. Gap
+★★ 2 (10 reviews)
+Santa Barbara $$$
+Sporting Goods, Women's Clothing, Shopping, Men's Clothing, Fashion, Sports Wear, Children's Clothing
+=====================
+73. China Bowl & State Street Cafe
+★★ 2 (61 reviews)
+Santa Barbara $$
+American (New), American (Traditional), Chinese, Restaurants
+=====================
+74. India House
+★★ 2 (136 reviews)
+Santa Barbara $$
+Home & Garden, Home Decor, Restaurants, Shopping, Indian
+=====================
+75. Artistic Nails & Spa
+★★ 2 (123 reviews)
+Santa Barbara $$
+Beauty & Spas, Nail Salons
+=====================
diff --git a/hws/04_yelp_businesses/output_large1_93101_tattoo.txt b/hws/04_yelp_businesses/output_large1_93101_tattoo.txt
new file mode 100644
index 0000000..a5e46ee
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large1_93101_tattoo.txt
@@ -0,0 +1,6 @@
+=====================
+1. 805 Ink
+★★★★½ 4.5 (68 reviews)
+Santa Barbara $$
+Beauty & Spas, Tattoo
+=====================
diff --git a/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt b/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt
new file mode 100644
index 0000000..d1a593b
--- /dev/null
+++ b/hws/04_yelp_businesses/output_large2_46219_food_restaurants_services.txt
@@ -0,0 +1,83 @@
+=====================
+1. George Thomas Florist
+★★★★½ 4.5 (53 reviews)
+Indianapolis $$
+Bridal, Shopping, Event Planning & Services, Floral Designers, Gift Shops, Home & Garden, Florists, Wedding Planning, Nurseries & Gardening, Flowers & Gifts
+=====================
+2. Bitter Sweet
+★★★★½ 4.5 (27 reviews)
+Indianapolis $$
+Mediterranean, Salad, Sandwiches, Restaurants, Breakfast & Brunch
+=====================
+3. Om Eyebrows
+★★★★½ 4.5 (17 reviews)
+Indianapolis $
+Waxing, Beauty & Spas, Threading Services, Eyelash Service, Hair Removal
+=====================
+4. Maximum Grow Gardening
+★★★★ 4 (5 reviews)
+Indianapolis $$
+Home Services, Home & Garden, Shopping, Gardeners, Nurseries & Gardening, Hydroponics
+=====================
+5. RJS Tacos & Burritos
+★★★★ 4 (42 reviews)
+Indianapolis $
+Mexican, Restaurants, Food, Tacos, Desserts
+=====================
+6. Storage of America
+★★★½ 3.5 (5 reviews)
+Indianapolis Self Storage, Local Services
+=====================
+7. Blueberry Hill Pancake House
+★★★½ 3.5 (101 reviews)
+Indianapolis $
+American (Traditional), Breakfast & Brunch, Restaurants, Specialty Food, Salad, Food
+=====================
+8. Mr. Appliance of Indianapolis
+★★★½ 3.5 (16 reviews)
+Indianapolis Appliances & Repair, Handyman, Local Services, Home Services
+=====================
+9. Wings Mania
+★★★½ 3.5 (13 reviews)
+Indianapolis $
+Restaurants, Seafood, Sandwiches
+=====================
+10. China King
+★★★½ 3.5 (12 reviews)
+Indianapolis $
+Chinese, Restaurants
+=====================
+11. Goodwill Outlet Store
+★★★ 3 (9 reviews)
+Indianapolis $
+Costumes, Arts & Crafts, Thrift Stores, Donation Center, Shopping, Local Services, Fashion, Used, Vintage & Consignment
+=====================
+12. La Quinta Inn by Wyndham Indianapolis East-Post Drive
+★★ 2 (42 reviews)
+Indianapolis $$
+Hotels, Hotels & Travel, Event Planning & Services
+=====================
+13. Rite Way Pizza
+★★ 2 (19 reviews)
+Indianapolis $$
+Chicken Wings, Italian, Pizza, Restaurants, Sandwiches, Burgers
+=====================
+14. Ramada Indianapolis East
+★★ 2 (11 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
+=====================
