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HuangJintao
HuangJintao 1 year ago
parent ea3b247da0
commit 7ef6b87cb8
31 changed files with 119144 additions and 76 deletions
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27
bert.py
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import csv
import pandas as pd
import json
import sentence_transformers.util
import torch
from sentence_transformers import SentenceTransformer
from torch import nn
if __name__ == '__main__':
# model = SentenceTransformer('E:\\Data\\Research\\Models\\roberta-large-nli-stsb-mean-tokens')
# sentences = ['公积金转入深圳', '公积金转出深圳', None, None, 114514, 114514, 1919810]
# embedding = model.encode(sentences, device='cuda')
# outcome1 = sentence_transformers.util.cos_sim(embedding[4], embedding[5])
# outcome2 = sentence_transformers.util.cos_sim(embedding[4], embedding[6])
# print(outcome1.item())
# print(outcome2.item())
train = pd.read_csv(r'E:\Data\Research\Datasets\DeepMatcher dataset\Dirty\Walmart-Amazon\train.csv', encoding='ISO-8859-1')
valid = pd.read_csv(r'E:\Data\Research\Datasets\DeepMatcher dataset\Dirty\Walmart-Amazon\valid.csv', encoding='ISO-8859-1')
test = pd.read_csv(r'E:\Data\Research\Datasets\DeepMatcher dataset\Dirty\Walmart-Amazon\test.csv', encoding='ISO-8859-1')
train = train[train['label'] == 1]
valid = valid[valid['label'] == 1]
test = test[test['label'] == 1]
matches = pd.concat([train, valid, test])
matches.drop(columns=['label'], inplace=True)
matches = matches.sort_values(by='ltable_id')
matches.to_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\Walmart-Amazon_dirty\matches.csv', sep=',', index=False, header=True)

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datasets/Amazon-Google/Amazon.csv
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"id","title","description","manufacturer","price"
"id","name","description","manufacturer","price"
"b000jz4hqo","clickart 950 000 - premier image pack (dvd-rom)",,"broderbund",0
"b0006zf55o","ca international - arcserve lap/desktop oem 30pk","oem arcserve backup v11.1 win 30u for laptops and desktops","computer associates",0
"b00004tkvy","noah's ark activity center (jewel case ages 3-8)",,"victory multimedia",0

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datasets/BeerAdvo-RateBeer/matches.csv
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ltable_id,rtable_id
61,2710
120,213
190,805
271,1410
294,1586
386,2204
418,2441
480,2576
563,1177
781,2835
862,2906
890,2580
982,2999
1004,20
1030,43
1042,55
1157,155
1394,358
1456,409
1460,412
1474,427
1522,467
1621,548
1648,571
1672,590
1748,652
1780,685
1842,737
1850,742
1914,793
1931,810
2007,203
2163,985
2175,996
2242,1048
2289,1085
2362,1136
2463,1206
2491,1230
2506,1242
2558,1284
2606,1320
2689,1373
2700,1380
2722,1393
2764,1423
2867,1493
2909,1529
2992,1590
3035,1620
3073,1647
3079,1650
3210,1737
3381,1859
3468,1921
3622,2020
3758,2120
3800,2146
3802,2149
3917,2224
4003,2284
4063,2331
4088,2351
4101,2360
4157,2405
4161,2409
4237,2466
4286,2362
1 ltable_id rtable_id
2 61 2710
3 120 213
4 190 805
5 271 1410
6 294 1586
7 386 2204
8 418 2441
9 480 2576
10 563 1177
11 781 2835
12 862 2906
13 890 2580
14 982 2999
15 1004 20
16 1030 43
17 1042 55
18 1157 155
19 1394 358
20 1456 409
21 1460 412
22 1474 427
23 1522 467
24 1621 548
25 1648 571
26 1672 590
27 1748 652
28 1780 685
29 1842 737
30 1850 742
31 1914 793
32 1931 810
33 2007 203
34 2163 985
35 2175 996
36 2242 1048
37 2289 1085
38 2362 1136
39 2463 1206
40 2491 1230
41 2506 1242
42 2558 1284
43 2606 1320
44 2689 1373
45 2700 1380
46 2722 1393
47 2764 1423
48 2867 1493
49 2909 1529
50 2992 1590
51 3035 1620
52 3073 1647
53 3079 1650
54 3210 1737
55 3381 1859
56 3468 1921
57 3622 2020
58 3758 2120
59 3800 2146
60 3802 2149
61 3917 2224
62 4003 2284
63 4063 2331
64 4088 2351
65 4101 2360
66 4157 2405
67 4161 2409
68 4237 2466
69 4286 2362

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datasets/BeerAdvo-RateBeer/tableA.csv
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datasets/DBLP-ACM/matches.csv
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datasets/DBLP-ACM/tableA.csv
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datasets/DBLP-GoogleScholar/matches.csv
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datasets/Fodors-Zagats/matches.csv
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ltable_id,rtable_id
0,218
1,219
2,220
3,221
4,222
5,223
6,224
7,225
8,226
9,227
10,228
11,229
12,230
13,231
14,232
15,233
16,234
17,235
18,236
19,237
21,239
22,240
23,241
24,242
25,243
26,244
27,245
28,246
29,247
30,248
31,249
32,250
33,251
34,252
35,253
36,254
37,255
38,256
39,257
40,258
41,259
42,260
43,261
44,262
45,263
46,264
47,265
48,266
49,267
50,268
51,269
52,270
53,271
54,272
55,273
56,274
57,275
58,276
59,277
61,279
62,280
63,281
64,282
65,283
66,284
67,285
68,286
69,287
70,288
71,289
72,290
73,291
74,292
75,293
76,294
77,295
78,296
79,297
80,298
81,299
82,300
83,301
84,302
85,303
86,304
87,305
88,306
89,307
90,308
91,309
92,310
93,311
94,312
95,313
96,314
97,315
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99,317
100,318
101,319
102,320
103,321
104,322
105,323
106,324
107,325
108,326
109,327
110,328
111,329
1 ltable_id rtable_id
2 0 218
3 1 219
4 2 220
5 3 221
6 4 222
7 5 223
8 6 224
9 7 225
10 8 226
11 9 227
12 10 228
13 11 229
14 12 230
15 13 231
16 14 232
17 15 233
18 16 234
19 17 235
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21 19 237
22 21 239
23 22 240
24 23 241
25 24 242
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27 26 244
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30 29 247
31 30 248
32 31 249
33 32 250
34 33 251
35 34 252
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41 40 258
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43 42 260
44 43 261
45 44 262
46 45 263
47 46 264
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49 48 266
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61 61 279
62 62 280
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64 64 282
65 65 283
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72 72 290
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94 94 312
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100 100 318
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102 102 320
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105 105 323
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107 107 325
108 108 326
109 109 327
110 110 328
111 111 329

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datasets/Fodors-Zagats/tableA.csv
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id,name,addr,city,phone,type,class
0,` arnie morton \ 's of chicago ',' 435 s. la cienega blv . ',` los angeles ',310/246 -1501,american,0
1,` art \ 's delicatessen ',' 12224 ventura blvd. ',` studio city ',818/762 -1221,american,1
2,` hotel bel-air ',' 701 stone canyon rd. ',` bel air ',310/472 -1211,californian,2
3,` cafe bizou ',' 14016 ventura blvd. ',` sherman oaks ',818/788 -3536,french,3
4,campanile,' 624 s. la brea ave. ',` los angeles ',213/938 -1447,american,4
5,` chinois on main ',' 2709 main st. ',` santa monica ',310/392 -9025,french,5
6,citrus,' 6703 melrose ave. ',` los angeles ',213/857 -0034,californian,6
7,fenix,' 8358 sunset blvd. west ',hollywood,213/848 -6677,american,7
8,granita,' 23725 w. malibu rd. ',malibu,310/456 -0488,californian,8
9,` grill on the alley ',' 9560 dayton way ',` los angeles ',310/276 -0615,american,9
10,` restaurant katsu ',' 1972 n. hillhurst ave. ',` los angeles ',213/665 -1891,asian,10
11,` l \ ` orangerie ',' 903 n. la cienega blvd. ',` los angeles ',310/652 -9770,french,11
12,` le chardonnay ',' 8284 melrose ave. ',` los angeles ',213/655 -8880,french,12
13,` locanda veneta ',' 3rd st. ',` los angeles ',310/274 -1893,italian,13
14,matsuhisa,' 129 n. la cienega blvd. ',` beverly hills ',310/659 -9639,asian,14
15,` the palm ',' 9001 santa monica blvd. ',` los angeles ',310/550 -8811,american,15
16,patina,' 5955 melrose ave. ',` los angeles ',213/467 -1108,californian,16
17,` philippe \ 's the original ',' 1001 n. alameda st. ',` los angeles ',213/628 -3781,american,17
18,` pinot bistro ',' 12969 ventura blvd. ',` los angeles ',818/990 -0500,french,18
19,` rex il ristorante ',' 617 s. olive st. ',` los angeles ',213/627 -2300,italian,19
20,spago,' 1114 horn ave. ',` los angeles ',310/652 -4025,californian,20
21,valentino,' 3115 pico blvd. ',` santa monica ',310/829 -4313,italian,21
22,` yujean kang \ 's gourmet chinese cuisine ','67 n. raymond ave. ',` los angeles ',818/585 -0855,asian,22
23,'21 club ','21 w. 52nd st. ',` new york ',212/582 -7200,american,23
24,aquavit,'13 w. 54th st. ',` new york ',212/307 -7311,continental,24
25,aureole,'34 e. 61st st. ',` new york ',' 212 / 319-1660 ',american,25
26,` cafe lalo ',' 201 w. 83rd st. ',` new york ',212/496 -6031,` coffee bar ',26
27,` cafe des artistes ',' 1 w. 67th st. ',` new york ',212/877 -3500,continental,27
28,` carmine \ 's ',' 2450 broadway between 90th and 91st sts . ',` new york ',212/362 -2200,italian,28
29,` carnegie deli ',' 854 7th ave. between 54th and 55th sts . ',` new york ',212/757 -2245,delicatessen,29
30,chanterelle,' 2 harrison st. near hudson st. ',` new york ',212/966 -6960,american,30
31,daniel,'20 e. 76th st. ',` new york ',212/288 -0033,french,31
32,dawat,' 210 e. 58th st. ',` new york ',212/355 -7555,asian,32
33,felidia,' 243 e. 58th st. ',` new york ',212/758 -1479,italian,33
34,` four seasons grill room ','99 e. 52nd st. ',` new york ',212/754 -9494,american,34
35,` gotham bar & grill ','12 e. 12th st. ',` new york ',212/620 -4020,american,35
36,` gramercy tavern ','42 e. 20th st. between park ave. s and broadway ',` new york ',212/477 -0777,american,36
37,` island spice ',' 402 w. 44th st. ',` new york ',212/765 -1737,` tel caribbean ',37
38,` jo jo ',' 160 e. 64th st. ',` new york ',212/223 -5656,american,38
39,` la caravelle ','33 w. 55th st. ',` new york ',212/586 -4252,french,39
40,` la cote basque ','60 w. 55th st. between 5th and 6th ave. ',` new york ',212/688 -6525,french,40
41,` le bernardin ',' 155 w. 51st st. ',` new york ',212/489 -1515,french,41
42,` les celebrites ',' 160 central park s ',` new york ',212/484 -5113,french,42
43,lespinasse,' 2 e. 55th st. ',` new york ',212/339 -6719,american,43
44,lutece,' 249 e. 50th st. ',` new york ',212/752 -2225,french,44
45,` manhattan ocean club ','57 w. 58th st. ',` new york ',' 212 / 371-7777 ',seafood,45
46,march,' 405 e. 58th st. ',` new york ',212/754 -6272,american,46
47,` mesa grill ',' 102 5th ave. between 15th and 16th sts . ',` new york ',212/807 -7400,american,47
48,` mi cocina ','57 jane st. off hudson st. ',` new york ',212/627 -8273,mexican,48
49,montrachet,' 239 w. broadway between walker and white sts . ',` new york ',' 212 / 219-2777 ',french,49
50,oceana,'55 e. 54th st. ',` new york ',212/759 -5941,seafood,50
51,` park avenue cafe ',' 100 e. 63rd st. ',` new york ',212/644 -1900,american,51
52,petrossian,' 182 w. 58th st. ',` new york ',212/245 -2214,french,52
53,picholine,'35 w. 64th st. ',` new york ',212/724 -8585,mediterranean,53
54,pisces,'95 ave. a at 6th st. ',` new york ',212/260 -6660,seafood,54
55,` rainbow room ','30 rockefeller plaza ',` new york ',212/632 -5000,` or 212/632 -5100 american ',55
56,` river cafe ',' 1 water st. at the east river ',brooklyn,718/522 -5200,american,56
57,` san domenico ',' 240 central park s ',` new york ',212/265 -5959,italian,57
58,` second avenue deli ',' 156 2nd ave. at 10th st. ',` new york ',212/677 -0606,delicatessen,58
59,seryna,'11 e. 53rd st. ',` new york ',212/980 -9393,asian,59
60,` shun lee west ','43 w. 65th st. ',` new york ',212/371 -8844,asian,60
61,` sign of the dove ',' 1110 3rd ave. at 65th st. ',` new york ',212/861 -8080,american,61
62,` smith & wollensky ',' 201 e. 49th st. ',` new york ',212/753 -1530,american,62
63,` tavern on the green ',` in central park at 67th st. ',` new york ',212/873 -3200,american,63
64,` uncle nick \ 's ',' 747 9th ave. between 50th and 51st sts . ',` new york ',212/315 -1726,mediterranean,64
65,` union square cafe ','21 e. 16th st. ',` new york ',212/243 -4020,american,65
66,` virgil \ 's ',' 152 w. 44th st. ',` new york ',' 212 / 921-9494 ',american,66
67,` chin \ 's ',' 3200 las vegas blvd. s ',` las vegas ',702/733 -8899,asian,67
68,` coyote cafe ',' 3799 las vegas blvd. s ',` las vegas ',702/891 -7349,southwestern,68
69,` le montrachet ',' 3000 w. paradise rd. ',` las vegas ',702/732 -5111,continental,69
70,` palace court ',' 3570 las vegas blvd. s ',` las vegas ',702/731 -7547,continental,70
71,` second street grille ',' 200 e. fremont st. ',` las vegas ',702/385 -3232,seafood,71
72,` steak house ',' 2880 las vegas blvd. s ',` las vegas ',702/734 -0410,` steak houses ',72
73,tillerman,' 2245 e. flamingo rd. ',` las vegas ',702/731 -4036,seafood,73
74,abruzzi,' 2355 peachtree rd. . peachtree battle shopping center ',atlanta,404/261 -8186,italian,74
75,bacchanalia,' 3125 piedmont rd. . near peachtree rd. ',atlanta,404/365 -0410,international,75
76,` bone \ 's ',' 3130 piedmont road ',atlanta,404/237 -2663,american,76
77,` brasserie le coze ',' 3393 peachtree rd. . lenox square mall near neiman marcus ',atlanta,404/266 -1440,french,77
78,` buckhead diner ',' 3073 piedmont road ',atlanta,404/262 -3336,american,78
79,ciboulette,' 1529 piedmont ave. ',atlanta,404/874 -7600,french,79
80,delectables,' 1 margaret mitchell sq. ',atlanta,404/681 -2909,american,80
81,` georgia grille ',' 2290 peachtree rd. . peachtree square shopping center ',atlanta,404/352 -3517,american,81
82,` hedgerose heights inn ',' 490 e. paces ferry rd. ',atlanta,404/233 -7673,international,82
83,` heera of india ',' 595 piedmont ave. rio shopping mall ',atlanta,404/876 -4408,asian,83
