Lets use the lab05 util.py module to read yelp.txt into a list and do some simple operations on it. Create a new file called check1.py in the same folder as the files from the zip folder and include the following code inside:

import lab05_util

restaurants = lab05_util.read_yelp('yelp.txt')

Use a few print function calls to test the file read and see the contents of the list. For example, to see the first element, use: print(restaurants[0]), you will get: ["Meka's Lounge", 42.74, -73.69, \ '407 River Street+Troy, NY 12180',\ 'http://www.yelp.com/biz/mekas-lounge-troy', \ 'Bars', \ [5, 2, 4, 4, 3, 4, 5]] Printing other elements will give you similar information for a different restaurant in the list. So:

The variable restaurants contains a list.

Each element of the list is information on a specific restaurant, also organized as a list. This restaurant information contains (in order): name, latitude and longitude, street address, URL, the type of restaurant and a list of scores given by Yelp users.

Importantly, the last element of the list of restaurant information is another list, with multiple scores given by Yelp users.

Your job in the first checkpoint to develop a print_info() function to print information for a single restaurant. Here is the result of printing the first two restaurants in the list followed by the 27th element of the list:

Meka's Lounge (Bars)

407 River Street

Troy, NY 12180

Average Score: 3.86

Tosca Grille (American (New))

200 Broadway

Troy, NY 12180

Average Score: 2.50

Troy Market (Farmers Market)

Uncle Sam Atrium 49 4th St

Troy, NY 12181

Average score: 4.62

The first line in the output is the name of the restaurant, followed by its restaurant type in parentheses. The second, third, and possibly fourth or more lines are the address components. Typically this is the street address and the city/state/zip code; but sometimes there is more information and more fields. All address fields should be printed after first printing a TAB character. The final line is the average score, obtained by taking the average of the last entry in the restaurant. You may assume there is at least one score, and you must output the average score accurate to two decimal places.

The one unknown is how do we split the address into multiple lines? Think about our handy friend split() that splits a string into a list based on a given delimiter. For example:

>>> title = "My,name,is,red"

>>> title.split(",")

['My', 'name', 'is', 'red']

>>> title = "My|name|is|red"

>>> title.split("|")

['My', 'name', 'is', 'red']

You can use the split function on the restaurant address to get the pieces you need. To get you started, here is a basic organization for printing just the name of a restaurant.

import lab05_util

def print_info(restaurant):

print(restaurant[0])

####### main code starts here

restaurants = lab05_util.read_yelp('yelp.txt')

print_info(restaurants[0])

This is the lab05 util.py module

def parse_line(line):

line = line.strip(' ')

values = line.split('|')

s_rating = values[6:]

scores = []

for s in s_rating:

scores.append( int(s) )

result = [ values[0], \

float(values[1]),\

float(values[2]), \

values[3], \

values[4], \

values[5], \

scores ]

return result

def read_yelp(filename):

restaurants = []

for line in open(filename):

new_r = parse_line(line)

restaurants.append(new_r)

return restaurants

This is the yelp txt

Meka's Lounge|42.74|-73.69|407 River Street+Troy, NY 12180|http://www.yelp.com/biz/mekas-lounge-troy|Bars|5|2|4|4|3|4|5

Tosca Grille|42.73|-73.69|200 Broadway+Troy, NY 12180|http://www.yelp.com/biz/tosca-grille-troy|American (New)|1|3|2|4

Happy Lunch|42.75|-73.68|827 River St+Troy, NY 12180|http://www.yelp.com/biz/happy-lunch-troy|American (Traditional)|5|2

Hoosick Street Discount Beverage Center|42.74|-73.67|2200 19th St+Troy, NY 12180|http://www.yelp.com/biz/hoosick-street-discount-beverage-center-troy|Beer, Wine & Spirits|4|5|5|5|5|4

Uncle Ricky's Bagel Heaven|42.73|-73.69|1809 5th Ave+Troy, NY 12180|http://www.yelp.com/biz/uncle-rickys-bagel-heaven-troy|Bagels|5|3|5|4|3|5|4

Confectionery House|42.76|-73.62|975 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/confectionery-house-troy|Candy|5|4

Uncle John Diner|42.77|-73.70|300 Ontario St+Cohoes, NY 12047|http://www.yelp.com/biz/uncle-john-diner-cohoes|Diners|4|5|5

China Wok|42.73|-73.66|Hudson Valley Plz+Troy, NY 12180|http://www.yelp.com/biz/china-wok-troy|Chinese|2|1