diff --git a/hws/04_yelp_businesses/output_medium1_19106_jewelry.txt b/hws/04_yelp_businesses/output_medium1_19106_jewelry.txt
new file mode 100644
index 0000000..4347baf
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium1_19106_jewelry.txt
@@ -0,0 +1,5 @@
+=====================
+1. King of Jewelers
+★★★★ 4 (5 reviews)
+Philadelphia Shopping, Jewelry
+=====================
diff --git a/hws/04_yelp_businesses/output_medium1_19106_shopping_home.txt b/hws/04_yelp_businesses/output_medium1_19106_shopping_home.txt
new file mode 100644
index 0000000..bcfb5c6
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium1_19106_shopping_home.txt
@@ -0,0 +1,9 @@
+=====================
+1. David Gower, Jr.  - Coldwell Banker Preferred
+★★★★★ 5 (17 reviews)
+Philadelphia Real Estate, Home Services, Real Estate Agents
+=====================
+2. King of Jewelers
+★★★★ 4 (5 reviews)
+Philadelphia Shopping, Jewelry
+=====================
diff --git a/hws/04_yelp_businesses/output_medium1_93117_mexican_tacos.txt b/hws/04_yelp_businesses/output_medium1_93117_mexican_tacos.txt
new file mode 100644
index 0000000..99b083a
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium1_93117_mexican_tacos.txt
@@ -0,0 +1,10 @@
+=====================
+1. California Tacos and Taproom
+★★★★ 4 (49 reviews)
+Isla Vista Mexican, Beer Bar, Bars, Sports Bars, Nightlife, Restaurants, Tacos
+=====================
+2. Cal Taco
+★★★★ 4 (189 reviews)
+Goleta $
+Burgers, Cafes, Restaurants, Mexican, American (Traditional)
+=====================
diff --git a/hws/04_yelp_businesses/output_medium1_93117_repair.txt b/hws/04_yelp_businesses/output_medium1_93117_repair.txt
new file mode 100644
index 0000000..a61c0a2
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium1_93117_repair.txt
@@ -0,0 +1,5 @@
+=====================
+1. Isla Vista Community Bike Center
+★★★★★ 5 (6 reviews)
+Isla Vista Community Service\/Non-Profit, Shopping, Local Services, Bike Rentals, Bikes, Bike Repair\/Maintenance, Active Life, Sporting Goods
+=====================
diff --git a/hws/04_yelp_businesses/output_medium1_93117_restaurants.txt b/hws/04_yelp_businesses/output_medium1_93117_restaurants.txt
new file mode 100644
index 0000000..0f83edb
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium1_93117_restaurants.txt
@@ -0,0 +1,15 @@
+=====================
+1. California Tacos and Taproom
+★★★★ 4 (49 reviews)
+Isla Vista Mexican, Beer Bar, Bars, Sports Bars, Nightlife, Restaurants, Tacos
+=====================
+2. Cal Taco
+★★★★ 4 (189 reviews)
+Goleta $
+Burgers, Cafes, Restaurants, Mexican, American (Traditional)
+=====================
+3. Pho Bistro
+★★★ 3 (184 reviews)
+Isla Vista $
+Food, Restaurants, Chinese, Bubble Tea, Vietnamese
+=====================
diff --git a/hws/04_yelp_businesses/output_medium2_33615_restaurants.txt b/hws/04_yelp_businesses/output_medium2_33615_restaurants.txt
new file mode 100644
index 0000000..2762b2e
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium2_33615_restaurants.txt
@@ -0,0 +1,11 @@
+=====================
+1. Portofino's Italian Kitchen
+★★★★ 4 (59 reviews)
+Tampa $$
+Restaurants, Pizza, Italian
+=====================
+2. Sonny's BBQ
+★★★ 3 (11 reviews)
+Tampa $$
+Barbeque, Restaurants, Event Planning & Services, Caterers
+=====================
diff --git a/hws/04_yelp_businesses/output_medium2_33615_restaurants_shopping_barbeque_pizza_health.txt b/hws/04_yelp_businesses/output_medium2_33615_restaurants_shopping_barbeque_pizza_health.txt
