Cleaning Data in R
Arif Y.
03 April 2022
Libraries
library(tidyverse)
library(forcats)
library(assertive)
library(stringr)
library(lubridate)
library(forcats)
library(visdat)
library(stringdist)
library(reclin)
library(fuzzyjoin)Data
bike_share_rides <- readRDS("~/R Data/bike_share_rides_ch1_1.rds")
sfo_survey <- readRDS("sfo_survey_ch2_1.rds")
zagat <- readRDS("zagat.rds")
accounts <- readRDS("ch3_1_accounts.rds")
fodors <- readRDS("fodors.rds")0. Course Description
It’s commonly said that data scientists spend 80% of their time cleaning and manipulating data and only 20% of their time analyzing it. The time spent cleaning is vital since analyzing dirty data can lead you to draw inaccurate conclusions.
In this course, you’ll learn how to clean dirty data. Using R, you’ll learn how to identify values that don’t look right and fix dirty data by converting data types, filling in missing values, and using fuzzy string matching. As you learn, you’ll brush up on your skills by working with real-world datasets, including bike-share trips, customer asset portfolios, and restaurant reviews—developing the skills you need to go from raw data to awesome insights as quickly and accurately as possible!
1.Common Data Problems
In this chapter, you’ll learn how to overcome some of the most common dirty data problems. You’ll convert data types, apply range constraints to remove future data points, and remove duplicated data points to avoid double-counting.
1.1 Converting data types
Throughout this chapter, you’ll be working with San Francisco bike share ride data called bike_share_rides. It contains information on start and end stations of each trip, the trip duration, and some user information.
Before beginning to analyze any dataset, it’s important to take a look at the different types of columns you’ll be working with, which you can do using glimpse().
# Glimpse at bike_share_rides
glimpse(bike_share_rides)## Rows: 35,229
## Columns: 10
## $ ride_id <int> 52797, 54540, 87695, 45619, 70832, 96135, 29928, 83331…
## $ date <chr> "2017-04-15", "2017-04-19", "2017-04-14", "2017-04-03"…
## $ duration <chr> "1316.15 minutes", "8.13 minutes", "24.85 minutes", "6…
## $ station_A_id <dbl> 67, 21, 16, 58, 16, 6, 5, 16, 5, 81, 30, 16, 16, 67, 2…
## $ station_A_name <chr> "San Francisco Caltrain Station 2 (Townsend St at 4th…
## $ station_B_id <dbl> 89, 64, 355, 368, 81, 66, 350, 91, 62, 81, 109, 10, 80…
## $ station_B_name <chr> "Division St at Potrero Ave", "5th St at Brannan St", …
## $ bike_id <dbl> 1974, 860, 2263, 1417, 507, 75, 388, 239, 1449, 3289, …
## $ user_gender <chr> "Male", "Male", "Male", "Male", "Male", "Male", "Male"…
## $ user_birth_year <dbl> 1972, 1986, 1993, 1981, 1981, 1988, 1993, 1996, 1993, …# Summary of user_birth_year
summary(bike_share_rides$user_birth_year)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1900 1979 1986 1984 1991 2001# Convert user_birth_year to factor: user_birth_year_fct
bike_share_rides <- bike_share_rides %>%
mutate(user_birth_year_fct = as.factor(user_birth_year))
# Assert user_birth_year_fct is a factor
assert_is_factor(bike_share_rides$user_birth_year_fct)
# Summary of user_birth_year_fct
summary(bike_share_rides$user_birth_year_fct)## 1900 1902 1923 1931 1938 1939 1941 1942 1943 1945 1946 1947 1948 1949 1950 1951
## 1 7 2 23 2 1 3 10 4 16 5 24 9 30 37 25
## 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967
## 70 49 65 66 112 62 156 99 196 161 256 237 245 349 225 363
## 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983
## 365 331 370 548 529 527 563 601 481 541 775 876 825 1016 1056 1262
## 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999
## 1157 1318 1606 1672 2135 1872 2062 1582 1703 1498 1476 1185 813 358 365 348
## 2000 2001
## 473 301.2 Trimming strings
In the previous exercise, you were able to identify the correct data type and convert user_birth_year to the correct type, allowing you to extract counts that gave you a bit more insight into the dataset.
Another common dirty data problem is having extra bits like percent signs or periods in numbers, causing them to be read in as characters. In order to be able to crunch these numbers, the extra bits need to be removed and the numbers need to be converted from character to numeric. In this exercise, you’ll need to convert the duration column from character to numeric, but before this can happen, the word “minutes” needs to be removed from each value.
bike_share_rides <- bike_share_rides %>%
# Remove 'minutes' from duration: duration_trimmed
mutate(duration_trimmed = str_remove(duration, "minutes"),
# Convert duration_trimmed to numeric: duration_mins
duration_mins = as.numeric(duration_trimmed))
# Glimpse at bike_share_rides
glimpse(bike_share_rides)## Rows: 35,229
## Columns: 13
## $ ride_id <int> 52797, 54540, 87695, 45619, 70832, 96135, 29928, 8…
## $ date <chr> "2017-04-15", "2017-04-19", "2017-04-14", "2017-04…
## $ duration <chr> "1316.15 minutes", "8.13 minutes", "24.85 minutes"…
## $ station_A_id <dbl> 67, 21, 16, 58, 16, 6, 5, 16, 5, 81, 30, 16, 16, 6…
## $ station_A_name <chr> "San Francisco Caltrain Station 2 (Townsend St at…
## $ station_B_id <dbl> 89, 64, 355, 368, 81, 66, 350, 91, 62, 81, 109, 10…
## $ station_B_name <chr> "Division St at Potrero Ave", "5th St at Brannan S…
## $ bike_id <dbl> 1974, 860, 2263, 1417, 507, 75, 388, 239, 1449, 32…
## $ user_gender <chr> "Male", "Male", "Male", "Male", "Male", "Male", "M…
## $ user_birth_year <dbl> 1972, 1986, 1993, 1981, 1981, 1988, 1993, 1996, 19…
## $ user_birth_year_fct <fct> 1972, 1986, 1993, 1981, 1981, 1988, 1993, 1996, 19…
## $ duration_trimmed <chr> "1316.15 ", "8.13 ", "24.85 ", "6.35 ", "9.8 ", "1…
## $ duration_mins <dbl> 1316.15, 8.13, 24.85, 6.35, 9.80, 17.47, 16.52, 14…# Assert duration_mins is numeric
assert_is_numeric(bike_share_rides$duration_mins)
# Calculate mean duration
mean(bike_share_rides$duration_mins)## [1] 13.062141.3 Range constraints
Values that are out of range can throw off an analysis, so it’s important to catch them early on. In this exercise, you’ll be examining the duration_min column more closely. Bikes are not allowed to be kept out for more than 24 hours, or 1440 minutes at a time, but issues with some of the bikes caused inaccurate recording of the time they were returned.
# Create breaks
# Create breaks
breaks <- c(min(bike_share_rides$duration_mins), 0, 1440, max(bike_share_rides$duration_mins))
# Create a histogram of duration_min
ggplot(bike_share_rides, aes(duration_mins)) +
geom_histogram(breaks = breaks)
# duration_min_const: replace vals of duration_min > 1440 with 1440
bike_share_rides <- bike_share_rides %>%
mutate(duration_min_const = replace(duration_mins, duration_mins > 1440, 1440))
# Make sure all values of duration_min_const are between 0 and 1440
assert_all_are_in_closed_range(bike_share_rides$duration_min_const, lower = 0, upper = 1440)1.4 Back to the future
Something has gone wrong and it looks like you have data with dates from the future, which is way outside of the date range you expected to be working with. To fix this, you’ll need to remove any rides from the dataset that have a date in the future. Before you can do this, the date column needs to be converted from a character to a Date. Having these as Date objects will make it much easier to figure out which rides are from the future, since R makes it easy to check if one Date object is before (<) or after (>) another.
library(lubridate)
# Convert date to Date type
bike_share_rides <- bike_share_rides %>%
mutate(date = as.Date(bike_share_rides$date))
# Make sure all dates are in the past
assert_all_are_in_past(bike_share_rides$date)## Warning: Coercing bike_share_rides$date to class 'POSIXct'.# Filter for rides that occurred before or on today's date
bike_share_rides_past <- bike_share_rides %>%
filter(date <= today())
# Make sure all dates from bike_share_rides_past are in the past
assert_all_are_in_past(bike_share_rides_past$date)## Warning: Coercing bike_share_rides_past$date to class 'POSIXct'.1.5 Uniqueness constraints
When multiple rows of a data frame share the same values for all columns, they’re full duplicates of each other. Removing duplicates like this is important, since having the same value repeated multiple times can alter summary statistics like the mean and median. Each ride, including its ride_id should be unique.
# Count the number of full duplicates
sum(duplicated(bike_share_rides))## [1] 0# Remove duplicates
bike_share_rides_unique <- distinct(bike_share_rides)
# Count the full duplicates in bike_share_rides_unique
sum(duplicated(bike_share_rides_unique))## [1] 01.6 Removing partial duplicates
Now that you’ve identified and removed the full duplicates, it’s time to check for partial duplicates. Partial duplicates are a bit tricker to deal with than full duplicates. In this exercise, you’ll first identify any partial duplicates and then practice the most common technique to deal with them, which involves dropping all partial duplicates, keeping only the first.
# Find duplicated ride_ids
bike_share_rides %>%
count(ride_id) %>%
filter(n > 1)## # A tibble: 0 × 2
## # … with 2 variables: ride_id <int>, n <int># Remove full and partial duplicates
bike_share_rides_unique <- bike_share_rides %>%
# Only based on ride_id instead of all cols
distinct(ride_id, .keep_all = TRUE)
# Find duplicated ride_ids in bike_share_rides_unique
bike_share_rides_unique %>%
# Count the number of occurrences of each ride_id
count(ride_id) %>%
# Filter for rows with a count > 1
filter(n > 1)## # A tibble: 0 × 2
## # … with 2 variables: ride_id <int>, n <int>1.7 Aggregating partial duplicates
Another way of handling partial duplicates is to compute a summary statistic of the values that differ between partial duplicates, such as mean, median, maximum, or minimum. This can come in handy when you’re not sure how your data was collected and want an average, or if based on domain knowledge, you’d rather have too high of an estimate than too low of an estimate (or vice versa).
bike_share_rides %>%
# Group by ride_id and date
group_by(ride_id, date) %>%
# Add duration_min_avg column
mutate(duration_min_avg = mean(duration_mins)) %>%
# Remove duplicates based on ride_id and date, keep all cols
distinct(ride_id, date, .keep_all = TRUE) %>%
# Remove duration_min column
select(-duration_mins)## # A tibble: 35,229 × 14
## # Groups: ride_id, date [35,229]
## ride_id date duration station_A_id station_A_name station_B_id
## <int> <date> <chr> <dbl> <chr> <dbl>
## 1 52797 2017-04-15 1316.15 minutes 67 San Francisco C… 89
## 2 54540 2017-04-19 8.13 minutes 21 Montgomery St B… 64
## 3 87695 2017-04-14 24.85 minutes 16 Steuart St at M… 355
## 4 45619 2017-04-03 6.35 minutes 58 Market St at 10… 368
## 5 70832 2017-04-10 9.8 minutes 16 Steuart St at M… 81
## 6 96135 2017-04-18 17.47 minutes 6 The Embarcadero… 66
## 7 29928 2017-04-22 16.52 minutes 5 Powell St BART … 350
## 8 83331 2017-04-11 14.72 minutes 16 Steuart St at M… 91
## 9 72424 2017-04-05 4.12 minutes 5 Powell St BART … 62
## 10 25910 2017-04-20 25.77 minutes 81 Berry St at 4th… 81
## # … with 35,219 more rows, and 8 more variables: station_B_name <chr>,
## # bike_id <dbl>, user_gender <chr>, user_birth_year <dbl>,
## # user_birth_year_fct <fct>, duration_trimmed <chr>,
## # duration_min_const <dbl>, duration_min_avg <dbl>2. Categorical and Text Data
In this chapter, you’ll learn how to fix whitespace and capitalization inconsistencies in category labels, collapse multiple categories into one, and reformat strings for consistency.
2.1 Not a member
Now that you’ve practiced identifying membership constraint problems, it’s time to fix these problems in a new dataset. Throughout this chapter, you’ll be working with a dataset called sfo_survey, containing survey responses from passengers taking flights from San Francisco International Airport (SFO). Participants were asked questions about the airport’s cleanliness, wait times, safety, and their overall satisfaction.
dest_size <- c("Small", "Medium", "Large", "Hub")
passengers_per_day <- c("0-20K", "20K-70K", "70K-100K", "100K+")
dest_sizes <- data.frame(cbind(dest_size, passengers_per_day))
dest_sizes$passengers_per_day <- as.factor(dest_sizes$passengers_per_day)
# Count the number of occurrences of dest_size
sfo_survey %>%
count(dest_size)## dest_size n
## 1 Small 1
## 2 Hub 1
## 3 Hub 1756
## 4 Large 143
## 5 Large 1
## 6 Medium 682
## 7 Small 225# Find bad dest_size rows
sfo_survey %>%
# Join with dest_sizes data frame to get bad dest_size rows
anti_join(dest_sizes) %>%
# Select id, airline, destination, and dest_size cols
select(id, airline, destination, dest_size)## Joining, by = "dest_size"## id airline destination dest_size
## 1 982 LUFTHANSA MUNICH Hub
## 2 2063 AMERICAN PHILADELPHIA Large
## 3 777 UNITED INTL SAN JOSE DEL CABO Small# Remove bad dest_size rows
sfo_survey %>%
# Join with dest_sizes
semi_join(dest_sizes) %>%
# Count the number of each dest_size
count(dest_size)## Joining, by = "dest_size"## dest_size n
## 1 Hub 1756
## 2 Large 143
## 3 Medium 682
## 4 Small 2252.2 Identifying inconsistency
In the video exercise, you learned about different kinds of inconsistencies that can occur within categories, making it look like a variable has more categories than it should.
In this exercise, you’ll continue working with the sfo_survey dataset. You’ll examine the dest_size column again as well as the cleanliness column and determine what kind of issues, if any, these two categorical variables face.
# Count dest_size
sfo_survey %>%
count(dest_size)## dest_size n
## 1 Small 1
## 2 Hub 1
## 3 Hub 1756
## 4 Large 143
## 5 Large 1
## 6 Medium 682
## 7 Small 225# Count cleanliness
sfo_survey %>%
count(cleanliness)## cleanliness n
## 1 Average 433
## 2 Clean 970
## 3 Dirty 2
## 4 Somewhat clean 1254
## 5 Somewhat dirty 30
## 6 <NA> 1202.3 Correcting inconsistency
Now that you’ve identified that dest_size has whitespace inconsistencies and cleanliness has capitalization inconsistencies, you’ll use the new tools at your disposal to fix the inconsistent values in sfo_survey instead of removing the data points entirely, which could add bias to your dataset if more than 5% of the data points need to be dropped.
# Add new columns to sfo_survey
sfo_survey <- sfo_survey %>%
# dest_size_trimmed: dest_size without whitespace
mutate(dest_size_trimmed = str_trim(dest_size),
# cleanliness_lower: cleanliness converted to lowercase
cleanliness_lower = tolower(cleanliness))
# Count values of dest_size_trimmed
sfo_survey %>%
count(dest_size_trimmed)## dest_size_trimmed n
## 1 Hub 1757
## 2 Large 144
## 3 Medium 682
## 4 Small 226# Count values of cleanliness_lower
sfo_survey %>%
count(cleanliness_lower)## cleanliness_lower n
## 1 average 433
## 2 clean 970
## 3 dirty 2
## 4 somewhat clean 1254
## 5 somewhat dirty 30
## 6 <NA> 1202.4 Collapsing categories
One of the tablets that participants filled out the sfo_survey on was not properly configured, allowing the response for dest_region to be free text instead of a dropdown menu. This resulted in some inconsistencies in the dest_region variable that you’ll need to correct in this exercise to ensure that the numbers you report to your boss are as accurate as possible.
# Count categories of dest_region
sfo_survey %>%
count(dest_region)## dest_region n
## 1 Asia 260
## 2 Australia/New Zealand 66
## 3 Canada/Mexico 220
## 4 Central/South America 29
## 5 East US 498
## 6 Europe 401
## 7 Middle East 79
## 8 Midwest US 281
## 9 West US 975# Categories to map to Europe
europe_categories <- c("EU", "eur", "Europ")
# Add a new col dest_region_collapsed
sfo_survey %>%
# Map all categories in europe_categories to Europe
mutate(dest_region_collapsed = fct_collapse(dest_region,
Europe = europe_categories)) %>%
# Count categories of dest_region_collapsed
count(dest_region_collapsed)## Warning: Unknown levels in `f`: EU, eur, Europ## dest_region_collapsed n
## 1 Asia 260
## 2 Australia/New Zealand 66
## 3 Canada/Mexico 220
## 4 Central/South America 29
## 5 East US 498
## 6 Europe 401
## 7 Middle East 79
## 8 Midwest US 281
## 9 West US 9752.5 Cleaning text data
You’ve recently received some news that the customer support team wants to ask the SFO survey participants some follow-up questions. However, the auto-dialer that the call center uses isn’t able to parse all of the phone numbers since they’re all in different formats. After some investigation, you found that some phone numbers are written with hyphens (-) and some are written with parentheses ((,)). In this exercise, you’ll figure out which phone numbers have these issues so that you know which ones need fixing.
customer_accounts <- readRDS("fodors.rds")