The Greek House|42.73|-73.69|27 3rd St+Troy, NY 12180|http://www.yelp.com/biz/the-greek-house-troy|Greek|1|5|4|5|4|4|5|5|5|5|5|4

Smith's Restaurant of Cohoes|42.77|-73.70|171 Remsen St+Cohoes, NY 12047|http://www.yelp.com/biz/smiths-restaurant-of-cohoes-cohoes|American (New)|4

Black Cat Ale House|42.77|-73.70|25 White St+Cohoes, NY 12047|http://www.yelp.com/biz/black-cat-ale-house-cohoes|American (Traditional)|2|4|4|3|4

South End Tavern|42.71|-73.70|757 Burden Ave+Troy, NY 12180|http://www.yelp.com/biz/south-end-tavern-troy|American (Traditional)|1|4|3|4|5|1|5|4|1|5|5

Golden House|42.74|-73.72|143 Troy Schenectady Rd+Watervliet, NY 12189|http://www.yelp.com/biz/golden-house-watervliet|Chinese|4|3

The Peanut Principle|42.79|-73.74|1158 New Loudon Rd+Cohoes, NY 12047|http://www.yelp.com/biz/the-peanut-principle-cohoes-2|Candy|5|2

Mac's Drive-In|42.71|-73.71|648 Third Ave+Watervliet, NY 12189|http://www.yelp.com/biz/macs-drive-in-watervliet|Ice Cream & Frozen Yogurt|5|5|4

The Ruck|42.73|-73.69|104 3rd St+Troy, NY 12180|http://www.yelp.com/biz/the-ruck-troy|Bars|4|5|4|3|3|5|5|4|4|5|5|4|4|3|4|4|5|5|3|5|5|4|5|5|5|5|5

Spirits of Troy|42.73|-73.69|75 Ferry St+Troy, NY 12180|http://www.yelp.com/biz/spirits-of-troy-troy|Beer, Wine & Spirits|5|5

Testo's Restaurant & Pizza|42.78|-73.67|853 4th Ave+Troy, NY 12182|http://www.yelp.com/biz/testos-restaurant-and-pizza-troy|Pizza|5|4|4|4|5|5|5|3|4

Napoli Pizza & Subs|42.74|-73.72|143 Troy Schenectady Rd+Watervliet, NY 12189|http://www.yelp.com/biz/napoli-pizza-and-subs-watervliet|Pizza|4|3|3

Maselli's Delicatessen|42.74|-73.65|689 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/masellis-delicatessen-troy|Delis|5

Dinosaur Bar-B-Que|42.73|-73.69|377 River St+Troy, NY 12180|http://www.yelp.com/biz/dinosaur-bar-b-que-troy|BBQ|5|4|4|4|5|5|4|2|5|2|4|4|4|5|3|3|3|4|4|3|5|5|5|5|3|4|5|4|5|5|5|4|5|5|4|3|4|3|2|4|2|2|4|5|3|2|5|2|5|5|5|5|2|4|5|2|4|5|4|5|5

DeFazio's Pizzeria|42.72|-73.69|266 4th St+Troy, NY 12180|http://www.yelp.com/biz/defazios-pizzeria-troy|Pizza|5|5|5|5|5|5|5|5|5|5|3|5|5|5|5|4|5|5|4|5|5|3|5|5|4|3|5|5|5|4|5|4|5|5|5|4|4

I Love NY Pizza|42.73|-73.69|125 4th St+Troy, NY 12180|http://www.yelp.com/biz/i-love-ny-pizza-troy|Pizza|4|5|5|3|4|4|4|5|3|5|4|4|4|4|2|5|5|4|3|3|5|5|5|4

Henry's Market|42.78|-73.70|42 Saratoga Ave+Waterford, NY 12188|http://www.yelp.com/biz/henrys-market-waterford|Grocery|4|5

Illium Cafe|42.73|-73.69|9 Broadway+Troy, NY 12180|http://www.yelp.com/biz/illium-cafe-troy|Sandwiches|5|4|3|3|5|4|4|4|5|5|3|4|4|4|5|3|4

The Purple Pub|42.74|-73.70|2 Cohoes Rd+Watervliet, NY 12189|http://www.yelp.com/biz/the-purple-pub-watervliet|Pub|4|5|4|4|4|4|4|3|3