new file mode 100644
index 0000000..6f51f3c
--- /dev/null
+++ b/hws/04_yelp_businesses/output_medium2_33615_restaurants_shopping_barbeque_pizza_health.txt
@@ -0,0 +1,20 @@
+=====================
+1. Clayman Thyroid Center
+★★★★★ 5 (67 reviews)
+Town 'n' Country Oncologist, Health & Medical, Surgeons, Doctors
+=====================
+2. Portofino's Italian Kitchen
+★★★★ 4 (59 reviews)
+Tampa $$
+Restaurants, Pizza, Italian
+=====================
+3. 25 Roses $10
+★★★½ 3.5 (5 reviews)
+Tampa $
+Flowers & Gifts, Florists, Shopping
+=====================
+4. Sonny's BBQ
+★★★ 3 (11 reviews)
+Tampa $$
+Barbeque, Restaurants, Event Planning & Services, Caterers
+=====================
diff --git a/hws/04_yelp_businesses/output_small1_37167_nail.txt b/hws/04_yelp_businesses/output_small1_37167_nail.txt
new file mode 100644
index 0000000..9eb66da
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small1_37167_nail.txt
@@ -0,0 +1,6 @@
+=====================
+1. La Belle Nail Spa
+★★½ 2.5 (27 reviews)
+Smyrna $$
+Nail Salons, Waxing, Skin Care, Nail Technicians, Hair Removal, Beauty & Spas
+=====================
diff --git a/hws/04_yelp_businesses/output_small1_37167_restaurants.txt b/hws/04_yelp_businesses/output_small1_37167_restaurants.txt
new file mode 100644
index 0000000..ebfbbfb
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small1_37167_restaurants.txt
@@ -0,0 +1,6 @@
+=====================
+1. Raz'z Restaurant
+★★★½ 3.5 (44 reviews)
+Smyrna $$
+Cajun\/Creole, Restaurants, American (New)
+=====================
diff --git a/hws/04_yelp_businesses/output_small1_37167_restaurants_nail_spa_beauty_wax.txt b/hws/04_yelp_businesses/output_small1_37167_restaurants_nail_spa_beauty_wax.txt
new file mode 100644
index 0000000..e79c172
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small1_37167_restaurants_nail_spa_beauty_wax.txt
@@ -0,0 +1,11 @@
+=====================
+1. Raz'z Restaurant
+★★★½ 3.5 (44 reviews)
+Smyrna $$
+Cajun\/Creole, Restaurants, American (New)
+=====================
+2. La Belle Nail Spa
+★★½ 2.5 (27 reviews)
+Smyrna $$
+Nail Salons, Waxing, Skin Care, Nail Technicians, Hair Removal, Beauty & Spas
+=====================
diff --git a/hws/04_yelp_businesses/output_small2_19462_arts.txt b/hws/04_yelp_businesses/output_small2_19462_arts.txt
new file mode 100644
index 0000000..7d7e983
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small2_19462_arts.txt
@@ -0,0 +1,5 @@
+=====================
+1. AMC Plymouth Meeting Mall 12
+★★½ 2.5 (169 reviews)
+Plymouth Meeting Arts & Entertainment, Cinema
+=====================
diff --git a/hws/04_yelp_businesses/output_small2_19462_arts_car.txt b/hws/04_yelp_businesses/output_small2_19462_arts_car.txt
new file mode 100644
index 0000000..d3c41a1
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small2_19462_arts_car.txt
@@ -0,0 +1,9 @@
+=====================
+1. DriveTime
+★★½ 2.5 (5 reviews)
+Plymouth Meeting Used Car Dealers, Automotive, Car Dealers
+=====================
+2. AMC Plymouth Meeting Mall 12
+★★½ 2.5 (169 reviews)
+Plymouth Meeting Arts & Entertainment, Cinema
+=====================
diff --git a/hws/04_yelp_businesses/output_small2_19462_car.txt b/hws/04_yelp_businesses/output_small2_19462_car.txt
new file mode 100644
index 0000000..06c76fe
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small2_19462_car.txt