# Filter for rows with "-" in the phone column
customer_accounts %>%
filter(str_detect(phone, "-"))## id name
## 1 0 arnie morton's of chicago
## 2 1 art's delicatessen
## 3 2 hotel bel-air
## 4 3 cafe bizou
## 5 4 campanile
## 6 5 chinois on main
## 7 6 citrus
## 8 7 fenix
## 9 8 granita
## 10 9 grill on the alley
## 11 10 restaurant katsu
## 12 11 l ` orangerie
## 13 12 le chardonnay
## 14 13 locanda veneta
## 15 14 matsuhisa
## 16 15 the palm
## 17 16 patina
## 18 17 philippe's the original
## 19 18 pinot bistro
## 20 19 rex il ristorante
## 21 20 spago
## 22 21 valentino
## 23 22 yujean kang's gourmet chinese cuisine
## 24 23 '21 club
## 25 24 aquavit
## 26 25 aureole
## 27 26 cafe lalo
## 28 27 cafe des artistes
## 29 28 carmine's
## 30 29 carnegie deli
## 31 30 chanterelle
## 32 31 daniel
## 33 32 dawat
## 34 33 felidia
## 35 34 four seasons grill room
## 36 35 gotham bar & grill
## 37 36 gramercy tavern
## 38 37 island spice
## 39 38 jo jo
## 40 39 la caravelle
## 41 40 la cote basque
## 42 41 le bernardin
## 43 42 les celebrites
## 44 43 lespinasse
## 45 44 lutece
## 46 45 manhattan ocean club
## 47 46 march
## 48 47 mesa grill
## 49 48 mi cocina
## 50 49 montrachet
## 51 50 oceana
## 52 51 park avenue cafe
## 53 52 petrossian
## 54 53 picholine
## 55 54 pisces
## 56 55 rainbow room
## 57 56 river cafe
## 58 57 san domenico
## 59 58 second avenue deli
## 60 59 seryna
## 61 60 shun lee west
## 62 61 sign of the dove
## 63 62 smith & wollensky
## 64 63 tavern on the green
## 65 64 uncle nick's
## 66 65 union square cafe
## 67 66 virgil's
## 68 67 chin's
## 69 68 coyote cafe
## 70 69 le montrachet
## 71 70 palace court
## 72 71 second street grille
## 73 72 steak house
## 74 73 tillerman
## 75 74 abruzzi
## 76 75 bacchanalia
## 77 76 bone's
## 78 77 brasserie le coze
## 79 78 buckhead diner
## 80 79 ciboulette
## 81 80 delectables
## 82 81 georgia grille
## 83 82 hedgerose heights inn
## 84 83 heera of india
## 85 84 indigo coastal grill
## 86 85 la grotta
## 87 86 mary mac's tea room
## 88 87 nikolai's roof
## 89 88 pano's and paul 's
## 90 89 cafe ritz-carlton buckhead
## 91 90 dining room ritz-carlton buckhead
## 92 91 restaurant ritz-carlton atlanta
## 93 92 toulouse
## 94 93 veni vidi vici
## 95 94 alain rondelli
## 96 95 aqua
## 97 96 boulevard
## 98 97 cafe claude
## 99 98 campton place
## 100 99 chez michel
## 101 100 fleur de lys
## 102 101 fringale
## 103 102 hawthorne lane
## 104 103 khan toke thai house
## 105 104 la folie
## 106 105 lulu
## 107 106 masa's
## 108 107 mifune japan center kintetsu building
## 109 108 plumpjack cafe
## 110 109 postrio
## 111 110 ritz-carlton restaurant and dining room
## 112 111 rose pistola
## 113 112 bolo
## 114 113 il nido
## 115 114 remi
## 116 115 adriano's ristorante
## 117 116 barney greengrass
## 118 117 beaurivage
## 119 118 bistro garden
## 120 119 border grill
## 121 120 broadway deli
## 122 121 ca ` brea
## 123 122 ca ` del sol
## 124 123 cafe pinot
## 125 124 california pizza kitchen
## 126 125 canter's
## 127 126 cava
## 128 127 cha cha cha
## 129 128 chan dara
## 130 129 clearwater cafe
## 131 130 dining room
## 132 131 dive !
## 133 132 drago
## 134 133 drai's
## 135 134 dynasty room
## 136 135 eclipse
## 137 136 ed debevic's
## 138 137 el cholo
## 139 138 gilliland's
## 140 139 gladstone's
## 141 140 hard rock cafe
## 142 141 harry's bar & american grill
## 143 142 il fornaio cucina italiana
## 144 143 jack sprat's grill
## 145 144 jackson's farm
## 146 145 jimmy's
## 147 146 joss
## 148 147 le colonial
## 149 148 le dome
## 150 149 louise's trattoria
## 151 150 mon kee seafood restaurant
## 152 151 morton's
## 153 152 nate ` n' al 's
## 154 153 nicola
## 155 154 ocean avenue
## 156 155 orleans
## 157 156 pacific dining car
## 158 157 paty's
## 159 158 pinot hollywood
## 160 159 posto
## 161 160 prego
## 162 161 rj's the rib joint
## 163 162 remi
## 164 163 restaurant horikawa
## 165 164 roscoe's house of chicken ` n ' waffles
## 166 165 schatzi on main
## 167 166 sofi
## 168 167 swingers
## 169 168 tavola calda
## 170 169 the mandarin
## 171 170 tommy tang's
## 172 171 tra di noi
## 173 172 trader vic's
## 174 173 vida
## 175 174 west beach cafe
## 176 175 '20 mott
## 177 176 ' 9 jones street
## 178 177 adrienne
## 179 178 agrotikon
## 180 179 aja
## 181 180 alamo
## 182 181 alley's end
## 183 182 ambassador grill
## 184 183 american place
## 185 184 anche vivolo
## 186 185 arizona
## 187 186 arturo's
## 188 187 au mandarin
## 189 188 bar anise
## 190 189 barbetta
## 191 190 ben benson's
## 192 191 big cup
## 193 192 billy's
## 194 193 boca chica
## 195 194 boonthai
## 196 195 bouterin
## 197 196 brothers bar-b-q
## 198 197 bruno
## 199 198 bryant park grill roof restaurant and bp cafe
## 200 199 c3
## 201 200 ct
## 202 201 cafe bianco
## 203 202 cafe botanica
## 204 203 cafe la fortuna
## 205 204 cafe luxembourg
## 206 205 cafe pierre
## 207 206 cafe centro
## 208 207 cafe fes
## 209 208 caffe dante
## 210 209 caffe dell ` artista
## 211 210 caffe lure
## 212 211 caffe reggio
## 213 212 caffe roma
## 214 213 caffe vivaldi
## 215 214 caffe bondi ristorante
## 216 215 capsouto freres
## 217 216 captain's table
## 218 217 casa la femme
## 219 218 cendrillon asian grill & marimba bar
## 220 219 chez jacqueline
## 221 220 chiam
## 222 221 china grill
## 223 222 cite
## 224 223 coco pazzo
## 225 224 columbus bakery
## 226 225 corrado cafe
## 227 226 cupcake cafe
## 228 227 da nico
## 229 228 dean & deluca
## 230 229 diva
## 231 230 dix et sept
## 232 231 docks
## 233 232 duane park cafe
## 234 233 el teddy's
## 235 234 'em ily's
## 236 235 'em pire korea
## 237 236 ernie's
## 238 237 evergreen cafe
## 239 238 f. ille ponte ristorante
## 240 239 felix
## 241 240 ferrier
## 242 241 fifty seven fifty seven
## 243 242 film center cafe
## 244 243 fiorello's roman cafe
## 245 244 firehouse
## 246 245 first
## 247 246 fishin eddie
## 248 247 fleur de jour
## 249 248 flowers
## 250 249 follonico
## 251 250 fraunces tavern
## 252 251 french roast
## 253 252 french roast cafe
## 254 253 frico bar
## 255 254 fujiyama mama
## 256 255 gabriela's
## 257 256 gallagher's
## 258 257 gianni's
## 259 258 girafe
## 260 259 global
## 261 260 golden unicorn
## 262 261 grand ticino
## 263 262 halcyon
## 264 263 hard rock cafe
## 265 264 hi-life restaurant and lounge
## 266 265 home
## 267 266 hudson river club
## 268 267 ' i trulli
## 269 268 il cortile
## 270 269 inca grill
## 271 270 indochine
## 272 271 internet cafe
## 273 272 ipanema
## 274 273 jean lafitte
## 275 274 jewel of india
## 276 275 jimmy sung's
## 277 276 joe allen
## 278 277 judson grill
## 279 278 l ` absinthe
## 280 279 l ` auberge
## 281 280 l ` auberge du midi
## 282 281 l ` udo
## 283 282 la reserve
## 284 283 lanza restaurant
## 285 284 lattanzi ristorante
## 286 285 layla
## 287 286 le chantilly
## 288 287 le colonial
## 289 288 le gamin
## 290 289 le jardin
## 291 290 le madri
## 292 291 le marais
## 293 292 le perigord
## 294 293 le select
## 295 294 les halles
## 296 295 lincoln tavern
## 297 296 lola
## 298 297 lucky strike
## 299 298 mad fish
## 300 299 main street
## 301 300 mangia e bevi
## 302 301 manhattan cafe
## 303 302 manila garden
## 304 303 marichu
## 305 304 marquet patisserie
## 306 305 match
## 307 306 matthew's
## 308 307 mavalli palace
## 309 308 milan cafe and coffee bar
## 310 309 monkey bar
## 311 310 montien
## 312 311 morton's
## 313 312 motown cafe
## 314 313 new york kom tang soot bul house
## 315 314 new york noodletown
## 316 315 newsbar
## 317 316 odeon
## 318 317 orso
## 319 318 osteria al droge
## 320 319 otabe
## 321 320 pacifica
## 322 321 palio
## 323 322 pamir
## 324 323 parioli romanissimo
## 325 324 patria
## 326 325 peacock alley
## 327 326 pen & pencil
## 328 327 penang soho
## 329 328 persepolis
## 330 329 planet hollywood
## 331 330 pomaire
## 332 331 popover cafe
## 333 332 post house
## 334 333 rain
## 335 334 red tulip
## 336 335 republic
## 337 336 roettelle a. g
## 338 337 rosa mexicano
## 339 338 ruth's chris
## 340 339 s.p.q.r
## 341 340 sal anthony's
## 342 341 sammy's roumanian steak house
## 343 342 san pietro
## 344 343 sant ambroeus
## 345 344 sarabeth's kitchen
## 346 345 sea grill
## 347 346 serendipity
## 348 347 seventh regiment mess and bar
## 349 348 sfuzzi
## 350 349 shaan
## 351 350 sofia fabulous pizza
## 352 351 spring street natural restaurant & bar
## 353 352 stage deli
## 354 353 stingray
## 355 354 sweet ` n ` tart cafe
## 356 355 ' t salon
## 357 356 tang pavillion
## 358 357 tapika
## 359 358 teresa's
## 360 359 terrace
## 361 360 the coffee pot
## 362 361 the savannah club
## 363 362 trattoria dell ` arte
## 364 363 triangolo
## 365 364 tribeca grill
## 366 365 trois jean
## 367 366 tse yang
## 368 367 turkish kitchen
## 369 368 two two two
## 370 369 veniero's pasticceria
## 371 370 verbena
## 372 371 victor's cafe
## 373 372 vince & eddie's
## 374 373 vong
## 375 374 water club
## 376 375 west
## 377 376 xunta
## 378 377 zen palate
## 379 378 zoe
## 380 379 abbey
## 381 380 aleck's barbecue heaven
## 382 381 annie's thai castle
## 383 382 anthonys
## 384 383 atlanta fish market
## 385 384 beesley's of buckhead
## 386 385 bertolini's
## 387 386 bistango
## 388 387 cafe renaissance
## 389 388 camille's
## 390 389 cassis
## 391 390 city grill
## 392 391 coco loco
## 393 392 colonnade restaurant
## 394 393 dante's down the hatch buckhead
## 395 394 dante's down the hatch
## 396 395 fat matt's rib shack
## 397 396 french quarter food shop
## 398 397 holt bros. bar-b-q
## 399 398 horseradish grill
## 400 399 hsu's gourmet
## 401 400 imperial fez
## 402 401 kamogawa
## 403 402 la grotta at ravinia dunwoody rd.
## 404 403 little szechuan
## 405 404 lowcountry barbecue
## 406 405 luna si
## 407 406 mambo restaurante cubano
## 408 407 mckinnon's louisiane
## 409 408 mi spia dunwoody rd.
## 410 409 nickiemoto's : a sushi bar
## 411 410 palisades
## 412 411 pleasant peasant
## 413 412 pricci
## 414 413 r.j.'s uptown kitchen & wine bar
## 415 414 rib ranch
## 416 415 sa tsu ki
## 417 416 sato sushi and thai
## 418 417 south city kitchen
## 419 418 south of france
## 420 419 stringer's fish camp and oyster bar
## 421 420 sundown cafe
## 422 421 taste of new orleans
## 423 422 tomtom
## 424 423 antonio's
## 425 424 bally's big kitchen
## 426 425 bamboo garden
## 427 426 battista's hole in the wall
## 428 427 bertolini's
## 429 428 binion's coffee shop
## 430 429 bistro
## 431 430 broiler
## 432 431 bugsy's diner
## 433 432 cafe michelle
## 434 433 cafe roma
## 435 434 capozzoli's
## 436 435 carnival world
## 437 436 center stage plaza hotel
## 438 437 circus circus
## 439 438 'em press court
## 440 439 feast
## 441 440 golden nugget hotel
## 442 441 golden steer
## 443 442 lillie langtry's
## 444 443 mandarin court
## 445 444 margarita's mexican cantina
## 446 445 mary's diner
## 447 446 mikado
## 448 447 pamplemousse
## 449 448 ralph's diner
## 450 449 the bacchanal
## 451 450 venetian
## 452 451 viva mercado's
## 453 452 yolie's
## 454 453 2223
## 455 454 acquarello
## 456 455 bardelli's
## 457 456 betelnut
## 458 457 bistro roti
## 459 458 bix
## 460 459 bizou
## 461 460 buca giovanni
## 462 461 cafe adriano
## 463 462 cafe marimba
## 464 463 california culinary academy
## 465 464 capp's corner
## 466 465 carta
## 467 466 chevys
## 468 467 cypress club
## 469 468 des alpes
## 470 469 faz
## 471 470 fog city diner
## 472 471 garden court
## 473 472 gaylord's
## 474 473 grand cafe hotel monaco
## 475 474 greens
## 476 475 harbor village
## 477 476 harris'
## 478 477 harry denton's
## 479 478 hayes street grill
## 480 479 helmand
## 481 480 hong kong flower lounge
## 482 481 hong kong villa
## 483 482 hyde street bistro
## 484 483 il fornaio levi's plaza
## 485 484 izzy's steak & chop house
## 486 485 jack's
## 487 486 kabuto sushi
## 488 487 katia's
## 489 488 kuleto's
## 490 489 kyo-ya . sheraton palace hotel
## 491 490 l ` osteria del forno
## 492 491 le central
## 493 492 le soleil
## 494 493 macarthur park
## 495 494 manora
## 496 495 maykadeh
## 497 496 mccormick & kuleto's
## 498 497 millennium
## 499 498 moose's
## 500 499 north india
## 501 500 one market
## 502 501 oritalia
## 503 502 pacific pan pacific hotel
## 504 503 palio d ` asti
## 505 504 pane e vino
## 506 505 pastis
## 507 506 perry's
## 508 507 r & g lounge
## 509 508 rubicon
## 510 509 rumpus
## 511 510 sanppo
## 512 511 scala's bistro
## 513 512 south park cafe
## 514 513 splendido embarcadero
## 515 514 stars
## 516 515 stars cafe
## 517 516 stoyanof's cafe
## 518 517 straits cafe
## 519 518 suppenkuche
## 520 519 tadich grill
## 521 520 the heights
## 522 521 thepin
## 523 522 ton kiang
## 524 523 vertigo
## 525 524 vivande porta via
## 526 525 vivande ristorante
## 527 526 world wrapps
## 528 527 wu kong
## 529 528 yank sing
## 530 529 yaya cuisine
## 531 530 yoyo tsumami bistro
## 532 531 zarzuela
## 533 532 zuni cafe & grill
## addr city
## 1 435 s. la cienega blv . los angeles
## 2 12224 ventura blvd. los angeles
## 3 701 stone canyon rd. los angeles
## 4 14016 ventura blvd. los angeles
## 5 624 s. la brea ave. los angeles
## 6 2709 main st. los angeles
## 7 6703 melrose ave. los angeles
## 8 8358 sunset blvd. west los angeles
## 9 23725 w. malibu rd. los angeles
## 10 9560 dayton way los angeles
## 11 1972 n. hillhurst ave. los angeles
## 12 903 n. la cienega blvd. los angeles
## 13 8284 melrose ave. los angeles
## 14 3rd st. los angeles
## 15 129 n. la cienega blvd. los angeles
## 16 9001 santa monica blvd. los angeles
## 17 5955 melrose ave. los angeles
## 18 1001 n. alameda st. los angeles
## 19 12969 ventura blvd. los angeles
## 20 617 s. olive st. los angeles
## 21 1114 horn ave. los angeles
## 22 3115 pico blvd. los angeles
## 23 67 n. raymond ave. los angeles
## 24 21 w. 52nd st. new york
## 25 13 w. 54th st. new york
## 26 34 e. 61st st. new york
## 27 201 w. 83rd st. new york
## 28 1 w. 67th st. new york
## 29 2450 broadway between 90th and 91st sts . new york
## 30 854 7th ave. between 54th and 55th sts . new york
## 31 2 harrison st. near hudson st. new york
## 32 20 e. 76th st. new york
## 33 210 e. 58th st. new york
## 34 243 e. 58th st. new york
## 35 99 e. 52nd st. new york
## 36 12 e. 12th st. new york
## 37 42 e. 20th st. between park ave. s and broadway new york
## 38 402 w. 44th st. new york
## 39 160 e. 64th st. new york
## 40 33 w. 55th st. new york
## 41 60 w. 55th st. between 5th and 6th ave. new york
## 42 155 w. 51st st. new york
## 43 160 central park s new york
## 44 2 e. 55th st. new york
## 45 249 e. 50th st. new york
## 46 57 w. 58th st. new york
## 47 405 e. 58th st. new york
## 48 102 5th ave. between 15th and 16th sts . new york
## 49 57 jane st. off hudson st. new york
## 50 239 w. broadway between walker and white sts . new york
## 51 55 e. 54th st. new york
## 52 100 e. 63rd st. new york
## 53 182 w. 58th st. new york
## 54 35 w. 64th st. new york
## 55 95 ave. a at 6th st. new york
## 56 30 rockefeller plaza new york
## 57 1 water st. at the east river new york
## 58 240 central park s new york
## 59 156 2nd ave. at 10th st. new york
## 60 11 e. 53rd st. new york
## 61 43 w. 65th st. new york
## 62 1110 3rd ave. at 65th st. new york
## 63 201 e. 49th st. new york
## 64 ` in central park at 67th st. new york
## 65 747 9th ave. between 50th and 51st sts . new york
## 66 21 e. 16th st. new york
## 67 152 w. 44th st. new york
## 68 3200 las vegas blvd. s las vegas
## 69 3799 las vegas blvd. s las vegas
## 70 3000 w. paradise rd. las vegas
## 71 3570 las vegas blvd. s las vegas
## 72 200 e. fremont st. las vegas
## 73 2880 las vegas blvd. s las vegas
## 74 2245 e. flamingo rd. las vegas
## 75 2355 peachtree rd. . peachtree battle shopping center atlanta
## 76 3125 piedmont rd. . near peachtree rd. atlanta
## 77 3130 piedmont road atlanta
## 78 3393 peachtree rd. . lenox square mall near neiman marcus atlanta
## 79 3073 piedmont road atlanta
## 80 1529 piedmont ave. atlanta
## 81 1 margaret mitchell sq. atlanta
## 82 2290 peachtree rd. . peachtree square shopping center atlanta
## 83 490 e. paces ferry rd. atlanta
## 84 595 piedmont ave. rio shopping mall atlanta
## 85 1397 n. highland ave. atlanta
## 86 2637 peachtree rd. . peachtree house condominium atlanta
## 87 224 ponce de leon ave. atlanta
## 88 255 courtland st. at harris st. atlanta
## 89 1232 w. paces ferry rd. atlanta
## 90 3434 peachtree rd. atlanta
## 91 3434 peachtree rd. atlanta
## 92 181 peachtree st. atlanta
## 93 b peachtree rd. atlanta
## 94 41 14th st. atlanta
## 95 126 clement st. san francisco
## 96 252 california st. san francisco
## 97 1 mission st. san francisco
## 98 7 claude la . san francisco
## 99 340 stockton st. san francisco
## 100 804 northpoint san francisco
## 101 777 sutter st. san francisco
## 102 570 4th st. san francisco
## 103 22 hawthorne st. san francisco
## 104 5937 geary blvd. san francisco
## 105 2316 polk st. san francisco
## 106 816 folsom st. san francisco
## 107 648 bush st. san francisco
## 108 1737 post st. san francisco
## 109 3201 fillmore st. san francisco
## 110 545 post st. san francisco
## 111 600 stockton st. san francisco
## 112 532 columbus ave. san francisco
## 113 23 e. 22nd st. new york
## 114 251 e. 53rd st. new york
## 115 145 w. 53rd st. new york
## 116 2930 beverly glen circle los angeles
## 117 9570 wilshire blvd. los angeles
## 118 26025 pacific coast hwy . los angeles
## 119 176 n. canon dr. los angeles
## 120 4th st. los angeles
## 121 3rd st. promenade los angeles
## 122 346 s. la brea ave. los angeles
## 123 4100 cahuenga blvd. los angeles
## 124 700 w. fifth st. los angeles
## 125 207 s. beverly dr. los angeles
## 126 419 n. fairfax ave. los angeles
## 127 3rd st. los angeles
## 128 656 n. virgil ave. los angeles
## 129 310 n. larchmont blvd. los angeles
## 130 168 w. colorado blvd. los angeles
## 131 9500 wilshire blvd. los angeles
## 132 10250 santa monica blvd. los angeles
## 133 2628 wilshire blvd. los angeles
## 134 730 n. la cienega blvd. los angeles
## 135 930 hilgard ave. los angeles
## 136 8800 melrose ave. los angeles
## 137 134 n. la cienega los angeles
## 138 1121 s. western ave. los angeles
## 139 2424 main st. los angeles
## 140 4 fish 17300 pacific coast hwy . at sunset blvd. los angeles
## 141 8600 beverly blvd. los angeles
## 142 2020 ave. of the stars los angeles
## 143 301 n. beverly dr. los angeles
## 144 10668 w. pico blvd. los angeles
## 145 439 n. beverly drive los angeles
## 146 201 moreno dr. los angeles
## 147 9255 sunset blvd. los angeles
## 148 8783 beverly blvd. los angeles
## 149 8720 sunset blvd. los angeles
## 150 4500 los feliz blvd. los angeles
## 151 679 n. spring st. los angeles
## 152 8764 melrose ave. los angeles
## 153 414 n. beverly dr. los angeles
## 154 601 s. figueroa st. los angeles
## 155 1401 ocean ave. los angeles
## 156 11705 national blvd. los angeles
## 157 6th st. los angeles
## 158 10001 riverside dr. los angeles
## 159 1448 n. gower st. los angeles
## 160 14928 ventura blvd. los angeles
## 161 362 n. camden dr. los angeles
## 162 252 n. beverly dr. los angeles
## 163 3rd st. promenade los angeles
## 164 111 s. san pedro st. los angeles
## 165 1514 n. gower st. los angeles
## 166 3110 main st. los angeles
## 167 3rd st. los angeles
## 168 8020 beverly blvd. los angeles
## 169 7371 melrose ave. los angeles
## 170 430 n. camden dr. los angeles
## 171 7313 melrose ave. los angeles
## 172 3835 cross creek rd. los angeles
## 173 9876 wilshire blvd. los angeles
## 174 1930 north hillhurst ave. los angeles
## 175 60 n. venice blvd. los angeles
## 176 20 mott st. between bowery and pell st. new york
## 177 9 jones st. new york
## 178 700 5th ave. at 55th st. new york
## 179 322 e. 14 st. between 1st and 2nd aves . new york
## 180 937 broadway at 22nd st. new york
## 181 304 e. 48th st. new york
## 182 311 w. 17th st. new york
## 183 1 united nations plaza at 44th st. new york
## 184 2 park ave. at 32nd st. new york
## 185 222 e. 58th st. between 2nd and 3rd aves . new york
## 186 206 206 e. 60th st. new york
## 187 106 w. houston st. off thompson st. new york
## 188 200-250 vesey st. world financial center new york
## 189 1022 3rd ave. between 60th and 61st sts . new york
## 190 321 w. 46th st. new york
## 191 123 w. 52nd st. new york
## 192 228 8th ave. between 21st and 22nd sts . new york
## 193 948 1st ave. between 52nd and 53rd sts . new york
## 194 13 1st ave. near 1st st. new york
## 195 1393a 2nd ave. between 72nd and 73rd sts . new york
## 196 420 e. 59th st. off 1st ave. new york
## 197 225 varick st. at clarkston st. new york
## 198 240 e. 58th st. new york
## 199 25 w. 40th st. between 5th and 6th aves . new york
## 200 103 waverly pl . near washington sq. new york
## 201 111 e. 22nd st. between park ave. s and lexington ave. new york
## 202 1486 2nd ave. between 77th and 78th sts . new york
## 203 160 central park s new york
## 204 69 w. 71st st. new york
## 205 200 w. 70th st. new york
## 206 2 e. 61st st. new york
## 207 200 park ave. between 45th st. and vanderbilt ave. new york
## 208 246 w. 4th st. at charles st. new york
## 209 81 macdougal st. between houston and bleeker sts . new york
## 210 46 greenwich ave. new york
## 211 169 sullivan st. between houston and bleecker sts . new york
## 212 119 macdougal st. between 3rd and bleecker sts . new york
## 213 385 broome st. at mulberry new york
## 214 32 jones st. at bleecker st. new york
## 215 7 w. 20th st. new york
## 216 451 washington st. near watts st. new york
## 217 860 2nd ave. at 46th st. new york
## 218 150 wooster st. between houston and prince sts . new york
## 219 45 mercer st. between broome and grand sts . new york
## 220 72 macdougal st. between w. houston and bleecker sts . new york
## 221 160 e. 48th st. new york
## 222 60 w. 53rd st. new york
## 223 120 w. 51st st. new york
## 224 23 e. 74th st. new york
## 225 53rd sts . new york
## 226 1013 3rd ave. between 60th and 61st sts . new york
## 227 522 9th ave. at 39th st. new york
## 228 164 mulberry st. between grand and broome sts . new york
## 229 121 prince st. new york
## 230 341 w. broadway near grand st. new york
## 231 181 w. 10th st. new york
## 232 633 3rd ave. at 40th st. new york
## 233 157 duane st. between w. broadway and hudson st. new york
## 234 219 w. broadway between franklin and white sts . new york
## 235 1325 5th ave. at 111th st. new york
## 236 6 e. 32nd st. new york
## 237 2150 broadway between 75th and 76th sts . new york
## 238 1288 1st ave. at 69th st. new york
## 239 39 desbrosses st. near west st. new york
## 240 340 w. broadway at grand st. new york
## 241 29 e. 65th st. new york
## 242 57 e. 57th st. new york
## 243 635 9th ave. between 44th and 45th sts . new york
## 244 1900 broadway between 63rd and 64th sts . new york
## 245 522 columbus ave. between 85th and 86th sts . new york
## 246 87 1st ave. between 5th and 6th sts . new york
## 247 73 w. 71st st. new york
## 248 348 e. 62nd st. new york
## 249 21 west 17th st. between 5th and 6th aves . new york
## 250 6 w. 24th st. new york
## 251 54 pearl st. at broad st. new york
## 252 458 6th ave. at 11th st. new york
## 253 2340 broadway at 85th st. new york
## 254 402 w. 43rd st. off 9th ave. new york
## 255 467 columbus ave. between 82nd and 83rd sts . new york
## 256 685 amsterdam ave. at 93rd st. new york
## 257 228 w. 52nd st. new york
## 258 15 fulton st. new york
## 259 208 e. 58th st. between 2nd and 3rd aves . new york
## 260 33 93 2nd ave. between 5th and 6th sts . new york
## 261 18 e. broadway at catherine st. new york
## 262 228 thompson st. between w. 3rd and bleecker sts . new york
## 263 151 w. 54th st. in the rihga royal hotel new york
## 264 221 w. 57th st. new york
## 265 1340 1st ave. at 72nd st. new york
## 266 20 cornelia st. between bleecker and w. 4th st. new york
## 267 4 world financial center new york
## 268 122 e. 27th st. between lexington and park aves . new york
## 269 125 mulberry st. between canal and hester sts . new york
## 270 492 broome st. near w. broadway new york
## 271 430 lafayette st. between 4th st. and astor pl . new york
## 272 82 e. 3rd st. between 1st and 2nd aves . new york
## 273 13 w. 46th st. new york
## 274 68 w. 58th st. new york
## 275 15 w. 44th st. new york
## 276 219 e. 44th st. between 2nd and 3rd aves . new york
## 277 326 w. 46th st. new york
## 278 152 w. 52nd st. new york
## 279 227 e. 67th st. new york
## 280 1191 1st ave. between 64th and 65th sts . new york
## 281 310 w. 4th st. between w. 12th and bank sts . new york
## 282 432 lafayette st. near astor pl . new york
## 283 4 w. 49th st. new york
## 284 168 1st ave. between 10th and 11th sts . new york
## 285 361 w. 46th st. new york
## 286 211 w. broadway at franklin st. new york
## 287 106 e. 57th st. new york
## 288 149 e. 57th st. new york
## 289 50 macdougal st. between houston and prince sts . new york
## 290 25 cleveland pl . near spring st. new york
## 291 168 w. 18th st. new york
## 292 150 w. 46th st. new york
## 293 405 e. 52nd st. new york
## 294 507 columbus ave. between 84th and 85th sts . new york
## 295 411 park ave. s between 28th and 29th sts . new york
## 296 51 w. 64th st. new york
## 297 30 west 22nd st. between 5th and 6th ave. new york
## 298 59 grand st. between wooster st. and w. broadway new york
## 299 2182 broadway between 77th and 78th sts . new york
## 300 446 columbus ave. between 81st and 82nd sts . new york
## 301 800 9th ave. at 53rd st. new york
## 302 1161 1st ave. between 63rd and 64th sts . new york
## 303 325 e. 14th st. between 1st and 2nd aves . new york
## 304 342 e. 46th st. between 1st and 2nd aves . new york
## 305 15 e. 12th st. between 5th ave. and university pl . new york
## 306 160 mercer st. between houston and prince sts . new york
## 307 1030 3rd ave. at 61st st. new york
## 308 46 e. 29th st. new york
## 309 120 w. 23rd st. new york
## 310 60 e. 54th st. new york
## 311 1134 1st ave. between 62nd and 63rd sts . new york
## 312 551 5th ave. at 45th st. new york
## 313 104 w. 57th st. near 6th ave. new york
## 314 32 w. 32nd st. new york
## 315 28 1/2 bowery at bayard st. new york
## 316 2 w. 19th st. new york
## 317 145 w. broadway at thomas st. new york
## 318 322 w. 46th st. new york
## 319 142 w. 44th st. new york
## 320 68 e. 56th st. new york
## 321 138 lafayette st. between canal and howard sts . new york
## 322 151 w. 51st . st. new york
## 323 1065 1st ave. at 58th st. new york
## 324 24 e. 81st st. new york
## 325 250 park ave. s at 20th st. new york
## 326 301 park ave. between 49th and 50th sts . new york
## 327 205 e. 45th st. new york
## 328 109 spring st. between greene and mercer sts . new york
## 329 1423 2nd ave. between 74th and 75th sts . new york
## 330 140 w. 