Troy Market|42.73|-73.69|Uncle Sam Atrium+49 4th St+Troy, NY 12181|http://www.yelp.com/biz/troy-market-troy-2|Farmers Market|5|4|4|5|4|5|5|4|4|5|5|5|5|5|5|4

Park Pub Restaurant|42.74|-73.67|2701 Lavin Ct+Troy, NY 12180|http://www.yelp.com/biz/park-pub-restaurant-troy|Bars|4|4

Schuyler Bakery Inc|42.71|-73.71|637 3rd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/schuyler-bakery-inc-watervliet|Bakeries|4|3|5|4|4|4|5|5|5|3|5|4|5

Two Brothers Italian American Restaurant|42.75|-73.63|814 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/two-brothers-italian-american-restaurant-troy|Italian|1|4|2|5|1|1

Trader Eds|42.78|-73.68|630 2nd Ave+Troy, NY 12182|http://www.yelp.com/biz/trader-eds-troy|Seafood|3|4

Red Front Restrnt & Tavern|42.73|-73.69|71 Division St+Troy, NY 12180|http://www.yelp.com/biz/red-front-restrnt-and-tavern-troy|Pub|4|5|4|4|2|4|5|5|5|4|4|4|5|3

Pizza Hut|42.70|-73.69|62 Vandenburgh Ave+Troy, NY 12180|http://www.yelp.com/biz/pizza-hut-troy|Pizza|2|2|1

Carol's Place For Pizza & Subs|42.71|-73.66|536 Pawling Ave+Troy, NY 12180|http://www.yelp.com/biz/carols-place-for-pizza-and-subs-troy|Pizza|5|2|5|5|5

Spiaks Restaurant|42.74|-73.70|2 Archibald St+Watervliet, NY 12189|http://www.yelp.com/biz/spiaks-restaurant-watervliet|Italian|4|5|4|3|3|4|4

Hoosick Pizza|42.74|-73.67|198 Hoosick St+Troy, NY 12180|http://www.yelp.com/biz/hoosick-pizza-troy|Pizza|3|3

Pancho's Authentic Mexican Restaurant|42.75|-73.64|740 Hosick Street+Troy, NY 12180|http://www.yelp.com/biz/panchos-authentic-mexican-restaurant-troy|Mexican|4|3|4|2

Marmora Cafe|42.73|-73.69|203 River St+Troy, NY 12180|http://www.yelp.com/biz/marmora-cafe-troy|Middle Eastern|5|2|5|4|5|5|2|2

Moxie's Ice Cream|42.71|-73.63|1344 Spring Avenue+Wynantskill, NY 12198|http://www.yelp.com/biz/moxies-ice-cream-wynantskill|Ice Cream & Frozen Yogurt|5|5|3|4|5|5|5|5|4|5|5|4

Don & Paul's Coffee Shoppe|42.79|-73.68|68 Broad St+Waterford, NY 12188|http://www.yelp.com/biz/don-and-pauls-coffee-shoppe-waterford|Coffee & Tea|3|5

Gelateria Lisa|42.73|-73.69|7 Hill St+Troy, NY 12180|http://www.yelp.com/biz/gelateria-lisa-troy|Ice Cream & Frozen Yogurt|4|4|4|4|3

McIntyre's|42.72|-73.71|803 3rd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/mcintyres-watervliet|BBQ|3|4

Save A Lot|42.74|-73.68|120 Hoosick St+#156+Troy, NY 12180|http://www.yelp.com/biz/save-a-lot-troy|Grocery|3|4

Plum Blossom Chinese Restaurant|42.74|-73.65|685 Hoosick Road+Troy, NY 12180|http://www.yelp.com/biz/plum-blossom-chinese-restaurant-troy|Chinese|4|4|5|4|5|5|5|2|2|3|3|3|3|1|4|1|2|4|4|4

Oliver's Naturals|42.72|-73.69|39 Hill St+Troy, NY 12180|http://www.yelp.com/biz/olivers-naturals-troy|Sandwiches|5|5|1|4

Mustang BBQ|42.77|-73.67|478 5th Ave+Troy, NY 12182|http://www.yelp.com/biz/mustang-bbq-troy|BBQ|2|2|3

Domino's Pizza|42.74|-73.67|218 Hoosick St+Troy, NY 12180|http://www.yelp.com/biz/dominos-pizza-troy-2|Pizza|1|2|2

The Judge's Inn|42.73|-73.69|254 Broadway+Troy, NY 12180|http://www.yelp.com/biz/the-judges-inn-troy|Beer, Wine & Spirits|1|2|2|2|4