84,` indigo coastal grill ',' 1397 n. highland ave. ',atlanta,404/876 -0676,caribbean,84
85,` la grotta ',' 2637 peachtree rd. . peachtree house condominium ',atlanta,404/231 -1368,italian,85
86,` mary mac \ 's tea room ',' 224 ponce de leon ave. ',atlanta,404/876 -1800,southern,86
87,` nikolai \ 's roof ',' 255 courtland st. at harris st. ',atlanta,404/221 -6362,continental,87
88,` pano \ 's and paul \ 's ',' 1232 w. paces ferry rd. ',atlanta,404/261 -3662,international,88
89,` cafe ritz-carlton buckhead ',' 3434 peachtree rd. ',atlanta,404/237 -2700,` ext 6108 international ',89
90,` dining room ritz-carlton buckhead ',' 3434 peachtree rd. ',atlanta,404/237 -2700,international,90
91,` restaurant ritz-carlton atlanta ',' 181 peachtree st. ',atlanta,404/659 -0400,continental,91
92,toulouse,' b peachtree rd. ',atlanta,404/351 -9533,french,92
93,` veni vidi vici ','41 14th st. ',atlanta,404/875 -8424,italian,93
94,` alain rondelli ',' 126 clement st. ',` san francisco ',415/387 -0408,french,94
95,aqua,' 252 california st. ',` san francisco ',415/956 -9662,seafood,95
96,boulevard,' 1 mission st. ',` san francisco ',415/543 -6084,american,96
97,` cafe claude ',' 7 claude la . ',` san francisco ',415/392 -3505,french,97
98,` campton place ',' 340 stockton st. ',` san francisco ',415/955 -5555,american,98
99,` chez michel ',' 804 northpoint ',` san francisco ',415/775 -7036,french,99
100,` fleur de lys ',' 777 sutter st. ',` san francisco ',415/673 -7779,french,100
101,fringale,' 570 4th st. ',` san francisco ',415/543 -0573,french,101
102,` hawthorne lane ','22 hawthorne st. ',` san francisco ',415/777 -9779,american,102
103,` khan toke thai house ',' 5937 geary blvd. ',` san francisco ',415/668 -6654,asian,103
104,` la folie ',' 2316 polk st. ',` san francisco ',415/776 -5577,french,104
105,lulu,' 816 folsom st. ',` san francisco ',415/495 -5775,mediterranean,105
106,` masa \ 's ',' 648 bush st. ',` san francisco ',415/989 -7154,french,106
107,` mifune japan center kintetsu building ',' 1737 post st. ',` san francisco ',415/922 -0337,asian,107
108,` plumpjack cafe ',' 3201 fillmore st. ',` san francisco ',415/563 -4755,mediterranean,108
109,postrio,' 545 post st. ',` san francisco ',415/776 -7825,american,109
110,` ritz-carlton restaurant and dining room ',' 600 stockton st. ',` san francisco ',415/296 -7465,american,110
111,` rose pistola ',' 532 columbus ave. ',` san francisco ',415/399 -0499,italian,111
112,bolo,'23 e. 22nd st. ',` new york ',212/228 -2200,mediterranean,191
113,` il nido ',' 251 e. 53rd st. ',` new york ',212/753 -8450,italian,267
114,remi,' 145 w. 53rd st. ',` new york ',212/581 -4242,italian,334
115,` adriano \ 's ristorante ',' 2930 beverly glen circle ',` los angeles ',310/475 -9807,italian,112
116,` barney greengrass ',' 9570 wilshire blvd. ',` beverly hills ',310/777 -5877,american,113
117,beaurivage,' 26025 pacific coast hwy . ',malibu,310/456 -5733,french,114
118,` bistro garden ',' 176 n. canon dr. ',` los angeles ',310/550 -3900,californian,115
119,` border grill ',' 4th st. ',` los angeles ',310/451 -1655,mexican,116
120,` broadway deli ',' 3rd st. promenade ',` santa monica ',310/451 -0616,american,117
121,` ca \ ` brea ',' 346 s. la brea ave. ',` los angeles ',213/938 -2863,italian,118
122,` ca \ ` del sol ',' 4100 cahuenga blvd. ',` los angeles ',818/985 -4669,italian,119
123,` cafe pinot ',' 700 w. fifth st. ',` los angeles ',213/239 -6500,californian,120
124,` california pizza kitchen ',' 207 s. beverly dr. ',` los angeles ',310/275 -1101,californian,121
125,` canter \ 's ',' 419 n. fairfax ave. ',` los angeles ',213/651 -2030 .,american,122
126,cava,' 3rd st. ',` los angeles ',213/658 -8898,mediterranean,123
127,` cha cha cha ',' 656 n. virgil ave. ',` los angeles ',213/664 -7723,caribbean,124
128,` chan dara ',' 310 n. larchmont blvd. ',` los angeles ',213/467 -1052,asian,125
129,` clearwater cafe ',' 168 w. colorado blvd. ',` los angeles ',818/356 -0959,` health food ',126
130,` dining room ',' 9500 wilshire blvd. ',` los angeles ',310/275 -5200,californian,127
131,dive !,' 10250 santa monica blvd. ',` los angeles ',310/788 -,` dive american ',128
132,drago,' 2628 wilshire blvd. ',` santa monica ',310/828 -1585,italian,129
133,` drai \ 's ',' 730 n. la cienega blvd. ',` los angeles ',310/358 -8585,french,130
134,` dynasty room ',' 930 hilgard ave. ',` los angeles ',310/208 -8765,continental,131
135,eclipse,' 8800 melrose ave. ',` los angeles ',310/724 -5959,californian,132
136,` ed debevic \ 's ',' 134 n. la cienega ',` los angeles ',310/659 -1952,american,133
137,` el cholo ',' 1121 s. western ave. ',` los angeles ',213/734 -2773,mexican,134
138,` gilliland \ 's ',' 2424 main st. ',` santa monica ',310/392 -3901,american,135
139,` gladstone \ 's ',' 4 fish 17300 pacific coast hwy . at sunset blvd. ',` pacific palisades ',310/454 -3474,american,136
140,` hard rock cafe ',' 8600 beverly blvd. ',` los angeles ',310/276 -7605,american,137
141,` harry \ 's bar & american grill ',' 2020 ave. of the stars ',` los angeles ',310/277 -2333,italian,138
142,` il fornaio cucina italiana ',' 301 n. beverly dr. ',` los angeles ',310/550 -8330,italian,139
143,` jack sprat \ 's grill ',' 10668 w. pico blvd. ',` los angeles ',310/837 -6662,` health food ',140
144,` jackson \ 's farm ',' 439 n. beverly drive ',` los angeles ',310/273 -5578,californian,141
145,` jimmy \ 's ',' 201 moreno dr. ',` los angeles ',310/552 -2394,continental,142
146,joss,' 9255 sunset blvd. ',` los angeles ',310/276 -1886,asian,143
147,` le colonial ',' 8783 beverly blvd. ',` los angeles ',310/289 -0660,asian,144
148,` le dome ',' 8720 sunset blvd. ',` los angeles ',310/659 -6919,french,145
149,` louise \ 's trattoria ',' 4500 los feliz blvd. ',` los angeles ',213/667 -0777,italian,146
150,` mon kee seafood restaurant ',' 679 n. spring st. ',` los angeles ',213/628 -6717,asian,147
151,` morton \ 's ',' 8764 melrose ave. ',` los angeles ',310/276 -5205,american,148
152,` nate \ ` n \ ' al \ 's ',' 414 n. beverly dr. ',` los angeles ',310/274 -0101,american,149
153,nicola,' 601 s. figueroa st. ',` los angeles ',213/485 -0927,american,150
154,` ocean avenue ',' 1401 ocean ave. ',` santa monica ',310/394 -5669,american,151
155,orleans,' 11705 national blvd. ',` los angeles ',310/479 -4187,cajun,152
156,` pacific dining car ',' 6th st. ',` los angeles ',213/483 -6000,american,153
157,` paty \ 's ',' 10001 riverside dr. ',` toluca lake ',818/761 -9126,american,154
158,` pinot hollywood ',' 1448 n. gower st. ',` los angeles ',213/461 -8800,californian,155
159,posto,' 14928 ventura blvd. ',` sherman oaks ',818/784 -4400,italian,156
160,prego,' 362 n. camden dr. ',` los angeles ',310/277 -7346,italian,157
161,` rj \ 's the rib joint ',' 252 n. beverly dr. ',` los angeles ',310/274 -7427,american,158
162,remi,' 3rd st. promenade ',` santa monica ',310/393 -6545,italian,159
163,` restaurant horikawa ',' 111 s. san pedro st. ',` los angeles ',213/680 -9355,asian,160
164,` roscoe \ 's house of chicken \ ` n \ ' waffles ',' 1514 n. gower st. ',` los angeles ',213/466 -9329,american,161
165,` schatzi on main ',' 3110 main st. ',` los angeles ',310/399 -4800,continental,162
166,sofi,' 3rd st. ',` los angeles ',213/651 -0346,mediterranean,163
167,swingers,' 8020 beverly blvd. ',` los angeles ',213/653 -5858,american,164
168,` tavola calda ',' 7371 melrose ave. ',` los angeles ',213/658 -6340,italian,165
169,` the mandarin ',' 430 n. camden dr. ',` los angeles ',310/859 -0926,asian,166
170,` tommy tang \ 's ',' 7313 melrose ave. ',` los angeles ',213/937 -5733,asian,167
171,` tra di noi ',' 3835 cross creek rd. ',` los angeles ',310/456 -0169,italian,168
172,` trader vic \ 's ',' 9876 wilshire blvd. ',` los angeles ',310/276 -6345,asian,169
173,vida,' 1930 north hillhurst ave. ',` los feliz ',213/660 -4446,american,170
174,` west beach cafe ','60 n. venice blvd. ',` los angeles ',310/823 -5396,american,171
175,'20 mott ','20 mott st. between bowery and pell st. ',` new york ',212/964 -0380,asian,172
176,' 9 jones street ',' 9 jones st. ',` new york ',212/989 -1220,american,173
177,adrienne,' 700 5th ave. at 55th st. ',` new york ',212/903 -3918,french,174
178,agrotikon,' 322 e. 14 st. between 1st and 2nd aves . ',` new york ',212/473 -2602,mediterranean,175
179,aja,' 937 broadway at 22nd st. ',` new york ',212/473 -8388,american,176
180,alamo,' 304 e. 48th st. ',` new york ',' 212 / 759-0590 ',mexican,177
181,` alley \ 's end ',' 311 w. 17th st. ',` new york ',212/627 -8899,american,178
182,` ambassador grill ',' 1 united nations plaza at 44th st. ',` new york ',212/702 -5014,american,179
183,` american place ',' 2 park ave. at 32nd st. ',` new york ',212/684 -2122,american,180
184,` anche vivolo ',' 222 e. 58th st. between 2nd and 3rd aves . ',` new york ',212/308 -0112,italian,181
185,arizona,' 206 206 e. 60th st. ',` new york ',212/838 -0440,american,182
186,` arturo \ 's ',' 106 w. houston st. off thompson st. ',` new york ',212/677 -3820,italian,183
187,` au mandarin ',' 200-250 vesey st. world financial center ',` new york ',212/385 -0313,asian,184
188,` bar anise ',' 1022 3rd ave. between 60th and 61st sts . ',` new york ',212/355 -1112,mediterranean,185
189,barbetta,' 321 w. 46th st. ',` new york ',212/246 -9171,italian,186
190,` ben benson \ 's ',' 123 w. 52nd st. ',` new york ',212/581 -8888,american,187
191,` big cup ',' 228 8th ave. between 21st and 22nd sts . ',` new york ',212/206 -0059,` coffee bar ',188
192,` billy \ 's ',' 948 1st ave. between 52nd and 53rd sts . ',` new york ',212/753 -1870,american,189
193,` boca chica ','13 1st ave. near 1st st. ',` new york ',212/473 -0108,` latin american ',190
194,boonthai,' 1393a 2nd ave. between 72nd and 73rd sts . ',` new york ',212/249 -8484,asian,192
195,bouterin,' 420 e. 59th st. off 1st ave. ',` new york ',212/758 -0323,french,193
196,` brothers bar-b-q ',' 225 varick st. at clarkston st. ',` new york ',212/727 -2775,american,194
197,bruno,' 240 e. 58th st. ',` new york ',212/688 -4190,italian,195
198,` bryant park grill roof restaurant and bp cafe ','25 w. 40th st. between 5th and 6th aves . ',` new york ',212/840 -6500,american,196
199,c3,' 103 waverly pl . near washington sq. ',` new york ',212/254 -1200,american,197
200,ct,' 111 e. 22nd st. between park ave. s and lexington ave. ',` new york ',212/995 -8500,french,198
201,` cafe bianco ',' 1486 2nd ave. between 77th and 78th sts . ',` new york ',212/988 -2655,` coffee bar ',199
202,` cafe botanica ',' 160 central park s ',` new york ',212/484 -5120,french,200
203,` cafe la fortuna ','69 w. 71st st. ',` new york ',212/724 -5846,` coffee bar ',201
204,` cafe luxembourg ',' 200 w. 70th st. ',` new york ',212/873 -7411,french,202
205,` cafe pierre ',' 2 e. 61st st. ',` new york ',212/940 -8185,french,203
206,` cafe centro ',' 200 park ave. between 45th st. and vanderbilt ave. ',` new york ',212/818 -1222,french,204
207,` cafe fes ',' 246 w. 4th st. at charles st. ',` new york ',212/924 -7653,mediterranean,205
208,` caffe dante ','81 macdougal st. between houston and bleeker sts . ',` new york ',212/982 -5275,` coffee bar ',206
209,` caffe dell \ ` artista ','46 greenwich ave. ',` new york ',212/645 -4431,` coffee bar ',207
210,` caffe lure ',' 169 sullivan st. between houston and bleecker sts . ',` new york ',212/473 -2642,french,208
211,` caffe reggio ',' 119 macdougal st. between 3rd and bleecker sts . ',` new york ',212/475 -9557,` coffee bar ',209
212,` caffe roma ',' 385 broome st. at mulberry ',` new york ',212/226 -8413,` coffee bar ',210
213,` caffe vivaldi ','32 jones st. at bleecker st. ',` new york ',212/691 -7538,` coffee bar ',211
214,` caffe bondi ristorante ',' 7 w. 20th st. ',` new york ',212/691 -8136,italian,212
215,` capsouto freres ',' 451 washington st. near watts st. ',` new york ',212/966 -4900,french,213
216,` captain \ 's table ',' 860 2nd ave. at 46th st. ',` new york ',212/697 -9538,seafood,214
217,` casa la femme ',' 150 wooster st. between houston and prince sts . ',` new york ',212/505 -0005,` middle eastern ',215
218,` cendrillon asian grill & marimba bar ','45 mercer st. between broome and grand sts . ',` new york ',212/343 -9012,asian,216
219,` chez jacqueline ','72 macdougal st. between w. houston and bleecker sts . ',` new york ',212/505 -0727,french,217
220,chiam,' 160 e. 48th st. ',` new york ',212/371 -2323,asian,218
221,` china grill ','60 w. 53rd st. ',` new york ',212/333 -7788,american,219
222,cite,' 120 w. 51st st. ',` new york ',212/956 -7100,french,220
223,` coco pazzo ','23 e. 74th st. ',` new york ',212/794 -0205,italian,221
224,` columbus bakery ',' 53rd sts . ',` new york ',212/421 -0334,` coffee bar ',222
225,` corrado cafe ',' 1013 3rd ave. between 60th and 61st sts . ',` new york ',212/753 -5100,` coffee bar ',223
226,` cupcake cafe ',' 522 9th ave. at 39th st. ',` new york ',212/465 -1530,` coffee bar ',224
227,` da nico ',' 164 mulberry st. between grand and broome sts . ',` new york ',212/343 -1212,italian,225
228,` dean & deluca ',' 121 prince st. ',` new york ',212/254 -8776,` coffee bar ',226
229,diva,' 341 w. broadway near grand st. ',` new york ',212/941 -9024,italian,227
230,` dix et sept ',' 181 w. 10th st. ',` new york ',212/645 -8023,french,228
231,docks,' 633 3rd ave. at 40th st. ',` new york ',' 212 / 986-8080 ',seafood,229
232,` duane park cafe ',' 157 duane st. between w. broadway and hudson st. ',` new york ',212/732 -5555,american,230
233,` el teddy \ 's ',' 219 w. broadway between franklin and white sts . ',` new york ',212/941 -7070,mexican,231
234,'em ily \ 's ',' 1325 5th ave. at 111th st. ',` new york ',212/996 -1212,american,232
235,'em pire korea ',' 6 e. 32nd st. ',` new york ',212/725 -1333,asian,233
236,` ernie \ 's ',' 2150 broadway between 75th and 76th sts . ',` new york ',212/496 -1588,american,234