57th st. new york
## 331 371 w. 46th st. off 9th ave. new york
## 332 551 amsterdam ave. between 86th and 87th sts . new york
## 333 28 e. 63rd st. new york
## 334 100 w. 82nd st. new york
## 335 439 e. 75th st. new york
## 336 37a union sq. w between 16th and 17th sts . new york
## 337 126 e. 7th st. between 1st ave. and ave. a new york
## 338 1063 1st ave. at 58th st. new york
## 339 148 w. 51st st. new york
## 340 133 mulberry st. between hester and grand sts . new york
## 341 55 irving pl . new york
## 342 157 chrystie st. at delancey st. new york
## 343 18 e. 54th st. new york
## 344 1000 madison ave. between 77th and 78th sts . new york
## 345 423 amsterdam ave. between 80th and 81st sts . new york
## 346 19 w. 49th st. new york
## 347 3 225 e. 60th st. new york
## 348 643 park ave. at 66th st. new york
## 349 58 w. 65th st. new york
## 350 57 w. 48th st. new york
## 351 1022 madison ave. near 79th st. new york
## 352 62 spring st. at lafayette st. new york
## 353 834 7th ave. between 53rd and 54th sts . new york
## 354 428 amsterdam ave. between 80th and 81st sts . new york
## 355 76 mott st. at canal st. new york
## 356 143 mercer st. at prince st. new york
## 357 65 w. 55th st. new york
## 358 950 8th ave. at 56th st. new york
## 359 103 1st ave. between 6th and 7th sts . new york
## 360 400 w. 119th st. between amsterdam and morningside aves . new york
## 361 350 9th ave. at 49th st. new york
## 362 2420 broadway at 89th st. new york
## 363 900 7th ave. between 56th and 57th sts . new york
## 364 345 e. 83rd st. new york
## 365 375 greenwich st. near franklin st. new york
## 366 154 e. 79th st. between lexington and 3rd aves . new york
## 367 34 e. 51st st. new york
## 368 386 3rd ave. between 27th and 28th sts . new york
## 369 222 w. 79th st. new york
## 370 342 e. 11th st. near 1st ave. new york
## 371 54 irving pl . at 17th st. new york
## 372 52 236 w. 52nd st. new york
## 373 70 w. 68th st. new york
## 374 200 e. 54th st. new york
## 375 500 e. 30th st. new york
## 376 63rd street steakhouse 44 w. 63rd st. new york
## 377 174 1st ave. between 10th and 11th sts . new york
## 378 34 union sq. e at 16th st. new york
## 379 90 prince st. between broadway and mercer st. new york
## 380 163 ponce de leon ave. atlanta
## 381 783 martin luther king jr. dr. atlanta
## 382 3195 roswell rd. atlanta
## 383 3109 piedmont rd. . just south of peachtree rd. atlanta
## 384 265 pharr rd. atlanta
## 385 260 e. paces ferry road atlanta
## 386 3500 peachtree rd. . phipps plaza atlanta
## 387 1100 peachtree st. atlanta
## 388 7050 jimmy carter blvd. . norcross atlanta
## 389 1186 n. highland ave. atlanta
## 390 3300 peachtree rd. . grand hyatt atlanta
## 391 50 hurt plaza atlanta
## 392 40 buckhead crossing mall on the sidney marcus blvd. atlanta
## 393 1879 cheshire bridge rd. atlanta
## 394 3380 peachtree rd. atlanta
## 395 ` underground underground mall underground atlanta atlanta
## 396 1811 piedmont ave. near cheshire bridge rd. atlanta
## 397 923 peachtree st. at 8th st. atlanta
## 398 6359 jimmy carter blvd. . at buford hwy . norcross atlanta
## 399 4320 powers ferry rd. atlanta
## 400 192 peachtree center ave. at international blvd. atlanta
## 401 2285 peachtree rd. . peachtree battle condominium atlanta
## 402 3300 peachtree rd. . grand hyatt atlanta
## 403 ` holiday inn/crowne plaza at ravinia dunwoody atlanta
## 404 c buford hwy . northwoods plaza doraville atlanta
## 405 6301 roswell rd. . sandy springs plaza sandy springs atlanta
## 406 1931 peachtree rd. atlanta
## 407 1402 n. highland ave. atlanta
## 408 3209 maple dr. atlanta
## 409 ` park place across from perimeter mall dunwoody atlanta
## 410 247 buckhead ave. east village sq. atlanta
## 411 1829 peachtree rd. atlanta
## 412 555 peachtree st. at linden ave. atlanta
## 413 500 pharr rd. atlanta
## 414 870 n. highland ave. atlanta
## 415 25 irby ave. atlanta
## 416 3043 buford hwy . atlanta
## 417 6050 peachtree pkwy . norcross atlanta
## 418 1144 crescent ave. atlanta
## 419 2345 cheshire bridge rd. atlanta
## 420 3384 shallowford rd. . chamblee atlanta
## 421 2165 cheshire bridge rd. atlanta
## 422 889 w. peachtree st. atlanta
## 423 3393 peachtree rd. atlanta
## 424 3700 w. flamingo las vegas
## 425 3645 las vegas blvd. s las vegas
## 426 4850 flamingo rd. las vegas
## 427 4041 audrie st. at flamingo rd. las vegas
## 428 3570 las vegas blvd. s las vegas
## 429 128 fremont st. las vegas
## 430 3400 las vegas blvd. s las vegas
## 431 4111 boulder hwy . las vegas
## 432 3555 las vegas blvd. s las vegas
## 433 1350 e. flamingo rd. las vegas
## 434 3570 las vegas blvd. s las vegas
## 435 3333 s. maryland pkwy . las vegas
## 436 3700 w. flamingo rd. las vegas
## 437 1 main st. las vegas
## 438 2880 las vegas blvd. s las vegas
## 439 3570 las vegas blvd. s las vegas
## 440 2411 w. sahara ave. las vegas
## 441 129 e. fremont st. las vegas
## 442 308 w. sahara ave. las vegas
## 443 129 e. fremont st. las vegas
## 444 1510 e. flamingo rd. las vegas
## 445 3120 las vegas blvd. s las vegas
## 446 5111 w. boulder hwy . las vegas
## 447 3400 las vegas blvd. s las vegas
## 448 400 e. sahara ave. las vegas
## 449 3000 las vegas blvd. s las vegas
## 450 3570 las vegas blvd. s las vegas
## 451 3713 w. sahara ave. las vegas
## 452 6182 w. flamingo rd. las vegas
## 453 3900 paradise rd. las vegas
## 454 2223 market st. san francisco
## 455 1722 sacramento st. san francisco
## 456 243 o \\ ` farrell st. san francisco
## 457 2030 union st. san francisco
## 458 155 steuart st. san francisco
## 459 56 gold st. san francisco
## 460 598 fourth st. san francisco
## 461 800 greenwich st. san francisco
## 462 3347 fillmore st. san francisco
## 463 2317 chestnut st. san francisco
## 464 625 polk st. san francisco
## 465 1600 powell st. san francisco
## 466 1772 market st. san francisco
## 467 4th and howard sts . san francisco
## 468 500 jackson st. san francisco
## 469 732 broadway san francisco
## 470 161 sutter st. san francisco
## 471 1300 battery st. san francisco
## 472 ` market and new montgomery sts . san francisco
## 473 ` ghirardelli sq. san francisco
## 474 501 geary st. san francisco
## 475 ` bldg. a fort mason san francisco
## 476 4 embarcadero center san francisco
## 477 2100 van ness ave. san francisco
## 478 161 steuart st. san francisco
## 479 320 hayes st. san francisco
## 480 430 broadway san francisco
## 481 5322 geary blvd. san francisco
## 482 2332 clement st. san francisco
## 483 1521 hyde st. san francisco
## 484 1265 battery st. san francisco
## 485 3345 steiner st. san francisco
## 486 615 sacramento st. san francisco
## 487 5116 geary blvd. san francisco
## 488 600 5th ave. san francisco
## 489 221 powell st. san francisco
## 490 2 new montgomery st. at market st. san francisco
## 491 519 columbus ave. san francisco
## 492 453 bush st. san francisco
## 493 133 clement st. san francisco
## 494 607 front st. san francisco
## 495 3226 mission st. san francisco
## 496 470 green st. san francisco
## 497 ` ghirardelli sq. san francisco
## 498 246 mcallister st. san francisco
## 499 1652 stockton st. san francisco
## 500 3131 webster st. san francisco
## 501 1 market st. san francisco
## 502 1915 fillmore st. san francisco
## 503 500 post st. san francisco
## 504 640 sacramento st. san francisco
## 505 3011 steiner st. san francisco
## 506 1015 battery st. san francisco
## 507 1944 union st. san francisco
## 508 631 b kearny st. san francisco
## 509 558 sacramento st. san francisco
## 510 1 tillman pl . san francisco
## 511 1702 post st. san francisco
## 512 432 powell st. san francisco
## 513 108 south park san francisco
## 514 4 san francisco
## 515 150 redwood alley san francisco
## 516 500 van ness ave. san francisco
## 517 1240 9th ave. san francisco
## 518 3300 geary blvd. san francisco
## 519 601 hayes st. san francisco
## 520 240 california st. san francisco
## 521 3235 sacramento st. san francisco
## 522 298 gough st. san francisco
## 523 3148 geary blvd. san francisco
## 524 600 montgomery st. san francisco
## 525 2125 fillmore st. san francisco
## 526 670 golden gate ave. san francisco
## 527 2257 chestnut st. san francisco
## 528 101 spear st. san francisco
## 529 427 battery st. san francisco
## 530 1220 9th ave. san francisco
## 531 1611 post st. san francisco
## 532 2000 hyde st. san francisco
## 533 1658 market st. san francisco
## phone type class
## 1 310-246-1501 american 0
## 2 818-762-1221 american 1
## 3 310-472-1211 californian 2
## 4 818-788-3536 french 3
## 5 213-938-1447 american 4
## 6 310-392-9025 french 5
## 7 213-857-0034 californian 6
## 8 213-848-6677 american 7
## 9 310-456-0488 californian 8
## 10 310-276-0615 american 9
## 11 213-665-1891 asian 10
## 12 310-652-9770 french 11
## 13 213-655-8880 french 12
## 14 310-274-1893 italian 13
## 15 310-659-9639 asian 14
## 16 310-550-8811 american 15
## 17 213-467-1108 californian 16
## 18 213-628-3781 american 17
## 19 818-990-0500 french 18
## 20 213-627-2300 italian 19
## 21 310-652-4025 californian 20
## 22 310-829-4313 italian 21
## 23 818-585-0855 asian 22
## 24 212-582-7200 american 23
## 25 212-307-7311 continental 24
## 26 ' 212- 319-1660 ' american 25
## 27 212-496-6031 coffee bar 26
## 28 212-877-3500 continental 27
## 29 212-362-2200 italian 28
## 30 212-757-2245 delicatessen 29
## 31 212-966-6960 american 30
## 32 212-288-0033 french 31
## 33 212-355-7555 asian 32
## 34 212-758-1479 italian 33
## 35 212-754-9494 american 34
## 36 212-620-4020 american 35
## 37 212-477-0777 american 36
## 38 212-765-1737 tel caribbean 37
## 39 212-223-5656 american 38
## 40 212-586-4252 french 39
## 41 212-688-6525 french 40
## 42 212-489-1515 french 41
## 43 212-484-5113 french 42
## 44 212-339-6719 american 43
## 45 212-752-2225 french 44
## 46 ' 212- 371-7777 ' seafood 45
## 47 212-754-6272 american 46
## 48 212-807-7400 american 47
## 49 212-627-8273 mexican 48
## 50 ' 212- 219-2777 ' french 49
## 51 212-759-5941 seafood 50
## 52 212-644-1900 american 51
## 53 212-245-2214 french 52
## 54 212-724-8585 mediterranean 53
## 55 212-260-6660 seafood 54
## 56 212-632-5000 american 55
## 57 718-522-5200 american 56
## 58 212-265-5959 italian 57
## 59 212-677-0606 delicatessen 58
## 60 212-980-9393 asian 59
## 61 212-371-8844 asian 60
## 62 212-861-8080 american 61
## 63 212-753-1530 american 62
## 64 212-873-3200 american 63
## 65 212-315-1726 mediterranean 64
## 66 212-243-4020 american 65
## 67 ' 212- 921-9494 ' american 66
## 68 702-733-8899 asian 67
## 69 702-891-7349 southwestern 68
## 70 702-732-5111 continental 69
## 71 702-731-7547 continental 70
## 72 702-385-3232 seafood 71
## 73 702-734-0410 steak houses 72
## 74 702-731-4036 seafood 73
## 75 404-261-8186 italian 74
## 76 404-365-0410 international 75
## 77 404-237-2663 american 76
## 78 404-266-1440 french 77
## 79 404-262-3336 american 78
## 80 404-874-7600 french 79
## 81 404-681-2909 american 80
## 82 404-352-3517 american 81
## 83 404-233-7673 international 82
## 84 404-876-4408 asian 83
## 85 404-876-0676 caribbean 84
## 86 404-231-1368 italian 85
## 87 404-876-1800 southern 86
## 88 404-221-6362 continental 87
## 89 404-261-3662 international 88
## 90 404-237-2700 international 89
## 91 404-237-2700 international 90
## 92 404-659-0400 continental 91
## 93 404-351-9533 french 92
## 94 404-875-8424 italian 93
## 95 415-387-0408 french 94
## 96 415-956-9662 seafood 95
## 97 415-543-6084 american 96
## 98 415-392-3505 french 97
## 99 415-955-5555 american 98
## 100 415-775-7036 french 99
## 101 415-673-7779 french 100
## 102 415-543-0573 french 101
## 103 415-777-9779 american 102
## 104 415-668-6654 asian 103
## 105 415-776-5577 french 104
## 106 415-495-5775 mediterranean 105
## 107 415-989-7154 french 106
## 108 415-922-0337 asian 107
## 109 415-563-4755 mediterranean 108
## 110 415-776-7825 american 109
## 111 415-296-7465 american 110
## 112 415-399-0499 italian 111
## 113 212-228-2200 mediterranean 191
## 114 212-753-8450 italian 267
## 115 212-581-4242 italian 334
## 116 310-475-9807 italian 112
## 117 310-777-5877 american 113
## 118 310-456-5733 french 114
## 119 310-550-3900 californian 115
## 120 310-451-1655 mexican 116
## 121 310-451-0616 american 117
## 122 213-938-2863 italian 118
## 123 818-985-4669 italian 119
## 124 213-239-6500 californian 120
## 125 310-275-1101 californian 121
## 126 213-651-2030 . american 122
## 127 213-658-8898 mediterranean 123
## 128 213-664-7723 caribbean 124
## 129 213-467-1052 asian 125
## 130 818-356-0959 health food 126
## 131 310-275-5200 californian 127
## 132 310-788- dive american 128
## 133 310-828-1585 italian 129
## 134 310-358-8585 french 130
## 135 310-208-8765 continental 131
## 136 310-724-5959 californian 132
## 137 310-659-1952 american 133
## 138 213-734-2773 mexican 134
## 139 310-392-3901 american 135
## 140 310-454-3474 american 136
## 141 310-276-7605 american 137
## 142 310-277-2333 italian 138
## 143 310-550-8330 italian 139
## 144 310-837-6662 health food 140
## 145 310-273-5578 californian 141
## 146 310-552-2394 continental 142
## 147 310-276-1886 asian 143
## 148 310-289-0660 asian 144
## 149 310-659-6919 french 145
## 150 213-667-0777 italian 146
## 151 213-628-6717 asian 147
## 152 310-276-5205 american 148
## 153 310-274-0101 american 149
## 154 213-485-0927 american 150
## 155 310-394-5669 american 151
## 156 310-479-4187 cajun 152
## 157 213-483-6000 american 153
## 158 818-761-9126 american 154
## 159 213-461-8800 californian 155
## 160 818-784-4400 italian 156
## 161 310-277-7346 italian 157
## 162 310-274-7427 american 158
## 163 310-393-6545 italian 159
## 164 213-680-9355 asian 160
## 165 213-466-9329 american 161
## 166 310-399-4800 continental 162
## 167 213-651-0346 mediterranean 163
## 168 213-653-5858 american 164
## 169 213-658-6340 italian 165
## 170 310-859-0926 asian 166
## 171 213-937-5733 asian 167
## 172 310-456-0169 italian 168
## 173 310-276-6345 asian 169
## 174 213-660-4446 american 170
## 175 310-823-5396 american 171
## 176 212-964-0380 asian 172
## 177 212-989-1220 american 173
## 178 212-903-3918 french 174
## 179 212-473-2602 mediterranean 175
## 180 212-473-8388 american 176
## 181 ' 212- 759-0590 ' mexican 177
## 182 212-627-8899 american 178
## 183 212-702-5014 american 179
## 184 212-684-2122 american 180
## 185 212-308-0112 italian 181
## 186 212-838-0440 american 182
## 187 212-677-3820 italian 183
## 188 212-385-0313 asian 184
## 189 212-355-1112 mediterranean 185
## 190 212-246-9171 italian 186
## 191 212-581-8888 american 187
## 192 212-206-0059 coffee bar 188
## 193 212-753-1870 american 189
## 194 212-473-0108 latin american 190
## 195 212-249-8484 asian 192
## 196 212-758-0323 french 193
## 197 212-727-2775 american 194
## 198 212-688-4190 italian 195
## 199 212-840-6500 american 196
## 200 212-254-1200 american 197
## 201 212-995-8500 french 198
## 202 212-988-2655 coffee bar 199
## 203 212-484-5120 french 200
## 204 212-724-5846 coffee bar 201
## 205 212-873-7411 french 202
## 206 212-940-8185 french 203
## 207 212-818-1222 french 204
## 208 212-924-7653 mediterranean 205
## 209 212-982-5275 coffee bar 206
## 210 212-645-4431 coffee bar 207
## 211 212-473-2642 french 208
## 212 212-475-9557 coffee bar 209
## 213 212-226-8413 coffee bar 210
## 214 212-691-7538 coffee bar 211
## 215 212-691-8136 italian 212
## 216 212-966-4900 french 213
## 217 212-697-9538 seafood 214
## 218 212-505-0005 middle eastern 215
## 219 212-343-9012 asian 216
## 220 212-505-0727 french 217
## 221 212-371-2323 asian 218
## 222 212-333-7788 american 219
## 223 212-956-7100 french 220
## 224 212-794-0205 italian 221
## 225 212-421-0334 coffee bar 222
## 226 212-753-5100 coffee bar 223
## 227 212-465-1530 coffee bar 224
## 228 212-343-1212 italian 225
## 229 212-254-8776 coffee bar 226
## 230 212-941-9024 italian 227
## 231 212-645-8023 french 228
## 232 ' 212- 986-8080 ' seafood 229
## 233 212-732-5555 american 230
## 234 212-941-7070 mexican 231
## 235 212-996-1212 american 232
## 236 212-725-1333 asian 233
## 237 212-496-1588 american 234
## 238 212-744-3266 asian 235
## 239 212-226-4621 italian 236
## 240 212-431-0021 french 237
## 241 212-772-9000 french 238
## 242 212-758-5757 american 239
## 243 ' 212- 262-2525 ' american 240
## 244 212-595-5330 italian 241
## 245 212-595-3139 american 242
## 246 212-674-3823 american 243
## 247 212-874-3474 seafood 244
## 248 212-355-2020 coffee bar 245
## 249 212-691-8888 american 246
## 250 212-691-6359 italian 247
## 251 212-269-0144 american 248
## 252 212-533-2233 french 249
## 253 212-799-1533 coffee bar 250
## 254 212-564-7272 italian 251
## 255 212-769-1144 asian 252
## 256 212-961-0574 mexican 253
## 257 212-245-5336 american 254
## 258 212-608-7300 seafood 255
## 259 212-752-3054 italian 256
## 260 212-477-8427 american 257
## 261 ' 212- 941-0911 ' asian 258
## 262 212-777-5922 italian 259
## 263 212-468-8888 american 260
## 264 212-489-6565 american 261
## 265 212-249-3600 american 262
## 266 212-243-9579 american 263
## 267 212-786-1500 american 264
## 268 212-481-7372 italian 265
## 269 212-226-6060 italian 266
## 270 212-966-3371 latin american 268
## 271 212-505-5111 asian 269
## 272 ' 212- 614-0747 ' coffee bar 270
## 273 212-730-5848 latin american 271
## 274 212-751-2323 french 272
## 275 212-869-5544 asian 273
## 276 212-682-5678 asian 274
## 277 212-581-6464 american 275
## 278 212-582-5252 american 276
## 279 212-794-4950 french 277
## 280 212-288-8791 middle eastern 278
## 281 212-242-4705 french 279
## 282 212-388-0978 french 280
## 283 212-247-2993 french 281
## 284 212-674-7014 italian 282
## 285 212-315-0980 italian 283
## 286 212-431-0700 middle eastern 284
## 287 212-751-2931 french 285
## 288 ' 212- 752-0808 ' asian 286
## 289 212-254-4678 coffee bar 287
## 290 212-343-9599 french 288
## 291 212-727-8022 italian 289
## 292 212-869-0900 american 290
## 293 212-755-6244 french 291
## 294 212-875-1993 american 292
## 295 212-679-4111 french 293
## 296 212-721-8271 american 294
## 297 212-675-6700 american 295
## 298 212-941-0479 american 296
## 299 212-787-0202 seafood 297
## 300 212-873-5025 american 298
## 301 212-956-3976 italian 299
## 302 212-888-6556 american 300
## 303 212-777-6314 asian 301
## 304 212-370-1866 french 302
## 305 212-229-9313 coffee bar 303
## 306 212-906-9173 american 304
## 307 212-838-4343 american 305
## 308 212-679-5535 asian 306
## 309 212-807-1801 coffee bar 307
## 310 212-838-2600 american 308
## 311 212-421-4433 asian 309
## 312 212-972-3315 american 310
## 313 212-581-8030 american 311
## 314 ' 212- 947-8482 ' asian 312
## 315 212-349-0923 asian 313
## 316 212-255-3996 coffee bar 314
## 317 212-233-0507 american 315
## 318 212-489-7212 italian 316
## 319 212-944-3643 italian 317
## 320 212-223-7575 asian 318
## 321 212-941-4168 asian 319
## 322 212-245-4850 italian 320
## 323 212-644-9258 middle eastern 321
## 324 212-288-2391 italian 322
## 325 212-777-6211 latin american 323
## 326 212-872-4895 french 324
## 327 212-682-8660 american 325
## 328 212-274-8883 asian 326
## 329 212-535-1100 middle eastern 327
## 330 212-333-7827 american 328
## 331 ' 212- 956-3055 ' latin american 329
## 332 212-595-8555 american 330
## 333 212-935-2888 american 331
## 334 212-501-0776 asian 332
## 335 212-734-4893 eastern european 333
## 336 212-627-7172 asian 335
## 337 212-674-4140 continental 336
## 338 212-753-7407 mexican 337
## 339 212-245-9600 american 338
## 340 212-925-3120 italian 339
## 341 212-982-9030 italian 340
## 342 212-673-0330 east european 341
## 343 212-753-9015 italian 342
## 344 212-570-2211 coffee bar 343
## 345 212-496-6280 american 344
## 346 212-332-7610 seafood 345
## 347 212-838-3531 american 346
## 348 212-744-4107 american 347
## 349 212-873-3700 american 348
## 350 ' 212- 977-8400 ' asian 349
## 351 212-734-2676 italian 350
## 352 212-966-0290 american 351
## 353 212-245-7850 delicatessen 352
## 354 212-501-7515 seafood 353
## 355 212-334-8088 asian 354
## 356 212-925-3700 coffee bar 355
## 357 212-956-6888 asian 356
## 358 ' 212- 397-3737 ' american 357
## 359 212-228-0604 east european 358
## 360 212-666-9490 continental 359
## 361 212-265-3566 coffee bar 360
## 362 212-496-1066 american 361
## 363 212-245-9800 italian 362
## 364 212-472-4488 italian 363
## 365 212-941-3900 american 364
## 366 212-988-4858 coffee bar 365
## 367 212-688-5447 asian 366
## 368 212-679-1810 middle eastern 367
## 369 212-799-0400 american 368
## 370 212-674-7264 coffee bar 369
## 371 212-260-5454 american 370
## 372 212-586-7714 latin american 371
## 373 212-721-0068 american 372
## 374 212-486-9592 american 373
## 375 212-683-3333 american 374
## 376 212-246-6363 american 375
## 377 212-614-0620 mediterranean 376
## 378 212-614-9291 asian 377
## 379 212-966-6722 american 378
## 380 404-876-8532 international 379
## 381 404-525-2062 barbecue 380
## 382 404-264-9546 asian 381
## 383 404-262-7379 american 382
## 384 404-262-3165 american 383
## 385 404-264-1334 continental 384
## 386 404-233-2333 italian 385
## 387 404-724-0901 mediterranean 386
## 388 770-441-- 0291 american 387
## 389 404-872-7203 italian 388
## 390 404-365-8100 mediterranean 389
## 391 404-524-2489 international 390
## 392 404-364-0212 caribbean 391
## 393 404-874-5642 southern 392
## 394 404-266-1600 continental 393
## 395 404-577-1800 continental 394
## 396 404-607-1622 barbecue 395
## 397 404-875-2489 southern 396
## 398 770-242-3984 barbecue 397
## 399 404-255-7277 southern 398
## 400 404-659-2788 asian 399
## 401 404-351-0870 mediterranean 400
## 402 404-841-0314 asian 401
## 403 770-395-9925 italian 402
## 404 770-451-0192 asian 403
## 405 404-255-5160 barbecue 404
## 406 404-355-5993 continental 405
## 407 404-874-2626 caribbean 406
## 408 404-237-1313 southern 407
## 409 770-393-1333 italian 408
## 410 404-842-0334 fusion 409
## 411 404-350-6755 continental 410
## 412 404-874-3223 american 411
## 413 404-237-2941 italian 412
## 414 404-875-7775 american 413
## 415 404-233-7644 barbecue 414
## 416 404-325-5285 asian 415
## 417 770-449-0033 asian 416
## 418 404-873-7358 southern 417
## 419 404-325-6963 french 418
## 420 770-458-7145 southern 419
## 421 404-321-1118 american 420
## 422 404-874-5535 southern 421
## 423 404-264-1163 continental 422
## 424 702-252-7737 italian 423
## 425 702-739-4111 buffets 424
## 426 702-871-3262 asian 425
## 427 702-732-1424 italian 426
## 428 702-735-4663 italian 427
## 429 702-382-1600 coffee shops/diners 428
## 430 702-791-7111 continental 429
## 431 702-432-7777 american 430
## 432 702-733-3111 coffee shops/diners 431
## 433 702-735-8686 american 432
## 434 702-731-7547 coffee shops/diners 433
## 435 702-731-5311 italian 434
## 436 702-252-7777 buffets 435
## 437 702-386-2512 american 436
## 438 702-734-0410 buffets 437
## 439 702-731-7888 asian 438
## 440 702-367-2411 buffets 439
## 441 702-385-7111 buffets 440
## 442 702-384-4470 steak houses 441
## 443 702-385-7111 asian 442
## 444 702-737-1234 asian 443
## 445 702-794-8200 mexican 444
## 446 702-454-8073 coffee shops/diners 445
## 447 702-791-7111 asian 446
## 448 702-733-2066 continental 447
## 449 702-732-6330 coffee shops/diners 448
## 450 702-731-7525 only in las vegas 449
## 451 702-876-4190 italian 450
## 452 702-871-8826 mexican 451
## 453 702-794-0700 steak houses 452
## 454 415-431-0692 american 453
## 455 415-567-5432 italian 454
## 456 415-982-0243 old san francisco 455
## 457 415-929-8855 asian 456
## 458 415-495-6500 french 457
## 459 415-433-6300 american 458
## 460 415-543-2222 french 459
## 461 415-776-7766 italian 460
## 462 415-474-4180 italian 461
## 463 415-776-1506 mexican/latin american/spanish 462
## 464 415-771-3500 french 463
## 465 415-989-2589 italian 464
## 466 415-863-3516 american 465
## 467 415-543-8060 mexican/latin american/spanish 466
## 468 415-296-8555 american 467
## 469 415-788-9900 french 468
## 470 415-362-0404 greek and middle eastern 469
## 471 415-982-2000 american 470
## 472 415-546-5011 old san francisco 471
## 473 415-771-8822 asian 472
## 474 415-292-0101 american 473
## 475 415-771-6222 vegetarian 474
## 476 415-781-8833 asian 475
## 477 415-673-1888 steak houses 476
## 478 415-882-1333 american 477
## 479 415-863-5545 seafood 478
## 480 415-362-0641 greek and middle eastern 479
## 481 415-668-8998 asian 480
## 482 415-752-8833 asian 481
## 483 415-441-7778 italian 482
## 484 415-986-0100 italian 483
## 485 415-563-0487 steak houses 484
## 486 415-986-9854 old san francisco 485
## 487 415-752-5652 asian 486
## 488 415-668-9292 ' 487
## 489 415-397-7720 italian 488
## 490 415-546-5000 asian 489
## 491 415-982-1124 italian 490
## 492 415-391-2233 french 491
## 493 415-668-4848 asian 492
## 494 415-398-5700 american 493
## 495 415-861-6224 asian 494
## 496 415-362-8286 greek and middle eastern 495
## 497 415-929-1730 seafood 496
## 498 415-487-9800 vegetarian 497
## 499 415-989-7800 mediterranean 498
## 500 415-931-1556 asian 499
## 501 415-777-5577 american 500
## 502 415-346-1333 italian 501
## 503 415-929-2087 french 502
## 504 415-395-9800 italian 503
## 505 415-346-2111 italian 504
## 506 415-391-2555 french 505
## 507 415-922-9022 american 506
## 508 415-982-7877 asian 507
## 509 415-434-4100 american 508
## 510 415-421-2300 american 509
## 511 415-346-3486 asian 510
## 512 415-395-8555 italian 511
## 513 415-495-7275 french 512
## 514 415-986-3222 mediterranean 513
## 515 415-861-7827 american 514
## 516 415-861-4344 american 515
## 517 415-664-3664 greek and middle eastern 516
## 518 415-668-1783 asian 517
## 519 415-252-9289 russian/german 518
## 520 415-391-2373 seafood 519
## 521 415-474-8890 french 520
## 522 415-863-9335 asian 521
## 523 415-752-4440 asian 522
## 524 415-433-7250 mediterranean 523
## 525 415-346-4430 italian 524
## 526 415-673-9245 italian 525
## 527 415-563-9727 american 526
## 528 415-957-9300 asian 527
## 529 415-541-4949 asian 528
## 530 415-566-6966 greek and middle eastern 529
## 531 415-922-7788 french 530
## 532 415-346-0800 mexican/latin american/spanish 531
## 533 415-552-2522 mediterranean 532# Filter for rows with "(" or ")" in the phone column
customer_accounts %>%
filter(str_detect(phone, fixed("(")) | str_detect(phone, fixed(")")))## [1] id name addr city phone type class
## <0 rows> (or 0-length row.names)2.6 Replacing and removing
In the last exercise, you saw that the phone column of sfo_data is plagued with unnecessary parentheses and hyphens. The customer support team has requested that all phone numbers be in the format “123 456 7890”. In this exercise, you’ll use your new stringr skills to fulfill this request.
# Remove parentheses from phone column
phone_no_parens <- customer_accounts$phone %>%
# Remove "("s
str_remove_all(fixed("(")) %>%
# Remove ")"s
str_remove_all(fixed(")"))