DP Dough|42.73|-73.69|71 4th St+Troy, NY 12180|http://www.yelp.com/biz/dp-dough-troy|Pizza|2|2|2|1|1|5|5

Arnet's|42.73|-73.69|464 Broadway+Troy, NY 12180|http://www.yelp.com/biz/arnets-troy|American (New)|4|2|4

Bootlegger's On Broadway|42.73|-73.69|200 Broadway+Troy, NY 12180|http://www.yelp.com/biz/bootleggers-on-broadway-troy-2|American (New)|5|4|5|5|2|5|4|3

Papa John's Pizza|42.74|-73.64|720 Hoosick Road+Troy, NY 12180|http://www.yelp.com/biz/papa-johns-pizza-troy-4|Pizza|4|3

Sushi King|42.73|-73.69|200 Broadway+Ste 2+Troy, NY 12180|http://www.yelp.com/biz/sushi-king-troy|Japanese|4|1|3|4|1|2|3|4|1|2|2|3

Dnipro|42.77|-73.70|192 Remsen Street+Cohoes, NY 12047|http://www.yelp.com/biz/dnipro-cohoes|Specialty Food|4|5

Hannaford Supermarkets|42.79|-73.67|9 126th St+Troy, NY 12182|http://www.yelp.com/biz/hannaford-supermarkets-troy|Grocery|4|3

Cohoes House of Pizza|42.77|-73.70|127 Remsen St+Cohoes, NY 12047|http://www.yelp.com/biz/cohoes-house-of-pizza-cohoes|Pizza|4|1

Moe's Southwest Grill|42.73|-73.68|1527 15th St+Troy, NY 12180|http://www.yelp.com/biz/moes-southwest-grill-troy|Tex-Mex|4|2|2|1

Ryan's Wake|42.74|-73.69|403 River Street+Next To The Green Island Bridge+Troy, NY 12181|http://www.yelp.com/biz/ryans-wake-troy|Bars|3|3|4|3|4|5|4|2|3|4

Wonder Hostess Thrift Shop|42.74|-73.72|161 Troy Schenectady Rd+Watervliet, NY 12189|http://www.yelp.com/biz/wonder-hostess-thrift-shop-watervliet|Bakeries|4|5

Indulge Restaurant & Bar|42.74|-73.74|181 Troy Schenectady Rd+Latham, NY 12189|http://www.yelp.com/biz/indulge-restaurant-and-bar-latham|American (New)|3|5

Deli & Brew|42.70|-73.69|62 Vandenburgh Ave+Troy, NY 12180|http://www.yelp.com/biz/deli-and-brew-troy|Delis|5|4|5|3|5|4|3|5

Price Chopper|42.77|-73.70|240 Congress St+Cohoes, NY 12047|http://www.yelp.com/biz/price-chopper-cohoes|Grocery|2|1

Valente's Restaurant|42.72|-73.71|315 8th St+Watervliet, NY 12189|http://www.yelp.com/biz/valentes-restaurant-watervliet-2|Italian|2|4|2|4|4

Valenti's Pizzeria & Pub|42.70|-73.66|729 Pawling Ave+Troy, NY 12180|http://www.yelp.com/biz/valentis-pizzeria-and-pub-troy|Pizza|4|4|5|4

Hometowne Pizzeria|42.77|-73.70|150 Remsen St,+Cohoes, NY 12047|http://www.yelp.com/biz/hometowne-pizzeria-cohoes|Pizza|4|5

Al-Baraki|42.77|-73.70|133 Remsen St+Cohoes, NY 12047|http://www.yelp.com/biz/al-baraki-cohoes|Middle Eastern|3|3|4|5|3|4|5|4|2|5|4|5

Ale House|42.75|-73.68|680 River St+Troy, NY 12180|http://www.yelp.com/biz/ale-house-troy|Pubs|5|5|4|5|5|5|5|4|5|2|5|4|5|1|4|5|5|4|5|5|5

Footsy Magoo's|42.73|-73.69|17 1st St+Troy, NY 12180|http://www.yelp.com/biz/footsy-magoos-troy-2|Bars|4|4|5|5|4|4|4|1|4|5|4

Roman Pizza|42.74|-73.74|200 Troy Schenectady Rd+Latham, NY 12110|http://www.yelp.com/biz/roman-pizza-latham|Pizza|5|1