237,` evergreen cafe ',' 1288 1st ave. at 69th st. ',` new york ',212/744 -3266,asian,235
238,` f. ille ponte ristorante ','39 desbrosses st. near west st. ',` new york ',212/226 -4621,italian,236
239,felix,' 340 w. broadway at grand st. ',` new york ',212/431 -0021,french,237
240,ferrier,'29 e. 65th st. ',` new york ',212/772 -9000,french,238
241,` fifty seven fifty seven ','57 e. 57th st. ',` new york ',212/758 -5757,american,239
242,` film center cafe ',' 635 9th ave. between 44th and 45th sts . ',` new york ',' 212 / 262-2525 ',american,240
243,` fiorello \ 's roman cafe ',' 1900 broadway between 63rd and 64th sts . ',` new york ',212/595 -5330,italian,241
244,firehouse,' 522 columbus ave. between 85th and 86th sts . ',` new york ',212/595 -3139,american,242
245,first,'87 1st ave. between 5th and 6th sts . ',` new york ',212/674 -3823,american,243
246,` fishin eddie ','73 w. 71st st. ',` new york ',212/874 -3474,seafood,244
247,` fleur de jour ',' 348 e. 62nd st. ',` new york ',212/355 -2020,` coffee bar ',245
248,flowers,'21 west 17th st. between 5th and 6th aves . ',` new york ',212/691 -8888,american,246
249,follonico,' 6 w. 24th st. ',` new york ',212/691 -6359,italian,247
250,` fraunces tavern ','54 pearl st. at broad st. ',` new york ',212/269 -0144,american,248
251,` french roast ',' 458 6th ave. at 11th st. ',` new york ',212/533 -2233,french,249
252,` french roast cafe ',' 2340 broadway at 85th st. ',` new york ',212/799 -1533,` coffee bar ',250
253,` frico bar ',' 402 w. 43rd st. off 9th ave. ',` new york ',212/564 -7272,italian,251
254,` fujiyama mama ',' 467 columbus ave. between 82nd and 83rd sts . ',` new york ',212/769 -1144,asian,252
255,` gabriela \ 's ',' 685 amsterdam ave. at 93rd st. ',` new york ',212/961 -0574,mexican,253
256,` gallagher \ 's ',' 228 w. 52nd st. ',` new york ',212/245 -5336,american,254
257,` gianni \ 's ','15 fulton st. ',` new york ',212/608 -7300,seafood,255
258,girafe,' 208 e. 58th st. between 2nd and 3rd aves . ',` new york ',212/752 -3054,italian,256
259,global,'33 93 2nd ave. between 5th and 6th sts . ',` new york ',212/477 -8427,american,257
260,` golden unicorn ','18 e. broadway at catherine st. ',` new york ',' 212 / 941-0911 ',asian,258
261,` grand ticino ',' 228 thompson st. between w. 3rd and bleecker sts . ',` new york ',212/777 -5922,italian,259
262,halcyon,' 151 w. 54th st. in the rihga royal hotel ',` new york ',212/468 -8888,american,260
263,` hard rock cafe ',' 221 w. 57th st. ',` new york ',212/489 -6565,american,261
264,` hi-life restaurant and lounge ',' 1340 1st ave. at 72nd st. ',` new york ',212/249 -3600,american,262
265,home,'20 cornelia st. between bleecker and w. 4th st. ',` new york ',212/243 -9579,american,263
266,` hudson river club ',' 4 world financial center ',` new york ',212/786 -1500,american,264
267,' i trulli ',' 122 e. 27th st. between lexington and park aves . ',` new york ',212/481 -7372,italian,265
268,` il cortile ',' 125 mulberry st. between canal and hester sts . ',` new york ',212/226 -6060,italian,266
269,` inca grill ',' 492 broome st. near w. broadway ',` new york ',212/966 -3371,` latin american ',268
270,indochine,' 430 lafayette st. between 4th st. and astor pl . ',` new york ',212/505 -5111,asian,269
271,` internet cafe ','82 e. 3rd st. between 1st and 2nd aves . ',` new york ',' 212 / 614-0747 ',` coffee bar ',270
272,ipanema,'13 w. 46th st. ',` new york ',212/730 -5848,` latin american ',271
273,` jean lafitte ','68 w. 58th st. ',` new york ',212/751 -2323,french,272
274,` jewel of india ','15 w. 44th st. ',` new york ',212/869 -5544,asian,273
275,` jimmy sung \ 's ',' 219 e. 44th st. between 2nd and 3rd aves . ',` new york ',212/682 -5678,asian,274
276,` joe allen ',' 326 w. 46th st. ',` new york ',212/581 -6464,american,275
277,` judson grill ',' 152 w. 52nd st. ',` new york ',212/582 -5252,american,276
278,` l \ ` absinthe ',' 227 e. 67th st. ',` new york ',212/794 -4950,french,277
279,` l \ ` auberge ',' 1191 1st ave. between 64th and 65th sts . ',` new york ',212/288 -8791,` middle eastern ',278
280,` l \ ` auberge du midi ',' 310 w. 4th st. between w. 12th and bank sts . ',` new york ',212/242 -4705,french,279
281,` l \ ` udo ',' 432 lafayette st. near astor pl . ',` new york ',212/388 -0978,french,280
282,` la reserve ',' 4 w. 49th st. ',` new york ',212/247 -2993,french,281
283,` lanza restaurant ',' 168 1st ave. between 10th and 11th sts . ',` new york ',212/674 -7014,italian,282
284,` lattanzi ristorante ',' 361 w. 46th st. ',` new york ',212/315 -0980,italian,283
285,layla,' 211 w. broadway at franklin st. ',` new york ',212/431 -0700,` middle eastern ',284
286,` le chantilly ',' 106 e. 57th st. ',` new york ',212/751 -2931,french,285
287,` le colonial ',' 149 e. 57th st. ',` new york ',' 212 / 752-0808 ',asian,286
288,` le gamin ','50 macdougal st. between houston and prince sts . ',` new york ',212/254 -4678,` coffee bar ',287
289,` le jardin ','25 cleveland pl . near spring st. ',` new york ',212/343 -9599,french,288
290,` le madri ',' 168 w. 18th st. ',` new york ',212/727 -8022,italian,289
291,` le marais ',' 150 w. 46th st. ',` new york ',212/869 -0900,american,290
292,` le perigord ',' 405 e. 52nd st. ',` new york ',212/755 -6244,french,291
293,` le select ',' 507 columbus ave. between 84th and 85th sts . ',` new york ',212/875 -1993,american,292
294,` les halles ',' 411 park ave. s between 28th and 29th sts . ',` new york ',212/679 -4111,french,293
295,` lincoln tavern ','51 w. 64th st. ',` new york ',212/721 -8271,american,294
296,lola,'30 west 22nd st. between 5th and 6th ave. ',` new york ',212/675 -6700,american,295
297,` lucky strike ','59 grand st. between wooster st. and w. broadway ',` new york ',212/941 -0479,` or 212/941 -0772 american ',296
298,` mad fish ',' 2182 broadway between 77th and 78th sts . ',` new york ',212/787 -0202,seafood,297
299,` main street ',' 446 columbus ave. between 81st and 82nd sts . ',` new york ',212/873 -5025,american,298
300,` mangia e bevi ',' 800 9th ave. at 53rd st. ',` new york ',212/956 -3976,italian,299
301,` manhattan cafe ',' 1161 1st ave. between 63rd and 64th sts . ',` new york ',212/888 -6556,american,300
302,` manila garden ',' 325 e. 14th st. between 1st and 2nd aves . ',` new york ',212/777 -6314,asian,301
303,marichu,' 342 e. 46th st. between 1st and 2nd aves . ',` new york ',212/370 -1866,french,302
304,` marquet patisserie ','15 e. 12th st. between 5th ave. and university pl . ',` new york ',212/229 -9313,` coffee bar ',303
305,match,' 160 mercer st. between houston and prince sts . ',` new york ',212/906 -9173,american,304
306,` matthew \ 's ',' 1030 3rd ave. at 61st st. ',` new york ',212/838 -4343,american,305
307,` mavalli palace ','46 e. 29th st. ',` new york ',212/679 -5535,asian,306
308,` milan cafe and coffee bar ',' 120 w. 23rd st. ',` new york ',212/807 -1801,` coffee bar ',307
309,` monkey bar ','60 e. 54th st. ',` new york ',212/838 -2600,american,308
310,montien,' 1134 1st ave. between 62nd and 63rd sts . ',` new york ',212/421 -4433,asian,309
311,` morton \ 's ',' 551 5th ave. at 45th st. ',` new york ',212/972 -3315,american,310
312,` motown cafe ',' 104 w. 57th st. near 6th ave. ',` new york ',212/581 -8030,american,311
313,` new york kom tang soot bul house ','32 w. 32nd st. ',` new york ',' 212 / 947-8482 ',asian,312
314,` new york noodletown ','28 1/2 bowery at bayard st. ',` new york ',212/349 -0923,asian,313
315,newsbar,' 2 w. 19th st. ',` new york ',212/255 -3996,` coffee bar ',314
316,odeon,' 145 w. broadway at thomas st. ',` new york ',212/233 -0507,american,315
317,orso,' 322 w. 46th st. ',` new york ',212/489 -7212,italian,316
318,` osteria al droge ',' 142 w. 44th st. ',` new york ',212/944 -3643,italian,317
319,otabe,'68 e. 56th st. ',` new york ',212/223 -7575,asian,318
320,pacifica,' 138 lafayette st. between canal and howard sts . ',` new york ',212/941 -4168,asian,319
321,palio,' 151 w. 51st . st. ',` new york ',212/245 -4850,italian,320
322,pamir,' 1065 1st ave. at 58th st. ',` new york ',212/644 -9258,` middle eastern ',321
323,` parioli romanissimo ','24 e. 81st st. ',` new york ',212/288 -2391,italian,322
324,patria,' 250 park ave. s at 20th st. ',` new york ',212/777 -6211,` latin american ',323
325,` peacock alley ',' 301 park ave. between 49th and 50th sts . ',` new york ',212/872 -4895,french,324
326,` pen & pencil ',' 205 e. 45th st. ',` new york ',212/682 -8660,american,325
327,` penang soho ',' 109 spring st. between greene and mercer sts . ',` new york ',212/274 -8883,asian,326
328,persepolis,' 1423 2nd ave. between 74th and 75th sts . ',` new york ',212/535 -1100,` middle eastern ',327
329,` planet hollywood ',' 140 w. 57th st. ',` new york ',212/333 -7827,american,328
330,pomaire,' 371 w. 46th st. off 9th ave. ',` new york ',' 212 / 956-3055 ',` latin american ',329
331,` popover cafe ',' 551 amsterdam ave. between 86th and 87th sts . ',` new york ',212/595 -8555,american,330
332,` post house ','28 e. 63rd st. ',` new york ',212/935 -2888,american,331
333,rain,' 100 w. 82nd st. ',` new york ',212/501 -0776,asian,332
334,` red tulip ',' 439 e. 75th st. ',` new york ',212/734 -4893,` eastern european ',333
335,republic,' 37a union sq. w between 16th and 17th sts . ',` new york ',212/627 -7172,asian,335
336,` roettelle a. g ',' 126 e. 7th st. between 1st ave. and ave. a ',` new york ',212/674 -4140,continental,336
337,` rosa mexicano ',' 1063 1st ave. at 58th st. ',` new york ',212/753 -7407,mexican,337
338,` ruth \ 's chris ',' 148 w. 51st st. ',` new york ',212/245 -9600,american,338
339,s.p.q.r,' 133 mulberry st. between hester and grand sts . ',` new york ',212/925 -3120,italian,339
340,` sal anthony \ 's ','55 irving pl . ',` new york ',212/982 -9030,italian,340
341,` sammy \ 's roumanian steak house ',' 157 chrystie st. at delancey st. ',` new york ',212/673 -0330,` east european ',341
342,` san pietro ','18 e. 54th st. ',` new york ',212/753 -9015,italian,342
343,` sant ambroeus ',' 1000 madison ave. between 77th and 78th sts . ',` new york ',212/570 -2211,` coffee bar ',343
344,` sarabeth \ 's kitchen ',' 423 amsterdam ave. between 80th and 81st sts . ',` new york ',212/496 -6280,american,344
345,` sea grill ','19 w. 49th st. ',` new york ',212/332 -7610,seafood,345
346,serendipity,' 3 225 e. 60th st. ',` new york ',212/838 -3531,american,346
347,` seventh regiment mess and bar ',' 643 park ave. at 66th st. ',` new york ',212/744 -4107,american,347
348,sfuzzi,'58 w. 65th st. ',` new york ',212/873 -3700,american,348
349,shaan,'57 w. 48th st. ',` new york ',' 212 / 977-8400 ',asian,349
350,` sofia fabulous pizza ',' 1022 madison ave. near 79th st. ',` new york ',212/734 -2676,italian,350
351,` spring street natural restaurant & bar ','62 spring st. at lafayette st. ',` new york ',212/966 -0290,american,351
352,` stage deli ',' 834 7th ave. between 53rd and 54th sts . ',` new york ',212/245 -7850,delicatessen,352
353,stingray,' 428 amsterdam ave. between 80th and 81st sts . ',` new york ',212/501 -7515,seafood,353
354,` sweet \ ` n \ ` tart cafe ','76 mott st. at canal st. ',` new york ',212/334 -8088,asian,354
355,' t salon ',' 143 mercer st. at prince st. ',` new york ',212/925 -3700,` coffee bar ',355
356,` tang pavillion ','65 w. 55th st. ',` new york ',212/956 -6888,asian,356
357,tapika,' 950 8th ave. at 56th st. ',` new york ',' 212 / 397-3737 ',american,357
358,` teresa \ 's ',' 103 1st ave. between 6th and 7th sts . ',` new york ',212/228 -0604,` east european ',358
359,terrace,' 400 w. 119th st. between amsterdam and morningside aves . ',` new york ',212/666 -9490,continental,359
360,` the coffee pot ',' 350 9th ave. at 49th st. ',` new york ',212/265 -3566,` coffee bar ',360
361,` the savannah club ',' 2420 broadway at 89th st. ',` new york ',212/496 -1066,american,361
362,` trattoria dell \ ` arte ',' 900 7th ave. between 56th and 57th sts . ',` new york ',212/245 -9800,italian,362
363,triangolo,' 345 e. 83rd st. ',` new york ',212/472 -4488,italian,363
364,` tribeca grill ',' 375 greenwich st. near franklin st. ',` new york ',212/941 -3900,american,364
365,` trois jean ',' 154 e. 79th st. between lexington and 3rd aves . ',` new york ',212/988 -4858,` coffee bar ',365
366,` tse yang ','34 e. 51st st. ',` new york ',212/688 -5447,asian,366
367,` turkish kitchen ',' 386 3rd ave. between 27th and 28th sts . ',` new york ',212/679 -1810,` middle eastern ',367
368,` two two two ',' 222 w. 79th st. ',` new york ',212/799 -0400,american,368
369,` veniero \ 's pasticceria ',' 342 e. 11th st. near 1st ave. ',` new york ',212/674 -7264,` coffee bar ',369
370,verbena,'54 irving pl . at 17th st. ',` new york ',212/260 -5454,american,370
371,` victor \ 's cafe ','52 236 w. 52nd st. ',` new york ',212/586 -7714,` latin american ',371
372,` vince & eddie \ 's ','70 w. 68th st. ',` new york ',212/721 -0068,american,372
373,vong,' 200 e. 54th st. ',` new york ',212/486 -9592,american,373
374,` water club ',' 500 e. 30th st. ',` new york ',212/683 -3333,american,374
375,west,' 63rd street steakhouse 44 w. 63rd st. ',` new york ',212/246 -6363,american,375
376,xunta,' 174 1st ave. between 10th and 11th sts . ',` new york ',212/614 -0620,mediterranean,376
377,` zen palate ','34 union sq. e at 16th st. ',` new york ',212/614 -9291,` and 212/614 -9345 asian ',377
378,zoe,'90 prince st. between broadway and mercer st. ',` new york ',212/966 -6722,american,378
379,abbey,' 163 ponce de leon ave. ',atlanta,404/876 -8532,international,379
380,` aleck \ 's barbecue heaven ',' 783 martin luther king jr. dr. ',atlanta,404/525 -2062,barbecue,380
381,` annie \ 's thai castle ',' 3195 roswell rd. ',atlanta,404/264 -9546,asian,381
382,anthonys,' 3109 piedmont rd. . just south of peachtree rd. ',atlanta,404/262 -7379,american,382