# Add phone_no_parens as column
customer_accounts %>%
mutate(phone_no_parens = phone_no_parens)## id name
## 1 0 arnie morton's of chicago
## 2 1 art's delicatessen
## 3 2 hotel bel-air
## 4 3 cafe bizou
## 5 4 campanile
## 6 5 chinois on main
## 7 6 citrus
## 8 7 fenix
## 9 8 granita
## 10 9 grill on the alley
## 11 10 restaurant katsu
## 12 11 l ` orangerie
## 13 12 le chardonnay
## 14 13 locanda veneta
## 15 14 matsuhisa
## 16 15 the palm
## 17 16 patina
## 18 17 philippe's the original
## 19 18 pinot bistro
## 20 19 rex il ristorante
## 21 20 spago
## 22 21 valentino
## 23 22 yujean kang's gourmet chinese cuisine
## 24 23 '21 club
## 25 24 aquavit
## 26 25 aureole
## 27 26 cafe lalo
## 28 27 cafe des artistes
## 29 28 carmine's
## 30 29 carnegie deli
## 31 30 chanterelle
## 32 31 daniel
## 33 32 dawat
## 34 33 felidia
## 35 34 four seasons grill room
## 36 35 gotham bar & grill
## 37 36 gramercy tavern
## 38 37 island spice
## 39 38 jo jo
## 40 39 la caravelle
## 41 40 la cote basque
## 42 41 le bernardin
## 43 42 les celebrites
## 44 43 lespinasse
## 45 44 lutece
## 46 45 manhattan ocean club
## 47 46 march
## 48 47 mesa grill
## 49 48 mi cocina
## 50 49 montrachet
## 51 50 oceana
## 52 51 park avenue cafe
## 53 52 petrossian
## 54 53 picholine
## 55 54 pisces
## 56 55 rainbow room
## 57 56 river cafe
## 58 57 san domenico
## 59 58 second avenue deli
## 60 59 seryna
## 61 60 shun lee west
## 62 61 sign of the dove
## 63 62 smith & wollensky
## 64 63 tavern on the green
## 65 64 uncle nick's
## 66 65 union square cafe
## 67 66 virgil's
## 68 67 chin's
## 69 68 coyote cafe
## 70 69 le montrachet
## 71 70 palace court
## 72 71 second street grille
## 73 72 steak house
## 74 73 tillerman
## 75 74 abruzzi
## 76 75 bacchanalia
## 77 76 bone's
## 78 77 brasserie le coze
## 79 78 buckhead diner
## 80 79 ciboulette
## 81 80 delectables
## 82 81 georgia grille
## 83 82 hedgerose heights inn
## 84 83 heera of india
## 85 84 indigo coastal grill
## 86 85 la grotta
## 87 86 mary mac's tea room
## 88 87 nikolai's roof
## 89 88 pano's and paul 's
## 90 89 cafe ritz-carlton buckhead
## 91 90 dining room ritz-carlton buckhead
## 92 91 restaurant ritz-carlton atlanta
## 93 92 toulouse
## 94 93 veni vidi vici
## 95 94 alain rondelli
## 96 95 aqua
## 97 96 boulevard
## 98 97 cafe claude
## 99 98 campton place
## 100 99 chez michel
## 101 100 fleur de lys
## 102 101 fringale
## 103 102 hawthorne lane
## 104 103 khan toke thai house
## 105 104 la folie
## 106 105 lulu
## 107 106 masa's
## 108 107 mifune japan center kintetsu building
## 109 108 plumpjack cafe
## 110 109 postrio
## 111 110 ritz-carlton restaurant and dining room
## 112 111 rose pistola
## 113 112 bolo
## 114 113 il nido
## 115 114 remi
## 116 115 adriano's ristorante
## 117 116 barney greengrass
## 118 117 beaurivage
## 119 118 bistro garden
## 120 119 border grill
## 121 120 broadway deli
## 122 121 ca ` brea
## 123 122 ca ` del sol
## 124 123 cafe pinot
## 125 124 california pizza kitchen
## 126 125 canter's
## 127 126 cava
## 128 127 cha cha cha
## 129 128 chan dara
## 130 129 clearwater cafe
## 131 130 dining room
## 132 131 dive !
## 133 132 drago
## 134 133 drai's
## 135 134 dynasty room
## 136 135 eclipse
## 137 136 ed debevic's
## 138 137 el cholo
## 139 138 gilliland's
## 140 139 gladstone's
## 141 140 hard rock cafe
## 142 141 harry's bar & american grill
## 143 142 il fornaio cucina italiana
## 144 143 jack sprat's grill
## 145 144 jackson's farm
## 146 145 jimmy's
## 147 146 joss
## 148 147 le colonial
## 149 148 le dome
## 150 149 louise's trattoria
## 151 150 mon kee seafood restaurant
## 152 151 morton's
## 153 152 nate ` n' al 's
## 154 153 nicola
## 155 154 ocean avenue
## 156 155 orleans
## 157 156 pacific dining car
## 158 157 paty's
## 159 158 pinot hollywood
## 160 159 posto
## 161 160 prego
## 162 161 rj's the rib joint
## 163 162 remi
## 164 163 restaurant horikawa
## 165 164 roscoe's house of chicken ` n ' waffles
## 166 165 schatzi on main
## 167 166 sofi
## 168 167 swingers
## 169 168 tavola calda
## 170 169 the mandarin
## 171 170 tommy tang's
## 172 171 tra di noi
## 173 172 trader vic's
## 174 173 vida
## 175 174 west beach cafe
## 176 175 '20 mott
## 177 176 ' 9 jones street
## 178 177 adrienne
## 179 178 agrotikon
## 180 179 aja
## 181 180 alamo
## 182 181 alley's end
## 183 182 ambassador grill
## 184 183 american place
## 185 184 anche vivolo
## 186 185 arizona
## 187 186 arturo's
## 188 187 au mandarin
## 189 188 bar anise
## 190 189 barbetta
## 191 190 ben benson's
## 192 191 big cup
## 193 192 billy's
## 194 193 boca chica
## 195 194 boonthai
## 196 195 bouterin
## 197 196 brothers bar-b-q
## 198 197 bruno
## 199 198 bryant park grill roof restaurant and bp cafe
## 200 199 c3
## 201 200 ct
## 202 201 cafe bianco
## 203 202 cafe botanica
## 204 203 cafe la fortuna
## 205 204 cafe luxembourg
## 206 205 cafe pierre
## 207 206 cafe centro
## 208 207 cafe fes
## 209 208 caffe dante
## 210 209 caffe dell ` artista
## 211 210 caffe lure
## 212 211 caffe reggio
## 213 212 caffe roma
## 214 213 caffe vivaldi
## 215 214 caffe bondi ristorante
## 216 215 capsouto freres
## 217 216 captain's table
## 218 217 casa la femme
## 219 218 cendrillon asian grill & marimba bar
## 220 219 chez jacqueline
## 221 220 chiam
## 222 221 china grill
## 223 222 cite
## 224 223 coco pazzo
## 225 224 columbus bakery
## 226 225 corrado cafe
## 227 226 cupcake cafe
## 228 227 da nico
## 229 228 dean & deluca
## 230 229 diva
## 231 230 dix et sept
## 232 231 docks
## 233 232 duane park cafe
## 234 233 el teddy's
## 235 234 'em ily's
## 236 235 'em pire korea
## 237 236 ernie's
## 238 237 evergreen cafe
## 239 238 f. ille ponte ristorante
## 240 239 felix
## 241 240 ferrier
## 242 241 fifty seven fifty seven
## 243 242 film center cafe
## 244 243 fiorello's roman cafe
## 245 244 firehouse
## 246 245 first
## 247 246 fishin eddie
## 248 247 fleur de jour
## 249 248 flowers
## 250 249 follonico
## 251 250 fraunces tavern
## 252 251 french roast
## 253 252 french roast cafe
## 254 253 frico bar
## 255 254 fujiyama mama
## 256 255 gabriela's
## 257 256 gallagher's
## 258 257 gianni's
## 259 258 girafe
## 260 259 global
## 261 260 golden unicorn
## 262 261 grand ticino
## 263 262 halcyon
## 264 263 hard rock cafe
## 265 264 hi-life restaurant and lounge
## 266 265 home
## 267 266 hudson river club
## 268 267 ' i trulli
## 269 268 il cortile
## 270 269 inca grill
## 271 270 indochine
## 272 271 internet cafe
## 273 272 ipanema
## 274 273 jean lafitte
## 275 274 jewel of india
## 276 275 jimmy sung's
## 277 276 joe allen
## 278 277 judson grill
## 279 278 l ` absinthe
## 280 279 l ` auberge
## 281 280 l ` auberge du midi
## 282 281 l ` udo
## 283 282 la reserve
## 284 283 lanza restaurant
## 285 284 lattanzi ristorante
## 286 285 layla
## 287 286 le chantilly
## 288 287 le colonial
## 289 288 le gamin
## 290 289 le jardin
## 291 290 le madri
## 292 291 le marais
## 293 292 le perigord
## 294 293 le select
## 295 294 les halles
## 296 295 lincoln tavern
## 297 296 lola
## 298 297 lucky strike
## 299 298 mad fish
## 300 299 main street
## 301 300 mangia e bevi
## 302 301 manhattan cafe
## 303 302 manila garden
## 304 303 marichu
## 305 304 marquet patisserie
## 306 305 match
## 307 306 matthew's
## 308 307 mavalli palace
## 309 308 milan cafe and coffee bar
## 310 309 monkey bar
## 311 310 montien
## 312 311 morton's
## 313 312 motown cafe
## 314 313 new york kom tang soot bul house
## 315 314 new york noodletown
## 316 315 newsbar
## 317 316 odeon
## 318 317 orso
## 319 318 osteria al droge
## 320 319 otabe
## 321 320 pacifica
## 322 321 palio
## 323 322 pamir
## 324 323 parioli romanissimo
## 325 324 patria
## 326 325 peacock alley
## 327 326 pen & pencil
## 328 327 penang soho
## 329 328 persepolis
## 330 329 planet hollywood
## 331 330 pomaire
## 332 331 popover cafe
## 333 332 post house
## 334 333 rain
## 335 334 red tulip
## 336 335 republic
## 337 336 roettelle a. g
## 338 337 rosa mexicano
## 339 338 ruth's chris
## 340 339 s.p.q.r
## 341 340 sal anthony's
## 342 341 sammy's roumanian steak house
## 343 342 san pietro
## 344 343 sant ambroeus
## 345 344 sarabeth's kitchen
## 346 345 sea grill
## 347 346 serendipity
## 348 347 seventh regiment mess and bar
## 349 348 sfuzzi
## 350 349 shaan
## 351 350 sofia fabulous pizza
## 352 351 spring street natural restaurant & bar
## 353 352 stage deli
## 354 353 stingray
## 355 354 sweet ` n ` tart cafe
## 356 355 ' t salon
## 357 356 tang pavillion
## 358 357 tapika
## 359 358 teresa's
## 360 359 terrace
## 361 360 the coffee pot
## 362 361 the savannah club
## 363 362 trattoria dell ` arte
## 364 363 triangolo
## 365 364 tribeca grill
## 366 365 trois jean
## 367 366 tse yang
## 368 367 turkish kitchen
## 369 368 two two two
## 370 369 veniero's pasticceria
## 371 370 verbena
## 372 371 victor's cafe
## 373 372 vince & eddie's
## 374 373 vong
## 375 374 water club
## 376 375 west
## 377 376 xunta
## 378 377 zen palate
## 379 378 zoe
## 380 379 abbey
## 381 380 aleck's barbecue heaven
## 382 381 annie's thai castle
## 383 382 anthonys
## 384 383 atlanta fish market
## 385 384 beesley's of buckhead
## 386 385 bertolini's
## 387 386 bistango
## 388 387 cafe renaissance
## 389 388 camille's
## 390 389 cassis
## 391 390 city grill
## 392 391 coco loco
## 393 392 colonnade restaurant
## 394 393 dante's down the hatch buckhead
## 395 394 dante's down the hatch
## 396 395 fat matt's rib shack
## 397 396 french quarter food shop
## 398 397 holt bros. bar-b-q
## 399 398 horseradish grill
## 400 399 hsu's gourmet
## 401 400 imperial fez
## 402 401 kamogawa
## 403 402 la grotta at ravinia dunwoody rd.
## 404 403 little szechuan
## 405 404 lowcountry barbecue
## 406 405 luna si
## 407 406 mambo restaurante cubano
## 408 407 mckinnon's louisiane
## 409 408 mi spia dunwoody rd.
## 410 409 nickiemoto's : a sushi bar
## 411 410 palisades
## 412 411 pleasant peasant
## 413 412 pricci
## 414 413 r.j.'s uptown kitchen & wine bar
## 415 414 rib ranch
## 416 415 sa tsu ki
## 417 416 sato sushi and thai
## 418 417 south city kitchen
## 419 418 south of france
## 420 419 stringer's fish camp and oyster bar
## 421 420 sundown cafe
## 422 421 taste of new orleans
## 423 422 tomtom
## 424 423 antonio's
## 425 424 bally's big kitchen
## 426 425 bamboo garden
## 427 426 battista's hole in the wall
## 428 427 bertolini's
## 429 428 binion's coffee shop
## 430 429 bistro
## 431 430 broiler
## 432 431 bugsy's diner
## 433 432 cafe michelle
## 434 433 cafe roma
## 435 434 capozzoli's
## 436 435 carnival world
## 437 436 center stage plaza hotel
## 438 437 circus circus
## 439 438 'em press court
## 440 439 feast
## 441 440 golden nugget hotel
## 442 441 golden steer
## 443 442 lillie langtry's
## 444 443 mandarin court
## 445 444 margarita's mexican cantina
## 446 445 mary's diner
## 447 446 mikado
## 448 447 pamplemousse
## 449 448 ralph's diner
## 450 449 the bacchanal
## 451 450 venetian
## 452 451 viva mercado's
## 453 452 yolie's
## 454 453 2223
## 455 454 acquarello
## 456 455 bardelli's
## 457 456 betelnut
## 458 457 bistro roti
## 459 458 bix
## 460 459 bizou
## 461 460 buca giovanni
## 462 461 cafe adriano
## 463 462 cafe marimba
## 464 463 california culinary academy
## 465 464 capp's corner
## 466 465 carta
## 467 466 chevys
## 468 467 cypress club
## 469 468 des alpes
## 470 469 faz
## 471 470 fog city diner
## 472 471 garden court
## 473 472 gaylord's
## 474 473 grand cafe hotel monaco
## 475 474 greens
## 476 475 harbor village
## 477 476 harris'
## 478 477 harry denton's
## 479 478 hayes street grill
## 480 479 helmand
## 481 480 hong kong flower lounge
## 482 481 hong kong villa
## 483 482 hyde street bistro
## 484 483 il fornaio levi's plaza
## 485 484 izzy's steak & chop house
## 486 485 jack's
## 487 486 kabuto sushi
## 488 487 katia's
## 489 488 kuleto's
## 490 489 kyo-ya . sheraton palace hotel
## 491 490 l ` osteria del forno
## 492 491 le central
## 493 492 le soleil
## 494 493 macarthur park
## 495 494 manora
## 496 495 maykadeh
## 497 496 mccormick & kuleto's
## 498 497 millennium
## 499 498 moose's
## 500 499 north india
## 501 500 one market
## 502 501 oritalia
## 503 502 pacific pan pacific hotel
## 504 503 palio d ` asti
## 505 504 pane e vino
## 506 505 pastis
## 507 506 perry's
## 508 507 r & g lounge
## 509 508 rubicon
## 510 509 rumpus
## 511 510 sanppo
## 512 511 scala's bistro
## 513 512 south park cafe
## 514 513 splendido embarcadero
## 515 514 stars
## 516 515 stars cafe
## 517 516 stoyanof's cafe
## 518 517 straits cafe
## 519 518 suppenkuche
## 520 519 tadich grill
## 521 520 the heights
## 522 521 thepin
## 523 522 ton kiang
## 524 523 vertigo
## 525 524 vivande porta via
## 526 525 vivande ristorante
## 527 526 world wrapps
## 528 527 wu kong
## 529 528 yank sing
## 530 529 yaya cuisine
## 531 530 yoyo tsumami bistro
## 532 531 zarzuela
## 533 532 zuni cafe & grill
## addr city
## 1 435 s. la cienega blv . los angeles
## 2 12224 ventura blvd. los angeles
## 3 701 stone canyon rd. los angeles
## 4 14016 ventura blvd. los angeles
## 5 624 s. la brea ave. los angeles
## 6 2709 main st. los angeles
## 7 6703 melrose ave. los angeles
## 8 8358 sunset blvd. west los angeles
## 9 23725 w. malibu rd. los angeles
## 10 9560 dayton way los angeles
## 11 1972 n. hillhurst ave. los angeles
## 12 903 n. la cienega blvd. los angeles
## 13 8284 melrose ave. los angeles
## 14 3rd st. los angeles
## 15 129 n. la cienega blvd. los angeles
## 16 9001 santa monica blvd. los angeles
## 17 5955 melrose ave. los angeles
## 18 1001 n. alameda st. los angeles
## 19 12969 ventura blvd. los angeles
## 20 617 s. olive st. los angeles
## 21 1114 horn ave. los angeles
## 22 3115 pico blvd. los angeles
## 23 67 n. raymond ave. los angeles
## 24 21 w. 52nd st. new york
## 25 13 w. 54th st. new york
## 26 34 e. 61st st. new york
## 27 201 w. 83rd st. new york
## 28 1 w. 67th st. new york
## 29 2450 broadway between 90th and 91st sts . new york
## 30 854 7th ave. between 54th and 55th sts . new york
## 31 2 harrison st. near hudson st. new york
## 32 20 e. 76th st. new york
## 33 210 e. 58th st. new york
## 34 243 e. 58th st. new york
## 35 99 e. 52nd st. new york
## 36 12 e. 12th st. new york
## 37 42 e. 20th st. between park ave. s and broadway new york
## 38 402 w. 44th st. new york
## 39 160 e. 64th st. new york
## 40 33 w. 55th st. new york
## 41 60 w. 55th st. between 5th and 6th ave. new york
## 42 155 w. 51st st. new york
## 43 160 central park s new york
## 44 2 e. 55th st. new york
## 45 249 e. 50th st. new york
## 46 57 w. 58th st. new york
## 47 405 e. 58th st. new york
## 48 102 5th ave. between 15th and 16th sts . new york
## 49 57 jane st. off hudson st. new york
## 50 239 w. broadway between walker and white sts . new york
## 51 55 e. 54th st. new york
## 52 100 e. 63rd st. new york
## 53 182 w. 58th st. new york
## 54 35 w. 64th st. new york
## 55 95 ave. a at 6th st. new york
## 56 30 rockefeller plaza new york
## 57 1 water st. at the east river new york
## 58 240 central park s new york
## 59 156 2nd ave. at 10th st. new york
## 60 11 e. 53rd st. new york
## 61 43 w. 65th st. new york
## 62 1110 3rd ave. at 65th st. new york
## 63 201 e. 49th st. new york
## 64 ` in central park at 67th st. new york
## 65 747 9th ave. between 50th and 51st sts . new york
## 66 21 e. 16th st. new york
## 67 152 w. 44th st. new york
## 68 3200 las vegas blvd. s las vegas
## 69 3799 las vegas blvd. s las vegas
## 70 3000 w. paradise rd. las vegas
## 71 3570 las vegas blvd. s las vegas
## 72 200 e. fremont st. las vegas
## 73 2880 las vegas blvd. s las vegas
## 74 2245 e. flamingo rd. las vegas
## 75 2355 peachtree rd. . peachtree battle shopping center atlanta
## 76 3125 piedmont rd. . near peachtree rd. atlanta
## 77 3130 piedmont road atlanta
## 78 3393 peachtree rd. . lenox square mall near neiman marcus atlanta
## 79 3073 piedmont road atlanta
## 80 1529 piedmont ave. atlanta
## 81 1 margaret mitchell sq. atlanta
## 82 2290 peachtree rd. . peachtree square shopping center atlanta
## 83 490 e. paces ferry rd. atlanta
## 84 595 piedmont ave. rio shopping mall atlanta
## 85 1397 n. highland ave. atlanta
## 86 2637 peachtree rd. . peachtree house condominium atlanta
## 87 224 ponce de leon ave. atlanta
## 88 255 courtland st. at harris st. atlanta
## 89 1232 w. paces ferry rd. atlanta
## 90 3434 peachtree rd. atlanta
## 91 3434 peachtree rd. atlanta
## 92 181 peachtree st. atlanta
## 93 b peachtree rd. atlanta
## 94 41 14th st. atlanta
## 95 126 clement st. san francisco
## 96 252 california st. san francisco
## 97 1 mission st. san francisco
## 98 7 claude la . san francisco
## 99 340 stockton st. san francisco
## 100 804 northpoint san francisco
## 101 777 sutter st. san francisco
## 102 570 4th st. san francisco
## 103 22 hawthorne st. san francisco
## 104 5937 geary blvd. san francisco
## 105 2316 polk st. san francisco
## 106 816 folsom st. san francisco
## 107 648 bush st. san francisco
## 108 1737 post st. san francisco
## 109 3201 fillmore st. san francisco
## 110 545 post st. san francisco
## 111 600 stockton st. san francisco
## 112 532 columbus ave. san francisco
## 113 23 e. 22nd st. new york
## 114 251 e. 53rd st. new york
## 115 145 w. 53rd st. new york
## 116 2930 beverly glen circle los angeles
## 117 9570 wilshire blvd. los angeles
## 118 26025 pacific coast hwy . los angeles
## 119 176 n. canon dr. los angeles
## 120 4th st. los angeles
## 121 3rd st. promenade los angeles
## 122 346 s. la brea ave. los angeles
## 123 4100 cahuenga blvd. los angeles
## 124 700 w. fifth st. los angeles
## 125 207 s. beverly dr. los angeles
## 126 419 n. fairfax ave. los angeles
## 127 3rd st. los angeles
## 128 656 n. virgil ave. los angeles
## 129 310 n. larchmont blvd. los angeles
## 130 168 w. colorado blvd. los angeles
## 131 9500 wilshire blvd. los angeles
## 132 10250 santa monica blvd. los angeles
## 133 2628 wilshire blvd. los angeles
## 134 730 n. la cienega blvd. los angeles
## 135 930 hilgard ave. los angeles
## 136 8800 melrose ave. los angeles
## 137 134 n. la cienega los angeles
## 138 1121 s. western ave. los angeles
## 139 2424 main st. los angeles
## 140 4 fish 17300 pacific coast hwy . at sunset blvd. los angeles
## 141 8600 beverly blvd. los angeles
## 142 2020 ave. of the stars los angeles
## 143 301 n. beverly dr. los angeles
## 144 10668 w. pico blvd. los angeles
## 145 439 n. beverly drive los angeles
## 146 201 moreno dr. los angeles
## 147 9255 sunset blvd. los angeles
## 148 8783 beverly blvd. los angeles
## 149 8720 sunset blvd. los angeles
## 150 4500 los feliz blvd. los angeles
## 151 679 n. spring st. los angeles
## 152 8764 melrose ave. los angeles
## 153 414 n. beverly dr. los angeles
## 154 601 s. figueroa st. los angeles
## 155 1401 ocean ave. los angeles
## 156 11705 national blvd. los angeles
## 157 6th st. los angeles
## 158 10001 riverside dr. los angeles
## 159 1448 n. gower st. los angeles
## 160 14928 ventura blvd. los angeles
## 161 362 n. camden dr. los angeles
## 162 252 n. beverly dr. los angeles
## 163 3rd st. promenade los angeles
## 164 111 s. san pedro st. los angeles
## 165 1514 n. gower st. los angeles
## 166 3110 main st. los angeles
## 167 3rd st. los angeles
## 168 8020 beverly blvd. los angeles
## 169 7371 melrose ave. los angeles
## 170 430 n. camden dr. los angeles
## 171 7313 melrose ave. los angeles
## 172 3835 cross creek rd. los angeles
## 173 9876 wilshire blvd. los angeles
## 174 1930 north hillhurst ave. los angeles
## 175 60 n. venice blvd. los angeles
## 176 20 mott st. between bowery and pell st. new york
## 177 9 jones st. new york
## 178 700 5th ave. at 55th st. new york
## 179 322 e. 14 st. between 1st and 2nd aves . new york
## 180 937 broadway at 22nd st. new york
## 181 304 e. 48th st. new york
## 182 311 w. 17th st. new york
## 