Badass Burrito|42.77|-73.68|443 5th Ave+Troy, NY 12182|http://www.yelp.com/biz/badass-burrito-troy|Mexican|3|1|3|3|4|2|5

Cafe Caliente|42.78|-73.68|610 2nd Ave+Troy, NY 12182|http://www.yelp.com/biz/cafe-caliente-troy|Cafes|5|5

Manory's Restaurant|42.73|-73.69|99 Congress St+Troy, NY 12180|http://www.yelp.com/biz/manorys-restaurant-troy|Diners|1|3|3|2|4|4|3|3|2|4

The Angry Penguin|42.79|-73.68|41 Broad St+Waterford, NY 12188|http://www.yelp.com/biz/the-angry-penguin-waterford|Bars|5|4|3

Friendly Restaurants|42.73|-73.66|Hoosick+Troy, NY 12180|http://www.yelp.com/biz/friendly-restaurants-troy|American (Traditional)|4

Karavalli|42.76|-73.75|9B Johnson Rd+Rte 9R+Latham, NY 12110|http://www.yelp.com/biz/karavalli-latham|Indian|5|4|5|2|4|4|5|5|5|4|4|4|5|5|3|4|4|4|5|5|5|3|5|4|5|5|5|5|5|4|5|5|3|5|2|5|4|5|5

Pizza DaVinci|42.74|-73.67|187 Hoosick Street+Troy, NY 12180|http://www.yelp.com/biz/pizza-davinci-troy|Pizza|4|4|2|3|1|1

Muza|42.72|-73.68|1300 15th St+Troy, NY 12180|http://www.yelp.com/biz/muza-troy|German|4|4|5|5|3|5|2|4|5|4|5

De Fazio A Imports|42.72|-73.69|264 4th St+Troy, NY 12180|http://www.yelp.com/biz/de-fazio-a-imports-troy|Grocery|5|4|3

Bob's Diner|42.73|-73.71|929 19th St+Watervliet, NY 12189|http://www.yelp.com/biz/bobs-diner-watervliet|Diners|4|1|1|3|2|3|1|4|4|4|4|4

Shalimar Restaurant|42.73|-73.69|405 Fulton St+Troy, NY 12180|http://www.yelp.com/biz/shalimar-restaurant-troy-2|Indian|4|5

A. Dragon|42.74|-73.66|564 Hoosick St+Troy, NY 12180|http://www.yelp.com/biz/a-dragon-troy|Chinese|5|1|4

Gus's Hotdogs|42.74|-73.70|212 25th St+Watervliet, NY 12189|http://www.yelp.com/biz/guss-hotdogs-watervliet|Fast Food|5|5|4|3|5|5|2|4|5|5|4|2|4|5|5|5|2|5|5|2|4|5|5|5|5|4

Minissale's Wine Cellar Cafe|42.72|-73.68|1 14th St+Troy, NY 12180|http://www.yelp.com/biz/minissales-wine-cellar-cafe-troy|Italian|2|2|2

Nora's Grocery|42.74|-73.73|143 Troy-Schenectady Rd+Watervliet, NY 12189|http://www.yelp.com/biz/noras-grocery-watervliet|Grocery|5|5|5

Broadway Brew|42.73|-73.69|254 Broadway+Troy, NY 12180|http://www.yelp.com/biz/broadway-brew-troy|Bars|2|2|3|3|2|3|1|2

On the Farm|42.74|-73.74|273 Troy Schenectady Rd+Latham, NY 12110|http://www.yelp.com/biz/on-the-farm-latham|Ice Cream & Frozen Yogurt|3|4|4

Bella-Napoli Italian Bakery of Troy Inc|42.75|-73.68|721 River St+Troy, NY 12180|http://www.yelp.com/biz/bella-napoli-italian-bakery-of-troy-inc-troy|Bakeries|4|1|1|5|3|3|3|4|5

Inferno Pizzeria|42.70|-73.68|79 Campbell Ave+Troy, NY 12180|http://www.yelp.com/biz/inferno-pizzeria-troy|Pizza|4|4|4

Lo Porto's|42.73|-73.69|85 4th St+Troy, NY 12180|http://www.yelp.com/biz/lo-portos-troy|Italian|5|5|3|4|5|5|5|2|3|5|2

Shalimar Restaurant|42.73|-73.69|405 Fulton St+Troy, NY 12180|http://www.yelp.com/biz/shalimar-restaurant-troy|Indian|5|4|4|4|1|5|1|2|3|4|3|2|3|4|5|3|1|3|3|3|3