383,` atlanta fish market ',' 265 pharr rd. ',atlanta,404/262 -3165,american,383
384,` beesley \ 's of buckhead ',' 260 e. paces ferry road ',atlanta,404/264 -1334,continental,384
385,` bertolini \ 's ',' 3500 peachtree rd. . phipps plaza ',atlanta,404/233 -2333,italian,385
386,bistango,' 1100 peachtree st. ',atlanta,404/724 -0901,mediterranean,386
387,` cafe renaissance ',' 7050 jimmy carter blvd. . norcross ',atlanta,770/441 -- 0291,american,387
388,` camille \ 's ',' 1186 n. highland ave. ',atlanta,404/872 -7203,italian,388
389,cassis,' 3300 peachtree rd. . grand hyatt ',atlanta,404/365 -8100,mediterranean,389
390,` city grill ','50 hurt plaza ',atlanta,404/524 -2489,international,390
391,` coco loco ','40 buckhead crossing mall on the sidney marcus blvd. ',atlanta,404/364 -0212,caribbean,391
392,` colonnade restaurant ',' 1879 cheshire bridge rd. ',atlanta,404/874 -5642,southern,392
393,` dante \ 's down the hatch buckhead ',' 3380 peachtree rd. ',atlanta,404/266 -1600,continental,393
394,` dante \ 's down the hatch ',` underground underground mall underground atlanta ',atlanta,404/577 -1800,continental,394
395,` fat matt \ 's rib shack ',' 1811 piedmont ave. near cheshire bridge rd. ',atlanta,404/607 -1622,barbecue,395
396,` french quarter food shop ',' 923 peachtree st. at 8th st. ',atlanta,404/875 -2489,southern,396
397,` holt bros. bar-b-q ',' 6359 jimmy carter blvd. . at buford hwy . norcross ',atlanta,770/242 -3984,barbecue,397
398,` horseradish grill ',' 4320 powers ferry rd. ',atlanta,404/255 -7277,southern,398
399,` hsu \ 's gourmet ',' 192 peachtree center ave. at international blvd. ',atlanta,404/659 -2788,asian,399
400,` imperial fez ',' 2285 peachtree rd. . peachtree battle condominium ',atlanta,404/351 -0870,mediterranean,400
401,kamogawa,' 3300 peachtree rd. . grand hyatt ',atlanta,404/841 -0314,asian,401
402,` la grotta at ravinia dunwoody rd. ',` holiday inn/crowne plaza at ravinia dunwoody ',atlanta,770/395 -9925,italian,402
403,` little szechuan ',' c buford hwy . northwoods plaza doraville ',atlanta,770/451 -0192,asian,403
404,` lowcountry barbecue ',' 6301 roswell rd. . sandy springs plaza sandy springs ',atlanta,404/255 -5160,barbecue,404
405,` luna si ',' 1931 peachtree rd. ',atlanta,404/355 -5993,continental,405
406,` mambo restaurante cubano ',' 1402 n. highland ave. ',atlanta,404/874 -2626,caribbean,406
407,` mckinnon \ 's louisiane ',' 3209 maple dr. ',atlanta,404/237 -1313,southern,407
408,` mi spia dunwoody rd. ',` park place across from perimeter mall dunwoody ',atlanta,770/393 -1333,italian,408
409,` nickiemoto \ 's : a sushi bar ',' 247 buckhead ave. east village sq. ',atlanta,404/842 -0334,fusion,409
410,palisades,' 1829 peachtree rd. ',atlanta,404/350 -6755,continental,410
411,` pleasant peasant ',' 555 peachtree st. at linden ave. ',atlanta,404/874 -3223,american,411
412,pricci,' 500 pharr rd. ',atlanta,404/237 -2941,italian,412
413,` r.j. \ 's uptown kitchen & wine bar ',' 870 n. highland ave. ',atlanta,404/875 -7775,american,413
414,` rib ranch ','25 irby ave. ',atlanta,404/233 -7644,barbecue,414
415,` sa tsu ki ',' 3043 buford hwy . ',atlanta,404/325 -5285,asian,415
416,` sato sushi and thai ',' 6050 peachtree pkwy . norcross ',atlanta,770/449 -0033,asian,416
417,` south city kitchen ',' 1144 crescent ave. ',atlanta,404/873 -7358,southern,417
418,` south of france ',' 2345 cheshire bridge rd. ',atlanta,404/325 -6963,french,418
419,` stringer \ 's fish camp and oyster bar ',' 3384 shallowford rd. . chamblee ',atlanta,770/458 -7145,southern,419
420,` sundown cafe ',' 2165 cheshire bridge rd. ',atlanta,404/321 -1118,american,420
421,` taste of new orleans ',' 889 w. peachtree st. ',atlanta,404/874 -5535,southern,421
422,tomtom,' 3393 peachtree rd. ',atlanta,404/264 -1163,continental,422
423,` antonio \ 's ',' 3700 w. flamingo ',` las vegas ',702/252 -7737,italian,423
424,` bally \ 's big kitchen ',' 3645 las vegas blvd. s ',` las vegas ',702/739 -4111,buffets,424
425,` bamboo garden ',' 4850 flamingo rd. ',` las vegas ',702/871 -3262,asian,425
426,` battista \ 's hole in the wall ',' 4041 audrie st. at flamingo rd. ',` las vegas ',702/732 -1424,italian,426
427,` bertolini \ 's ',' 3570 las vegas blvd. s ',` las vegas ',702/735 -4663,italian,427
428,` binion \ 's coffee shop ',' 128 fremont st. ',` las vegas ',702/382 -1600,` coffee shops/diners ',428
429,bistro,' 3400 las vegas blvd. s ',` las vegas ',702/791 -7111,continental,429
430,broiler,' 4111 boulder hwy . ',` las vegas ',702/432 -7777,american,430
431,` bugsy \ 's diner ',' 3555 las vegas blvd. s ',` las vegas ',702/733 -3111,` coffee shops/diners ',431
432,` cafe michelle ',' 1350 e. flamingo rd. ',` las vegas ',702/735 -8686,american,432
433,` cafe roma ',' 3570 las vegas blvd. s ',` las vegas ',702/731 -7547,` coffee shops/diners ',433
434,` capozzoli \ 's ',' 3333 s. maryland pkwy . ',` las vegas ',702/731 -5311,italian,434
435,` carnival world ',' 3700 w. flamingo rd. ',` las vegas ',702/252 -7777,buffets,435
436,` center stage plaza hotel ',' 1 main st. ',` las vegas ',702/386 -2512,american,436
437,` circus circus ',' 2880 las vegas blvd. s ',` las vegas ',702/734 -0410,buffets,437
438,'em press court ',' 3570 las vegas blvd. s ',` las vegas ',702/731 -7888,asian,438
439,feast,' 2411 w. sahara ave. ',` las vegas ',702/367 -2411,buffets,439
440,` golden nugget hotel ',' 129 e. fremont st. ',` las vegas ',702/385 -7111,buffets,440
441,` golden steer ',' 308 w. sahara ave. ',` las vegas ',702/384 -4470,` steak houses ',441
442,` lillie langtry \ 's ',' 129 e. fremont st. ',` las vegas ',702/385 -7111,asian,442
443,` mandarin court ',' 1510 e. flamingo rd. ',` las vegas ',702/737 -1234,asian,443
444,` margarita \ 's mexican cantina ',' 3120 las vegas blvd. s ',` las vegas ',702/794 -8200,mexican,444
445,` mary \ 's diner ',' 5111 w. boulder hwy . ',` las vegas ',702/454 -8073,` coffee shops/diners ',445
446,mikado,' 3400 las vegas blvd. s ',` las vegas ',702/791 -7111,asian,446
447,pamplemousse,' 400 e. sahara ave. ',` las vegas ',702/733 -2066,continental,447
448,` ralph \ 's diner ',' 3000 las vegas blvd. s ',` las vegas ',702/732 -6330,` coffee shops/diners ',448
449,` the bacchanal ',' 3570 las vegas blvd. s ',` las vegas ',702/731 -7525,` only in las vegas ',449
450,venetian,' 3713 w. sahara ave. ',` las vegas ',702/876 -4190,italian,450
451,` viva mercado \ 's ',' 6182 w. flamingo rd. ',` las vegas ',702/871 -8826,mexican,451
452,` yolie \ 's ',' 3900 paradise rd. ',` las vegas ',702/794 -0700,` steak houses ',452
453,2223,' 2223 market st. ',` san francisco ',415/431 -0692,american,453
454,acquarello,' 1722 sacramento st. ',` san francisco ',415/567 -5432,italian,454
455,` bardelli \ 's ',' 243 o \ ` farrell st. ',` san francisco ',415/982 -0243,` old san francisco ',455
456,betelnut,' 2030 union st. ',` san francisco ',415/929 -8855,asian,456
457,` bistro roti ',' 155 steuart st. ',` san francisco ',415/495 -6500,french,457
458,bix,'56 gold st. ',` san francisco ',415/433 -6300,american,458
459,bizou,' 598 fourth st. ',` san francisco ',415/543 -2222,french,459
460,` buca giovanni ',' 800 greenwich st. ',` san francisco ',415/776 -7766,italian,460
461,` cafe adriano ',' 3347 fillmore st. ',` san francisco ',415/474 -4180,italian,461
462,` cafe marimba ',' 2317 chestnut st. ',` san francisco ',415/776 -1506,` mexican/latin american/spanish ',462
463,` california culinary academy ',' 625 polk st. ',` san francisco ',415/771 -3500,french,463
464,` capp \ 's corner ',' 1600 powell st. ',` san francisco ',415/989 -2589,italian,464
465,carta,' 1772 market st. ',` san francisco ',415/863 -3516,american,465
466,chevys,' 4th and howard sts . ',` san francisco ',415/543 -8060,` mexican/latin american/spanish ',466
467,` cypress club ',' 500 jackson st. ',` san francisco ',415/296 -8555,american,467
468,` des alpes ',' 732 broadway ',` san francisco ',415/788 -9900,french,468
469,faz,' 161 sutter st. ',` san francisco ',415/362 -0404,` greek and middle eastern ',469
470,` fog city diner ',' 1300 battery st. ',` san francisco ',415/982 -2000,american,470
471,` garden court ',` market and new montgomery sts . ',` san francisco ',415/546 -5011,` old san francisco ',471
472,` gaylord \ 's ',` ghirardelli sq. ',` san francisco ',415/771 -8822,asian,472
473,` grand cafe hotel monaco ',' 501 geary st. ',` san francisco ',415/292 -0101,american,473
474,greens,` bldg. a fort mason ',` san francisco ',415/771 -6222,vegetarian,474
475,` harbor village ',' 4 embarcadero center ',` san francisco ',415/781 -8833,asian,475
476,` harris \ '',' 2100 van ness ave. ',` san francisco ',415/673 -1888,` steak houses ',476
477,` harry denton \ 's ',' 161 steuart st. ',` san francisco ',415/882 -1333,american,477
478,` hayes street grill ',' 320 hayes st. ',` san francisco ',415/863 -5545,seafood,478
479,helmand,' 430 broadway ',` san francisco ',415/362 -0641,` greek and middle eastern ',479
480,` hong kong flower lounge ',' 5322 geary blvd. ',` san francisco ',415/668 -8998,asian,480
481,` hong kong villa ',' 2332 clement st. ',` san francisco ',415/752 -8833,asian,481
482,` hyde street bistro ',' 1521 hyde st. ',` san francisco ',415/441 -7778,italian,482
483,` il fornaio levi \ 's plaza ',' 1265 battery st. ',` san francisco ',415/986 -0100,italian,483
484,` izzy \ 's steak & chop house ',' 3345 steiner st. ',` san francisco ',415/563 -0487,` steak houses ',484
485,` jack \ 's ',' 615 sacramento st. ',` san francisco ',415/986 -9854,` old san francisco ',485
486,` kabuto sushi ',' 5116 geary blvd. ',` san francisco ',415/752 -5652,asian,486
487,` katia \ 's ',' 600 5th ave. ',` san francisco ',415/668 -9292,'',487
488,` kuleto \ 's ',' 221 powell st. ',` san francisco ',415/397 -7720,italian,488
489,` kyo-ya . sheraton palace hotel ',' 2 new montgomery st. at market st. ',` san francisco ',415/546 -5000,asian,489
490,` l \ ` osteria del forno ',' 519 columbus ave. ',` san francisco ',415/982 -1124,italian,490
491,` le central ',' 453 bush st. ',` san francisco ',415/391 -2233,french,491
492,` le soleil ',' 133 clement st. ',` san francisco ',415/668 -4848,asian,492
493,` macarthur park ',' 607 front st. ',` san francisco ',415/398 -5700,american,493
494,manora,' 3226 mission st. ',` san francisco ',415/861 -6224,asian,494
495,maykadeh,' 470 green st. ',` san francisco ',415/362 -8286,` greek and middle eastern ',495
496,` mccormick & kuleto \ 's ',` ghirardelli sq. ',` san francisco ',415/929 -1730,seafood,496
497,millennium,' 246 mcallister st. ',` san francisco ',415/487 -9800,vegetarian,497
498,` moose \ 's ',' 1652 stockton st. ',` san francisco ',415/989 -7800,mediterranean,498
499,` north india ',' 3131 webster st. ',` san francisco ',415/931 -1556,asian,499
500,` one market ',' 1 market st. ',` san francisco ',415/777 -5577,american,500
501,oritalia,' 1915 fillmore st. ',` san francisco ',415/346 -1333,italian,501
502,` pacific pan pacific hotel ',' 500 post st. ',` san francisco ',415/929 -2087,french,502
503,` palio d \ ` asti ',' 640 sacramento st. ',` san francisco ',415/395 -9800,italian,503
504,` pane e vino ',' 3011 steiner st. ',` san francisco ',415/346 -2111,italian,504
505,pastis,' 1015 battery st. ',` san francisco ',415/391 -2555,french,505
506,` perry \ 's ',' 1944 union st. ',` san francisco ',415/922 -9022,american,506
507,` r & g lounge ',' 631 b kearny st. ',` san francisco ',415/982 -7877,` or 415/982 -3811 asian ',507
508,rubicon,' 558 sacramento st. ',` san francisco ',415/434 -4100,american,508
509,rumpus,' 1 tillman pl . ',` san francisco ',415/421 -2300,american,509
510,sanppo,' 1702 post st. ',` san francisco ',415/346 -3486,asian,510
511,` scala \ 's bistro ',' 432 powell st. ',` san francisco ',415/395 -8555,italian,511
512,` south park cafe ',' 108 south park ',` san francisco ',415/495 -7275,french,512
513,` splendido embarcadero ',4,` san francisco ',415/986 -3222,mediterranean,513
514,stars,' 150 redwood alley ',` san francisco ',415/861 -7827,american,514
515,` stars cafe ',' 500 van ness ave. ',` san francisco ',415/861 -4344,american,515
516,` stoyanof \ 's cafe ',' 1240 9th ave. ',` san francisco ',415/664 -3664,` greek and middle eastern ',516
517,` straits cafe ',' 3300 geary blvd. ',` san francisco ',415/668 -1783,asian,517
518,suppenkuche,' 601 hayes st. ',` san francisco ',415/252 -9289,russian/german,518
519,` tadich grill ',' 240 california st. ',` san francisco ',415/391 -2373,seafood,519
520,` the heights ',' 3235 sacramento st. ',` san francisco ',415/474 -8890,french,520
521,thepin,' 298 gough st. ',` san francisco ',415/863 -9335,asian,521
522,` ton kiang ',' 3148 geary blvd. ',` san francisco ',415/752 -4440,asian,522
523,vertigo,' 600 montgomery st. ',` san francisco ',415/433 -7250,mediterranean,523
524,` vivande porta via ',' 2125 fillmore st. ',` san francisco ',415/346 -4430,italian,524
525,` vivande ristorante ',' 670 golden gate ave. ',` san francisco ',415/673 -9245,italian,525
526,` world wrapps ',' 2257 chestnut st. ',` san francisco ',415/563 -9727,american,526
527,` wu kong ',' 101 spear st. ',` san francisco ',415/957 -9300,asian,527
528,` yank sing ',' 427 battery st. ',` san francisco ',415/541 -4949,asian,528
529,` yaya cuisine ',' 1220 9th ave. ',` san francisco ',415/566 -6966,` greek and middle eastern ',529
530,` yoyo tsumami bistro ',' 1611 post st. ',` san francisco ',415/922 -7788,french,530
531,zarzuela,' 2000 hyde st. ',` san francisco ',415/346 -0800,` mexican/latin american/spanish ',531
532,` zuni cafe & grill ',' 1658 market st. ',` san francisco ',415/552 -2522,mediterranean,532
1 id name addr city phone type class
2 0 ` arnie morton \ 's of chicago ' ' 435 s. la cienega blv . ' ` los angeles ' 310/246 -1501 american 0