183 1 united nations plaza at 44th st. new york
## 184 2 park ave. at 32nd st. new york
## 185 222 e. 58th st. between 2nd and 3rd aves . new york
## 186 206 206 e. 60th st. new york
## 187 106 w. houston st. off thompson st. new york
## 188 200-250 vesey st. world financial center new york
## 189 1022 3rd ave. between 60th and 61st sts . new york
## 190 321 w. 46th st. new york
## 191 123 w. 52nd st. new york
## 192 228 8th ave. between 21st and 22nd sts . new york
## 193 948 1st ave. between 52nd and 53rd sts . new york
## 194 13 1st ave. near 1st st. new york
## 195 1393a 2nd ave. between 72nd and 73rd sts . new york
## 196 420 e. 59th st. off 1st ave. new york
## 197 225 varick st. at clarkston st. new york
## 198 240 e. 58th st. new york
## 199 25 w. 40th st. between 5th and 6th aves . new york
## 200 103 waverly pl . near washington sq. new york
## 201 111 e. 22nd st. between park ave. s and lexington ave. new york
## 202 1486 2nd ave. between 77th and 78th sts . new york
## 203 160 central park s new york
## 204 69 w. 71st st. new york
## 205 200 w. 70th st. new york
## 206 2 e. 61st st. new york
## 207 200 park ave. between 45th st. and vanderbilt ave. new york
## 208 246 w. 4th st. at charles st. new york
## 209 81 macdougal st. between houston and bleeker sts . new york
## 210 46 greenwich ave. new york
## 211 169 sullivan st. between houston and bleecker sts . new york
## 212 119 macdougal st. between 3rd and bleecker sts . new york
## 213 385 broome st. at mulberry new york
## 214 32 jones st. at bleecker st. new york
## 215 7 w. 20th st. new york
## 216 451 washington st. near watts st. new york
## 217 860 2nd ave. at 46th st. new york
## 218 150 wooster st. between houston and prince sts . new york
## 219 45 mercer st. between broome and grand sts . new york
## 220 72 macdougal st. between w. houston and bleecker sts . new york
## 221 160 e. 48th st. new york
## 222 60 w. 53rd st. new york
## 223 120 w. 51st st. new york
## 224 23 e. 74th st. new york
## 225 53rd sts . new york
## 226 1013 3rd ave. between 60th and 61st sts . new york
## 227 522 9th ave. at 39th st. new york
## 228 164 mulberry st. between grand and broome sts . new york
## 229 121 prince st. new york
## 230 341 w. broadway near grand st. new york
## 231 181 w. 10th st. new york
## 232 633 3rd ave. at 40th st. new york
## 233 157 duane st. between w. broadway and hudson st. new york
## 234 219 w. broadway between franklin and white sts . new york
## 235 1325 5th ave. at 111th st. new york
## 236 6 e. 32nd st. new york
## 237 2150 broadway between 75th and 76th sts . new york
## 238 1288 1st ave. at 69th st. new york
## 239 39 desbrosses st. near west st. new york
## 240 340 w. broadway at grand st. new york
## 241 29 e. 65th st. new york
## 242 57 e. 57th st. new york
## 243 635 9th ave. between 44th and 45th sts . new york
## 244 1900 broadway between 63rd and 64th sts . new york
## 245 522 columbus ave. between 85th and 86th sts . new york
## 246 87 1st ave. between 5th and 6th sts . new york
## 247 73 w. 71st st. new york
## 248 348 e. 62nd st. new york
## 249 21 west 17th st. between 5th and 6th aves . new york
## 250 6 w. 24th st. new york
## 251 54 pearl st. at broad st. new york
## 252 458 6th ave. at 11th st. new york
## 253 2340 broadway at 85th st. new york
## 254 402 w. 43rd st. off 9th ave. new york
## 255 467 columbus ave. between 82nd and 83rd sts . new york
## 256 685 amsterdam ave. at 93rd st. new york
## 257 228 w. 52nd st. new york
## 258 15 fulton st. new york
## 259 208 e. 58th st. between 2nd and 3rd aves . new york
## 260 33 93 2nd ave. between 5th and 6th sts . new york
## 261 18 e. broadway at catherine st. new york
## 262 228 thompson st. between w. 3rd and bleecker sts . new york
## 263 151 w. 54th st. in the rihga royal hotel new york
## 264 221 w. 57th st. new york
## 265 1340 1st ave. at 72nd st. new york
## 266 20 cornelia st. between bleecker and w. 4th st. new york
## 267 4 world financial center new york
## 268 122 e. 27th st. between lexington and park aves . new york
## 269 125 mulberry st. between canal and hester sts . new york
## 270 492 broome st. near w. broadway new york
## 271 430 lafayette st. between 4th st. and astor pl . new york
## 272 82 e. 3rd st. between 1st and 2nd aves . new york
## 273 13 w. 46th st. new york
## 274 68 w. 58th st. new york
## 275 15 w. 44th st. new york
## 276 219 e. 44th st. between 2nd and 3rd aves . new york
## 277 326 w. 46th st. new york
## 278 152 w. 52nd st. new york
## 279 227 e. 67th st. new york
## 280 1191 1st ave. between 64th and 65th sts . new york
## 281 310 w. 4th st. between w. 12th and bank sts . new york
## 282 432 lafayette st. near astor pl . new york
## 283 4 w. 49th st. new york
## 284 168 1st ave. between 10th and 11th sts . new york
## 285 361 w. 46th st. new york
## 286 211 w. broadway at franklin st. new york
## 287 106 e. 57th st. new york
## 288 149 e. 57th st. new york
## 289 50 macdougal st. between houston and prince sts . new york
## 290 25 cleveland pl . near spring st. new york
## 291 168 w. 18th st. new york
## 292 150 w. 46th st. new york
## 293 405 e. 52nd st. new york
## 294 507 columbus ave. between 84th and 85th sts . new york
## 295 411 park ave. s between 28th and 29th sts . new york
## 296 51 w. 64th st. new york
## 297 30 west 22nd st. between 5th and 6th ave. new york
## 298 59 grand st. between wooster st. and w. broadway new york
## 299 2182 broadway between 77th and 78th sts . new york
## 300 446 columbus ave. between 81st and 82nd sts . new york
## 301 800 9th ave. at 53rd st. new york
## 302 1161 1st ave. between 63rd and 64th sts . new york
## 303 325 e. 14th st. between 1st and 2nd aves . new york
## 304 342 e. 46th st. between 1st and 2nd aves . new york
## 305 15 e. 12th st. between 5th ave. and university pl . new york
## 306 160 mercer st. between houston and prince sts . new york
## 307 1030 3rd ave. at 61st st. new york
## 308 46 e. 29th st. new york
## 309 120 w. 23rd st. new york
## 310 60 e. 54th st. new york
## 311 1134 1st ave. between 62nd and 63rd sts . new york
## 312 551 5th ave. at 45th st. new york
## 313 104 w. 57th st. near 6th ave. new york
## 314 32 w. 32nd st. new york
## 315 28 1/2 bowery at bayard st. new york
## 316 2 w. 19th st. new york
## 317 145 w. broadway at thomas st. new york
## 318 322 w. 46th st. new york
## 319 142 w. 44th st. new york
## 320 68 e. 56th st. new york
## 321 138 lafayette st. between canal and howard sts . new york
## 322 151 w. 51st . st. new york
## 323 1065 1st ave. at 58th st. new york
## 324 24 e. 81st st. new york
## 325 250 park ave. s at 20th st. new york
## 326 301 park ave. between 49th and 50th sts . new york
## 327 205 e. 45th st. new york
## 328 109 spring st. between greene and mercer sts . new york
## 329 1423 2nd ave. between 74th and 75th sts . new york
## 330 140 w. 57th st. new york
## 331 371 w. 46th st. off 9th ave. new york
## 332 551 amsterdam ave. between 86th and 87th sts . new york
## 333 28 e. 63rd st. new york
## 334 100 w. 82nd st. new york
## 335 439 e. 75th st. new york
## 336 37a union sq. w between 16th and 17th sts . new york
## 337 126 e. 7th st. between 1st ave. and ave. a new york
## 338 1063 1st ave. at 58th st. new york
## 339 148 w. 51st st. new york
## 340 133 mulberry st. between hester and grand sts . new york
## 341 55 irving pl . new york
## 342 157 chrystie st. at delancey st. new york
## 343 18 e. 54th st. new york
## 344 1000 madison ave. between 77th and 78th sts . new york
## 345 423 amsterdam ave. between 80th and 81st sts . new york
## 346 19 w. 49th st. new york
## 347 3 225 e. 60th st. new york
## 348 643 park ave. at 66th st. new york
## 349 58 w. 65th st. new york
## 350 57 w. 48th st. new york
## 351 1022 madison ave. near 79th st. new york
## 352 62 spring st. at lafayette st. new york
## 353 834 7th ave. between 53rd and 54th sts . new york
## 354 428 amsterdam ave. between 80th and 81st sts . new york
## 355 76 mott st. at canal st. new york
## 356 143 mercer st. at prince st. new york
## 357 65 w. 55th st. new york
## 358 950 8th ave. at 56th st. new york
## 359 103 1st ave. between 6th and 7th sts . new york
## 360 400 w. 119th st. between amsterdam and morningside aves . new york
## 361 350 9th ave. at 49th st. new york
## 362 2420 broadway at 89th st. new york
## 363 900 7th ave. between 56th and 57th sts . new york
## 364 345 e. 83rd st. new york
## 365 375 greenwich st. near franklin st. new york
## 366 154 e. 79th st. between lexington and 3rd aves . new york
## 367 34 e. 51st st. new york
## 368 386 3rd ave. between 27th and 28th sts . new york
## 369 222 w. 79th st. new york
## 370 342 e. 11th st. near 1st ave. new york
## 371 54 irving pl . at 17th st. new york
## 372 52 236 w. 52nd st. new york
## 373 70 w. 68th st. new york
## 374 200 e. 54th st. new york
## 375 500 e. 30th st. new york
## 376 63rd street steakhouse 44 w. 63rd st. new york
## 377 174 1st ave. between 10th and 11th sts . new york
## 378 34 union sq. e at 16th st. new york
## 379 90 prince st. between broadway and mercer st. new york
## 380 163 ponce de leon ave. atlanta
## 381 783 martin luther king jr. dr. atlanta
## 382 3195 roswell rd. atlanta
## 383 3109 piedmont rd. . just south of peachtree rd. atlanta
## 384 265 pharr rd. atlanta
## 385 260 e. paces ferry road atlanta
## 386 3500 peachtree rd. . phipps plaza atlanta
## 387 1100 peachtree st. atlanta
## 388 7050 jimmy carter blvd. . norcross atlanta
## 389 1186 n. highland ave. atlanta
## 390 3300 peachtree rd. . grand hyatt atlanta
## 391 50 hurt plaza atlanta
## 392 40 buckhead crossing mall on the sidney marcus blvd. atlanta
## 393 1879 cheshire bridge rd. atlanta
## 394 3380 peachtree rd. atlanta
## 395 ` underground underground mall underground atlanta atlanta
## 396 1811 piedmont ave. near cheshire bridge rd. atlanta
## 397 923 peachtree st. at 8th st. atlanta
## 398 6359 jimmy carter blvd. . at buford hwy . norcross atlanta
## 399 4320 powers ferry rd. atlanta
## 400 192 peachtree center ave. at international blvd. atlanta
## 401 2285 peachtree rd. . peachtree battle condominium atlanta
## 402 3300 peachtree rd. . grand hyatt atlanta
## 403 ` holiday inn/crowne plaza at ravinia dunwoody atlanta
## 404 c buford hwy . northwoods plaza doraville atlanta
## 405 6301 roswell rd. . sandy springs plaza sandy springs atlanta
## 406 1931 peachtree rd. atlanta
## 407 1402 n. highland ave. atlanta
## 408 3209 maple dr. atlanta
## 409 ` park place across from perimeter mall dunwoody atlanta
## 410 247 buckhead ave. east village sq. atlanta
## 411 1829 peachtree rd. atlanta
## 412 555 peachtree st. at linden ave. atlanta
## 413 500 pharr rd. atlanta
## 414 870 n. highland ave. atlanta
## 415 25 irby ave. atlanta
## 416 3043 buford hwy . atlanta
## 417 6050 peachtree pkwy . norcross atlanta
## 418 1144 crescent ave. atlanta
## 419 2345 cheshire bridge rd. atlanta
## 420 3384 shallowford rd. . chamblee atlanta
## 421 2165 cheshire bridge rd. atlanta
## 422 889 w. peachtree st. atlanta
## 423 3393 peachtree rd. atlanta
## 424 3700 w. flamingo las vegas
## 425 3645 las vegas blvd. s las vegas
## 426 4850 flamingo rd. las vegas
## 427 4041 audrie st. at flamingo rd. las vegas
## 428 3570 las vegas blvd. s las vegas
## 429 128 fremont st. las vegas
## 430 3400 las vegas blvd. s las vegas
## 431 4111 boulder hwy . las vegas
## 432 3555 las vegas blvd. s las vegas
## 433 1350 e. flamingo rd. las vegas
## 434 3570 las vegas blvd. s las vegas
## 435 3333 s. maryland pkwy . las vegas
## 436 3700 w. flamingo rd. las vegas
## 437 1 main st. las vegas
## 438 2880 las vegas blvd. s las vegas
## 439 3570 las vegas blvd. s las vegas
## 440 2411 w. sahara ave. las vegas
## 441 129 e. fremont st. las vegas
## 442 308 w. sahara ave. las vegas
## 443 129 e. fremont st. las vegas
## 444 1510 e. flamingo rd. las vegas
## 445 3120 las vegas blvd. s las vegas
## 446 5111 w. boulder hwy . las vegas
## 447 3400 las vegas blvd. s las vegas
## 448 400 e. sahara ave. las vegas
## 449 3000 las vegas blvd. s las vegas
## 450 3570 las vegas blvd. s las vegas
## 451 3713 w. sahara ave. las vegas
## 452 6182 w. flamingo rd. las vegas
## 453 3900 paradise rd. las vegas
## 454 2223 market st. san francisco
## 455 1722 sacramento st. san francisco
## 456 243 o \\ ` farrell st. san francisco
## 457 2030 union st. san francisco
## 458 155 steuart st. san francisco
## 459 56 gold st. san francisco
## 460 598 fourth st. san francisco
## 461 800 greenwich st. san francisco
## 462 3347 fillmore st. san francisco
## 463 2317 chestnut st. san francisco
## 464 625 polk st. san francisco
## 465 1600 powell st. san francisco
## 466 1772 market st. san francisco
## 467 4th and howard sts . san francisco
## 468 500 jackson st. san francisco
## 469 732 broadway san francisco
## 470 161 sutter st. san francisco
## 471 1300 battery st. san francisco
## 472 ` market and new montgomery sts . san francisco
## 473 ` ghirardelli sq. san francisco
## 474 501 geary st. san francisco
## 475 ` bldg. a fort mason san francisco
## 476 4 embarcadero center san francisco
## 477 2100 van ness ave. san francisco
## 478 161 steuart st. san francisco
## 479 320 hayes st. san francisco
## 480 430 broadway san francisco
## 481 5322 geary blvd. san francisco
## 482 2332 clement st. san francisco
## 483 1521 hyde st. san francisco
## 484 1265 battery st. san francisco
## 485 3345 steiner st. san francisco
## 486 615 sacramento st. san francisco
## 487 5116 geary blvd. san francisco
## 488 600 5th ave. san francisco
## 489 221 powell st. san francisco
## 490 2 new montgomery st. at market st. san francisco
## 491 519 columbus ave. san francisco
## 492 453 bush st. san francisco
## 493 133 clement st. san francisco
## 494 607 front st. san francisco
## 495 3226 mission st. san francisco
## 496 470 green st. san francisco
## 497 ` ghirardelli sq. san francisco
## 498 246 mcallister st. san francisco
## 499 1652 stockton st. san francisco
## 500 3131 webster st. san francisco
## 501 1 market st. san francisco
## 502 1915 fillmore st. san francisco
## 503 500 post st. san francisco
## 504 640 sacramento st. san francisco
## 505 3011 steiner st. san francisco
## 506 1015 battery st. san francisco
## 507 1944 union st. san francisco
## 508 631 b kearny st. san francisco
## 509 558 sacramento st. san francisco
## 510 1 tillman pl . san francisco
## 511 1702 post st. san francisco
## 512 432 powell st. san francisco
## 513 108 south park san francisco
## 514 4 san francisco
## 515 150 redwood alley san francisco
## 516 500 van ness ave. san francisco
## 517 1240 9th ave. san francisco
## 518 3300 geary blvd. san francisco
## 519 601 hayes st. san francisco
## 520 240 california st. san francisco
## 521 3235 sacramento st. san francisco
## 522 298 gough st. san francisco
## 523 3148 geary blvd. san francisco
## 524 600 montgomery st. san francisco
## 525 2125 fillmore st. san francisco
## 526 670 golden gate ave. san francisco
## 527 2257 chestnut st. san francisco
## 528 101 spear st. san francisco
## 529 427 battery st. san francisco
## 530 1220 9th ave. san francisco
## 531 1611 post st. san francisco
## 532 2000 hyde st. san francisco
## 533 1658 market st. san francisco
## phone type class phone_no_parens
## 1 310-246-1501 american 0 310-246-1501
## 2 818-762-1221 american 1 818-762-1221
## 3 310-472-1211 californian 2 310-472-1211
## 4 818-788-3536 french 3 818-788-3536
## 5 213-938-1447 american 4 213-938-1447
## 6 310-392-9025 french 5 310-392-9025
## 7 213-857-0034 californian 6 213-857-0034
## 8 213-848-6677 american 7 213-848-6677
## 9 310-456-0488 californian 8 310-456-0488
## 10 310-276-0615 american 9 310-276-0615
## 11 213-665-1891 asian 10 213-665-1891
## 12 310-652-9770 french 11 310-652-9770
## 13 213-655-8880 french 12 213-655-8880
## 14 310-274-1893 italian 13 310-274-1893
## 15 310-659-9639 asian 14 310-659-9639
## 16 310-550-8811 american 15 310-550-8811
## 17 213-467-1108 californian 16 213-467-1108
## 18 213-628-3781 american 17 213-628-3781
## 19 818-990-0500 french 18 818-990-0500
## 20 213-627-2300 italian 19 213-627-2300
## 21 310-652-4025 californian 20 310-652-4025
## 22 310-829-4313 italian 21 310-829-4313
## 23 818-585-0855 asian 22 818-585-0855
## 24 212-582-7200 american 23 212-582-7200
## 25 212-307-7311 continental 24 212-307-7311
## 26 ' 212- 319-1660 ' american 25 ' 212- 319-1660 '
## 27 212-496-6031 coffee bar 26 212-496-6031
## 28 212-877-3500 continental 27 212-877-3500
## 29 212-362-2200 italian 28 212-362-2200
## 30 212-757-2245 delicatessen 29 212-757-2245
## 31 212-966-6960 american 30 212-966-6960
## 32 212-288-0033 french 31 212-288-0033
## 33 212-355-7555 asian 32 212-355-7555
## 34 212-758-1479 italian 33 212-758-1479
## 35 212-754-9494 american 34 212-754-9494
## 36 212-620-4020 american 35 212-620-4020
## 37 212-477-0777 american 36 212-477-0777
## 38 212-765-1737 tel caribbean 37 212-765-1737
## 39 212-223-5656 american 38 212-223-5656
## 40 212-586-4252 french 39 212-586-4252
## 41 212-688-6525 french 40 212-688-6525
## 42 212-489-1515 french 41 212-489-1515
## 43 212-484-5113 french 42 212-484-5113
## 44 212-339-6719 american 43 212-339-6719
## 45 212-752-2225 french 44 212-752-2225
## 46 ' 212- 371-7777 ' seafood 45 ' 212- 371-7777 '
## 47 212-754-6272 american 46 212-754-6272
## 48 212-807-7400 american 47 212-807-7400
## 49 212-627-8273 mexican 48 212-627-8273
## 50 ' 212- 219-2777 ' french 49 ' 212- 219-2777 '
## 51 212-759-5941 seafood 50 212-759-5941
## 52 212-644-1900 american 51 212-644-1900
## 53 212-245-2214 french 52 212-245-2214
## 54 212-724-8585 mediterranean 53 212-724-8585
## 55 212-260-6660 seafood 54 212-260-6660
## 56 212-632-5000 american 55 212-632-5000
## 57 718-522-5200 american 56 718-522-5200
## 58 212-265-5959 italian 57 212-265-5959
## 59 212-677-0606 delicatessen 58 212-677-0606
## 60 212-980-9393 asian 59 212-980-9393
## 61 212-371-8844 asian 60 212-371-8844
## 62 212-861-8080 american 61 212-861-8080
## 63 212-753-1530 american 62 212-753-1530
## 64 212-873-3200 american 63 212-873-3200
## 65 212-315-1726 mediterranean 64 212-315-1726
## 66 212-243-4020 american 65 212-243-4020
## 67 ' 212- 921-9494 ' american 66 ' 212- 921-9494 '
## 68 702-733-8899 asian 67 702-733-8899
## 69 702-891-7349 southwestern 68 702-891-7349
## 70 702-732-5111 continental 69 702-732-5111
## 71 702-731-7547 continental 70 702-731-7547
## 72 702-385-3232 seafood 71 702-385-3232
## 73 702-734-0410 steak houses 72 702-734-0410
## 74 702-731-4036 seafood 73 702-731-4036
## 75 404-261-8186 italian 74 404-261-8186
## 76 404-365-0410 international 75 404-365-0410
## 77 404-237-2663 american 76 404-237-2663
## 78 404-266-1440 french 77 404-266-1440
## 79 404-262-3336 american 78 404-262-3336
## 80 404-874-7600 french 79 404-874-7600
## 81 404-681-2909 american 80 404-681-2909
## 82 404-352-3517 american 81 404-352-3517
## 83 404-233-7673 international 82 404-233-7673
## 84 404-876-4408 asian 83 404-876-4408
## 85 404-876-0676 caribbean 84 404-876-0676
## 86 404-231-1368 italian 85 404-231-1368
## 87 404-876-1800 southern 86 404-876-1800
## 88 404-221-6362 continental 87 404-221-6362
## 89 404-261-3662 international 88 404-261-3662
## 90 404-237-2700 international 89 404-237-2700
## 91 404-237-2700 international 90 404-237-2700
## 92 404-659-0400 continental 91 404-659-0400
## 93 404-351-9533 french 92 404-351-9533
## 94 404-875-8424 italian 93 404-875-8424
## 95 415-387-0408 french 94 415-387-0408
## 96 415-956-9662 seafood 95 415-956-9662
## 97 415-543-6084 american 96 415-543-6084
## 98 415-392-3505 french 97 415-392-3505
## 99 415-955-5555 american 98 415-955-5555
## 100 415-775-7036 french 99 415-775-7036
## 101 415-673-7779 french 100 415-673-7779
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## 517 415-664-3664 greek and middle eastern 516 415-664-3664