Francesca's|42.73|-73.69|461 Broadway+Troy, NY 12180|http://www.yelp.com/biz/francescas-troy|Sandwiches|5|5|4|5|4|4|4|5|5|4|5|4

Recovery Sports Grill|42.74|-73.67|241 Hoosick St+Troy, NY 12180|http://www.yelp.com/biz/recovery-sports-grill-troy|Bars|1|2|3|5|4|4|3|2

Green Shell|42.74|-73.68|120 Hoosick St # 11+Troy, NY 12180|http://www.yelp.com/biz/green-shell-troy|Chinese|4|5|4

Gino's Pizzeria|42.73|-73.69|123 4th St+Troy, NY 12180|http://www.yelp.com/biz/ginos-pizzeria-troy|Pizza|2|1|2|1

The Old Polish Deli|42.71|-73.71|600 3rd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/the-old-polish-deli-watervliet|Delis|5|5|4

Subway Sandwiches|42.73|-73.70|1613 Broadway+Watervliet, NY 12189|http://www.yelp.com/biz/subway-sandwiches-watervliet|Sandwiches|3|1

New York Style Pizza|42.76|-73.75|638 Columbia St+Latham, NY 12110|http://www.yelp.com/biz/new-york-style-pizza-latham|Pizza|2|4

Giuseppe's Pizzeria & Deli|42.71|-73.71|450 3rd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/giuseppes-pizzeria-and-deli-watervliet|Pizza|4|4

Duncan's Dairy Bar|42.75|-73.63|890 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/duncans-dairy-bar-troy|Ice Cream & Frozen Yogurt|4|5|5

The River Street Cafe|42.74|-73.69|429 River St+Troy, NY 12180|http://www.yelp.com/biz/the-river-street-cafe-troy|American (New)|1|4|3|4|5

Hot Dog Charlie's|42.75|-73.70|618 Saratoga St+Cohoes, NY 12047|http://www.yelp.com/biz/hot-dog-charlies-cohoes|Hot Dogs|3|5|4|3

Popeyes Chicken & Biscuits|42.74|-73.67|220 Hoosick St+Troy, NY 12180|http://www.yelp.com/biz/popeyes-chicken-and-biscuits-troy|Southern|3|2|4|4|4

Bacchus|42.73|-73.69|33 2nd St+Troy, NY 12180|http://www.yelp.com/biz/bacchus-troy|Pizza|2|4|5|4|3|4|3|3|2|3|1|3|1|4

Country View Diner|42.75|-73.63|855 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/country-view-diner-troy|Diners|4|3|3|4|4|3|3|5|4|3|1|4|3

Muddy's|42.72|-73.72|40 Lincoln Ave+Watervliet, NY 12189|http://www.yelp.com/biz/muddys-watervliet|Bars|2|4|3

Waterford Beverage|42.78|-73.70|35 Saratoga Ave Ste A+Waterford, NY 12188|http://www.yelp.com/biz/waterford-beverage-waterford|Beer, Wine & Spirits|4|4

Mick's Pizza|42.77|-73.70|18 Sargent St+Cohoes, NY 12047|http://www.yelp.com/biz/micks-pizza-cohoes-2|Pizza|5|1|4|5

Harmony House Marketplace|42.77|-73.70|184-190 Remsen St+Cohoes, NY 12047|http://www.yelp.com/biz/harmony-house-marketplace-cohoes|Bakeries|5|5

Chubby's Sub East Side|42.70|-73.65|769 Pawling Ave+Troy, NY 12180|http://www.yelp.com/biz/chubbys-sub-east-side-troy|Sandwiches|3|4|5

Beirut Restaurant|42.73|-73.69|184 River St+Troy, NY 12180|http://www.yelp.com/biz/beirut-restaurant-troy|Middle Eastern|4|5|4|2|4|4|4|5|5|5|3|5|4|3|4|5|5

Broad Street Cafe|42.79|-73.68|49 Broad St+Waterford, NY 12188|http://www.yelp.com/biz/broad-street-cafe-waterford|Coffee & Tea|4|4

Thai Spice Picnic Garden|42.79|-73.67|4 Northern Dr+Troy, NY 12182|http://www.yelp.com/biz/thai-spice-picnic-garden-troy|Thai|2|3|3|4|1|4|2|1|2|1

Ted's Fish Fry|42.74|-73.65|700 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/teds-fish-fry-troy-2|Seafood|2|3|2|4|5|5|4