3 1 ` art \ 's delicatessen ' ' 12224 ventura blvd. ' ` studio city ' 818/762 -1221 american 1
4 2 ` hotel bel-air ' ' 701 stone canyon rd. ' ` bel air ' 310/472 -1211 californian 2
5 3 ` cafe bizou ' ' 14016 ventura blvd. ' ` sherman oaks ' 818/788 -3536 french 3
6 4 campanile ' 624 s. la brea ave. ' ` los angeles ' 213/938 -1447 american 4
7 5 ` chinois on main ' ' 2709 main st. ' ` santa monica ' 310/392 -9025 french 5
8 6 citrus ' 6703 melrose ave. ' ` los angeles ' 213/857 -0034 californian 6
9 7 fenix ' 8358 sunset blvd. west ' hollywood 213/848 -6677 american 7
10 8 granita ' 23725 w. malibu rd. ' malibu 310/456 -0488 californian 8
11 9 ` grill on the alley ' ' 9560 dayton way ' ` los angeles ' 310/276 -0615 american 9
12 10 ` restaurant katsu ' ' 1972 n. hillhurst ave. ' ` los angeles ' 213/665 -1891 asian 10
13 11 ` l \ ` orangerie ' ' 903 n. la cienega blvd. ' ` los angeles ' 310/652 -9770 french 11
14 12 ` le chardonnay ' ' 8284 melrose ave. ' ` los angeles ' 213/655 -8880 french 12
15 13 ` locanda veneta ' ' 3rd st. ' ` los angeles ' 310/274 -1893 italian 13
16 14 matsuhisa ' 129 n. la cienega blvd. ' ` beverly hills ' 310/659 -9639 asian 14
17 15 ` the palm ' ' 9001 santa monica blvd. ' ` los angeles ' 310/550 -8811 american 15
18 16 patina ' 5955 melrose ave. ' ` los angeles ' 213/467 -1108 californian 16
19 17 ` philippe \ 's the original ' ' 1001 n. alameda st. ' ` los angeles ' 213/628 -3781 american 17
20 18 ` pinot bistro ' ' 12969 ventura blvd. ' ` los angeles ' 818/990 -0500 french 18
21 19 ` rex il ristorante ' ' 617 s. olive st. ' ` los angeles ' 213/627 -2300 italian 19
22 20 spago ' 1114 horn ave. ' ` los angeles ' 310/652 -4025 californian 20
23 21 valentino ' 3115 pico blvd. ' ` santa monica ' 310/829 -4313 italian 21
24 22 ` yujean kang \ 's gourmet chinese cuisine ' '67 n. raymond ave. ' ` los angeles ' 818/585 -0855 asian 22
25 23 '21 club ' '21 w. 52nd st. ' ` new york ' 212/582 -7200 american 23
26 24 aquavit '13 w. 54th st. ' ` new york ' 212/307 -7311 continental 24
27 25 aureole '34 e. 61st st. ' ` new york ' ' 212 / 319-1660 ' american 25
28 26 ` cafe lalo ' ' 201 w. 83rd st. ' ` new york ' 212/496 -6031 ` coffee bar ' 26
29 27 ` cafe des artistes ' ' 1 w. 67th st. ' ` new york ' 212/877 -3500 continental 27
30 28 ` carmine \ 's ' ' 2450 broadway between 90th and 91st sts . ' ` new york ' 212/362 -2200 italian 28
31 29 ` carnegie deli ' ' 854 7th ave. between 54th and 55th sts . ' ` new york ' 212/757 -2245 delicatessen 29
32 30 chanterelle ' 2 harrison st. near hudson st. ' ` new york ' 212/966 -6960 american 30
33 31 daniel '20 e. 76th st. ' ` new york ' 212/288 -0033 french 31
34 32 dawat ' 210 e. 58th st. ' ` new york ' 212/355 -7555 asian 32
35 33 felidia ' 243 e. 58th st. ' ` new york ' 212/758 -1479 italian 33
36 34 ` four seasons grill room ' '99 e. 52nd st. ' ` new york ' 212/754 -9494 american 34
37 35 ` gotham bar & grill ' '12 e. 12th st. ' ` new york ' 212/620 -4020 american 35
38 36 ` gramercy tavern ' '42 e. 20th st. between park ave. s and broadway ' ` new york ' 212/477 -0777 american 36
39 37 ` island spice ' ' 402 w. 44th st. ' ` new york ' 212/765 -1737 ` tel caribbean ' 37
40 38 ` jo jo ' ' 160 e. 64th st. ' ` new york ' 212/223 -5656 american 38
41 39 ` la caravelle ' '33 w. 55th st. ' ` new york ' 212/586 -4252 french 39
42 40 ` la cote basque ' '60 w. 55th st. between 5th and 6th ave. ' ` new york ' 212/688 -6525 french 40
43 41 ` le bernardin ' ' 155 w. 51st st. ' ` new york ' 212/489 -1515 french 41
44 42 ` les celebrites ' ' 160 central park s ' ` new york ' 212/484 -5113 french 42
45 43 lespinasse ' 2 e. 55th st. ' ` new york ' 212/339 -6719 american 43
46 44 lutece ' 249 e. 50th st. ' ` new york ' 212/752 -2225 french 44
47 45 ` manhattan ocean club ' '57 w. 58th st. ' ` new york ' ' 212 / 371-7777 ' seafood 45
48 46 march ' 405 e. 58th st. ' ` new york ' 212/754 -6272 american 46
49 47 ` mesa grill ' ' 102 5th ave. between 15th and 16th sts . ' ` new york ' 212/807 -7400 american 47
50 48 ` mi cocina ' '57 jane st. off hudson st. ' ` new york ' 212/627 -8273 mexican 48
51 49 montrachet ' 239 w. broadway between walker and white sts . ' ` new york ' ' 212 / 219-2777 ' french 49
52 50 oceana '55 e. 54th st. ' ` new york ' 212/759 -5941 seafood 50
53 51 ` park avenue cafe ' ' 100 e. 63rd st. ' ` new york ' 212/644 -1900 american 51
54 52 petrossian ' 182 w. 58th st. ' ` new york ' 212/245 -2214 french 52
55 53 picholine '35 w. 64th st. ' ` new york ' 212/724 -8585 mediterranean 53
56 54 pisces '95 ave. a at 6th st. ' ` new york ' 212/260 -6660 seafood 54
57 55 ` rainbow room ' '30 rockefeller plaza ' ` new york ' 212/632 -5000 ` or 212/632 -5100 american ' 55
58 56 ` river cafe ' ' 1 water st. at the east river ' brooklyn 718/522 -5200 american 56
59 57 ` san domenico ' ' 240 central park s ' ` new york ' 212/265 -5959 italian 57
60 58 ` second avenue deli ' ' 156 2nd ave. at 10th st. ' ` new york ' 212/677 -0606 delicatessen 58
61 59 seryna '11 e. 53rd st. ' ` new york ' 212/980 -9393 asian 59
62 60 ` shun lee west ' '43 w. 65th st. ' ` new york ' 212/371 -8844 asian 60
63 61 ` sign of the dove ' ' 1110 3rd ave. at 65th st. ' ` new york ' 212/861 -8080 american 61
64 62 ` smith & wollensky ' ' 201 e. 49th st. ' ` new york ' 212/753 -1530 american 62
65 63 ` tavern on the green ' ` in central park at 67th st. ' ` new york ' 212/873 -3200 american 63
66 64 ` uncle nick \ 's ' ' 747 9th ave. between 50th and 51st sts . ' ` new york ' 212/315 -1726 mediterranean 64
67 65 ` union square cafe ' '21 e. 16th st. ' ` new york ' 212/243 -4020 american 65
68 66 ` virgil \ 's ' ' 152 w. 44th st. ' ` new york ' ' 212 / 921-9494 ' american 66
69 67 ` chin \ 's ' ' 3200 las vegas blvd. s ' ` las vegas ' 702/733 -8899 asian 67
70 68 ` coyote cafe ' ' 3799 las vegas blvd. s ' ` las vegas ' 702/891 -7349 southwestern 68
71 69 ` le montrachet ' ' 3000 w. paradise rd. ' ` las vegas ' 702/732 -5111 continental 69
72 70 ` palace court ' ' 3570 las vegas blvd. s ' ` las vegas ' 702/731 -7547 continental 70
73 71 ` second street grille ' ' 200 e. fremont st. ' ` las vegas ' 702/385 -3232 seafood 71
74 72 ` steak house ' ' 2880 las vegas blvd. s ' ` las vegas ' 702/734 -0410 ` steak houses ' 72
75 73 tillerman ' 2245 e. flamingo rd. ' ` las vegas ' 702/731 -4036 seafood 73
76 74 abruzzi ' 2355 peachtree rd. . peachtree battle shopping center ' atlanta 404/261 -8186 italian 74
77 75 bacchanalia ' 3125 piedmont rd. . near peachtree rd. ' atlanta 404/365 -0410 international 75
78 76 ` bone \ 's ' ' 3130 piedmont road ' atlanta 404/237 -2663 american 76
79 77 ` brasserie le coze ' ' 3393 peachtree rd. . lenox square mall near neiman marcus ' atlanta 404/266 -1440 french 77
80 78 ` buckhead diner ' ' 3073 piedmont road ' atlanta 404/262 -3336 american 78
81 79 ciboulette ' 1529 piedmont ave. ' atlanta 404/874 -7600 french 79
82 80 delectables ' 1 margaret mitchell sq. ' atlanta 404/681 -2909 american 80
83 81 ` georgia grille ' ' 2290 peachtree rd. . peachtree square shopping center ' atlanta 404/352 -3517 american 81
84 82 ` hedgerose heights inn ' ' 490 e. paces ferry rd. ' atlanta 404/233 -7673 international 82
85 83 ` heera of india ' ' 595 piedmont ave. rio shopping mall ' atlanta 404/876 -4408 asian 83
86 84 ` indigo coastal grill ' ' 1397 n. highland ave. ' atlanta 404/876 -0676 caribbean 84
87 85 ` la grotta ' ' 2637 peachtree rd. . peachtree house condominium ' atlanta 404/231 -1368 italian 85
88 86 ` mary mac \ 's tea room ' ' 224 ponce de leon ave. ' atlanta 404/876 -1800 southern 86
89 87 ` nikolai \ 's roof ' ' 255 courtland st. at harris st. ' atlanta 404/221 -6362 continental 87
90 88 ` pano \ 's and paul \ 's ' ' 1232 w. paces ferry rd. ' atlanta 404/261 -3662 international 88
91 89 ` cafe ritz-carlton buckhead ' ' 3434 peachtree rd. ' atlanta 404/237 -2700 ` ext 6108 international ' 89
92 90 ` dining room ritz-carlton buckhead ' ' 3434 peachtree rd. ' atlanta 404/237 -2700 international 90
93 91 ` restaurant ritz-carlton atlanta ' ' 181 peachtree st. ' atlanta 404/659 -0400 continental 91
94 92 toulouse ' b peachtree rd. ' atlanta 404/351 -9533 french 92
95 93 ` veni vidi vici ' '41 14th st. ' atlanta 404/875 -8424 italian 93
96 94 ` alain rondelli ' ' 126 clement st. ' ` san francisco ' 415/387 -0408 french 94
97 95 aqua ' 252 california st. ' ` san francisco ' 415/956 -9662 seafood 95
98 96 boulevard ' 1 mission st. ' ` san francisco ' 415/543 -6084 american 96
99 97 ` cafe claude ' ' 7 claude la . ' ` san francisco ' 415/392 -3505 french 97
100 98 ` campton place ' ' 340 stockton st. ' ` san francisco ' 415/955 -5555 american 98
101 99 ` chez michel ' ' 804 northpoint ' ` san francisco ' 415/775 -7036 french 99
102 100 ` fleur de lys ' ' 777 sutter st. ' ` san francisco ' 415/673 -7779 french 100
103 101 fringale ' 570 4th st. ' ` san francisco ' 415/543 -0573 french 101
104 102 ` hawthorne lane ' '22 hawthorne st. ' ` san francisco ' 415/777 -9779 american 102
105 103 ` khan toke thai house ' ' 5937 geary blvd. ' ` san francisco ' 415/668 -6654 asian 103
106 104 ` la folie ' ' 2316 polk st. ' ` san francisco ' 415/776 -5577 french 104
107 105 lulu ' 816 folsom st. ' ` san francisco ' 415/495 -5775 mediterranean 105
108 106 ` masa \ 's ' ' 648 bush st. ' ` san francisco ' 415/989 -7154 french 106
109 107 ` mifune japan center kintetsu building ' ' 1737 post st. ' ` san francisco ' 415/922 -0337 asian 107
110 108 ` plumpjack cafe ' ' 3201 fillmore st. ' ` san francisco ' 415/563 -4755 mediterranean 108
111 109 postrio ' 545 post st. ' ` san francisco ' 415/776 -7825 american 109
112 110 ` ritz-carlton restaurant and dining room ' ' 600 stockton st. ' ` san francisco ' 415/296 -7465 american 110
113 111 ` rose pistola ' ' 532 columbus ave. ' ` san francisco ' 415/399 -0499 italian 111
114 112 bolo '23 e. 22nd st. ' ` new york ' 212/228 -2200 mediterranean 191
115 113 ` il nido ' ' 251 e. 53rd st. ' ` new york ' 212/753 -8450 italian 267
116 114 remi ' 145 w. 53rd st. ' ` new york ' 212/581 -4242 italian 334
117 115 ` adriano \ 's ristorante ' ' 2930 beverly glen circle ' ` los angeles ' 310/475 -9807 italian 112
118 116 ` barney greengrass ' ' 9570 wilshire blvd. ' ` beverly hills ' 310/777 -5877 american 113
119 117 beaurivage ' 26025 pacific coast hwy . ' malibu 310/456 -5733 french 114
120 118 ` bistro garden ' ' 176 n. canon dr. ' ` los angeles ' 310/550 -3900 californian 115
121 119 ` border grill ' ' 4th st. ' ` los angeles ' 310/451 -1655 mexican 116
122 120 ` broadway deli ' ' 3rd st. promenade ' ` santa monica ' 310/451 -0616 american 117
123 121 ` ca \ ` brea ' ' 346 s. la brea ave. ' ` los angeles ' 213/938 -2863 italian 118
124 122 ` ca \ ` del sol ' ' 4100 cahuenga blvd. ' ` los angeles ' 818/985 -4669 italian 119
125 123 ` cafe pinot ' ' 700 w. fifth st. ' ` los angeles ' 213/239 -6500 californian 120
126 124 ` california pizza kitchen ' ' 207 s. beverly dr. ' ` los angeles ' 310/275 -1101 californian 121
127 125 ` canter \ 's ' ' 419 n. fairfax ave. ' ` los angeles ' 213/651 -2030 . american 122
128 126 cava ' 3rd st. ' ` los angeles ' 213/658 -8898 mediterranean 123
129 127 ` cha cha cha ' ' 656 n. virgil ave. ' ` los angeles ' 213/664 -7723 caribbean 124
130 128 ` chan dara ' ' 310 n. larchmont blvd. ' ` los angeles ' 213/467 -1052 asian 125
131 129 ` clearwater cafe ' ' 168 w. colorado blvd. ' ` los angeles ' 818/356 -0959 ` health food ' 126
132 130 ` dining room ' ' 9500 wilshire blvd. ' ` los angeles ' 310/275 -5200 californian 127
133 131 dive ! ' 10250 santa monica blvd. ' ` los angeles ' 310/788 - ` dive american ' 128
134 132 drago ' 2628 wilshire blvd. ' ` santa monica ' 310/828 -1585 italian 129
135 133 ` drai \ 's ' ' 730 n. la cienega blvd. ' ` los angeles ' 310/358 -8585 french 130
136 134 ` dynasty room ' ' 930 hilgard ave. ' ` los angeles ' 310/208 -8765 continental 131
137 135 eclipse ' 8800 melrose ave. ' ` los angeles ' 310/724 -5959 californian 132
138 136 ` ed debevic \ 's ' ' 134 n. la cienega ' ` los angeles ' 310/659 -1952 american 133
139 137 ` el cholo ' ' 1121 s. western ave. ' ` los angeles ' 213/734 -2773 mexican 134
140 138 ` gilliland \ 's ' ' 2424 main st. ' ` santa monica ' 310/392 -3901 american 135
141 139 ` gladstone \ 's ' ' 4 fish 17300 pacific coast hwy . at sunset blvd. ' ` pacific palisades ' 310/454 -3474 american 136
142 140 ` hard rock cafe ' ' 8600 beverly blvd. ' ` los angeles ' 310/276 -7605 american 137
143 141 ` harry \ 's bar & american grill ' ' 2020 ave. of the stars ' ` los angeles ' 310/277 -2333 italian 138
144 142 ` il fornaio cucina italiana ' ' 301 n. beverly dr. ' ` los angeles ' 310/550 -8330 italian 139
145 143 ` jack sprat \ 's grill ' ' 10668 w. pico blvd. ' ` los angeles ' 310/837 -6662 ` health food ' 140
146 144 ` jackson \ 's farm ' ' 439 n. beverly drive ' ` los angeles ' 310/273 -5578 californian 141
147 145 ` jimmy \ 's ' ' 201 moreno dr. ' ` los angeles ' 310/552 -2394 continental 142
148 146 joss ' 9255 sunset blvd. ' ` los angeles ' 310/276 -1886 asian 143
149 147 ` le colonial ' ' 8783 beverly blvd. ' ` los angeles ' 310/289 -0660 asian 144
150 148 ` le dome ' ' 8720 sunset blvd. ' ` los angeles ' 310/659 -6919 french 145
151 149 ` louise \ 's trattoria ' ' 4500 los feliz blvd. ' ` los angeles ' 213/667 -0777 italian 146
152 150 ` mon kee seafood restaurant ' ' 679 n. spring st. ' ` los angeles ' 213/628 -6717 asian 147
153 151 ` morton \ 's ' ' 8764 melrose ave. ' ` los angeles ' 310/276 -5205 american 148
154 152 ` nate \ ` n \ ' al \ 's ' ' 414 n. beverly dr. ' ` los angeles ' 310/274 -0101 american 149
155 153 nicola ' 601 s. figueroa st. ' ` los angeles ' 213/485 -0927 american 150
156 154 ` ocean avenue ' ' 1401 ocean ave. ' ` santa monica ' 310/394 -5669 american 151
157 155 orleans ' 11705 national blvd. ' ` los angeles ' 310/479 -4187 cajun 152