## 518 415-668-1783 asian 517 415-668-1783
## 519 415-252-9289 russian/german 518 415-252-9289
## 520 415-391-2373 seafood 519 415-391-2373
## 521 415-474-8890 french 520 415-474-8890
## 522 415-863-9335 asian 521 415-863-9335
## 523 415-752-4440 asian 522 415-752-4440
## 524 415-433-7250 mediterranean 523 415-433-7250
## 525 415-346-4430 italian 524 415-346-4430
## 526 415-673-9245 italian 525 415-673-9245
## 527 415-563-9727 american 526 415-563-9727
## 528 415-957-9300 asian 527 415-957-9300
## 529 415-541-4949 asian 528 415-541-4949
## 530 415-566-6966 greek and middle eastern 529 415-566-6966
## 531 415-922-7788 french 530 415-922-7788
## 532 415-346-0800 mexican/latin american/spanish 531 415-346-0800
## 533 415-552-2522 mediterranean 532 415-552-2522# Add phone_no_parens as column
customer_accounts %>%
mutate(phone_no_parens = phone_no_parens,
# Replace all hyphens in phone_no_parens with spaces
phone_clean = str_replace_all(phone_no_parens, "-", " "))## id name
## 1 0 arnie morton's of chicago
## 2 1 art's delicatessen
## 3 2 hotel bel-air
## 4 3 cafe bizou
## 5 4 campanile
## 6 5 chinois on main
## 7 6 citrus
## 8 7 fenix
## 9 8 granita
## 10 9 grill on the alley
## 11 10 restaurant katsu
## 12 11 l ` orangerie
## 13 12 le chardonnay
## 14 13 locanda veneta
## 15 14 matsuhisa
## 16 15 the palm
## 17 16 patina
## 18 17 philippe's the original
## 19 18 pinot bistro
## 20 19 rex il ristorante
## 21 20 spago
## 22 21 valentino
## 23 22 yujean kang's gourmet chinese cuisine
## 24 23 '21 club
## 25 24 aquavit
## 26 25 aureole
## 27 26 cafe lalo
## 28 27 cafe des artistes
## 29 28 carmine's
## 30 29 carnegie deli
## 31 30 chanterelle
## 32 31 daniel
## 33 32 dawat
## 34 33 felidia
## 35 34 four seasons grill room
## 36 35 gotham bar & grill
## 37 36 gramercy tavern
## 38 37 island spice
## 39 38 jo jo
## 40 39 la caravelle
## 41 40 la cote basque
## 42 41 le bernardin
## 43 42 les celebrites
## 44 43 lespinasse
## 45 44 lutece
## 46 45 manhattan ocean club
## 47 46 march
## 48 47 mesa grill
## 49 48 mi cocina
## 50 49 montrachet
## 51 50 oceana
## 52 51 park avenue cafe
## 53 52 petrossian
## 54 53 picholine
## 55 54 pisces
## 56 55 rainbow room
## 57 56 river cafe
## 58 57 san domenico
## 59 58 second avenue deli
## 60 59 seryna
## 61 60 shun lee west
## 62 61 sign of the dove
## 63 62 smith & wollensky
## 64 63 tavern on the green
## 65 64 uncle nick's
## 66 65 union square cafe
## 67 66 virgil's
## 68 67 chin's
## 69 68 coyote cafe
## 70 69 le montrachet
## 71 70 palace court
## 72 71 second street grille
## 73 72 steak house
## 74 73 tillerman
## 75 74 abruzzi
## 76 75 bacchanalia
## 77 76 bone's
## 78 77 brasserie le coze
## 79 78 buckhead diner
## 80 79 ciboulette
## 81 80 delectables
## 82 81 georgia grille
## 83 82 hedgerose heights inn
## 84 83 heera of india
## 85 84 indigo coastal grill
## 86 85 la grotta
## 87 86 mary mac's tea room
## 88 87 nikolai's roof
## 89 88 pano's and paul 's
## 90 89 cafe ritz-carlton buckhead
## 91 90 dining room ritz-carlton buckhead
## 92 91 restaurant ritz-carlton atlanta
## 93 92 toulouse
## 94 93 veni vidi vici
## 95 94 alain rondelli
## 96 95 aqua
## 97 96 boulevard
## 98 97 cafe claude
## 99 98 campton place
## 100 99 chez michel
## 101 100 fleur de lys
## 102 101 fringale
## 103 102 hawthorne lane
## 104 103 khan toke thai house
## 105 104 la folie
## 106 105 lulu
## 107 106 masa's
## 108 107 mifune japan center kintetsu building
## 109 108 plumpjack cafe
## 110 109 postrio
## 111 110 ritz-carlton restaurant and dining room
## 112 111 rose pistola
## 113 112 bolo
## 114 113 il nido
## 115 114 remi
## 116 115 adriano's ristorante
## 117 116 barney greengrass
## 118 117 beaurivage
## 119 118 bistro garden
## 120 119 border grill
## 121 120 broadway deli
## 122 121 ca ` brea
## 123 122 ca ` del sol
## 124 123 cafe pinot
## 125 124 california pizza kitchen
## 126 125 canter's
## 127 126 cava
## 128 127 cha cha cha
## 129 128 chan dara
## 130 129 clearwater cafe
## 131 130 dining room
## 132 131 dive !
## 133 132 drago
## 134 133 drai's
## 135 134 dynasty room
## 136 135 eclipse
## 137 136 ed debevic's
## 138 137 el cholo
## 139 138 gilliland's
## 140 139 gladstone's
## 141 140 hard rock cafe
## 142 141 harry's bar & american grill
## 143 142 il fornaio cucina italiana
## 144 143 jack sprat's grill
## 145 144 jackson's farm
## 146 145 jimmy's
## 147 146 joss
## 148 147 le colonial
## 149 148 le dome
## 150 149 louise's trattoria
## 151 150 mon kee seafood restaurant
## 152 151 morton's
## 153 152 nate ` n' al 's
## 154 153 nicola
## 155 154 ocean avenue
## 156 155 orleans
## 157 156 pacific dining car
## 158 157 paty's
## 159 158 pinot hollywood
## 160 159 posto
## 161 160 prego
## 162 161 rj's the rib joint
## 163 162 remi
## 164 163 restaurant horikawa
## 165 164 roscoe's house of chicken ` n ' waffles
## 166 165 schatzi on main
## 167 166 sofi
## 168 167 swingers
## 169 168 tavola calda
## 170 169 the mandarin
## 171 170 tommy tang's
## 172 171 tra di noi
## 173 172 trader vic's
## 174 173 vida
## 175 174 west beach cafe
## 176 175 '20 mott
## 177 176 ' 9 jones street
## 178 177 adrienne
## 179 178 agrotikon
## 180 179 aja
## 181 180 alamo
## 182 181 alley's end
## 183 182 ambassador grill
## 184 183 american place
## 185 184 anche vivolo
## 186 185 arizona
## 187 186 arturo's
## 188 187 au mandarin
## 189 188 bar anise
## 190 189 barbetta
## 191 190 ben benson's
## 192 191 big cup
## 193 192 billy's
## 194 193 boca chica
## 195 194 boonthai
## 196 195 bouterin
## 197 196 brothers bar-b-q
## 198 197 bruno
## 199 198 bryant park grill roof restaurant and bp cafe
## 200 199 c3
## 201 200 ct
## 202 201 cafe bianco
## 203 202 cafe botanica
## 204 203 cafe la fortuna
## 205 204 cafe luxembourg
## 206 205 cafe pierre
## 207 206 cafe centro
## 208 207 cafe fes
## 209 208 caffe dante
## 210 209 caffe dell ` artista
## 211 210 caffe lure
## 212 211 caffe reggio
## 213 212 caffe roma
## 214 213 caffe vivaldi
## 215 214 caffe bondi ristorante
## 216 215 capsouto freres
## 217 216 captain's table
## 218 217 casa la femme
## 219 218 cendrillon asian grill & marimba bar
## 220 219 chez jacqueline
## 221 220 chiam
## 222 221 china grill
## 223 222 cite
## 224 223 coco pazzo
## 225 224 columbus bakery
## 226 225 corrado cafe
## 227 226 cupcake cafe
## 228 227 da nico
## 229 228 dean & deluca
## 230 229 diva
## 231 230 dix et sept
## 232 231 docks
## 233 232 duane park cafe
## 234 233 el teddy's
## 235 234 'em ily's
## 236 235 'em pire korea
## 237 236 ernie's
## 238 237 evergreen cafe
## 239 238 f. ille ponte ristorante
## 240 239 felix
## 241 240 ferrier
## 242 241 fifty seven fifty seven
## 243 242 film center cafe
## 244 243 fiorello's roman cafe
## 245 244 firehouse
## 246 245 first
## 247 246 fishin eddie
## 248 247 fleur de jour
## 249 248 flowers
## 250 249 follonico
## 251 250 fraunces tavern
## 252 251 french roast
## 253 252 french roast cafe
## 254 253 frico bar
## 255 254 fujiyama mama
## 256 255 gabriela's
## 257 256 gallagher's
## 258 257 gianni's
## 259 258 girafe
## 260 259 global
## 261 260 golden unicorn
## 262 261 grand ticino
## 263 262 halcyon
## 264 263 hard rock cafe
## 265 264 hi-life restaurant and lounge
## 266 265 home
## 267 266 hudson river club
## 268 267 ' i trulli
## 269 268 il cortile
## 270 269 inca grill
## 271 270 indochine
## 272 271 internet cafe
## 273 272 ipanema
## 274 273 jean lafitte
## 275 274 jewel of india
## 276 275 jimmy sung's
## 277 276 joe allen
## 278 277 judson grill
## 279 278 l ` absinthe
## 280 279 l ` auberge
## 281 280 l ` auberge du midi
## 282 281 l ` udo
## 283 282 la reserve
## 284 283 lanza restaurant
## 285 284 lattanzi ristorante
## 286 285 layla
## 287 286 le chantilly
## 288 287 le colonial
## 289 288 le gamin
## 290 289 le jardin
## 291 290 le madri
## 292 291 le marais
## 293 292 le perigord
## 294 293 le select
## 295 294 les halles
## 296 295 lincoln tavern
## 297 296 lola
## 298 297 lucky strike
## 299 298 mad fish
## 300 299 main street
## 301 300 mangia e bevi
## 302 301 manhattan cafe
## 303 302 manila garden
## 304 303 marichu
## 305 304 marquet patisserie
## 306 305 match
## 307 306 matthew's
## 308 307 mavalli palace
## 309 308 milan cafe and coffee bar
## 310 309 monkey bar
## 311 310 montien
## 312 311 morton's
## 313 312 motown cafe
## 314 313 new york kom tang soot bul house
## 315 314 new york noodletown
## 316 315 newsbar
## 317 316 odeon
## 318 317 orso
## 319 318 osteria al droge
## 320 319 otabe
## 321 320 pacifica
## 322 321 palio
## 323 322 pamir
## 324 323 parioli romanissimo
## 325 324 patria
## 326 325 peacock alley
## 327 326 pen & pencil
## 328 327 penang soho
## 329 328 persepolis
## 330 329 planet hollywood
## 331 330 pomaire
## 332 331 popover cafe
## 333 332 post house
## 334 333 rain
## 335 334 red tulip
## 336 335 republic
## 337 336 roettelle a. g
## 338 337 rosa mexicano
## 339 338 ruth's chris
## 340 339 s.p.q.r
## 341 340 sal anthony's
## 342 341 sammy's roumanian steak house
## 343 342 san pietro
## 344 343 sant ambroeus
## 345 344 sarabeth's kitchen
## 346 345 sea grill
## 347 346 serendipity
## 348 347 seventh regiment mess and bar
## 349 348 sfuzzi
## 350 349 shaan
## 351 350 sofia fabulous pizza
## 352 351 spring street natural restaurant & bar
## 353 352 stage deli
## 354 353 stingray
## 355 354 sweet ` n ` tart cafe
## 356 355 ' t salon
## 357 356 tang pavillion
## 358 357 tapika
## 359 358 teresa's
## 360 359 terrace
## 361 360 the coffee pot
## 362 361 the savannah club
## 363 362 trattoria dell ` arte
## 364 363 triangolo
## 365 364 tribeca grill
## 366 365 trois jean
## 367 366 tse yang
## 368 367 turkish kitchen
## 369 368 two two two
## 370 369 veniero's pasticceria
## 371 370 verbena
## 372 371 victor's cafe
## 373 372 vince & eddie's
## 374 373 vong
## 375 374 water club
## 376 375 west
## 377 376 xunta
## 378 377 zen palate
## 379 378 zoe
## 380 379 abbey
## 381 380 aleck's barbecue heaven
## 382 381 annie's thai castle
## 383 382 anthonys
## 384 383 atlanta fish market
## 385 384 beesley's of buckhead
## 386 385 bertolini's
## 387 386 bistango
## 388 387 cafe renaissance
## 389 388 camille's
## 390 389 cassis
## 391 390 city grill
## 392 391 coco loco
## 393 392 colonnade restaurant
## 394 393 dante's down the hatch buckhead
## 395 394 dante's down the hatch
## 396 395 fat matt's rib shack
## 397 396 french quarter food shop
## 398 397 holt bros. bar-b-q
## 399 398 horseradish grill
## 400 399 hsu's gourmet
## 401 400 imperial fez
## 402 401 kamogawa
## 403 402 la grotta at ravinia dunwoody rd.
## 404 403 little szechuan
## 405 404 lowcountry barbecue
## 406 405 luna si
## 407 406 mambo restaurante cubano
## 408 407 mckinnon's louisiane
## 409 408 mi spia dunwoody rd.
## 410 409 nickiemoto's : a sushi bar
## 411 410 palisades
## 412 411 pleasant peasant
## 413 412 pricci
## 414 413 r.j.'s uptown kitchen & wine bar
## 415 414 rib ranch
## 416 415 sa tsu ki
## 417 416 sato sushi and thai
## 418 417 south city kitchen
## 419 418 south of france
## 420 419 stringer's fish camp and oyster bar
## 421 420 sundown cafe
## 422 421 taste of new orleans
## 423 422 tomtom
## 424 423 antonio's
## 425 424 bally's big kitchen
## 426 425 bamboo garden
## 427 426 battista's hole in the wall
## 428 427 bertolini's
## 429 428 binion's coffee shop
## 430 429 bistro
## 431 430 broiler
## 432 431 bugsy's diner
## 433 432 cafe michelle
## 434 433 cafe roma
## 435 434 capozzoli's
## 436 435 carnival world
## 437 436 center stage plaza hotel
## 438 437 circus circus
## 439 438 'em press court
## 440 439 feast
## 441 440 golden nugget hotel
## 442 441 golden steer
## 443 442 lillie langtry's
## 444 443 mandarin court
## 445 444 margarita's mexican cantina
## 446 445 mary's diner
## 447 446 mikado
## 448 447 pamplemousse
## 449 448 ralph's diner
## 450 449 the bacchanal
## 451 450 venetian
## 452 451 viva mercado's
## 453 452 yolie's
## 454 453 2223
## 455 454 acquarello
## 456 455 bardelli's
## 457 456 betelnut
## 458 457 bistro roti
## 459 458 bix
## 460 459 bizou
## 461 460 buca giovanni
## 462 461 cafe adriano
## 463 462 cafe marimba
## 464 463 california culinary academy
## 465 464 capp's corner
## 466 465 carta
## 467 466 chevys
## 468 467 cypress club
## 469 468 des alpes
## 470 469 faz
## 471 470 fog city diner
## 472 471 garden court
## 473 472 gaylord's
## 474 473 grand cafe hotel monaco
## 475 474 greens
## 476 475 harbor village
## 477 476 harris'
## 478 477 harry denton's
## 479 478 hayes street grill
## 480 479 helmand
## 481 480 hong kong flower lounge
## 482 481 hong kong villa
## 483 482 hyde street bistro
## 484 483 il fornaio levi's plaza
## 485 484 izzy's steak & chop house
## 486 485 jack's
## 487 486 kabuto sushi
## 488 487 katia's
## 489 488 kuleto's
## 490 489 kyo-ya . sheraton palace hotel
## 491 490 l ` osteria del forno
## 492 491 le central
## 493 492 le soleil
## 494 493 macarthur park
## 495 494 manora
## 496 495 maykadeh
## 497 496 mccormick & kuleto's
## 498 497 millennium
## 499 498 moose's
## 500 499 north india
## 501 500 one market
## 502 501 oritalia
## 503 502 pacific pan pacific hotel
## 504 503 palio d ` asti
## 505 504 pane e vino
## 506 505 pastis
## 507 506 perry's
## 508 507 r & g lounge
## 509 508 rubicon
## 510 509 rumpus
## 511 510 sanppo
## 512 511 scala's bistro
## 513 512 south park cafe
## 514 513 splendido embarcadero
## 515 514 stars
## 516 515 stars cafe
## 517 516 stoyanof's cafe
## 518 517 straits cafe
## 519 518 suppenkuche
## 520 519 tadich grill
## 521 520 the heights
## 522 521 thepin
## 523 522 ton kiang
## 524 523 vertigo
## 525 524 vivande porta via
## 526 525 vivande ristorante
## 527 526 world wrapps
## 528 527 wu kong
## 529 528 yank sing
## 530 529 yaya cuisine
## 531 530 yoyo tsumami bistro
## 532 531 zarzuela
## 533 532 zuni cafe & grill
## addr city
## 1 435 s. la cienega blv . los angeles
## 2 12224 ventura blvd. los angeles
## 3 701 stone canyon rd. los angeles
## 4 14016 ventura blvd. los angeles
## 5 624 s. la brea ave. los angeles
## 6 2709 main st. los angeles
## 7 6703 melrose ave. los angeles
## 8 8358 sunset blvd. west los angeles
## 9 23725 w. malibu rd. los angeles
## 10 9560 dayton way los angeles
## 11 1972 n. hillhurst ave. los angeles
## 12 903 n. la cienega blvd. los angeles
## 13 8284 melrose ave. los angeles
## 14 3rd st. los angeles
## 15 129 n. la cienega blvd. los angeles
## 16 9001 santa monica blvd. los angeles
## 17 5955 melrose ave. los angeles
## 18 1001 n. alameda st. los angeles
## 19 12969 ventura blvd. los angeles
## 20 617 s. olive st. los angeles
## 21 1114 horn ave. los angeles
## 22 3115 pico blvd. los angeles
## 23 67 n. raymond ave. los angeles
## 24 21 w. 52nd st. new york
## 25 13 w. 54th st. new york
## 26 34 e. 61st st. new york
## 27 201 w. 83rd st. new york
## 28 1 w. 67th st. new york
## 29 2450 broadway between 90th and 91st sts . new york
## 30 854 7th ave. between 54th and 55th sts . new york
## 31 2 harrison st. near hudson st. new york
## 32 20 e. 76th st. new york
## 33 210 e. 58th st. new york
## 34 243 e. 58th st. new york
## 35 99 e. 52nd st. new york
## 36 12 e. 12th st. new york
## 37 42 e. 20th st. between park ave. s and broadway new york
## 38 402 w. 44th st. new york
## 39 160 e. 64th st. new york
## 40 33 w. 55th st. new york
## 41 60 w. 55th st. between 5th and 6th ave. new york
## 42 155 w. 51st st. new york
## 43 160 central park s new york
## 44 2 e. 55th st. new york
## 45 249 e. 50th st. new york
## 46 57 w. 58th st. new york
## 47 405 e. 58th st. new york
## 48 102 5th ave. between 15th and 16th sts . new york
## 49 57 jane st. off hudson st. new york
## 50 239 w. broadway between walker and white sts . new york
## 51 55 e. 54th st. new york
## 52 100 e. 63rd st. new york
## 53 182 w. 58th st. new york
## 54 35 w. 64th st. new york
## 55 95 ave. a at 6th st. new york
## 56 30 rockefeller plaza new york
## 57 1 water st. at the east river new york
## 58 240 central park s new york
## 59 156 2nd ave. at 10th st. new york
## 60 11 e. 53rd st. new york
## 61 43 w. 65th st. new york
## 62 1110 3rd ave. at 65th st. new york
## 63 201 e. 49th st. new york
## 64 ` in central park at 67th st. new york
## 65 747 9th ave. between 50th and 51st sts . new york
## 66 21 e. 16th st. new york
## 67 152 w. 44th st. new york
## 68 3200 las vegas blvd. s las vegas
## 69 3799 las vegas blvd. s las vegas
## 70 3000 w. paradise rd. las vegas
## 71 3570 las vegas blvd. s las vegas
## 72 200 e. fremont st. las vegas
## 73 2880 las vegas blvd. s las vegas
## 74 2245 e. flamingo rd. las vegas
## 75 2355 peachtree rd. . peachtree battle shopping center atlanta
## 76 3125 piedmont rd. . near peachtree rd. atlanta
## 77 3130 piedmont road atlanta
## 78 3393 peachtree rd. . lenox square mall near neiman marcus atlanta
## 79 3073 piedmont road atlanta
## 80 1529 piedmont ave. atlanta
## 81 1 margaret mitchell sq. atlanta
## 82 2290 peachtree rd. . peachtree square shopping center atlanta
## 83 490 e. paces ferry rd. atlanta
## 84 595 piedmont ave. rio shopping mall atlanta
## 85 1397 n. highland ave. atlanta
## 86 2637 peachtree rd. . peachtree house condominium atlanta
## 87 224 ponce de leon ave. atlanta
## 88 255 courtland st. at harris st. atlanta
## 89 1232 w. paces ferry rd. atlanta
## 90 3434 peachtree rd. atlanta
## 91 3434 peachtree rd. atlanta
## 92 181 peachtree st. atlanta
## 93 b peachtree rd. atlanta
## 94 41 14th st. atlanta
## 95 126 clement st. san francisco
## 96 252 california st. san francisco
## 97 1 mission st. san francisco
## 98 7 claude la . san francisco
## 99 340 stockton st. san francisco
## 100 804 northpoint san francisco
## 101 777 sutter st. san francisco
## 102 570 4th st. san francisco
## 103 22 hawthorne st. san francisco
## 104 5937 geary blvd. san francisco
## 105 2316 polk st. san francisco
## 106 816 folsom st. san francisco
## 107 648 bush st. san francisco
## 108 1737 post st. san francisco
## 109 3201 fillmore st. san francisco
## 110 545 post st. san francisco
## 111 600 stockton st. san francisco
## 112 532 columbus ave. san francisco
## 113 23 e. 22nd st. new york
## 114 251 e. 53rd st. new york
## 115 145 w. 53rd st. new york
## 116 2930 beverly glen circle los angeles
## 117 9570 wilshire blvd. los angeles
## 118 26025 pacific coast hwy . los angeles
## 119 176 n. canon dr. los angeles
## 120 4th st. los angeles
## 121 3rd st. promenade los angeles
## 122 346 s. la brea ave. los angeles
## 123 4100 cahuenga blvd. los angeles
## 124 700 w. fifth st. los angeles
## 125 207 s. beverly dr. los angeles
## 126 419 n. fairfax ave. los angeles
## 127 3rd st. los angeles
## 128 656 n. virgil ave. los angeles
## 129 310 n. larchmont blvd. los angeles
## 130 168 w. colorado blvd. los angeles
## 131 9500 wilshire blvd. los angeles
## 132 10250 santa monica blvd. los angeles
## 133 2628 wilshire blvd. los angeles
## 134 730 n. la cienega blvd. los angeles
## 135 930 hilgard ave. los angeles
## 136 8800 melrose ave. los angeles
## 137 134 n. la cienega los angeles
## 138 1121 s. western ave. los angeles
## 139 2424 main st. los angeles
## 140 4 fish 17300 pacific coast hwy . at sunset blvd. los angeles
## 141 8600 beverly blvd. los angeles
## 142 2020 ave. of the stars los angeles
## 143 301 n. beverly dr. los angeles
## 144 10668 w. pico blvd. los angeles
## 145 439 n. beverly drive los angeles
## 146 201 moreno dr. los angeles
## 147 9255 sunset blvd. los angeles
## 148 8783 beverly blvd. los angeles
## 149 8720 sunset blvd. los angeles
## 150 4500 los feliz blvd. los angeles
## 151 679 n. spring st. los angeles
## 152 8764 melrose ave. los angeles
## 153 414 n. beverly dr. los angeles
## 154 601 s. figueroa st. los angeles
## 155 1401 ocean ave. los angeles
## 156 11705 national blvd. los angeles
## 157 6th st. los angeles
## 158 10001 riverside dr. los angeles
## 159 1448 n. gower st. los angeles
## 160 14928 ventura blvd. los angeles
## 161 362 n. camden dr. los angeles
## 162 252 n. beverly dr. los angeles
## 163 3rd st. promenade los angeles
## 164 111 s. san pedro st. los angeles
## 165 1514 n. gower st. los angeles
## 166 3110 main st. los angeles
## 167 3rd st. los angeles
## 168 8020 beverly blvd. los angeles
## 169 7371 melrose ave. los angeles
## 170 430 n. camden dr. los angeles
## 171 7313 melrose ave. los angeles
## 172 3835 cross creek rd. los angeles
## 173 9876 wilshire blvd. los angeles
## 174 1930 north hillhurst ave. los angeles
## 175 60 n. venice blvd. los angeles
## 176 20 mott st. between bowery and pell st. new york
## 177 9 jones st. new york
## 178 700 5th ave. at 55th st. new york
## 179 322 e. 14 st. between 1st and 2nd aves . new york
## 180 937 broadway at 22nd st. new york
## 181 304 e. 48th st. new york
## 182 311 w. 17th st. new york
## 183 1 united nations plaza at 44th st. new york
## 184 2 park ave. at 32nd st. new york
## 185 222 e. 58th st. between 2nd and 3rd aves . new york
## 186 206 206 e. 60th st. new york
## 187 106 w. houston st. off thompson st. new york
## 188 200-250 vesey st. world financial center new york
## 189 1022 3rd ave. between 60th and 61st sts . new york
## 190 321 w. 46th st. new york
## 191 123 w. 52nd st. new york
## 192 228 8th ave. between 21st and 22nd sts . new york
## 193 948 1st ave. between 52nd and 53rd sts . new york
## 194 13 1st ave. near 1st st. new york
## 195 1393a 2nd ave. between 72nd and 73rd sts . new york
## 196 420 e. 59th st. off 1st ave. new york
## 197 225 varick st. at clarkston st. new york
## 198 240 e. 58th st. new york
## 199 25 w. 40th st. between 5th and 6th aves . new york
## 200 103 waverly pl . near washington sq. new york
## 201 111 e. 22nd st. between park ave. s and lexington ave. new york
## 202 1486 2nd ave. between 77th and 78th sts . new york
## 203 160 central park s new york
## 204 69 w. 71st st. new york
## 205 200 w. 70th st. new york
## 206 2 e. 61st st. new york
## 207 200 park ave. between 45th st. and vanderbilt ave. new york
## 208 246 w. 4th st. at charles st. new york
## 209 81 macdougal st. between houston and bleeker sts . new york
## 210 46 greenwich ave. new york
## 211 169 sullivan st. between houston and bleecker sts . new york
## 212 119 macdougal st. between 3rd and bleecker sts . new york
## 213 385 broome st. at mulberry new york
## 214 32 jones st. at bleecker st. new york
## 215 7 w. 20th st. new york
## 216 451 washington st. near watts st. new york
## 217 860 2nd ave. at 46th st. new york
## 218 150 wooster st. between houston and prince sts . new york
## 219 45 mercer st. between broome and grand sts . new york
## 220 72 macdougal st. between w. houston and bleecker sts . new york
## 221 160 e. 48th st. new york
## 222 60 w. 53rd st. new york
## 223 120 w. 51st st. new york
## 224 23 e. 74th st. new york
## 225 53rd sts . new york
## 226 1013 3rd ave. between 60th and 61st sts . new york
## 227 522 9th ave. at 39th st. new york
## 228 164 mulberry st. between grand and broome sts . new york
## 229 121 prince st. new york
## 230 341 w. broadway near grand st. new york
## 231 181 w. 10th st. new york
## 232 633 3rd ave. at 40th st. new york
## 233 157 duane st. between w. broadway and hudson st. new york
## 234 219 w. broadway between franklin and white sts . new york
## 235 1325 5th ave. at 111th st. new york
## 236 6 e. 32nd st. new york
## 237 2150 broadway between 75th and 76th sts . new york
## 238 1288 1st ave. at 69th st. new york
## 239 39 desbrosses st. near west st. new york
## 240 340 w. broadway at grand st. new york
## 241 29 e. 65th st. new york
## 242 57 e. 57th st. new york
## 243 635 9th ave. between 44th and 45th sts . new york
## 244 1900 broadway between 63rd and 64th sts . new york
## 245 522 columbus ave. between 85th and 86th sts . new york
## 246 87 1st ave. between 5th and 6th sts . new york
## 247 73 w. 71st st. new york
## 248 348 e. 62nd st. new york
## 249 21 west 17th st. between 5th and 6th aves . new york
## 250 6 w. 24th st. new york
## 251 54 pearl st. at broad st. new york
## 252 458 6th ave. at 11th st. new york
## 253 2340 broadway at 85th st. new york
## 254 402 w. 43rd st. off 9th ave. new york
## 255 467 columbus ave. between 82nd and 83rd sts . new york
## 256 685 amsterdam ave. at 93rd st. new york
## 257 228 w. 52nd st. new york
## 258 15 fulton st. new york
## 259 208 e. 58th st. between 2nd and 3rd aves . new york
## 260 33 93 2nd ave. between 5th and 6th sts . new york
## 261 18 e. broadway at catherine st. new york
## 262 228 thompson st. between w. 3rd and bleecker sts . new york
## 263 151 w. 54th st. in the rihga royal hotel new york
## 264 221 w. 57th st. new york
## 265 1340 1st ave. at 72nd st. new york
## 266 20 cornelia st. between bleecker and w. 4th st. new york
## 267 4 world financial center new york
## 268 122 e. 27th st. between lexington and park aves . new york
## 269 125 mulberry st. between canal and hester sts . new york
## 270 492 broome st. near w. broadway new york
## 271 430 lafayette st. between 4th st. and astor pl . new york
## 272 82 e. 3rd st. between 1st and 2nd aves . new york
## 273 13 w. 46th st. new york
## 274 68 w. 58th st. new york
## 275 15 w. 44th st. new york
## 276 219 e. 44th st. between 2nd and 3rd aves . new york
## 277 326 w. 46th st. new york
## 278 152 w. 52nd st. new york
## 279 227 e. 67th st. new york
## 280 1191 1st ave. between 64th and 65th sts . new york
## 281 310 w. 4th st. between w. 12th and bank sts . new york
## 282 432 lafayette st. near astor pl . new york
## 283 4 w. 49th st. new york
## 284 168 1st ave. between 10th and 11th sts . new york
## 285 361 w. 46th st. new york
## 286 211 w. broadway at franklin st. new york
## 287 106 e. 57th st. new york
## 288 149 e. 57th st. new york
## 289 50 macdougal st. between houston and prince sts . new york
## 290 25 cleveland pl . near spring st. new york
## 291 168 w. 18th st. new york
## 292 150 w. 46th st. new york
## 293 405 e. 52nd st. new york
## 294 507 columbus ave. between 84th and 85th sts . new york
## 295 411 park ave. s between 28th and 29th sts . new york
## 296 51 w. 64th st. new york
## 297 30 west 22nd st. between 5th and 6th ave. new york
## 298 59 grand st. between wooster st. and w. broadway new york
## 299 2182 broadway between 77th and 78th sts . new york
## 300 446 columbus ave. between 81st and 82nd sts . new york
## 301 800 9th ave. at 53rd st. new york
## 302 1161 1st ave. between 63rd and 64th sts . new york
## 303 325 e. 14th st. between 1st and 2nd aves . new york
## 304 342 e. 46th st. between 1st and 2nd aves . new york
## 305 15 e. 12th st. between 5th ave. and university pl . new york
## 306 160 mercer st. between houston and prince sts . new york
## 307 1030 3rd ave. at 61st st. new york
## 308 46 e. 29th st. new york
## 309 120 w. 23rd st. new york
## 310 60 e. 54th st. new york
## 311 1134 1st ave. between 62nd and 63rd sts . new york
## 312 551 5th ave. at 45th st. new york
## 313 104 w. 57th st. near 6th ave. new york
## 314 32 w. 32nd st. new york
## 315 28 1/2 bowery at bayard st. new york
## 316 2 w. 19th st. new york
## 317 145 w. broadway at thomas st. new york
## 318 322 w. 46th st. new york
## 319 142 w. 44th st. new york
## 320 68 e. 56th st. new york
## 321 138 lafayette st. between canal and howard sts . new york
## 322 151 w. 51st . st. new york
## 323 1065 1st ave. at 58th st. new york
## 324 24 e. 81st st. new york
## 325 250 park ave. s at 20th st. new york
## 326 301 park ave. between 49th and 50th sts . new york
## 327 205 e. 45th st. new york
## 328 109 spring st. between greene and mercer sts . new york
## 329 1423 2nd ave. between 74th and 75th sts . new york
## 330 140 w. 57th st. new york
## 331 371 w. 46th st. off 9th ave. new york
## 332 551 amsterdam ave. between 86th and 87th sts . new york
## 333 28 e. 63rd st. new york
## 334 100 w. 82nd st. new york
## 335 439 e. 75th st. new york
## 336 37a union sq. w between 16th and 17th sts . new york
## 337 126 e. 7th st. between 1st ave. and ave. a new york
## 338 1063 1st ave. at 58th st. new york
## 339 148 w. 51st st. new york
## 340 133 mulberry st. between hester and grand sts . new york
## 341 55 irving pl . new york
## 342 157 chrystie st. at delancey st. new york
## 343 18 e. 54th st. new york
## 344 1000 madison ave. between 77th and 78th sts . new york
## 345 423 amsterdam ave. between 80th and 81st sts . new york
## 346 19 w. 49th st. new york
## 347 3 225 e. 60th st. new york
## 348 643 park ave. at 66th st. new york
## 349 58 w. 65th st. new york
## 350 57 w. 48th st. new york
## 351 1022 madison ave. near 79th st. new york
## 352 62 spring st. at lafayette st. new york
## 353 834 7th ave. between 53rd and 54th sts . new york
## 354 428 amsterdam ave. between 80th and 81st sts . new york
## 355 76 mott st. at canal st. new york
## 356 143 mercer st. at prince st. new york
## 357 65 w. 55th st. new york
## 358 950 8th ave. at 56th st. new york
## 359 103 1st ave. between 6th and 7th sts . new york
## 360 400 w. 119th st. between amsterdam and morningside aves . new york
## 361 350 9th ave. at 49th st. new york
## 362 2420 broadway at 89th st. new york
## 363 900 7th ave. between 56th and 57th sts . new york
## 364 345 e. 83rd st. new york
## 365 375 greenwich st. near franklin st. new york
## 366 154 e. 79th st. between lexington and 3rd aves . new york
## 367 34 e. 51st st. new york
## 368 386 3rd ave. between 27th and 28th sts . new york
## 369 222 w. 79th st. new york
## 370 342 e. 11th st. near 1st ave. new york
## 371 54 irving pl . at 17th st. new york
## 372 52 236 w. 52nd st. new york
## 373 70 w. 68th st. new york
## 374 200 e. 54th st. new york
## 375 500 e. 30th st. new york
## 376 63rd street steakhouse 44 w. 63rd st. new york
## 377 174 1st ave. between 10th and 11th sts . new york
## 378 34 union sq. e at 16th st. new york
## 379 90 prince st. between broadway and mercer st. new york
## 380 163 ponce de leon ave. atlanta
## 381 783 martin luther king jr. dr. atlanta
## 382 3195 roswell rd. atlanta
## 383 3109 piedmont rd. . just south of peachtree rd. atlanta
## 384 265 pharr rd. atlanta
## 385 260 e. paces ferry road atlanta
## 386 3500 peachtree rd. . phipps plaza atlanta
## 387 1100 peachtree st. atlanta
## 388 7050 jimmy carter blvd. . norcross atlanta
## 389 1186 n. highland ave. atlanta
## 390 3300 peachtree rd. . grand hyatt atlanta
## 391 50 hurt plaza atlanta
## 392 40 buckhead crossing mall on the sidney marcus blvd. atlanta
## 393 1879 cheshire bridge rd. atlanta