Bruegger's Bagel Bakery|42.73|-73.69|55 Congress St+Troy, NY 12180|http://www.yelp.com/biz/brueggers-bagel-bakery-troy|Bagels|5|5|4|4|3|5|5|2|1

Dom's Pizza Subs & Wings|42.78|-73.74|1099 New Loudon Rd+Cohoes, NY 12047|http://www.yelp.com/biz/doms-pizza-subs-and-wings-cohoes|Pizza|4

Jimmy's Pizzeria|42.77|-73.68|475 5th Ave Ste 1+Troy, NY 12182|http://www.yelp.com/biz/jimmys-pizzeria-troy|Pizza|5|5|3

Diamond Eight Billiards|42.76|-73.75|9 Johnson Rd+Latham, NY 12110|http://www.yelp.com/biz/diamond-eight-billiards-latham|Bars|5|4

The Placid Baker|42.73|-73.69|250 Broadway+Troy, NY 12180|http://www.yelp.com/biz/the-placid-baker-troy|Bakeries|5|5|5|4|4|4|5|5|5|5|5

Taco Bell|42.70|-73.69|60 Vandenburgh Ave+Troy, NY 12180|http://www.yelp.com/biz/taco-bell-troy|Fast Food|4|4|4

Lee Lin Chinese Restaurant|42.71|-73.66|539 Pawling Ave+Troy, NY 12180|http://www.yelp.com/biz/lee-lin-chinese-restaurant-troy|Chinese|4|4|2|4|5|5|1|4|1|2|3

Pig Pit BBQ|42.76|-73.70|1 Niver St+Cohoes, NY 12047|http://www.yelp.com/biz/pig-pit-bbq-cohoes|American (Traditional)|5|3|4|4|5|5|2|4|3|1|5|4|4|4|4|4|5|3|3|4|5|4|3|5

Famous Lunch|42.73|-73.69|111 Congress St+Troy, NY 12180|http://www.yelp.com/biz/famous-lunch-troy|Hot Dogs|5|4|5|4|5|4|5|4|1|2|4|5|5|2|5|4|5|5|5|5|4|5|5|4|5|3|4|2|4|3|4|5|5|5

China 1|42.77|-73.70|103 Saratoga St+Cohoes, NY 12047|http://www.yelp.com/biz/china-1-cohoes|Chinese|3|3

Rusty's Pizzeria|42.73|-73.70|2311 2nd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/rustys-pizzeria-watervliet|Pizza|2|1|3

Lansingburgh Cafe|42.77|-73.68|469 5th Ave+Troy, NY 12182|http://www.yelp.com/biz/lansingburgh-cafe-troy|Coffee & Tea|4|4|1

Verdile's Restaurant|42.76|-73.68|115 2nd Ave+Troy, NY 12180|http://www.yelp.com/biz/verdiles-restaurant-troy|Italian|4|3|1

MJ's on the Avenue|42.77|-73.68|499 2nd Ave+Troy, NY 12182|http://www.yelp.com/biz/mjs-on-the-avenue-troy|American (Traditional)|2|3|4

South Troy Diner|42.71|-73.70|579 1st St+Troy, NY 12180|http://www.yelp.com/biz/south-troy-diner-troy|Diners|3|3

Ali Baba|42.74|-73.68|2243 15th St+Troy, NY 12180|http://www.yelp.com/biz/ali-baba-troy|Middle Eastern|4|5|5|3|3|4|4|3|4|4|5|4|5|5|5|3|4|4|5|5|5|4|4|4|4|3|3

Matt's Fish Fry and Seafood Mkt|42.76|-73.70|574 Saratoga St+Cohoes, NY 12047|http://www.yelp.com/biz/matts-fish-fry-and-seafood-mkt-cohoes|Seafood|4|4|3

Gianna's Pizza|42.72|-73.70|1401 Broadway+Watervliet, NY 12189|http://www.yelp.com/biz/giannas-pizza-watervliet|Pizza|5|2

Afghan Grill|42.74|-73.75|952 Troy Schenectady Rd+Latham, NY 12110|http://www.yelp.com/biz/afghan-grill-latham|Afghan|4|3|5|4|4|5|5

Verdile's Restaurant|42.77|-73.68|572 Second Ave+Lansingburgh, NY 12182|http://www.yelp.com/biz/verdiles-restaurant-lansingburgh|Italian|3|4|5|4