158 156 ` pacific dining car ' ' 6th st. ' ` los angeles ' 213/483 -6000 american 153
159 157 ` paty \ 's ' ' 10001 riverside dr. ' ` toluca lake ' 818/761 -9126 american 154
160 158 ` pinot hollywood ' ' 1448 n. gower st. ' ` los angeles ' 213/461 -8800 californian 155
161 159 posto ' 14928 ventura blvd. ' ` sherman oaks ' 818/784 -4400 italian 156
162 160 prego ' 362 n. camden dr. ' ` los angeles ' 310/277 -7346 italian 157
163 161 ` rj \ 's the rib joint ' ' 252 n. beverly dr. ' ` los angeles ' 310/274 -7427 american 158
164 162 remi ' 3rd st. promenade ' ` santa monica ' 310/393 -6545 italian 159
165 163 ` restaurant horikawa ' ' 111 s. san pedro st. ' ` los angeles ' 213/680 -9355 asian 160
166 164 ` roscoe \ 's house of chicken \ ` n \ ' waffles ' ' 1514 n. gower st. ' ` los angeles ' 213/466 -9329 american 161
167 165 ` schatzi on main ' ' 3110 main st. ' ` los angeles ' 310/399 -4800 continental 162
168 166 sofi ' 3rd st. ' ` los angeles ' 213/651 -0346 mediterranean 163
169 167 swingers ' 8020 beverly blvd. ' ` los angeles ' 213/653 -5858 american 164
170 168 ` tavola calda ' ' 7371 melrose ave. ' ` los angeles ' 213/658 -6340 italian 165
171 169 ` the mandarin ' ' 430 n. camden dr. ' ` los angeles ' 310/859 -0926 asian 166
172 170 ` tommy tang \ 's ' ' 7313 melrose ave. ' ` los angeles ' 213/937 -5733 asian 167
173 171 ` tra di noi ' ' 3835 cross creek rd. ' ` los angeles ' 310/456 -0169 italian 168
174 172 ` trader vic \ 's ' ' 9876 wilshire blvd. ' ` los angeles ' 310/276 -6345 asian 169
175 173 vida ' 1930 north hillhurst ave. ' ` los feliz ' 213/660 -4446 american 170
176 174 ` west beach cafe ' '60 n. venice blvd. ' ` los angeles ' 310/823 -5396 american 171
177 175 '20 mott ' '20 mott st. between bowery and pell st. ' ` new york ' 212/964 -0380 asian 172
178 176 ' 9 jones street ' ' 9 jones st. ' ` new york ' 212/989 -1220 american 173
179 177 adrienne ' 700 5th ave. at 55th st. ' ` new york ' 212/903 -3918 french 174
180 178 agrotikon ' 322 e. 14 st. between 1st and 2nd aves . ' ` new york ' 212/473 -2602 mediterranean 175
181 179 aja ' 937 broadway at 22nd st. ' ` new york ' 212/473 -8388 american 176
182 180 alamo ' 304 e. 48th st. ' ` new york ' ' 212 / 759-0590 ' mexican 177
183 181 ` alley \ 's end ' ' 311 w. 17th st. ' ` new york ' 212/627 -8899 american 178
184 182 ` ambassador grill ' ' 1 united nations plaza at 44th st. ' ` new york ' 212/702 -5014 american 179
185 183 ` american place ' ' 2 park ave. at 32nd st. ' ` new york ' 212/684 -2122 american 180
186 184 ` anche vivolo ' ' 222 e. 58th st. between 2nd and 3rd aves . ' ` new york ' 212/308 -0112 italian 181
187 185 arizona ' 206 206 e. 60th st. ' ` new york ' 212/838 -0440 american 182
188 186 ` arturo \ 's ' ' 106 w. houston st. off thompson st. ' ` new york ' 212/677 -3820 italian 183
189 187 ` au mandarin ' ' 200-250 vesey st. world financial center ' ` new york ' 212/385 -0313 asian 184
190 188 ` bar anise ' ' 1022 3rd ave. between 60th and 61st sts . ' ` new york ' 212/355 -1112 mediterranean 185
191 189 barbetta ' 321 w. 46th st. ' ` new york ' 212/246 -9171 italian 186
192 190 ` ben benson \ 's ' ' 123 w. 52nd st. ' ` new york ' 212/581 -8888 american 187
193 191 ` big cup ' ' 228 8th ave. between 21st and 22nd sts . ' ` new york ' 212/206 -0059 ` coffee bar ' 188
194 192 ` billy \ 's ' ' 948 1st ave. between 52nd and 53rd sts . ' ` new york ' 212/753 -1870 american 189
195 193 ` boca chica ' '13 1st ave. near 1st st. ' ` new york ' 212/473 -0108 ` latin american ' 190
196 194 boonthai ' 1393a 2nd ave. between 72nd and 73rd sts . ' ` new york ' 212/249 -8484 asian 192
197 195 bouterin ' 420 e. 59th st. off 1st ave. ' ` new york ' 212/758 -0323 french 193
198 196 ` brothers bar-b-q ' ' 225 varick st. at clarkston st. ' ` new york ' 212/727 -2775 american 194
199 197 bruno ' 240 e. 58th st. ' ` new york ' 212/688 -4190 italian 195
200 198 ` bryant park grill roof restaurant and bp cafe ' '25 w. 40th st. between 5th and 6th aves . ' ` new york ' 212/840 -6500 american 196
201 199 c3 ' 103 waverly pl . near washington sq. ' ` new york ' 212/254 -1200 american 197
202 200 ct ' 111 e. 22nd st. between park ave. s and lexington ave. ' ` new york ' 212/995 -8500 french 198
203 201 ` cafe bianco ' ' 1486 2nd ave. between 77th and 78th sts . ' ` new york ' 212/988 -2655 ` coffee bar ' 199
204 202 ` cafe botanica ' ' 160 central park s ' ` new york ' 212/484 -5120 french 200
205 203 ` cafe la fortuna ' '69 w. 71st st. ' ` new york ' 212/724 -5846 ` coffee bar ' 201
206 204 ` cafe luxembourg ' ' 200 w. 70th st. ' ` new york ' 212/873 -7411 french 202
207 205 ` cafe pierre ' ' 2 e. 61st st. ' ` new york ' 212/940 -8185 french 203
208 206 ` cafe centro ' ' 200 park ave. between 45th st. and vanderbilt ave. ' ` new york ' 212/818 -1222 french 204
209 207 ` cafe fes ' ' 246 w. 4th st. at charles st. ' ` new york ' 212/924 -7653 mediterranean 205
210 208 ` caffe dante ' '81 macdougal st. between houston and bleeker sts . ' ` new york ' 212/982 -5275 ` coffee bar ' 206
211 209 ` caffe dell \ ` artista ' '46 greenwich ave. ' ` new york ' 212/645 -4431 ` coffee bar ' 207
212 210 ` caffe lure ' ' 169 sullivan st. between houston and bleecker sts . ' ` new york ' 212/473 -2642 french 208
213 211 ` caffe reggio ' ' 119 macdougal st. between 3rd and bleecker sts . ' ` new york ' 212/475 -9557 ` coffee bar ' 209
214 212 ` caffe roma ' ' 385 broome st. at mulberry ' ` new york ' 212/226 -8413 ` coffee bar ' 210
215 213 ` caffe vivaldi ' '32 jones st. at bleecker st. ' ` new york ' 212/691 -7538 ` coffee bar ' 211
216 214 ` caffe bondi ristorante ' ' 7 w. 20th st. ' ` new york ' 212/691 -8136 italian 212
217 215 ` capsouto freres ' ' 451 washington st. near watts st. ' ` new york ' 212/966 -4900 french 213
218 216 ` captain \ 's table ' ' 860 2nd ave. at 46th st. ' ` new york ' 212/697 -9538 seafood 214
219 217 ` casa la femme ' ' 150 wooster st. between houston and prince sts . ' ` new york ' 212/505 -0005 ` middle eastern ' 215
220 218 ` cendrillon asian grill & marimba bar ' '45 mercer st. between broome and grand sts . ' ` new york ' 212/343 -9012 asian 216
221 219 ` chez jacqueline ' '72 macdougal st. between w. houston and bleecker sts . ' ` new york ' 212/505 -0727 french 217
222 220 chiam ' 160 e. 48th st. ' ` new york ' 212/371 -2323 asian 218
223 221 ` china grill ' '60 w. 53rd st. ' ` new york ' 212/333 -7788 american 219
224 222 cite ' 120 w. 51st st. ' ` new york ' 212/956 -7100 french 220
225 223 ` coco pazzo ' '23 e. 74th st. ' ` new york ' 212/794 -0205 italian 221
226 224 ` columbus bakery ' ' 53rd sts . ' ` new york ' 212/421 -0334 ` coffee bar ' 222
227 225 ` corrado cafe ' ' 1013 3rd ave. between 60th and 61st sts . ' ` new york ' 212/753 -5100 ` coffee bar ' 223
228 226 ` cupcake cafe ' ' 522 9th ave. at 39th st. ' ` new york ' 212/465 -1530 ` coffee bar ' 224
229 227 ` da nico ' ' 164 mulberry st. between grand and broome sts . ' ` new york ' 212/343 -1212 italian 225
230 228 ` dean & deluca ' ' 121 prince st. ' ` new york ' 212/254 -8776 ` coffee bar ' 226
231 229 diva ' 341 w. broadway near grand st. ' ` new york ' 212/941 -9024 italian 227
232 230 ` dix et sept ' ' 181 w. 10th st. ' ` new york ' 212/645 -8023 french 228
233 231 docks ' 633 3rd ave. at 40th st. ' ` new york ' ' 212 / 986-8080 ' seafood 229
234 232 ` duane park cafe ' ' 157 duane st. between w. broadway and hudson st. ' ` new york ' 212/732 -5555 american 230
235 233 ` el teddy \ 's ' ' 219 w. broadway between franklin and white sts . ' ` new york ' 212/941 -7070 mexican 231
236 234 'em ily \ 's ' ' 1325 5th ave. at 111th st. ' ` new york ' 212/996 -1212 american 232
237 235 'em pire korea ' ' 6 e. 32nd st. ' ` new york ' 212/725 -1333 asian 233
238 236 ` ernie \ 's ' ' 2150 broadway between 75th and 76th sts . ' ` new york ' 212/496 -1588 american 234
239 237 ` evergreen cafe ' ' 1288 1st ave. at 69th st. ' ` new york ' 212/744 -3266 asian 235
240 238 ` f. ille ponte ristorante ' '39 desbrosses st. near west st. ' ` new york ' 212/226 -4621 italian 236
241 239 felix ' 340 w. broadway at grand st. ' ` new york ' 212/431 -0021 french 237
242 240 ferrier '29 e. 65th st. ' ` new york ' 212/772 -9000 french 238
243 241 ` fifty seven fifty seven ' '57 e. 57th st. ' ` new york ' 212/758 -5757 american 239
244 242 ` film center cafe ' ' 635 9th ave. between 44th and 45th sts . ' ` new york ' ' 212 / 262-2525 ' american 240
245 243 ` fiorello \ 's roman cafe ' ' 1900 broadway between 63rd and 64th sts . ' ` new york ' 212/595 -5330 italian 241
246 244 firehouse ' 522 columbus ave. between 85th and 86th sts . ' ` new york ' 212/595 -3139 american 242
247 245 first '87 1st ave. between 5th and 6th sts . ' ` new york ' 212/674 -3823 american 243
248 246 ` fishin eddie ' '73 w. 71st st. ' ` new york ' 212/874 -3474 seafood 244
249 247 ` fleur de jour ' ' 348 e. 62nd st. ' ` new york ' 212/355 -2020 ` coffee bar ' 245
250 248 flowers '21 west 17th st. between 5th and 6th aves . ' ` new york ' 212/691 -8888 american 246
251 249 follonico ' 6 w. 24th st. ' ` new york ' 212/691 -6359 italian 247
252 250 ` fraunces tavern ' '54 pearl st. at broad st. ' ` new york ' 212/269 -0144 american 248
253 251 ` french roast ' ' 458 6th ave. at 11th st. ' ` new york ' 212/533 -2233 french 249
254 252 ` french roast cafe ' ' 2340 broadway at 85th st. ' ` new york ' 212/799 -1533 ` coffee bar ' 250
255 253 ` frico bar ' ' 402 w. 43rd st. off 9th ave. ' ` new york ' 212/564 -7272 italian 251
256 254 ` fujiyama mama ' ' 467 columbus ave. between 82nd and 83rd sts . ' ` new york ' 212/769 -1144 asian 252
257 255 ` gabriela \ 's ' ' 685 amsterdam ave. at 93rd st. ' ` new york ' 212/961 -0574 mexican 253
258 256 ` gallagher \ 's ' ' 228 w. 52nd st. ' ` new york ' 212/245 -5336 american 254
259 257 ` gianni \ 's ' '15 fulton st. ' ` new york ' 212/608 -7300 seafood 255
260 258 girafe ' 208 e. 58th st. between 2nd and 3rd aves . ' ` new york ' 212/752 -3054 italian 256
261 259 global '33 93 2nd ave. between 5th and 6th sts . ' ` new york ' 212/477 -8427 american 257
262 260 ` golden unicorn ' '18 e. broadway at catherine st. ' ` new york ' ' 212 / 941-0911 ' asian 258
263 261 ` grand ticino ' ' 228 thompson st. between w. 3rd and bleecker sts . ' ` new york ' 212/777 -5922 italian 259
264 262 halcyon ' 151 w. 54th st. in the rihga royal hotel ' ` new york ' 212/468 -8888 american 260
265 263 ` hard rock cafe ' ' 221 w. 57th st. ' ` new york ' 212/489 -6565 american 261
266 264 ` hi-life restaurant and lounge ' ' 1340 1st ave. at 72nd st. ' ` new york ' 212/249 -3600 american 262
267 265 home '20 cornelia st. between bleecker and w. 4th st. ' ` new york ' 212/243 -9579 american 263
268 266 ` hudson river club ' ' 4 world financial center ' ` new york ' 212/786 -1500 american 264
269 267 ' i trulli ' ' 122 e. 27th st. between lexington and park aves . ' ` new york ' 212/481 -7372 italian 265
270 268 ` il cortile ' ' 125 mulberry st. between canal and hester sts . ' ` new york ' 212/226 -6060 italian 266
271 269 ` inca grill ' ' 492 broome st. near w. broadway ' ` new york ' 212/966 -3371 ` latin american ' 268
272 270 indochine ' 430 lafayette st. between 4th st. and astor pl . ' ` new york ' 212/505 -5111 asian 269
273 271 ` internet cafe ' '82 e. 3rd st. between 1st and 2nd aves . ' ` new york ' ' 212 / 614-0747 ' ` coffee bar ' 270
274 272 ipanema '13 w. 46th st. ' ` new york ' 212/730 -5848 ` latin american ' 271
275 273 ` jean lafitte ' '68 w. 58th st. ' ` new york ' 212/751 -2323 french 272
276 274 ` jewel of india ' '15 w. 44th st. ' ` new york ' 212/869 -5544 asian 273
277 275 ` jimmy sung \ 's ' ' 219 e. 44th st. between 2nd and 3rd aves . ' ` new york ' 212/682 -5678 asian 274
278 276 ` joe allen ' ' 326 w. 46th st. ' ` new york ' 212/581 -6464 american 275
279 277 ` judson grill ' ' 152 w. 52nd st. ' ` new york ' 212/582 -5252 american 276
280 278 ` l \ ` absinthe ' ' 227 e. 67th st. ' ` new york ' 212/794 -4950 french 277
281 279 ` l \ ` auberge ' ' 1191 1st ave. between 64th and 65th sts . ' ` new york ' 212/288 -8791 ` middle eastern ' 278
282 280 ` l \ ` auberge du midi ' ' 310 w. 4th st. between w. 12th and bank sts . ' ` new york ' 212/242 -4705 french 279
283 281 ` l \ ` udo ' ' 432 lafayette st. near astor pl . ' ` new york ' 212/388 -0978 french 280
284 282 ` la reserve ' ' 4 w. 49th st. ' ` new york ' 212/247 -2993 french 281
285 283 ` lanza restaurant ' ' 168 1st ave. between 10th and 11th sts . ' ` new york ' 212/674 -7014 italian 282
286 284 ` lattanzi ristorante ' ' 361 w. 46th st. ' ` new york ' 212/315 -0980 italian 283
287 285 layla ' 211 w. broadway at franklin st. ' ` new york ' 212/431 -0700 ` middle eastern ' 284
288 286 ` le chantilly ' ' 106 e. 57th st. ' ` new york ' 212/751 -2931 french 285
289 287 ` le colonial ' ' 149 e. 57th st. ' ` new york ' ' 212 / 752-0808 ' asian 286
290 288 ` le gamin ' '50 macdougal st. between houston and prince sts . ' ` new york ' 212/254 -4678 ` coffee bar ' 287
291 289 ` le jardin ' '25 cleveland pl . near spring st. ' ` new york ' 212/343 -9599 french 288
292 290 ` le madri ' ' 168 w. 18th st. ' ` new york ' 212/727 -8022 italian 289
293 291 ` le marais ' ' 150 w. 46th st. ' ` new york ' 212/869 -0900 american 290
294 292 ` le perigord ' ' 405 e. 52nd st. ' ` new york ' 212/755 -6244 french 291
295 293 ` le select ' ' 507 columbus ave. between 84th and 85th sts . ' ` new york ' 212/875 -1993 american 292
296 294 ` les halles ' ' 411 park ave. s between 28th and 29th sts . ' ` new york ' 212/679 -4111 french 293
297 295 ` lincoln tavern ' '51 w. 64th st. ' ` new york ' 212/721 -8271 american 294
298 296 lola '30 west 22nd st. between 5th and 6th ave. ' ` new york ' 212/675 -6700 american 295