## 394 3380 peachtree rd. atlanta
## 395 ` underground underground mall underground atlanta atlanta
## 396 1811 piedmont ave. near cheshire bridge rd. atlanta
## 397 923 peachtree st. at 8th st. atlanta
## 398 6359 jimmy carter blvd. . at buford hwy . norcross atlanta
## 399 4320 powers ferry rd. atlanta
## 400 192 peachtree center ave. at international blvd. atlanta
## 401 2285 peachtree rd. . peachtree battle condominium atlanta
## 402 3300 peachtree rd. . grand hyatt atlanta
## 403 ` holiday inn/crowne plaza at ravinia dunwoody atlanta
## 404 c buford hwy . northwoods plaza doraville atlanta
## 405 6301 roswell rd. . sandy springs plaza sandy springs atlanta
## 406 1931 peachtree rd. atlanta
## 407 1402 n. highland ave. atlanta
## 408 3209 maple dr. atlanta
## 409 ` park place across from perimeter mall dunwoody atlanta
## 410 247 buckhead ave. east village sq. atlanta
## 411 1829 peachtree rd. atlanta
## 412 555 peachtree st. at linden ave. atlanta
## 413 500 pharr rd. atlanta
## 414 870 n. highland ave. atlanta
## 415 25 irby ave. atlanta
## 416 3043 buford hwy . atlanta
## 417 6050 peachtree pkwy . norcross atlanta
## 418 1144 crescent ave. atlanta
## 419 2345 cheshire bridge rd. atlanta
## 420 3384 shallowford rd. . chamblee atlanta
## 421 2165 cheshire bridge rd. atlanta
## 422 889 w. peachtree st. atlanta
## 423 3393 peachtree rd. atlanta
## 424 3700 w. flamingo las vegas
## 425 3645 las vegas blvd. s las vegas
## 426 4850 flamingo rd. las vegas
## 427 4041 audrie st. at flamingo rd. las vegas
## 428 3570 las vegas blvd. s las vegas
## 429 128 fremont st. las vegas
## 430 3400 las vegas blvd. s las vegas
## 431 4111 boulder hwy . las vegas
## 432 3555 las vegas blvd. s las vegas
## 433 1350 e. flamingo rd. las vegas
## 434 3570 las vegas blvd. s las vegas
## 435 3333 s. maryland pkwy . las vegas
## 436 3700 w. flamingo rd. las vegas
## 437 1 main st. las vegas
## 438 2880 las vegas blvd. s las vegas
## 439 3570 las vegas blvd. s las vegas
## 440 2411 w. sahara ave. las vegas
## 441 129 e. fremont st. las vegas
## 442 308 w. sahara ave. las vegas
## 443 129 e. fremont st. las vegas
## 444 1510 e. flamingo rd. las vegas
## 445 3120 las vegas blvd. s las vegas
## 446 5111 w. boulder hwy . las vegas
## 447 3400 las vegas blvd. s las vegas
## 448 400 e. sahara ave. las vegas
## 449 3000 las vegas blvd. s las vegas
## 450 3570 las vegas blvd. s las vegas
## 451 3713 w. sahara ave. las vegas
## 452 6182 w. flamingo rd. las vegas
## 453 3900 paradise rd. las vegas
## 454 2223 market st. san francisco
## 455 1722 sacramento st. san francisco
## 456 243 o \\ ` farrell st. san francisco
## 457 2030 union st. san francisco
## 458 155 steuart st. san francisco
## 459 56 gold st. san francisco
## 460 598 fourth st. san francisco
## 461 800 greenwich st. san francisco
## 462 3347 fillmore st. san francisco
## 463 2317 chestnut st. san francisco
## 464 625 polk st. san francisco
## 465 1600 powell st. san francisco
## 466 1772 market st. san francisco
## 467 4th and howard sts . san francisco
## 468 500 jackson st. san francisco
## 469 732 broadway san francisco
## 470 161 sutter st. san francisco
## 471 1300 battery st. san francisco
## 472 ` market and new montgomery sts . san francisco
## 473 ` ghirardelli sq. san francisco
## 474 501 geary st. san francisco
## 475 ` bldg. a fort mason san francisco
## 476 4 embarcadero center san francisco
## 477 2100 van ness ave. san francisco
## 478 161 steuart st. san francisco
## 479 320 hayes st. san francisco
## 480 430 broadway san francisco
## 481 5322 geary blvd. san francisco
## 482 2332 clement st. san francisco
## 483 1521 hyde st. san francisco
## 484 1265 battery st. san francisco
## 485 3345 steiner st. san francisco
## 486 615 sacramento st. san francisco
## 487 5116 geary blvd. san francisco
## 488 600 5th ave. san francisco
## 489 221 powell st. san francisco
## 490 2 new montgomery st. at market st. san francisco
## 491 519 columbus ave. san francisco
## 492 453 bush st. san francisco
## 493 133 clement st. san francisco
## 494 607 front st. san francisco
## 495 3226 mission st. san francisco
## 496 470 green st. san francisco
## 497 ` ghirardelli sq. san francisco
## 498 246 mcallister st. san francisco
## 499 1652 stockton st. san francisco
## 500 3131 webster st. san francisco
## 501 1 market st. san francisco
## 502 1915 fillmore st. san francisco
## 503 500 post st. san francisco
## 504 640 sacramento st. san francisco
## 505 3011 steiner st. san francisco
## 506 1015 battery st. san francisco
## 507 1944 union st. san francisco
## 508 631 b kearny st. san francisco
## 509 558 sacramento st. san francisco
## 510 1 tillman pl . san francisco
## 511 1702 post st. san francisco
## 512 432 powell st. san francisco
## 513 108 south park san francisco
## 514 4 san francisco
## 515 150 redwood alley san francisco
## 516 500 van ness ave. san francisco
## 517 1240 9th ave. san francisco
## 518 3300 geary blvd. san francisco
## 519 601 hayes st. san francisco
## 520 240 california st. san francisco
## 521 3235 sacramento st. san francisco
## 522 298 gough st. san francisco
## 523 3148 geary blvd. san francisco
## 524 600 montgomery st. san francisco
## 525 2125 fillmore st. san francisco
## 526 670 golden gate ave. san francisco
## 527 2257 chestnut st. san francisco
## 528 101 spear st. san francisco
## 529 427 battery st. san francisco
## 530 1220 9th ave. san francisco
## 531 1611 post st. san francisco
## 532 2000 hyde st. san francisco
## 533 1658 market st. san francisco
## phone type class phone_no_parens
## 1 310-246-1501 american 0 310-246-1501
## 2 818-762-1221 american 1 818-762-1221
## 3 310-472-1211 californian 2 310-472-1211
## 4 818-788-3536 french 3 818-788-3536
## 5 213-938-1447 american 4 213-938-1447
## 6 310-392-9025 french 5 310-392-9025
## 7 213-857-0034 californian 6 213-857-0034
## 8 213-848-6677 american 7 213-848-6677
## 9 310-456-0488 californian 8 310-456-0488
## 10 310-276-0615 american 9 310-276-0615
## 11 213-665-1891 asian 10 213-665-1891
## 12 310-652-9770 french 11 310-652-9770
## 13 213-655-8880 french 12 213-655-8880
## 14 310-274-1893 italian 13 310-274-1893
## 15 310-659-9639 asian 14 310-659-9639
## 16 310-550-8811 american 15 310-550-8811
## 17 213-467-1108 californian 16 213-467-1108
## 18 213-628-3781 american 17 213-628-3781
## 19 818-990-0500 french 18 818-990-0500
## 20 213-627-2300 italian 19 213-627-2300
## 21 310-652-4025 californian 20 310-652-4025
## 22 310-829-4313 italian 21 310-829-4313
## 23 818-585-0855 asian 22 818-585-0855
## 24 212-582-7200 american 23 212-582-7200
## 25 212-307-7311 continental 24 212-307-7311
## 26 ' 212- 319-1660 ' american 25 ' 212- 319-1660 '
## 27 212-496-6031 coffee bar 26 212-496-6031
## 28 212-877-3500 continental 27 212-877-3500
## 29 212-362-2200 italian 28 212-362-2200
## 30 212-757-2245 delicatessen 29 212-757-2245
## 31 212-966-6960 american 30 212-966-6960
## 32 212-288-0033 french 31 212-288-0033
## 33 212-355-7555 asian 32 212-355-7555
## 34 212-758-1479 italian 33 212-758-1479
## 35 212-754-9494 american 34 212-754-9494
## 36 212-620-4020 american 35 212-620-4020
## 37 212-477-0777 american 36 212-477-0777
## 38 212-765-1737 tel caribbean 37 212-765-1737
## 39 212-223-5656 american 38 212-223-5656
## 40 212-586-4252 french 39 212-586-4252
## 41 212-688-6525 french 40 212-688-6525
## 42 212-489-1515 french 41 212-489-1515
## 43 212-484-5113 french 42 212-484-5113
## 44 212-339-6719 american 43 212-339-6719
## 45 212-752-2225 french 44 212-752-2225
## 46 ' 212- 371-7777 ' seafood 45 ' 212- 371-7777 '
## 47 212-754-6272 american 46 212-754-6272
## 48 212-807-7400 american 47 212-807-7400
## 49 212-627-8273 mexican 48 212-627-8273
## 50 ' 212- 219-2777 ' french 49 ' 212- 219-2777 '
## 51 212-759-5941 seafood 50 212-759-5941
## 52 212-644-1900 american 51 212-644-1900
## 53 212-245-2214 french 52 212-245-2214
## 54 212-724-8585 mediterranean 53 212-724-8585
## 55 212-260-6660 seafood 54 212-260-6660
## 56 212-632-5000 american 55 212-632-5000
## 57 718-522-5200 american 56 718-522-5200
## 58 212-265-5959 italian 57 212-265-5959
## 59 212-677-0606 delicatessen 58 212-677-0606
## 60 212-980-9393 asian 59 212-980-9393
## 61 212-371-8844 asian 60 212-371-8844
## 62 212-861-8080 american 61 212-861-8080
## 63 212-753-1530 american 62 212-753-1530
## 64 212-873-3200 american 63 212-873-3200
## 65 212-315-1726 mediterranean 64 212-315-1726
## 66 212-243-4020 american 65 212-243-4020
## 67 ' 212- 921-9494 ' american 66 ' 212- 921-9494 '
## 68 702-733-8899 asian 67 702-733-8899
## 69 702-891-7349 southwestern 68 702-891-7349
## 70 702-732-5111 continental 69 702-732-5111
## 71 702-731-7547 continental 70 702-731-7547
## 72 702-385-3232 seafood 71 702-385-3232
## 73 702-734-0410 steak houses 72 702-734-0410
## 74 702-731-4036 seafood 73 702-731-4036
## 75 404-261-8186 italian 74 404-261-8186
## 76 404-365-0410 international 75 404-365-0410
## 77 404-237-2663 american 76 404-237-2663
## 78 404-266-1440 french 77 404-266-1440
## 79 404-262-3336 american 78 404-262-3336
## 80 404-874-7600 french 79 404-874-7600
## 81 404-681-2909 american 80 404-681-2909
## 82 404-352-3517 american 81 404-352-3517
## 83 404-233-7673 international 82 404-233-7673
## 84 404-876-4408 asian 83 404-876-4408
## 85 404-876-0676 caribbean 84 404-876-0676
## 86 404-231-1368 italian 85 404-231-1368
## 87 404-876-1800 southern 86 404-876-1800
## 88 404-221-6362 continental 87 404-221-6362
## 89 404-261-3662 international 88 404-261-3662
## 90 404-237-2700 international 89 404-237-2700
## 91 404-237-2700 international 90 404-237-2700
## 92 404-659-0400 continental 91 404-659-0400
## 93 404-351-9533 french 92 404-351-9533
## 94 404-875-8424 italian 93 404-875-8424
## 95 415-387-0408 french 94 415-387-0408
## 96 415-956-9662 seafood 95 415-956-9662
## 97 415-543-6084 american 96 415-543-6084
## 98 415-392-3505 french 97 415-392-3505
## 99 415-955-5555 american 98 415-955-5555
## 100 415-775-7036 french 99 415-775-7036
## 101 415-673-7779 french 100 415-673-7779
## 102 415-543-0573 french 101 415-543-0573
## 103 415-777-9779 american 102 415-777-9779
## 104 415-668-6654 asian 103 415-668-6654
## 105 415-776-5577 french 104 415-776-5577
## 106 415-495-5775 mediterranean 105 415-495-5775
## 107 415-989-7154 french 106 415-989-7154
## 108 415-922-0337 asian 107 415-922-0337
## 109 415-563-4755 mediterranean 108 415-563-4755
## 110 415-776-7825 american 109 415-776-7825
## 111 415-296-7465 american 110 415-296-7465
## 112 415-399-0499 italian 111 415-399-0499
## 113 212-228-2200 mediterranean 191 212-228-2200
## 114 212-753-8450 italian 267 212-753-8450
## 115 212-581-4242 italian 334 212-581-4242
## 116 310-475-9807 italian 112 310-475-9807
## 117 310-777-5877 american 113 310-777-5877
## 118 310-456-5733 french 114 310-456-5733
## 119 310-550-3900 californian 115 310-550-3900
## 120 310-451-1655 mexican 116 310-451-1655
## 121 310-451-0616 american 117 310-451-0616
## 122 213-938-2863 italian 118 213-938-2863
## 123 818-985-4669 italian 119 818-985-4669
## 124 213-239-6500 californian 120 213-239-6500
## 125 310-275-1101 californian 121 310-275-1101
## 126 213-651-2030 . american 122 213-651-2030 .
## 127 213-658-8898 mediterranean 123 213-658-8898
## 128 213-664-7723 caribbean 124 213-664-7723
## 129 213-467-1052 asian 125 213-467-1052
## 130 818-356-0959 health food 126 818-356-0959
## 131 310-275-5200 californian 127 310-275-5200
## 132 310-788- dive american 128 310-788-
## 133 310-828-1585 italian 129 310-828-1585
## 134 310-358-8585 french 130 310-358-8585
## 135 310-208-8765 continental 131 310-208-8765
## 136 310-724-5959 californian 132 310-724-5959
## 137 310-659-1952 american 133 310-659-1952
## 138 213-734-2773 mexican 134 213-734-2773
## 139 310-392-3901 american 135 310-392-3901
## 140 310-454-3474 american 136 310-454-3474
## 141 310-276-7605 american 137 310-276-7605
## 142 310-277-2333 italian 138 310-277-2333
## 143 310-550-8330 italian 139 310-550-8330
## 144 310-837-6662 health food 140 310-837-6662
## 145 310-273-5578 californian 141 310-273-5578
## 146 310-552-2394 continental 142 310-552-2394
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## 261 ' 212- 941-0911 ' asian 258 ' 212- 941-0911 '
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## 533 415 552 2522# Check out the invalid numbers
customer_accounts %>%
filter(str_length(phone) != 12)## id name
## 1 25 aureole
## 2 45 manhattan ocean club
## 3 49 montrachet
## 4 66 virgil's
## 5 125 canter's
## 6 131 dive !
## 7 180 alamo
## 8 231 docks
## 9 242 film center cafe
## 10 260 golden unicorn
## 11 271 internet cafe
## 12 287 le colonial
## 13 313 new york kom tang soot bul house
## 14 330 pomaire
## 15 349 shaan
## 16 357 tapika
## 17 387 cafe renaissance
## addr city phone
## 1 34 e. 61st st. new york ' 212- 319-1660 '
## 2 57 w. 58th st. new york ' 212- 371-7777 '
## 3 239 w. broadway between walker and white sts . new york ' 212- 219-2777 '
## 4 152 w. 44th st. new york ' 212- 921-9494 '
## 5 419 n. fairfax ave. los angeles 213-651-2030 .
## 6 10250 santa monica blvd. los angeles 310-788-
## 7 304 e. 48th st. new york ' 212- 759-0590 '
## 8 633 3rd ave. at 40th st. new york ' 212- 986-8080 '
## 9 635 9th ave. between 44th and 45th sts . new york ' 212- 262-2525 '
## 10 18 e. broadway at catherine st. new york ' 212- 941-0911 '
## 11 82 e. 3rd st. between 1st and 2nd aves . new york ' 212- 614-0747 '
## 12 149 e. 57th st. new york ' 212- 752-0808 '
## 13 32 w. 32nd st. new york ' 212- 947-8482 '
## 14 371 w. 46th st. off 9th ave. new york ' 212- 956-3055 '
## 15 57 w. 48th st. new york ' 212- 977-8400 '
## 16 950 8th ave. at 56th st. new york ' 212- 397-3737 '
## 17 7050 jimmy carter blvd. . norcross atlanta 770-441-- 0291
## type class
## 1 american 25
## 2 seafood 45
## 3 french 49
## 4 american 66
## 5 american 122
## 6 dive american 128
## 7 mexican 177
## 8 seafood 229
## 9 american 240
## 10 asian 258
## 11 coffee bar 270
## 12 asian 286
## 13 asian 312
## 14 latin american 329
## 15 asian 349
## 16 american 357
## 17 american 3873. Advanced Data Problems
In this chapter, you’ll dive into more advanced data cleaning problems, such as ensuring that weights are all written in kilograms instead of pounds. You’ll also gain invaluable skills that will help you verify that values have been added correctly and that missing values don’t negatively impact your analyses.
3.1 Date uniformity
In this chapter, you work at an asset management company and you’ll be working with the accounts dataset, which contains information about each customer, the amount in their account, and the date their account was opened. Your boss has asked you to calculate some summary statistics about the average value of each account and whether the age of the account is associated with a higher or lower account value. Before you can do this, you need to make sure that the accounts dataset you’ve been given doesn’t contain any uniformity problems. In this exercise, you’ll investigate the date_opened column and clean it up so that all the dates are in the same format.
# Check out the accounts data frame
head((accounts))## id date_opened total
## 1 A880C79F 2003-10-19 169305
## 2 BE8222DF October 05, 2018 107460
## 3 19F9E113 2008-07-29 15297152
## 4 A2FE52A3 2005-06-09 14897272
## 5 F6DC2C08 2012-03-31 124568
## 6 D2E55799 2007-06-20 13635752# Define the date formats
formats <- c("%Y-%m-%d", "%B %d, %Y")
# Convert dates to the same format
accounts %>% mutate(date_opened_clean = parse_date_time(accounts$date_opened, formats))## id date_opened total date_opened_clean
## 1 A880C79F 2003-10-19 169305 2003-10-19
## 2 BE8222DF October 05, 2018 107460 2018-10-05
## 3 19F9E113 2008-07-29 15297152 2008-07-29
## 4 A2FE52A3 2005-06-09 14897272 2005-06-09
## 5 F6DC2C08 2012-03-31 124568 2012-03-31
## 6 D2E55799 2007-06-20 13635752 2007-06-20
## 7 53AE87EF December 01, 2017 15375984 2017-12-01
## 8 3E97F253 2019-06-03 14515800 2019-06-03
## 9 4AE79EA1 2011-05-07 23338536 2011-05-07
## 10 2322DFB4 2018-04-07 189524 2018-04-07
## 11 645335B2 2018-11-16 154001 2018-11-16
## 12 D5EB0F00 2001-04-16 174576 2001-04-16
## 13 1EB593F7 2005-04-21 191989 2005-04-21
## 14 DDBA03D9 2006-06-13 9617192 2006-06-13
## 15 40E4A2F4 2009-01-07 180547 2009-01-07
## 16 39132EEA 2012-07-07 15611960 2012-07-07
## 17 387F8E4D January 03, 2011 9402640 2011-01-03
## 18 11C3C3C0 December 24, 2017 180003 2017-12-24
## 19 C2FC91E1 2004-05-21 105722 2004-05-21
## 20 FB8F01C1 2001-09-06 22575072 2001-09-06
## 21 0128D2D0 2005-04-09 19179784 2005-04-09
## 22 BE6E4B3F 2009-10-20 15679976 2009-10-20
## 23 7C6E2ECC 2003-05-16 169814 2003-05-16
## 24 02E63545 2015-10-25 125117 2015-10-25
## 25 4399C98B May 19, 2001 130421 2001-05-19
## 26 98F4CF0F May 27, 2014 14893944 2014-05-27
## 27 247222A6 May 26, 2015 150372 2015-05-26
## 28 420985EE 2008-12-27 123125 2008-12-27
## 29 0E3903BA 2015-11-11 182668 2015-11-11
## 30 64EF994F 2009-02-26 161141 2009-02-26
## 31 CCF84EDB 2008-12-26 136128 2008-12-26
## 32 51C21705 April 22, 2016 16191136 2016-04-22
## 33 C868C6AD January 31, 2000 11733072 2000-01-31
## 34 92C237C6 2005-12-13 11838528 2005-12-13
## 35 9ECEADB2 May 17, 2018 146153 2018-05-17
## 36 DF0AFE50 2004-12-03 15250040 2004-12-03
## 37 5CD605B3 2016-10-19 87921 2016-10-19
## 38 402839E2 September 14, 2019 163416 2019-09-14
## 39 78286CE7 2009-10-05 15049216 2009-10-05
## 40 168E071B 2013-07-11 87826 2013-07-11
## 41 466CCDAA 2002-03-24 14981304 2002-03-24
## 42 8DE1ECB9 2015-10-17 217975 2015-10-17
## 43 E19FE6B5 June 06, 2009 101936 2009-06-06
## 44 1240D39C September 07, 2011 15761824 2011-09-07
## 45 A7BFAA72 2019-11-12 133790 2019-11-12
## 46 C3D24436 May 24, 2002 101584 2002-05-24
## 47 FAD92F0F September 13, 2007 17081064 2007-09-13
## 48 236A1D51 2019-10-01 18486936 2019-10-01
## 49 A6DDDC4C 2000-08-17 67962 2000-08-17
## 50 DDFD0B3D 2001-04-11 15776384 2001-04-11
## 51 D13375E9 November 01, 2005 13944632 2005-11-01
## 52 AC50B796 2016-06-30 16111264 2016-06-30
## 53 290319FD May 27, 2005 170178 2005-05-27
## 54 FC71925A November 02, 2006 186281 2006-11-02
## 55 7B0F3685 2013-05-23 179102 2013-05-23
## 56 BE411172 2017-02-24 17689984 2017-02-24
## 57 58066E39 September 16, 2015 17025632 2015-09-16
## 58 EA7FF83A 2004-11-02 11598704 2004-11-02
## 59 14A2DDB7 2019-03-06 12808952 2019-03-06
## 60 305EEAA8 2018-09-01 14417728 2018-09-01
## 61 8F25E54C November 24, 2008 189126 2008-11-24
## 62 19DD73C6 2002-12-31 14692600 2002-12-31
## 63 ACB8E6AF 2013-07-27 71359 2013-07-27
## 64 91BFCC40 2014-01-10 132859 2014-01-10
## 65 86ACAF81 2011-12-14 24533704 2011-12-14
## 66 77E85C14 November 20, 2009 13868192 2009-11-20
## 67 C5C6B79D 2008-03-01 188424 2008-03-01
## 68 0E5B69F5 2018-05-07 18650632 2018-05-07
## 69 5275B518 2017-11-23 71665 2017-11-23
## 70 17217048 May 25, 2001 20111208 2001-05-25
## 71 E7496A7F 2008-09-27 142669 2008-09-27
## 72 41BBB7B4 February 22, 2005 144229 2005-02-22
## 73 F6C7ABA1 2008-01-07 183440 2008-01-07
## 74 E699DF01 February 17, 2008 199603 2008-02-17
## 75 BACA7378 2005-05-11 204271 2005-05-11
## 76 84A4302F 2003-08-12 19420648 2003-08-12
## 77 F8A78C27 April 05, 2006 41164 2006-04-05
## 78 8BADDF6A December 31, 2010 158203 2010-12-31
## 79 9FB57E68 September 01, 2017 216352 2017-09-01
## 80 5C98E8F5 2014-11-25 103200 2014-11-25
## 81 6BB53C2A December 03, 2016 146394 2016-12-03
## 82 E23F2505 October 15, 2017 121614 2017-10-15
## 83 0C121914 June 21, 2017 227729 2017-06-21
## 84 3627E08A 2008-04-01 238104 2008-04-01
## 85 A94493B3 August 01, 2009 85975 2009-08-01
## 86 0682E9DE 2002-10-01 72832 2002-10-01
## 87 49931170 2011-03-25 14519856 2011-03-25
## 88 A154F63B 2000-07-11 133800 2000-07-11
## 89 3690CCED 2014-10-19 226595 2014-10-19
## 90 48F5E6D8 February 16, 2020 135435 2020-02-16
## 91 515FAD84 2013-06-20 98190 2013-06-20
## 92 59794264 2008-01-16 157964 2008-01-16
## 93 2038185B 2016-06-24 194662 2016-06-24
## 94 65EAC615 February 20, 2004 140191 2004-02-20
## 95 6C7509C9 September 16, 2000 212089 2000-09-16
## 96 BD969A9D 2007-04-29 167238 2007-04-29
## 97 B0CDCE3D May 28, 2014 145240 2014-05-28
## 98 33A7F03E October 14, 2007 191839 2007-10-143.2 Currency uniformity
Now that your dates are in order, you’ll need to correct any unit differences. When you first plot the data, you’ll notice that there’s a group of very high values, and a group of relatively lower values. The bank has two different offices - one in New York, and one in Tokyo, so you suspect that the accounts managed by the Tokyo office are in Japanese yen instead of U.S. dollars. Luckily, you have a data frame called account_offices that indicates which office manages each customer’s account, so you can use this information to figure out which totals need to be converted from yen to dollars.
The formula to convert yen to dollars is USD = JPY / 104.
account_offices <- read_tsv("account_offices.tsv")## Rows: 98 Columns: 2
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: "\t"
## chr (2): id, office
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.accounts$date_opened <- as.Date(accounts$date_opened)
# Scatter plot of opening date vs total amount
accounts %>%
ggplot(aes(x = date_opened, y = total)) +
geom_point()## Warning: Removed 36 rows containing missing values (geom_point).
# Left join accounts and account_offices by id
accounts %>%
left_join(account_offices, by = "id")## id date_opened total office
## 1 A880C79F 2003-10-19 169305 New York
## 2 BE8222DF <NA> 107460 New York
## 3 19F9E113 2008-07-29 15297152 Tokyo
## 4 A2FE52A3 2005-06-09 14897272 Tokyo
## 5 F6DC2C08 2012-03-31 124568 New York
## 6 D2E55799 2007-06-20 13635752 Tokyo
## 7 53AE87EF <NA> 15375984 Tokyo
## 8 3E97F253 2019-06-03 14515800 Tokyo
## 9 4AE79EA1 2011-05-07 23338536 Tokyo
## 10 2322DFB4 2018-04-07 189524 New York
## 11 645335B2 2018-11-16 154001 New York
## 12 D5EB0F00 2001-04-16 174576 New York
## 13 1EB593F7 2005-04-21 191989 New York
## 14 DDBA03D9 2006-06-13 9617192 Tokyo
## 15 40E4A2F4 2009-01-07 180547 New York
## 16 39132EEA 2012-07-07 15611960 Tokyo
## 17 387F8E4D <NA> 9402640 Tokyo
## 18 11C3C3C0 <NA> 180003 New York
## 19 C2FC91E1 2004-05-21 105722 New York
## 20 FB8F01C1 2001-09-06 22575072 Tokyo
## 21 0128D2D0 2005-04-09 19179784 Tokyo
## 22 BE6E4B3F 2009-10-20 15679976 Tokyo
## 23 7C6E2ECC 2003-05-16 169814 New York
## 24 02E63545 2015-10-25 125117 New York
## 25 4399C98B <NA> 130421 New York
## 26 98F4CF0F <NA> 14893944 Tokyo
## 27 247222A6 <NA> 150372 New York
## 28 420985EE 2008-12-27 123125 New York
## 29 0E3903BA 2015-11-11 182668 New York
## 30 64EF994F 2009-02-26 161141 New York
## 31 CCF84EDB 2008-12-26 136128 New York
## 32 51C21705 <NA> 16191136 Tokyo
## 33 C868C6AD <NA> 11733072 Tokyo
## 34 92C237C6 2005-12-13 11838528 Tokyo
## 35 9ECEADB2 <NA> 146153 New York
## 36 DF0AFE50 2004-12-03 15250040 Tokyo
## 37 5CD605B3 2016-10-19 87921 New York
## 38 402839E2 <NA> 163416 New York
## 39 78286CE7 2009-10-05 15049216 Tokyo
## 40 168E071B 2013-07-11 87826 New York
## 41 466CCDAA 2002-03-24 14981304 Tokyo
## 42 8DE1ECB9 2015-10-17 217975 New York
## 43 E19FE6B5 <NA> 101936 New York
## 44 1240D39C <NA> 15761824 Tokyo
## 45 A7BFAA72 2019-11-12 133790 New York
## 46 C3D24436 <NA> 101584 New York
## 47 FAD92F0F <NA> 17081064 Tokyo
## 48 236A1D51 2019-10-01 18486936 Tokyo
## 49 A6DDDC4C 2000-08-17 67962 New York
## 50 DDFD0B3D 2001-04-11 15776384 Tokyo
## 51 D13375E9 <NA> 13944632 Tokyo
## 52 AC50B796 2016-06-30 16111264 Tokyo
## 53 290319FD <NA> 170178 New York
## 54 FC71925A <NA> 186281 New York
## 55 7B0F3685 2013-05-23 179102 New York
## 56 BE411172 2017-02-24 17689984 Tokyo
## 57 58066E39 <NA> 17025632 Tokyo
## 58 EA7FF83A 2004-11-02 11598704 Tokyo
## 59 14A2DDB7 2019-03-06 12808952 Tokyo
## 60 305EEAA8 2018-09-01 14417728 Tokyo
## 61 8F25E54C <NA> 189126 New York
## 62 19DD73C6 2002-12-31 14692600 Tokyo
## 63 ACB8E6AF 2013-07-27 71359 New York
## 64 91BFCC40 2014-01-10 132859 New York
## 65 86ACAF81 2011-12-14 24533704 Tokyo
## 66 77E85C14 <NA> 13868192 Tokyo
## 67 C5C6B79D 2008-03-01 188424 New York
## 68 0E5B69F5 2018-05-07 18650632 Tokyo
## 69 5275B518 2017-11-23 71665 New York
## 70 17217048 <NA> 20111208 Tokyo
## 71 E7496A7F 2008-09-27 142669 New York
## 72 41BBB7B4 <NA> 144229 New York
## 73 F6C7ABA1 2008-01-07 183440 New York
## 74 E699DF01 <NA> 199603 New York
## 75 BACA7378 2005-05-11 204271 New York
## 76 84A4302F 2003-08-12 19420648 Tokyo
## 77 F8A78C27 <NA> 41164 New York
## 78 8BADDF6A <NA> 158203 New York
## 79 9FB57E68 <NA> 216352 New York
## 80 5C98E8F5 2014-11-25 103200 New York
## 81 6BB53C2A <NA> 146394 New York
## 82 E23F2505 <NA> 121614 New York
## 83 0C121914 <NA> 227729 New York
## 84 3627E08A 2008-04-01 238104 New York
## 85 A94493B3 <NA> 85975 New York
## 86 0682E9DE 2002-10-01 72832 New York
## 87 49931170 2011-03-25 14519856 Tokyo
## 88 A154F63B 2000-07-11 133800 New York
## 89 3690CCED 2014-10-19 226595 New York
## 90 48F5E6D8 <NA> 135435 New York
## 91 515FAD84 2013-06-20 98190 New York
## 92 59794264 2008-01-16 157964 New York
## 93 2038185B 2016-06-24 194662 New York
## 94 65EAC615 <NA> 140191 New York
## 95 6C7509C9 <NA> 212089 New York
## 96 BD969A9D 2007-04-29 167238 New York
## 97 B0CDCE3D <NA> 145240 New York
## 98 33A7F03E <NA> 191839 New York# Left join accounts to account_offices by id
accounts %>%
left_join(account_offices, by = "id") %>%
# Convert totals from the Tokyo office to JPY
mutate(total_usd = ifelse(office == "Tokyo", total/104, total))## id date_opened total office total_usd
## 1 A880C79F 2003-10-19 169305 New York 169305
## 2 BE8222DF <NA> 107460 New York 107460
## 3 19F9E113 2008-07-29 15297152 Tokyo 147088
## 4 A2FE52A3 2005-06-09 14897272 Tokyo 143243
## 5 F6DC2C08 2012-03-31 124568 New York 124568
## 6 D2E55799 2007-06-20 13635752 Tokyo 131113
## 7 53AE87EF <NA> 15375984 Tokyo 147846
## 8 3E97F253 2019-06-03 14515800 Tokyo 139575
## 9 4AE79EA1 2011-05-07 23338536 Tokyo 224409
## 10 2322DFB4 2018-04-07 189524 New York 189524
## 11 645335B2 2018-11-16 154001 New York 154001
## 12 D5EB0F00 2001-04-16 174576 New York 174576
## 13 1EB593F7 2005-04-21 191989 New York 191989
## 14 DDBA03D9 2006-06-13 9617192 Tokyo 92473
## 15 40E4A2F4 2009-01-07 180547 New York 180547
## 16 39132EEA 2012-07-07 15611960 Tokyo 150115
## 17 387F8E4D <NA> 9402640 Tokyo 90410
## 18 11C3C3C0 <NA> 180003 New York 180003
## 19 C2FC91E1 2004-05-21 105722 New York 105722
## 20 FB8F01C1 2001-09-06 22575072 Tokyo 217068
## 21 0128D2D0 2005-04-09 19179784 Tokyo 184421
## 22 BE6E4B3F 2009-10-20 15679976 Tokyo 150769
## 23 7C6E2ECC 2003-05-16 169814 New York 169814
## 24 02E63545 2015-10-25 125117 New York 125117
## 25 4399C98B <NA> 130421 New York 130421
## 26 98F4CF0F <NA> 14893944 Tokyo 143211
## 27 247222A6 <NA> 150372 New York 150372
## 28 420985EE 2008-12-27 123125 New York 123125
## 29 0E3903BA 2015-11-11 182668 New York 182668
## 30 64EF994F 2009-02-26 161141 New York 161141
## 31 CCF84EDB 2008-12-26 136128 New York 136128
## 32 51C21705 <NA> 16191136 Tokyo 155684
## 33 C868C6AD <NA> 11733072 Tokyo 112818
## 34 92C237C6 2005-12-13 11838528 Tokyo 113832
## 35 9ECEADB2 <NA> 146153 New York 146153
## 36 DF0AFE50 2004-12-03 15250040 Tokyo 146635
## 37 5CD605B3 2016-10-19 87921 New York 87921
## 38 402839E2 <NA> 163416 New York 163416
## 39 78286CE7 2009-10-05 15049216 Tokyo 144704
## 40 168E071B 2013-07-11 87826 New York 87826
## 41 466CCDAA 2002-03-24 14981304 Tokyo 144051
## 42 8DE1ECB9 2015-10-17 217975 New York 217975
## 43 E19FE6B5 <NA> 101936 New York 101936
## 44 1240D39C <NA> 15761824 Tokyo 151556
## 45 A7BFAA72 2019-11-12 133790 New York 133790
## 46 C3D24436 <NA> 101584 New York 101584
## 47 FAD92F0F <NA> 17081064 Tokyo 164241
## 48 236A1D51 2019-10-01 18486936 Tokyo 177759
## 49 A6DDDC4C 2000-08-17 67962 New York 67962
## 50 DDFD0B3D 2001-04-11 15776384 Tokyo 151696
## 51 D13375E9 <NA> 13944632 Tokyo 134083
## 52 AC50B796 2016-06-30 16111264 Tokyo 154916
## 53 290319FD <NA> 170178 New York 170178
## 54 FC71925A <NA> 186281 New York 186281
## 55 7B0F3685 2013-05-23 179102 New York 179102
## 56 BE411172 2017-02-24 17689984 Tokyo 170096
## 57 58066E39 <NA> 17025632 Tokyo 163708
## 58 EA7FF83A 2004-11-02 11598704 Tokyo 111526
## 59 14A2DDB7 2019-03-06 12808952 Tokyo 123163
## 60 305EEAA8 2018-09-01 14417728 Tokyo 138632
## 61 8F25E54C <NA> 189126 New York 189126
## 62 19DD73C6 2002-12-31 14692600 Tokyo 141275
## 63 ACB8E6AF 2013-07-27 71359 New York 71359
## 64 91BFCC40 2014-01-10 132859 New York 132859
## 65 86ACAF81 2011-12-14 24533704 Tokyo 235901
## 66 77E85C14 <NA> 13868192 Tokyo 133348
## 67 C5C6B79D 2008-03-01 188424 New York 188424
## 68 0E5B69F5 2018-05-07 18650632 Tokyo 179333
## 69 5275B518 2017-11-23 71665 New York 71665
## 70 17217048 <NA> 20111208 Tokyo 193377
## 71 E7496A7F 2008-09-27 142669 New York 142669
## 72 41BBB7B4 <NA> 144229 New York 144229
## 73 F6C7ABA1 2008-01-07 183440 New York 183440
## 74 E699DF01 <NA> 199603 New York 199603
## 75 BACA7378 2005-05-11 204271 New York 204271
## 76 84A4302F 2003-08-12 19420648 Tokyo 186737
## 77 F8A78C27 <NA> 41164 New York 41164
## 78 8BADDF6A <NA> 158203 New York 158203
## 79 9FB57E68 <NA> 216352 New York 216352
## 80 5C98E8F5 2014-11-25 103200 New York 103200
## 81 6BB53C2A <NA> 146394 New York 146394
## 82 E23F2505 <NA> 121614 New York 121614
## 83 0C121914 <NA> 227729 New York 227729
## 84 3627E08A 2008-04-01 238104 New York 238104
## 85 A94493B3 <NA> 85975 New York 85975
## 86 0682E9DE 2002-10-01 72832 New York 72832
## 87 49931170 2011-03-25 14519856 Tokyo 139614
## 88 A154F63B 2000-07-11 133800 New York 133800
## 89 3690CCED 2014-10-19 226595 New York 226595
## 90 48F5E6D8 <NA> 135435 New York 135435
## 91 515FAD84 2013-06-20 98190 New York 98190
## 92 59794264 2008-01-16 157964 New York 157964
## 93 2038185B 2016-06-24 194662 New York 194662
## 94 65EAC615 <NA> 140191 New York 140191
## 95 6C7509C9 <NA> 212089 New York 212089
## 96 BD969A9D 2007-04-29 167238 New York 167238
## 97 B0CDCE3D <NA> 145240 New York 145240
## 98 33A7F03E <NA> 191839 New York 191839# Left join accounts to account_offices by id
accounts %>%
left_join(account_offices, by = "id") %>%
# Convert totals from the Tokyo office to JPY
mutate(total_usd = ifelse(office == "Tokyo", total / 104, total)) %>%
# Scatter plot of opening date vs total_usd
ggplot(aes(x = date_opened, y = total_usd)) +
geom_point()## Warning: Removed 36 rows containing missing values (geom_point).