@@ -0,0 +1,5 @@
+=====================
+1. DriveTime
+★★½ 2.5 (5 reviews)
+Plymouth Meeting Used Car Dealers, Automotive, Car Dealers
+=====================
diff --git a/hws/04_yelp_businesses/output_small2_19462_car_arts.txt b/hws/04_yelp_businesses/output_small2_19462_car_arts.txt
new file mode 100644
index 0000000..d3c41a1
--- /dev/null
+++ b/hws/04_yelp_businesses/output_small2_19462_car_arts.txt
@@ -0,0 +1,9 @@
+=====================
+1. DriveTime
+★★½ 2.5 (5 reviews)
+Plymouth Meeting Used Car Dealers, Automotive, Car Dealers
+=====================
+2. AMC Plymouth Meeting Mall 12
+★★½ 2.5 (169 reviews)
+Plymouth Meeting Arts & Entertainment, Cinema
+=====================
diff --git a/hws/04_yelp_businesses/output_tiny1_08098_bars.txt b/hws/04_yelp_businesses/output_tiny1_08098_bars.txt
new file mode 100644
index 0000000..9b49100
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny1_08098_bars.txt
@@ -0,0 +1 @@
+Sorry, we couldn't find any results
diff --git a/hws/04_yelp_businesses/output_tiny1_08098_food.txt b/hws/04_yelp_businesses/output_tiny1_08098_food.txt
new file mode 100644
index 0000000..a0d7a72
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny1_08098_food.txt
@@ -0,0 +1,6 @@
+=====================
+1. McDonald's
+★½ 1.5 (14 reviews)
+Woodstown $
+Coffee & Tea, Fast Food, Food, Burgers, Restaurants
+=====================
diff --git a/hws/04_yelp_businesses/output_tiny1_33612_bars.txt b/hws/04_yelp_businesses/output_tiny1_33612_bars.txt
new file mode 100644
index 0000000..9b49100
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny1_33612_bars.txt
@@ -0,0 +1 @@
+Sorry, we couldn't find any results
diff --git a/hws/04_yelp_businesses/output_tiny1_33612_chinese.txt b/hws/04_yelp_businesses/output_tiny1_33612_chinese.txt
new file mode 100644
index 0000000..06bfe70
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny1_33612_chinese.txt
@@ -0,0 +1,5 @@
+=====================
+1. Lan Zhou Lamen
+★★★★ 4 (78 reviews)
+Tampa Chinese, Noodles, Seafood, Chicken Wings, Restaurants
+=====================
diff --git a/hws/04_yelp_businesses/output_tiny2_46256_pharmacy.txt b/hws/04_yelp_businesses/output_tiny2_46256_pharmacy.txt
new file mode 100644
index 0000000..b7ace9f
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny2_46256_pharmacy.txt
@@ -0,0 +1,6 @@
+=====================
+1. CVS Pharmacy
+★★ 2 (15 reviews)
+Indianapolis $$
+Food, Convenience Stores, Shopping, Drugstores, Health & Medical, Pharmacy
+=====================
diff --git a/hws/04_yelp_businesses/output_tiny2_85705_pet.txt b/hws/04_yelp_businesses/output_tiny2_85705_pet.txt
new file mode 100644
index 0000000..129c777
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny2_85705_pet.txt
@@ -0,0 +1,5 @@
+=====================
+1. Petco
+★★★½ 3.5 (25 reviews)
+Tucson Pets, Pet Training, Pet Groomers, Pet Stores, Pet Services
+=====================
diff --git a/hws/04_yelp_businesses/output_tiny2_85705_pet_garden.txt b/hws/04_yelp_businesses/output_tiny2_85705_pet_garden.txt
new file mode 100644
index 0000000..622741a
--- /dev/null
+++ b/hws/04_yelp_businesses/output_tiny2_85705_pet_garden.txt
@@ -0,0 +1,10 @@
+=====================
+1. Best Mattress
+★★★★★ 5 (37 reviews)
+Tucson $$
+Home & Garden, Mattresses, Shopping, Furniture Stores
+=====================
+2. Petco
+★★★½ 3.5 (25 reviews)
+Tucson Pets, Pet Training, Pet Groomers, Pet Stores, Pet Services
+=====================