299 297 ` lucky strike ' '59 grand st. between wooster st. and w. broadway ' ` new york ' 212/941 -0479 ` or 212/941 -0772 american ' 296
300 298 ` mad fish ' ' 2182 broadway between 77th and 78th sts . ' ` new york ' 212/787 -0202 seafood 297
301 299 ` main street ' ' 446 columbus ave. between 81st and 82nd sts . ' ` new york ' 212/873 -5025 american 298
302 300 ` mangia e bevi ' ' 800 9th ave. at 53rd st. ' ` new york ' 212/956 -3976 italian 299
303 301 ` manhattan cafe ' ' 1161 1st ave. between 63rd and 64th sts . ' ` new york ' 212/888 -6556 american 300
304 302 ` manila garden ' ' 325 e. 14th st. between 1st and 2nd aves . ' ` new york ' 212/777 -6314 asian 301
305 303 marichu ' 342 e. 46th st. between 1st and 2nd aves . ' ` new york ' 212/370 -1866 french 302
306 304 ` marquet patisserie ' '15 e. 12th st. between 5th ave. and university pl . ' ` new york ' 212/229 -9313 ` coffee bar ' 303
307 305 match ' 160 mercer st. between houston and prince sts . ' ` new york ' 212/906 -9173 american 304
308 306 ` matthew \ 's ' ' 1030 3rd ave. at 61st st. ' ` new york ' 212/838 -4343 american 305
309 307 ` mavalli palace ' '46 e. 29th st. ' ` new york ' 212/679 -5535 asian 306
310 308 ` milan cafe and coffee bar ' ' 120 w. 23rd st. ' ` new york ' 212/807 -1801 ` coffee bar ' 307
311 309 ` monkey bar ' '60 e. 54th st. ' ` new york ' 212/838 -2600 american 308
312 310 montien ' 1134 1st ave. between 62nd and 63rd sts . ' ` new york ' 212/421 -4433 asian 309
313 311 ` morton \ 's ' ' 551 5th ave. at 45th st. ' ` new york ' 212/972 -3315 american 310
314 312 ` motown cafe ' ' 104 w. 57th st. near 6th ave. ' ` new york ' 212/581 -8030 american 311
315 313 ` new york kom tang soot bul house ' '32 w. 32nd st. ' ` new york ' ' 212 / 947-8482 ' asian 312
316 314 ` new york noodletown ' '28 1/2 bowery at bayard st. ' ` new york ' 212/349 -0923 asian 313
317 315 newsbar ' 2 w. 19th st. ' ` new york ' 212/255 -3996 ` coffee bar ' 314
318 316 odeon ' 145 w. broadway at thomas st. ' ` new york ' 212/233 -0507 american 315
319 317 orso ' 322 w. 46th st. ' ` new york ' 212/489 -7212 italian 316
320 318 ` osteria al droge ' ' 142 w. 44th st. ' ` new york ' 212/944 -3643 italian 317
321 319 otabe '68 e. 56th st. ' ` new york ' 212/223 -7575 asian 318
322 320 pacifica ' 138 lafayette st. between canal and howard sts . ' ` new york ' 212/941 -4168 asian 319
323 321 palio ' 151 w. 51st . st. ' ` new york ' 212/245 -4850 italian 320
324 322 pamir ' 1065 1st ave. at 58th st. ' ` new york ' 212/644 -9258 ` middle eastern ' 321
325 323 ` parioli romanissimo ' '24 e. 81st st. ' ` new york ' 212/288 -2391 italian 322
326 324 patria ' 250 park ave. s at 20th st. ' ` new york ' 212/777 -6211 ` latin american ' 323
327 325 ` peacock alley ' ' 301 park ave. between 49th and 50th sts . ' ` new york ' 212/872 -4895 french 324
328 326 ` pen & pencil ' ' 205 e. 45th st. ' ` new york ' 212/682 -8660 american 325
329 327 ` penang soho ' ' 109 spring st. between greene and mercer sts . ' ` new york ' 212/274 -8883 asian 326
330 328 persepolis ' 1423 2nd ave. between 74th and 75th sts . ' ` new york ' 212/535 -1100 ` middle eastern ' 327
331 329 ` planet hollywood ' ' 140 w. 57th st. ' ` new york ' 212/333 -7827 american 328
332 330 pomaire ' 371 w. 46th st. off 9th ave. ' ` new york ' ' 212 / 956-3055 ' ` latin american ' 329
333 331 ` popover cafe ' ' 551 amsterdam ave. between 86th and 87th sts . ' ` new york ' 212/595 -8555 american 330
334 332 ` post house ' '28 e. 63rd st. ' ` new york ' 212/935 -2888 american 331
335 333 rain ' 100 w. 82nd st. ' ` new york ' 212/501 -0776 asian 332
336 334 ` red tulip ' ' 439 e. 75th st. ' ` new york ' 212/734 -4893 ` eastern european ' 333
337 335 republic ' 37a union sq. w between 16th and 17th sts . ' ` new york ' 212/627 -7172 asian 335
338 336 ` roettelle a. g ' ' 126 e. 7th st. between 1st ave. and ave. a ' ` new york ' 212/674 -4140 continental 336
339 337 ` rosa mexicano ' ' 1063 1st ave. at 58th st. ' ` new york ' 212/753 -7407 mexican 337
340 338 ` ruth \ 's chris ' ' 148 w. 51st st. ' ` new york ' 212/245 -9600 american 338
341 339 s.p.q.r ' 133 mulberry st. between hester and grand sts . ' ` new york ' 212/925 -3120 italian 339
342 340 ` sal anthony \ 's ' '55 irving pl . ' ` new york ' 212/982 -9030 italian 340
343 341 ` sammy \ 's roumanian steak house ' ' 157 chrystie st. at delancey st. ' ` new york ' 212/673 -0330 ` east european ' 341
344 342 ` san pietro ' '18 e. 54th st. ' ` new york ' 212/753 -9015 italian 342
345 343 ` sant ambroeus ' ' 1000 madison ave. between 77th and 78th sts . ' ` new york ' 212/570 -2211 ` coffee bar ' 343
346 344 ` sarabeth \ 's kitchen ' ' 423 amsterdam ave. between 80th and 81st sts . ' ` new york ' 212/496 -6280 american 344
347 345 ` sea grill ' '19 w. 49th st. ' ` new york ' 212/332 -7610 seafood 345
348 346 serendipity ' 3 225 e. 60th st. ' ` new york ' 212/838 -3531 american 346
349 347 ` seventh regiment mess and bar ' ' 643 park ave. at 66th st. ' ` new york ' 212/744 -4107 american 347
350 348 sfuzzi '58 w. 65th st. ' ` new york ' 212/873 -3700 american 348
351 349 shaan '57 w. 48th st. ' ` new york ' ' 212 / 977-8400 ' asian 349
352 350 ` sofia fabulous pizza ' ' 1022 madison ave. near 79th st. ' ` new york ' 212/734 -2676 italian 350
353 351 ` spring street natural restaurant & bar ' '62 spring st. at lafayette st. ' ` new york ' 212/966 -0290 american 351
354 352 ` stage deli ' ' 834 7th ave. between 53rd and 54th sts . ' ` new york ' 212/245 -7850 delicatessen 352
355 353 stingray ' 428 amsterdam ave. between 80th and 81st sts . ' ` new york ' 212/501 -7515 seafood 353
356 354 ` sweet \ ` n \ ` tart cafe ' '76 mott st. at canal st. ' ` new york ' 212/334 -8088 asian 354
357 355 ' t salon ' ' 143 mercer st. at prince st. ' ` new york ' 212/925 -3700 ` coffee bar ' 355
358 356 ` tang pavillion ' '65 w. 55th st. ' ` new york ' 212/956 -6888 asian 356
359 357 tapika ' 950 8th ave. at 56th st. ' ` new york ' ' 212 / 397-3737 ' american 357
360 358 ` teresa \ 's ' ' 103 1st ave. between 6th and 7th sts . ' ` new york ' 212/228 -0604 ` east european ' 358
361 359 terrace ' 400 w. 119th st. between amsterdam and morningside aves . ' ` new york ' 212/666 -9490 continental 359
362 360 ` the coffee pot ' ' 350 9th ave. at 49th st. ' ` new york ' 212/265 -3566 ` coffee bar ' 360
363 361 ` the savannah club ' ' 2420 broadway at 89th st. ' ` new york ' 212/496 -1066 american 361
364 362 ` trattoria dell \ ` arte ' ' 900 7th ave. between 56th and 57th sts . ' ` new york ' 212/245 -9800 italian 362
365 363 triangolo ' 345 e. 83rd st. ' ` new york ' 212/472 -4488 italian 363
366 364 ` tribeca grill ' ' 375 greenwich st. near franklin st. ' ` new york ' 212/941 -3900 american 364
367 365 ` trois jean ' ' 154 e. 79th st. between lexington and 3rd aves . ' ` new york ' 212/988 -4858 ` coffee bar ' 365
368 366 ` tse yang ' '34 e. 51st st. ' ` new york ' 212/688 -5447 asian 366
369 367 ` turkish kitchen ' ' 386 3rd ave. between 27th and 28th sts . ' ` new york ' 212/679 -1810 ` middle eastern ' 367
370 368 ` two two two ' ' 222 w. 79th st. ' ` new york ' 212/799 -0400 american 368
371 369 ` veniero \ 's pasticceria ' ' 342 e. 11th st. near 1st ave. ' ` new york ' 212/674 -7264 ` coffee bar ' 369
372 370 verbena '54 irving pl . at 17th st. ' ` new york ' 212/260 -5454 american 370
373 371 ` victor \ 's cafe ' '52 236 w. 52nd st. ' ` new york ' 212/586 -7714 ` latin american ' 371
374 372 ` vince & eddie \ 's ' '70 w. 68th st. ' ` new york ' 212/721 -0068 american 372
375 373 vong ' 200 e. 54th st. ' ` new york ' 212/486 -9592 american 373
376 374 ` water club ' ' 500 e. 30th st. ' ` new york ' 212/683 -3333 american 374
377 375 west ' 63rd street steakhouse 44 w. 63rd st. ' ` new york ' 212/246 -6363 american 375
378 376 xunta ' 174 1st ave. between 10th and 11th sts . ' ` new york ' 212/614 -0620 mediterranean 376
379 377 ` zen palate ' '34 union sq. e at 16th st. ' ` new york ' 212/614 -9291 ` and 212/614 -9345 asian ' 377
380 378 zoe '90 prince st. between broadway and mercer st. ' ` new york ' 212/966 -6722 american 378
381 379 abbey ' 163 ponce de leon ave. ' atlanta 404/876 -8532 international 379
382 380 ` aleck \ 's barbecue heaven ' ' 783 martin luther king jr. dr. ' atlanta 404/525 -2062 barbecue 380
383 381 ` annie \ 's thai castle ' ' 3195 roswell rd. ' atlanta 404/264 -9546 asian 381
384 382 anthonys ' 3109 piedmont rd. . just south of peachtree rd. ' atlanta 404/262 -7379 american 382
385 383 ` atlanta fish market ' ' 265 pharr rd. ' atlanta 404/262 -3165 american 383
386 384 ` beesley \ 's of buckhead ' ' 260 e. paces ferry road ' atlanta 404/264 -1334 continental 384
387 385 ` bertolini \ 's ' ' 3500 peachtree rd. . phipps plaza ' atlanta 404/233 -2333 italian 385
388 386 bistango ' 1100 peachtree st. ' atlanta 404/724 -0901 mediterranean 386
389 387 ` cafe renaissance ' ' 7050 jimmy carter blvd. . norcross ' atlanta 770/441 -- 0291 american 387
390 388 ` camille \ 's ' ' 1186 n. highland ave. ' atlanta 404/872 -7203 italian 388
391 389 cassis ' 3300 peachtree rd. . grand hyatt ' atlanta 404/365 -8100 mediterranean 389
392 390 ` city grill ' '50 hurt plaza ' atlanta 404/524 -2489 international 390
393 391 ` coco loco ' '40 buckhead crossing mall on the sidney marcus blvd. ' atlanta 404/364 -0212 caribbean 391
394 392 ` colonnade restaurant ' ' 1879 cheshire bridge rd. ' atlanta 404/874 -5642 southern 392
395 393 ` dante \ 's down the hatch buckhead ' ' 3380 peachtree rd. ' atlanta 404/266 -1600 continental 393
396 394 ` dante \ 's down the hatch ' ` underground underground mall underground atlanta ' atlanta 404/577 -1800 continental 394
397 395 ` fat matt \ 's rib shack ' ' 1811 piedmont ave. near cheshire bridge rd. ' atlanta 404/607 -1622 barbecue 395
398 396 ` french quarter food shop ' ' 923 peachtree st. at 8th st. ' atlanta 404/875 -2489 southern 396
399 397 ` holt bros. bar-b-q ' ' 6359 jimmy carter blvd. . at buford hwy . norcross ' atlanta 770/242 -3984 barbecue 397
400 398 ` horseradish grill ' ' 4320 powers ferry rd. ' atlanta 404/255 -7277 southern 398
401 399 ` hsu \ 's gourmet ' ' 192 peachtree center ave. at international blvd. ' atlanta 404/659 -2788 asian 399
402 400 ` imperial fez ' ' 2285 peachtree rd. . peachtree battle condominium ' atlanta 404/351 -0870 mediterranean 400
403 401 kamogawa ' 3300 peachtree rd. . grand hyatt ' atlanta 404/841 -0314 asian 401
404 402 ` la grotta at ravinia dunwoody rd. ' ` holiday inn/crowne plaza at ravinia dunwoody ' atlanta 770/395 -9925 italian 402
405 403 ` little szechuan ' ' c buford hwy . northwoods plaza doraville ' atlanta 770/451 -0192 asian 403
406 404 ` lowcountry barbecue ' ' 6301 roswell rd. . sandy springs plaza sandy springs ' atlanta 404/255 -5160 barbecue 404
407 405 ` luna si ' ' 1931 peachtree rd. ' atlanta 404/355 -5993 continental 405
408 406 ` mambo restaurante cubano ' ' 1402 n. highland ave. ' atlanta 404/874 -2626 caribbean 406
409 407 ` mckinnon \ 's louisiane ' ' 3209 maple dr. ' atlanta 404/237 -1313 southern 407
410 408 ` mi spia dunwoody rd. ' ` park place across from perimeter mall dunwoody ' atlanta 770/393 -1333 italian 408
411 409 ` nickiemoto \ 's : a sushi bar ' ' 247 buckhead ave. east village sq. ' atlanta 404/842 -0334 fusion 409
412 410 palisades ' 1829 peachtree rd. ' atlanta 404/350 -6755 continental 410
413 411 ` pleasant peasant ' ' 555 peachtree st. at linden ave. ' atlanta 404/874 -3223 american 411
414 412 pricci ' 500 pharr rd. ' atlanta 404/237 -2941 italian 412
415 413 ` r.j. \ 's uptown kitchen & wine bar ' ' 870 n. highland ave. ' atlanta 404/875 -7775 american 413
416 414 ` rib ranch ' '25 irby ave. ' atlanta 404/233 -7644 barbecue 414
417 415 ` sa tsu ki ' ' 3043 buford hwy . ' atlanta 404/325 -5285 asian 415
418 416 ` sato sushi and thai ' ' 6050 peachtree pkwy . norcross ' atlanta 770/449 -0033 asian 416
419 417 ` south city kitchen ' ' 1144 crescent ave. ' atlanta 404/873 -7358 southern 417
420 418 ` south of france ' ' 2345 cheshire bridge rd. ' atlanta 404/325 -6963 french 418
421 419 ` stringer \ 's fish camp and oyster bar ' ' 3384 shallowford rd. . chamblee ' atlanta 770/458 -7145 southern 419
422 420 ` sundown cafe ' ' 2165 cheshire bridge rd. ' atlanta 404/321 -1118 american 420
423 421 ` taste of new orleans ' ' 889 w. peachtree st. ' atlanta 404/874 -5535 southern 421
424 422 tomtom ' 3393 peachtree rd. ' atlanta 404/264 -1163 continental 422
425 423 ` antonio \ 's ' ' 3700 w. flamingo ' ` las vegas ' 702/252 -7737 italian 423
426 424 ` bally \ 's big kitchen ' ' 3645 las vegas blvd. s ' ` las vegas ' 702/739 -4111 buffets 424
427 425 ` bamboo garden ' ' 4850 flamingo rd. ' ` las vegas ' 702/871 -3262 asian 425
428 426 ` battista \ 's hole in the wall ' ' 4041 audrie st. at flamingo rd. ' ` las vegas ' 702/732 -1424 italian 426
429 427 ` bertolini \ 's ' ' 3570 las vegas blvd. s ' ` las vegas ' 702/735 -4663 italian 427
430 428 ` binion \ 's coffee shop ' ' 128 fremont st. ' ` las vegas ' 702/382 -1600 ` coffee shops/diners ' 428
431 429 bistro ' 3400 las vegas blvd. s ' ` las vegas ' 702/791 -7111 continental 429
432 430 broiler ' 4111 boulder hwy . ' ` las vegas ' 702/432 -7777 american 430
433 431 ` bugsy \ 's diner ' ' 3555 las vegas blvd. s ' ` las vegas ' 702/733 -3111 ` coffee shops/diners ' 431
434 432 ` cafe michelle ' ' 1350 e. flamingo rd. ' ` las vegas ' 702/735 -8686 american 432
435 433 ` cafe roma ' ' 3570 las vegas blvd. s ' ` las vegas ' 702/731 -7547 ` coffee shops/diners ' 433
436 434 ` capozzoli \ 's ' ' 3333 s. maryland pkwy . ' ` las vegas ' 702/731 -5311 italian 434
437 435 ` carnival world ' ' 3700 w. flamingo rd. ' ` las vegas ' 702/252 -7777 buffets 435
438 436 ` center stage plaza hotel ' ' 1 main st. ' ` las vegas ' 702/386 -2512 american 436
439 437 ` circus circus ' ' 2880 las vegas blvd. s ' ` las vegas ' 702/734 -0410 buffets 437