Holmes & Watson|42.73|-73.69|450 Broadway+Troy, NY 12180|http://www.yelp.com/biz/holmes-and-watson-troy|American (Traditional)|5|4|4|3|4|1|1

First Choice Caribbean American|42.73|-73.69|451 Fulton St+Troy, NY 12180|http://www.yelp.com/biz/first-choice-caribbean-american-troy|Caribbean|5|3|3|4|5|4|1

The Daily Grind|42.73|-73.69|46 3rd St+Troy, NY 12180|http://www.yelp.com/biz/the-daily-grind-troy|Coffee & Tea|2|4|4|3|4|4|4

Notty Pine Tavern|42.74|-73.68|2301 15th St+Troy, NY 12180|http://www.yelp.com/biz/notty-pine-tavern-troy|Pizza|5|3|4|4

Java ++ Coffeehouse|42.73|-73.68|1527 15th St+Troy, NY 12180|http://www.yelp.com/biz/java-coffeehouse-troy|Coffee & Tea|4|3|5

Mr Subb|42.74|-73.66|546 Hoosick St+Troy, NY 12180|http://www.yelp.com/biz/mr-subb-troy-3|Sandwiches|1|4

Thunder Mountain Curry|42.73|-73.69|50 2nd St+Troy, NY 12180|http://www.yelp.com/biz/thunder-mountain-curry-troy|Indian|3|5

Troy Community Food Co-Op|42.73|-73.69|77-81 Congress St+Troy, NY 12180|http://www.yelp.com/biz/troy-community-food-co-op-troy|Grocery|5|2|2|4|2|5|5|4|4|3

Spring Garden|42.77|-73.68|472 2nd Ave+Troy, NY 12182|http://www.yelp.com/biz/spring-garden-troy|Chinese|2|4

Subway|42.73|-73.69|200 Broadway+Troy, NY 12180|http://www.yelp.com/biz/subway-troy|Sandwiches|4|5

Snowman|42.77|-73.67|531 5th Ave+Troy, NY 12182|http://www.yelp.com/biz/snowman-troy|Ice Cream & Frozen Yogurt|5|5|5|3|3|5|5|3|5|4|5|5|3|3|5|5|4|5|4|5|4|5|3

The Rusty Anchor|42.73|-73.70|1 Selke Dr+Hudson Shores Park+Watervliet, NY 12189|http://www.yelp.com/biz/the-rusty-anchor-watervliet|American (Traditional)|4|3|3|3|4|4|4|1|2

Uncle Sam's Good Natural Products|42.73|-73.69|77 4th St+Troy, NY 12180|http://www.yelp.com/biz/uncle-sams-good-natural-products-troy|Health Markets|5|3|4|4|3|3

Papa's Corner Restaurant & Pizzeria|42.72|-73.70|1297 Broadway+Watervliet, NY 12189|http://www.yelp.com/biz/papas-corner-restaurant-and-pizzeria-watervliet|Pizza|3|5|3

Dunkin Donuts of Cohoes|42.77|-73.70|92 Saratoga St+Cohoes, NY 12047|http://www.yelp.com/biz/dunkin-donuts-of-cohoes-cohoes|Bakeries|3

Hot Spot|42.73|-73.69|122 4th St+Troy, NY 12181|http://www.yelp.com/biz/hot-spot-troy|Latin American|3|3

Ted's Fish Fry|42.71|-73.71|447 3rd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/teds-fish-fry-watervliet|Seafood|4|4|3|5|3|2|2|5

Price Chopper|42.73|-73.70|1804 2nd Ave+Watervliet, NY 12189|http://www.yelp.com/biz/price-chopper-watervliet|Grocery|3|1

Big Apple Pizzeria|42.73|-73.68|108 14th St+Troy, NY 12180|http://www.yelp.com/biz/big-apple-pizzeria-troy|Pizza|1|4|2|5|1|4|4

MochaBlend Cafe|42.74|-73.64|720 Hoosick Rd+Troy, NY 12180|http://www.yelp.com/biz/mochablend-cafe-troy|Coffee & Tea|4|4|4|4|4|5|5|5|3

Price Chopper|42.70|-73.72|444 Broadway+Albany, NY 12204|http://www.yelp.com/biz/price-chopper-albany-2|Grocery|3|3|2

Nighthawk's Kitchen|42.73|-73.69|Riverfront Park+Troy, NY 12180|http://www.yelp.com/biz/nighthawks-kitchen-troy|Burgers|5|5|5|5|5