3.3 Visualizing missing data
Dealing with missing data is one of the most common tasks in data science. There are a variety of types of missingness, as well as a variety of types of solutions to missing data.
You just received a new version of the accounts data frame containing data on the amount held and amount invested for new and existing customers. However, there are rows with missing inv_amount values.
# Visualize the missing values by column
accounts <- read_tsv("accounts_ch3.tsv")## Rows: 97 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: "\t"
## chr (3): cust_id, account_opened, last_transaction
## dbl (3): age, acct_amount, inv_amount
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.accounts %>%
vis_miss()
accounts %>%
# missing_inv: Is inv_amount missing?
mutate(missing_inv = is.na(inv_amount)) %>%
# Group by missing_inv
group_by(missing_inv) %>%
# Calculate mean age for each missing_inv group
summarize(avg_age = mean(age))## # A tibble: 2 × 2
## missing_inv avg_age
## <lgl> <dbl>
## 1 FALSE 43.6
## 2 TRUE 21.8# Sort by age and visualize missing vals
accounts %>%
arrange(age) %>%
vis_miss()
3.4 Treating missing data
In this exercise, you’re working with another version of the accounts data that contains missing values for both the cust_id and acct_amount columns.
You want to figure out how many unique customers the bank has, as well as the average amount held by customers. You know that rows with missing cust_id don’t really help you, and that on average, the acct_amount is usually 5 times the amount of inv_amount.
# Create accounts_clean
accounts_clean <- accounts %>%
# Filter to remove rows with missing cust_id
filter(!is.na(cust_id)) %>%
# Add new col acct_amount_filled with replaced NAs
mutate(acct_amount_filled = ifelse(is.na(acct_amount), inv_amount * 5, acct_amount))
accounts_clean## # A tibble: 88 × 7
## cust_id age acct_amount inv_amount account_opened last_transaction
## <chr> <dbl> <dbl> <dbl> <chr> <chr>
## 1 8C35540A 54 44245. 35500. 3/5/2018 30-09-19
## 2 D5536652 36 86507. 81922. 21-01-18 14-01-19
## 3 A631984D 49 77799. 46412. 26-01-18 6/10/2019
## 4 93F2F951 56 93875. 76563. 21-08-17 10/7/2019
## 5 DE0A0882 21 99998. NA 5/6/2017 15-01-19
## 6 25E68E1B 47 109738. 93553. 26-12-17 12/11/2018
## 7 3FA9296D 53 79744. 70358. 21-06-18 24-08-18
## 8 984403B9 29 17940. 14430. 7/10/2017 18-05-18
## 9 870A9281 58 63523. 51297. 2/9/2018 22-02-19
## 10 166B05B0 53 38175. 15053. 28-02-19 31-10-18
## # … with 78 more rows, and 1 more variable: acct_amount_filled <dbl># Create accounts_clean
accounts_clean <- accounts %>%
# Filter to remove rows with missing cust_id
filter(!is.na(cust_id)) %>%
# Add new col acct_amount_filled with replaced NAs
mutate(acct_amount_filled = ifelse(is.na(acct_amount), inv_amount * 5, acct_amount))
# Assert that cust_id has no missing vals
assert_all_are_not_na(accounts_clean$cust_id)
# Assert that acct_amount_filled has no missing vals
assert_all_are_not_na(accounts_clean$acct_amount_filled)4. Record Linkage
Record linkage is a powerful technique used to merge multiple datasets together, used when values have typos or different spellings. In this chapter, you’ll learn how to link records by calculating the similarity between strings—you’ll then use your new skills to join two restaurant review datasets into one clean master dataset.
4.1 Small distance, small difference
In the video exercise, you learned that there are multiple ways to calculate how similar or different two strings are. Now you’ll practice using the stringdist package to compute string distances using various methods. It’s important to be familiar with different methods, as some methods work better on certain datasets, while others work better on other datasets.
# Calculate Damerau-Levenshtein distance
stringdist("las angelos", "los angeles", method = "dl")## [1] 2# Calculate LCS distance
stringdist("las angelos", "los angeles", method = "lcs")## [1] 4# Calculate Jaccard distance
stringdist("las angelos", "los angeles", method = "jaccard")## [1] 04.2 Fixing typos with string distance
In this chapter, one of the datasets you’ll be working with, zagat, is a set of restaurants in New York, Los Angeles, Atlanta, San Francisco, and Las Vegas. The data is from Zagat, a company that collects restaurant reviews, and includes the restaurant names, addresses, phone numbers, as well as other restaurant information.
The city column contains the name of the city that the restaurant is located in. However, there are a number of typos throughout the column. Your task is to map each city to one of the five correctly-spelled cities contained in the cities data frame.
# Count the number of each city variation
zagat %>% count(city)## city n
## 1 atlanta 64
## 2 los angeles 72
## 3 new york 98
## 4 las vegas 26
## 5 san francisco 50cities <- tribble( ~city_actual, "new york", "los angeles", "atlanta", "san fransisco", "las vegas")
# Join zagat and cities and look at results
zagat %>%
# Left join based on stringdist using city and city_actual cols
stringdist_left_join(cities, by = c("city" = "city_actual")) %>%
# Select the name, city, and city_actual cols
select(name, city, city_actual)## name city city_actual
## 1 apple pan the los angeles los angeles
## 2 asahi ramen los angeles los angeles
## 3 baja fresh los angeles los angeles
## 4 belvedere the los angeles los angeles
## 5 benita's frites los angeles los angeles
## 6 bernard's los angeles los angeles
## 7 bistro 45 los angeles los angeles
## 8 brighton coffee shop los angeles los angeles
## 9 bristol farms market cafe los angeles los angeles
## 10 cafe'50s los angeles los angeles
## 11 cafe blanc los angeles los angeles
## 12 cassell's los angeles los angeles
## 13 diaghilev los angeles los angeles
## 14 don antonio's los angeles los angeles
## 15 duke's los angeles los angeles
## 16 falafel king los angeles los angeles
## 17 feast from the east los angeles los angeles
## 18 gumbo pot the los angeles los angeles
## 19 indo cafe los angeles los angeles
## 20 jan's family restaurant los angeles los angeles
## 21 jiraffe los angeles los angeles
## 22 jody maroni's sausage kingdom los angeles los angeles
## 23 joe's los angeles los angeles
## 24 john o ` groats los angeles los angeles
## 25 johnny rockets ( la ) los angeles los angeles
## 26 killer shrimp los angeles los angeles
## 27 kokomo cafe los angeles los angeles
## 28 koo koo roo los angeles los angeles
## 29 la salsa ( la ) los angeles los angeles
## 30 langer's los angeles los angeles
## 31 local nochol los angeles los angeles
## 32 mani's bakery & espresso bar los angeles los angeles
## 33 michael's ( los angeles ) los angeles los angeles
## 34 mishima los angeles los angeles
## 35 mo better meatty meat los angeles los angeles
## 36 mulberry st. los angeles los angeles
## 37 ocean park cafe los angeles los angeles
## 38 original pantry bakery los angeles los angeles
## 39 parkway grill los angeles los angeles
## 40 pho hoa los angeles los angeles
## 41 pink's famous chili dogs los angeles los angeles
## 42 r-23 los angeles los angeles
## 43 rae's los angeles los angeles
## 44 rubin's red hots los angeles los angeles
## 45 ruby's ( la ) los angeles los angeles
## 46 ruth's chris steak house ( los angeles ) los angeles los angeles
## 47 shiro los angeles los angeles
## 48 sushi nozawa los angeles los angeles
## 49 sweet lady jane los angeles los angeles
## 50 tommy's los angeles los angeles
## 51 water grill los angeles los angeles
## 52 afghan kebab house new york new york
## 53 arcadia new york new york
## 54 benny's burritos new york new york
## 55 cafe con leche new york new york
## 56 corner bistro new york new york
## 57 cucina della fontana new york new york
## 58 cucina di pesce new york new york
## 59 darbar new york new york
## 60 ej's luncheonette new york new york
## 61 edison cafe new york new york
## 62 elias corner new york new york
## 63 good enough to eat new york new york
## 64 gray's papaya new york new york
## 65 il mulino new york new york
## 66 jackson diner new york new york
## 67 joe's shanghai new york new york
## 68 john's pizzeria new york new york
## 69 kelley & ping new york new york
## 70 kiev new york new york
## 71 kuruma zushi new york new york
## 72 la caridad new york new york
## 73 la grenouille new york new york
## 74 lemongrass grill new york new york
## 75 lombardi's new york new york
## 76 marnie's noodle shop new york new york
## 77 menchanko-tei new york new york
## 78 mitali east-west new york new york
## 79 monsoon ( ny ) new york new york
## 80 moustache new york new york
## 81 nobu new york new york
## 82 one if by land tibs new york new york
## 83 oyster bar new york new york
## 84 palm new york new york
## 85 palm too new york new york
## 86 patsy's pizza new york new york
## 87 peter luger steak house new york new york
## 88 rose of india new york new york
## 89 sam's noodle shop new york new york
## 90 sarabeth's new york new york
## 91 sparks steak house new york new york
## 92 stick to your ribs new york new york
## 93 sushisay new york new york
## 94 sylvia's new york new york
## 95 szechuan hunan cottage new york new york
## 96 szechuan kitchen new york new york
## 97 teresa's new york new york
## 98 thai house cafe new york new york
## 99 thailand restaurant new york new york
## 100 veselka new york new york
## 101 westside cottage new york new york
## 102 windows on the world new york new york
## 103 wollensky's grill new york new york
## 104 yama new york new york
## 105 zarela new york new york
## 106 andre's french restaurant las vegas las vegas
## 107 buccaneer bay club las vegas las vegas
## 108 buzio's in the rio las vegas las vegas
## 109 'em eril's new orleans fish house las vegas las vegas
## 110 fiore rotisserie & grille las vegas las vegas
## 111 hugo's cellar las vegas las vegas
## 112 madame ching's las vegas las vegas
## 113 mayflower cuisinier las vegas las vegas
## 114 michael's ( las vegas ) las vegas las vegas
## 115 monte carlo las vegas las vegas
## 116 moongate las vegas las vegas
## 117 morton's of chicago ( las vegas ) las vegas las vegas
## 118 nicky blair's las vegas las vegas
## 119 piero's restaurant las vegas las vegas
## 120 spago ( las vegas ) las vegas las vegas
## 121 steakhouse the las vegas las vegas
## 122 stefano's las vegas las vegas
## 123 sterling brunch las vegas las vegas
## 124 tre visi las vegas las vegas
## 125 ' 103 west atlanta atlanta
## 126 alon's at the terrace atlanta atlanta
## 127 baker's cajun cafe atlanta atlanta
## 128 barbecue kitchen atlanta atlanta
## 129 bistro the atlanta atlanta
## 130 bobby & june's kountry kitchen atlanta atlanta
## 131 bradshaw's restaurant atlanta atlanta
## 132 brookhaven cafe atlanta atlanta
## 133 cafe sunflower atlanta atlanta
## 134 canoe atlanta atlanta
## 135 carey's atlanta atlanta
## 136 carey's corner atlanta atlanta
## 137 chops atlanta atlanta
## 138 chopstix atlanta atlanta
## 139 deacon burton's soulfood restaurant atlanta atlanta
## 140 eats atlanta atlanta
## 141 flying biscuit the atlanta atlanta
## 142 frijoleros atlanta atlanta
## 143 greenwood's atlanta atlanta
## 144 harold's barbecue atlanta atlanta
## 145 havana sandwich shop atlanta atlanta
## 146 indian delights atlanta atlanta
## 147 java jive atlanta atlanta
## 148 johnny rockets ( at ) atlanta atlanta
## 149 kalo's coffee house atlanta atlanta
## 150 la fonda latina atlanta atlanta
## 151 lettuce souprise you ( at ) atlanta atlanta
## 152 majestic atlanta atlanta
## 153 morton's of chicago ( atlanta ) atlanta atlanta
## 154 my thai atlanta atlanta
## 155 nava atlanta atlanta
## 156 nuevo laredo cantina atlanta atlanta
## 157 original pancake house ( at ) atlanta atlanta
## 158 palm the ( atlanta ) atlanta atlanta
## 159 rainbow restaurant atlanta atlanta
## 160 riviera atlanta atlanta
## 161 silver skillet the atlanta atlanta
## 162 soto atlanta atlanta
## 163 thelma's kitchen atlanta atlanta
## 164 tortillas atlanta atlanta
## 165 van gogh's restaurant & bar atlanta atlanta
## 166 veggieland atlanta atlanta
## 167 white house restaurant atlanta atlanta
## 168 bill's place san francisco san fransisco
## 169 cafe flore san francisco san fransisco
## 170 caffe greco san francisco san fransisco
## 171 campo santo san francisco san fransisco
## 172 cha cha cha's san francisco san fransisco
## 173 doidge's san francisco san fransisco
## 174 dottie's true blue cafe san francisco san fransisco
## 175 dusit thai san francisco san fransisco
## 176 ebisu san francisco san fransisco
## 177 'em erald garden restaurant san francisco san fransisco
## 178 eric's chinese restaurant san francisco san fransisco
## 179 hamburger mary's san francisco san fransisco
## 180 kelly's on trinity san francisco san fransisco
## 181 la cumbre san francisco san fransisco
## 182 la mediterranee san francisco san fransisco
## 183 la taqueria san francisco san fransisco
## 184 mario's bohemian cigar store cafe san francisco san fransisco
## 185 marnee thai san francisco san fransisco
## 186 mel's drive-in san francisco san fransisco
## 187 mo's burgers san francisco san fransisco
## 188 phnom penh cambodian restaurant san francisco san fransisco
## 189 roosevelt tamale parlor san francisco san fransisco
## 190 sally's cafe & bakery san francisco san fransisco
## 191 san francisco bbq san francisco san fransisco
## 192 slanted door san francisco san fransisco
## 193 swan oyster depot san francisco san fransisco
## 194 thep phanom san francisco san fransisco
## 195 ti couz san francisco san fransisco
## 196 trio cafe san francisco san fransisco
## 197 tu lan san francisco san fransisco
## 198 vicolo pizzeria san francisco san fransisco
## 199 wa-ha-ka oaxaca mexican grill san francisco san fransisco
## 200 arnie morton's of chicago los angeles los angeles
## 201 art's deli los angeles los angeles
## 202 bel-air hotel los angeles los angeles
## 203 campanile los angeles los angeles
## 204 chinois on main los angeles los angeles
## 205 citrus los angeles los angeles
## 206 fenix at the argyle los angeles los angeles
## 207 granita los angeles los angeles
## 208 grill the los angeles los angeles
## 209 l ` orangerie los angeles los angeles
## 210 le chardonnay ( los angeles ) los angeles los angeles
## 211 locanda veneta los angeles los angeles
## 212 matsuhisa los angeles los angeles
## 213 palm the ( los angeles ) los angeles los angeles
## 214 patina los angeles los angeles
## 215 philippe the original los angeles los angeles
## 216 pinot bistro los angeles los angeles
## 217 rex il ristorante los angeles los angeles
## 218 spago ( los angeles ) los angeles los angeles
## 219 valentino los angeles los angeles
## 220 yujean kang's los angeles los angeles
## 221 '21 club new york new york
## 222 aquavit new york new york
## 223 aureole new york new york
## 224 cafe lalo new york new york
## 225 cafe des artistes new york new york
## 226 carmine's new york new york
## 227 carnegie deli new york new york
## 228 chanterelle new york new york
## 229 daniel new york new york
## 230 dawat new york new york
## 231 felidia new york new york
## 232 four seasons new york new york
## 233 gotham bar & grill new york new york
## 234 gramercy tavern new york new york
## 235 island spice new york new york
## 236 jo jo new york new york
## 237 la caravelle new york new york
## 238 la cote basque new york new york
## 239 le bernardin new york new york
## 240 les celebrites new york new york
## 241 lespinasse ( new york city ) new york new york
## 242 lutece new york new york
## 243 manhattan ocean club new york new york
## 244 march new york new york
## 245 mesa grill new york new york
## 246 mi cocina new york new york
## 247 montrachet new york new york
## 248 oceana new york new york
## 249 park avenue cafe ( new york city ) new york new york
## 250 petrossian new york new york
## 251 picholine new york new york
## 252 pisces new york new york
## 253 rainbow room new york new york
## 254 river cafe new york new york
## 255 san domenico new york new york
## 256 second avenue deli new york new york
## 257 seryna new york new york
## 258 shun lee palace new york new york
## 259 sign of the dove new york new york
## 260 smith & wollensky new york new york
## 261 tavern on the green new york new york
## 262 uncle nick's new york new york
## 263 union square cafe new york new york
## 264 virgil's real bbq new york new york
## 265 chin's las vegas las vegas
## 266 coyote cafe ( las vegas ) las vegas las vegas
## 267 le montrachet bistro las vegas las vegas
## 268 palace court las vegas las vegas
## 269 second street grill las vegas las vegas
## 270 steak house the las vegas las vegas
## 271 'till erman the las vegas las vegas
## 272 abruzzi atlanta atlanta
## 273 bacchanalia atlanta atlanta
## 274 bone's restaurant atlanta atlanta
## 275 brasserie le coze atlanta atlanta
## 276 buckhead diner atlanta atlanta
## 277 ciboulette restaurant atlanta atlanta
## 278 delectables atlanta atlanta
## 279 georgia grille atlanta atlanta
## 280 hedgerose heights inn the atlanta atlanta
## 281 heera of india atlanta atlanta
## 282 indigo coastal grill atlanta atlanta
## 283 la grotta atlanta atlanta
## 284 mary mac's tea room atlanta atlanta
## 285 nikolai's roof atlanta atlanta
## 286 pano's & paul 's atlanta atlanta
## 287 ritz-carlton cafe ( buckhead ) atlanta atlanta
## 288 ritz-carlton dining room ( buckhead ) atlanta atlanta
## 289 ritz-carlton restaurant atlanta atlanta
## 290 toulouse atlanta atlanta
## 291 veni vidi vici atlanta atlanta
## 292 alain rondelli san francisco san fransisco
## 293 aqua san francisco san fransisco
## 294 boulevard san francisco san fransisco
## 295 cafe claude san francisco san fransisco
## 296 campton place san francisco san fransisco
## 297 chez michel san francisco san fransisco
## 298 fleur de lys san francisco san fransisco
## 299 fringale san francisco san fransisco
## 300 hawthorne lane san francisco san fransisco
## 301 khan toke thai house san francisco san fransisco
## 302 la folie san francisco san fransisco
## 303 lulu restaurant-bis-cafe san francisco san fransisco
## 304 masa's san francisco san fransisco
## 305 mifune san francisco san fransisco
## 306 plumpjack cafe san francisco san fransisco
## 307 postrio san francisco san fransisco
## 308 ritz-carlton dining room ( san francisco ) san francisco san fransisco
## 309 rose pistola san francisco san fransisco
## 310 ritz-carlton cafe ( atlanta ) atlanta atlanta4.3 Pair blocking
Zagat and Fodor’s are both companies that gather restaurant reviews. The zagat and fodors datasets both contain information about various restaurants, including addresses, phone numbers, and cuisine types. Some restaurants appear in both datasets, but don’t necessarily have the same exact name or phone number written down. In this chapter, you’ll work towards figuring out which restaurants appear in both datasets.
The first step towards this goal is to generate pairs of records so that you can compare them. In this exercise, you’ll first generate all possible pairs, and then use your newly-cleaned city column as a blocking variable.
# Generate all possible pairs
pair_blocking(zagat, fodors)## Simple blocking
## No blocking used.
## First data set: 310 records
## Second data set: 533 records
## Total number of pairs: 165 230 pairs
##
## ldat with 165 230 rows and 2 columns
## x y
## 1 1 1
## 2 2 1
## 3 3 1
## 4 4 1
## 5 5 1
## 6 6 1
## 7 7 1
## 8 8 1
## 9 9 1
## 10 10 1
## : : :
## 165221 301 533
## 165222 302 533
## 165223 303 533
## 165224 304 533
## 165225 305 533
## 165226 306 533
## 165227 307 533
## 165228 308 533
## 165229 309 533
## 165230 310 533# Generate pairs with same city
pair_blocking(zagat, fodors, blocking_var = "city")## Simple blocking
## Blocking variable(s): city
## First data set: 310 records
## Second data set: 533 records
## Total number of pairs: 40 532 pairs
##
## ldat with 40 532 rows and 2 columns
## x y
## 1 1 1
## 2 1 2
## 3 1 3
## 4 1 4
## 5 1 5
## 6 1 6
## 7 1 7
## 8 1 8
## 9 1 9
## 10 1 10
## : : :
## 40523 310 414
## 40524 310 415
## 40525 310 416
## 40526 310 417
## 40527 310 418
## 40528 310 419
## 40529 310 420
## 40530 310 421
## 40531 310 422
## 40532 310 4234.4 Comparing pairs
Now that you’ve generated the pairs of restaurants, it’s time to compare them. You can easily customize how you perform your comparisons using the by and default_comparator arguments. There’s no right answer as to what each should be set to, so in this exercise, you’ll try a couple options out.
# Generate pairs
pair_blocking(zagat, fodors, blocking_var = "city") %>%
# Compare pairs by name using lcs()
compare_pairs(by = "name",
default_comparator = lcs())## Compare
## By: name
##
## Simple blocking
## Blocking variable(s): city
## First data set: 310 records
## Second data set: 533 records
## Total number of pairs: 40 532 pairs
##
## ldat with 40 532 rows and 3 columns
## x y name
## 1 1 1 0.3157895
## 2 1 2 0.3225806
## 3 1 3 0.2307692
## 4 1 4 0.2608696
## 5 1 5 0.4545455
## 6 1 6 0.2142857
## 7 1 7 0.1052632
## 8 1 8 0.2222222
## 9 1 9 0.3000000
## 10 1 10 0.4516129
## : : : :
## 40523 310 414 0.3606557
## 40524 310 415 0.2631579
## 40525 310 416 0.2105263
## 40526 310 417 0.3750000
## 40527 310 418 0.2978723
## 40528 310 419 0.2727273
## 40529 310 420 0.3437500
## 40530 310 421 0.3414634
## 40531 310 422 0.4081633
## 40532 310 423 0.1714286# Generate pairs
pair_blocking(zagat, fodors, blocking_var = "city") %>%
# Compare pairs by name, phone, addr
compare_pairs(by = c("name", "phone", "addr"),
default_comparator = jaro_winkler())## Compare
## By: name, phone, addr
##
## Simple blocking
## Blocking variable(s): city
## First data set: 310 records
## Second data set: 533 records
## Total number of pairs: 40 532 pairs
##
## ldat with 40 532 rows and 5 columns
## x y name phone addr
## 1 1 1 0.4871062 0.6746032 0.5703661
## 2 1 2 0.5234025 0.5555556 0.6140351
## 3 1 3 0.4564103 0.7222222 0.5486355
## 4 1 4 0.5102564 0.6746032 0.6842105
## 5 1 5 0.5982906 0.5793651 0.5515351
## 6 1 6 0.3581197 0.6746032 0.4825911
## 7 1 7 0.0000000 0.6269841 0.5457762
## 8 1 8 0.4256410 0.6269841 0.4979621
## 9 1 9 0.5013736 0.7777778 0.6342105
## 10 1 10 0.6011396 0.6746032 0.4654971
## : : : : : :
## 40523 310 414 0.4972291 0.6666667 0.5158263
## 40524 310 415 0.5778143 0.6746032 0.5065359
## 40525 310 416 0.4426564 0.6666667 0.4294118
## 40526 310 417 0.5315404 0.7152778 0.7070387
## 40527 310 418 0.5271102 0.6111111 0.7135914
## 40528 310 419 0.5204981 0.6944444 0.5683007
## 40529 310 420 0.5635103 0.5833333 0.4928843
## 40530 310 421 0.4891899 0.6111111 0.6108883
## 40531 310 422 0.6204433 0.6746032 0.7774510
## 40532 310 423 0.4233716 0.6746032 0.7908497The End.
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