440 438 'em press court ' ' 3570 las vegas blvd. s ' ` las vegas ' 702/731 -7888 asian 438
441 439 feast ' 2411 w. sahara ave. ' ` las vegas ' 702/367 -2411 buffets 439
442 440 ` golden nugget hotel ' ' 129 e. fremont st. ' ` las vegas ' 702/385 -7111 buffets 440
443 441 ` golden steer ' ' 308 w. sahara ave. ' ` las vegas ' 702/384 -4470 ` steak houses ' 441
444 442 ` lillie langtry \ 's ' ' 129 e. fremont st. ' ` las vegas ' 702/385 -7111 asian 442
445 443 ` mandarin court ' ' 1510 e. flamingo rd. ' ` las vegas ' 702/737 -1234 asian 443
446 444 ` margarita \ 's mexican cantina ' ' 3120 las vegas blvd. s ' ` las vegas ' 702/794 -8200 mexican 444
447 445 ` mary \ 's diner ' ' 5111 w. boulder hwy . ' ` las vegas ' 702/454 -8073 ` coffee shops/diners ' 445
448 446 mikado ' 3400 las vegas blvd. s ' ` las vegas ' 702/791 -7111 asian 446
449 447 pamplemousse ' 400 e. sahara ave. ' ` las vegas ' 702/733 -2066 continental 447
450 448 ` ralph \ 's diner ' ' 3000 las vegas blvd. s ' ` las vegas ' 702/732 -6330 ` coffee shops/diners ' 448
451 449 ` the bacchanal ' ' 3570 las vegas blvd. s ' ` las vegas ' 702/731 -7525 ` only in las vegas ' 449
452 450 venetian ' 3713 w. sahara ave. ' ` las vegas ' 702/876 -4190 italian 450
453 451 ` viva mercado \ 's ' ' 6182 w. flamingo rd. ' ` las vegas ' 702/871 -8826 mexican 451
454 452 ` yolie \ 's ' ' 3900 paradise rd. ' ` las vegas ' 702/794 -0700 ` steak houses ' 452
455 453 2223 ' 2223 market st. ' ` san francisco ' 415/431 -0692 american 453
456 454 acquarello ' 1722 sacramento st. ' ` san francisco ' 415/567 -5432 italian 454
457 455 ` bardelli \ 's ' ' 243 o \ ` farrell st. ' ` san francisco ' 415/982 -0243 ` old san francisco ' 455
458 456 betelnut ' 2030 union st. ' ` san francisco ' 415/929 -8855 asian 456
459 457 ` bistro roti ' ' 155 steuart st. ' ` san francisco ' 415/495 -6500 french 457
460 458 bix '56 gold st. ' ` san francisco ' 415/433 -6300 american 458
461 459 bizou ' 598 fourth st. ' ` san francisco ' 415/543 -2222 french 459
462 460 ` buca giovanni ' ' 800 greenwich st. ' ` san francisco ' 415/776 -7766 italian 460
463 461 ` cafe adriano ' ' 3347 fillmore st. ' ` san francisco ' 415/474 -4180 italian 461
464 462 ` cafe marimba ' ' 2317 chestnut st. ' ` san francisco ' 415/776 -1506 ` mexican/latin american/spanish ' 462
465 463 ` california culinary academy ' ' 625 polk st. ' ` san francisco ' 415/771 -3500 french 463
466 464 ` capp \ 's corner ' ' 1600 powell st. ' ` san francisco ' 415/989 -2589 italian 464
467 465 carta ' 1772 market st. ' ` san francisco ' 415/863 -3516 american 465
468 466 chevys ' 4th and howard sts . ' ` san francisco ' 415/543 -8060 ` mexican/latin american/spanish ' 466
469 467 ` cypress club ' ' 500 jackson st. ' ` san francisco ' 415/296 -8555 american 467
470 468 ` des alpes ' ' 732 broadway ' ` san francisco ' 415/788 -9900 french 468
471 469 faz ' 161 sutter st. ' ` san francisco ' 415/362 -0404 ` greek and middle eastern ' 469
472 470 ` fog city diner ' ' 1300 battery st. ' ` san francisco ' 415/982 -2000 american 470
473 471 ` garden court ' ` market and new montgomery sts . ' ` san francisco ' 415/546 -5011 ` old san francisco ' 471
474 472 ` gaylord \ 's ' ` ghirardelli sq. ' ` san francisco ' 415/771 -8822 asian 472
475 473 ` grand cafe hotel monaco ' ' 501 geary st. ' ` san francisco ' 415/292 -0101 american 473
476 474 greens ` bldg. a fort mason ' ` san francisco ' 415/771 -6222 vegetarian 474
477 475 ` harbor village ' ' 4 embarcadero center ' ` san francisco ' 415/781 -8833 asian 475
478 476 ` harris \ '' ' 2100 van ness ave. ' ` san francisco ' 415/673 -1888 ` steak houses ' 476
479 477 ` harry denton \ 's ' ' 161 steuart st. ' ` san francisco ' 415/882 -1333 american 477
480 478 ` hayes street grill ' ' 320 hayes st. ' ` san francisco ' 415/863 -5545 seafood 478
481 479 helmand ' 430 broadway ' ` san francisco ' 415/362 -0641 ` greek and middle eastern ' 479
482 480 ` hong kong flower lounge ' ' 5322 geary blvd. ' ` san francisco ' 415/668 -8998 asian 480
483 481 ` hong kong villa ' ' 2332 clement st. ' ` san francisco ' 415/752 -8833 asian 481
484 482 ` hyde street bistro ' ' 1521 hyde st. ' ` san francisco ' 415/441 -7778 italian 482
485 483 ` il fornaio levi \ 's plaza ' ' 1265 battery st. ' ` san francisco ' 415/986 -0100 italian 483
486 484 ` izzy \ 's steak & chop house ' ' 3345 steiner st. ' ` san francisco ' 415/563 -0487 ` steak houses ' 484
487 485 ` jack \ 's ' ' 615 sacramento st. ' ` san francisco ' 415/986 -9854 ` old san francisco ' 485
488 486 ` kabuto sushi ' ' 5116 geary blvd. ' ` san francisco ' 415/752 -5652 asian 486
489 487 ` katia \ 's ' ' 600 5th ave. ' ` san francisco ' 415/668 -9292 '' 487
490 488 ` kuleto \ 's ' ' 221 powell st. ' ` san francisco ' 415/397 -7720 italian 488
491 489 ` kyo-ya . sheraton palace hotel ' ' 2 new montgomery st. at market st. ' ` san francisco ' 415/546 -5000 asian 489
492 490 ` l \ ` osteria del forno ' ' 519 columbus ave. ' ` san francisco ' 415/982 -1124 italian 490
493 491 ` le central ' ' 453 bush st. ' ` san francisco ' 415/391 -2233 french 491
494 492 ` le soleil ' ' 133 clement st. ' ` san francisco ' 415/668 -4848 asian 492
495 493 ` macarthur park ' ' 607 front st. ' ` san francisco ' 415/398 -5700 american 493
496 494 manora ' 3226 mission st. ' ` san francisco ' 415/861 -6224 asian 494
497 495 maykadeh ' 470 green st. ' ` san francisco ' 415/362 -8286 ` greek and middle eastern ' 495
498 496 ` mccormick & kuleto \ 's ' ` ghirardelli sq. ' ` san francisco ' 415/929 -1730 seafood 496
499 497 millennium ' 246 mcallister st. ' ` san francisco ' 415/487 -9800 vegetarian 497
500 498 ` moose \ 's ' ' 1652 stockton st. ' ` san francisco ' 415/989 -7800 mediterranean 498
501 499 ` north india ' ' 3131 webster st. ' ` san francisco ' 415/931 -1556 asian 499
502 500 ` one market ' ' 1 market st. ' ` san francisco ' 415/777 -5577 american 500
503 501 oritalia ' 1915 fillmore st. ' ` san francisco ' 415/346 -1333 italian 501
504 502 ` pacific pan pacific hotel ' ' 500 post st. ' ` san francisco ' 415/929 -2087 french 502
505 503 ` palio d \ ` asti ' ' 640 sacramento st. ' ` san francisco ' 415/395 -9800 italian 503
506 504 ` pane e vino ' ' 3011 steiner st. ' ` san francisco ' 415/346 -2111 italian 504
507 505 pastis ' 1015 battery st. ' ` san francisco ' 415/391 -2555 french 505
508 506 ` perry \ 's ' ' 1944 union st. ' ` san francisco ' 415/922 -9022 american 506
509 507 ` r & g lounge ' ' 631 b kearny st. ' ` san francisco ' 415/982 -7877 ` or 415/982 -3811 asian ' 507
510 508 rubicon ' 558 sacramento st. ' ` san francisco ' 415/434 -4100 american 508
511 509 rumpus ' 1 tillman pl . ' ` san francisco ' 415/421 -2300 american 509
512 510 sanppo ' 1702 post st. ' ` san francisco ' 415/346 -3486 asian 510
513 511 ` scala \ 's bistro ' ' 432 powell st. ' ` san francisco ' 415/395 -8555 italian 511
514 512 ` south park cafe ' ' 108 south park ' ` san francisco ' 415/495 -7275 french 512
515 513 ` splendido embarcadero ' 4 ` san francisco ' 415/986 -3222 mediterranean 513
516 514 stars ' 150 redwood alley ' ` san francisco ' 415/861 -7827 american 514
517 515 ` stars cafe ' ' 500 van ness ave. ' ` san francisco ' 415/861 -4344 american 515
518 516 ` stoyanof \ 's cafe ' ' 1240 9th ave. ' ` san francisco ' 415/664 -3664 ` greek and middle eastern ' 516
519 517 ` straits cafe ' ' 3300 geary blvd. ' ` san francisco ' 415/668 -1783 asian 517
520 518 suppenkuche ' 601 hayes st. ' ` san francisco ' 415/252 -9289 russian/german 518
521 519 ` tadich grill ' ' 240 california st. ' ` san francisco ' 415/391 -2373 seafood 519
522 520 ` the heights ' ' 3235 sacramento st. ' ` san francisco ' 415/474 -8890 french 520
523 521 thepin ' 298 gough st. ' ` san francisco ' 415/863 -9335 asian 521
524 522 ` ton kiang ' ' 3148 geary blvd. ' ` san francisco ' 415/752 -4440 asian 522
525 523 vertigo ' 600 montgomery st. ' ` san francisco ' 415/433 -7250 mediterranean 523
526 524 ` vivande porta via ' ' 2125 fillmore st. ' ` san francisco ' 415/346 -4430 italian 524
527 525 ` vivande ristorante ' ' 670 golden gate ave. ' ` san francisco ' 415/673 -9245 italian 525
528 526 ` world wrapps ' ' 2257 chestnut st. ' ` san francisco ' 415/563 -9727 american 526
529 527 ` wu kong ' ' 101 spear st. ' ` san francisco ' 415/957 -9300 asian 527
530 528 ` yank sing ' ' 427 battery st. ' ` san francisco ' 415/541 -4949 asian 528
531 529 ` yaya cuisine ' ' 1220 9th ave. ' ` san francisco ' 415/566 -6966 ` greek and middle eastern ' 529
532 530 ` yoyo tsumami bistro ' ' 1611 post st. ' ` san francisco ' 415/922 -7788 french 530
533 531 zarzuela ' 2000 hyde st. ' ` san francisco ' 415/346 -0800 ` mexican/latin american/spanish ' 531
534 532 ` zuni cafe & grill ' ' 1658 market st. ' ` san francisco ' 415/552 -2522 mediterranean 532

332
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@ -0,0 +1,332 @@
id,name,addr,city,phone,type,class
0,` apple pan the ',' 10801 w. pico blvd. ',` west la ',310-475-3585,american,534
1,` asahi ramen ',' 2027 sawtelle blvd. ',` west la ',310-479-2231,` noodle shops ',535
2,` baja fresh ',' 3345 kimber dr. ',` westlake village ',805-498-4049,mexican,536
3,` belvedere the ',' 9882 little santa monica blvd. ',` beverly hills ',310-788-2306,` pacific new wave ',537
4,` benita \ 's frites ',' 1433 third st. promenade ',` santa monica ',310-458-2889,` fast food ',538
5,` bernard \ 's ',' 515 s. olive st. ',` los angeles ',213-612-1580,continental,539
6,` bistro 45 ','45 s. mentor ave. ',pasadena,818-795-2478,californian,540
7,` brent \ 's deli ',' 19565 parthenia ave. ',northridge,818-886-5679,delis,541
8,` brighton coffee shop ',' 9600 brighton way ',` beverly hills ',310-276-7732,` coffee shops ',542
9,` bristol farms market cafe ',' 1570 rosecrans ave. s. ',pasadena,310-643-5229,californian,543
10,` bruno \ 's ',' 3838 centinela ave. ',` mar vista ',310-397-5703,italian,544
11,` cafe \ '50s ',' 838 lincoln blvd. ',venice,310-399-1955,american,545
12,` cafe blanc ',' 9777 little santa monica blvd. ',` beverly hills ',310-888-0108,` pacific new wave ',546
13,` cassell \ 's ',' 3266 w. sixth st. ',la,213-480-8668,hamburgers,547
14,` chez melange ',' 1716 pch ',` redondo beach ',310-540-1222,eclectic,548
15,diaghilev,' 1020 n. san vicente blvd. ',` w. hollywood ',310-854-1111,russian,549
16,` don antonio \ 's ',' 1136 westwood blvd. ',westwood,310-209-1422,italian,550
17,` duke \ 's ',' 8909 sunset blvd. ',` w. hollywood ',310-652-3100,` coffee shops ',551
18,` falafel king ',' 1059 broxton ave. ',westwood,310-208-4444,` middle eastern ',552
19,` feast from the east ',' 1949 westwood blvd. ',` west la ',310-475-0400,chinese,553
20,` gumbo pot the ',' 6333 w. third st. ',la,213-933-0358,cajun/creole,554
21,` hollywood hills coffee shop ',' 6145 franklin ave. ',hollywood,213-467-7678,` coffee shops ',555
22,` indo cafe ',' 10428 1/2 national blvd. ',la,310-815-1290,indonesian,556
23,` jan \ 's family restaurant ',' 8424 beverly blvd. ',la,213-651-2866,` coffee shops ',557
24,jiraffe,' 502 santa monica blvd ',` santa monica ',310-917-6671,californian,558
25,` jody maroni \ 's sausage kingdom ',' 2011 ocean front walk ',venice,310-306-1995,` hot dogs ',559
26,` joe \ 's ',' 1023 abbot kinney blvd. ',venice,310-399-5811,` american ( new ) ',560
27,` john o \ ` groats ',' 10516 w. pico blvd. ',` west la ',310-204-0692,` coffee shops ',561
28,` johnnie \ 's pastrami ',' 4017 s. sepulveda blvd. ',` culver city ',310-397-6654,delis,562
29,` johnny reb \ 's southern smokehouse ',' 4663 long beach blvd. ',` long beach ',310-423-7327,southern/soul,563
30,` johnny rockets ( la ) ',' 7507 melrose ave. ',la,213-651-3361,american,564
31,` killer shrimp ',' 4000 colfax ave. ',` studio city ',818-508-1570,seafood,565
32,` kokomo cafe ',' 6333 w. third st. ',la,213-933-0773,american,566
33,` koo koo roo ',' 8393 w. beverly blvd. ',la,213-655-9045,chicken,567
34,` la cachette ',' 10506 little santa monica blvd. ',` century city ',310-470-4992,` french ( new ) ',568
35,` la salsa ( la ) ',' 22800 pch ',malibu,310-456-6299,mexican,569
36,` la serenata de garibaldi ',' 1842 e. first ',` st. boyle hts . ',213-265-2887,mexican/tex-mex,570
37,` langer \ 's ',' 704 s. alvarado st. ',la,213-483-8050,delis,571
38,` local nochol ',' 30869 thousand oaks blvd. ',` westlake village ',818-706-7706,` health food ',572
39,` main course the ',' 10509 w. pico blvd. ',` rancho park ',310-475-7564,american,573
40,` mani \ 's bakery & espresso bar ',' 519 s. fairfax ave. ',la,213-938-8800,desserts,574
41,` martha \ 's ',' 22nd street grill 25 22nd ',` st. hermosa beach ',310-376-7786,american,575
42,` maxwell \ 's cafe ',' 13329 washington blvd. ',` marina del rey ',310-306-7829,american,576
43,` michael \ 's ( los angeles ) ',' 1147 third st. ',` santa monica ',310-451-0843,californian,577
44,mishima,' 8474 w. third st. ',la,213-782-0181,` noodle shops ',578
45,` mo better meatty meat ',' 7261 melrose ave. ',la,213-935-5280,hamburgers,579
46,` mulberry st. ',' 17040 ventura blvd. ',encino,818-906-8881,pizza,580
47,` ocean park cafe ',' 3117 ocean park blvd. ',` santa monica ',310-452-5728,american,581
48,` ocean star ',' 145 n. atlantic blvd. ',` monterey park ',818-308-2128,seafood,582
49,` original pantry bakery ',' 875 s. figueroa st. downtown ',la,213-627-6879,diners,583
50,` parkway grill ',' 510 s. arroyo pkwy . ',pasadena,818-795-1001,californian,584
51,` pho hoa ',' 642 broadway ',chinatown,213-626-5530,vietnamese,585
52,` pink \ 's famous chili dogs ',' 709 n. la brea ave. ',la,213-931-4223,` hot dogs ',586
53,` poquito mas ',' 2635 w. olive ave. ',burbank,818-563-2252,mexican,587
54,r-23,' 923 e. third st. ',` los angeles ',213-687-7178,japanese,588
55,` rae \ 's ',' 2901 pico blvd. ',` santa monica ',310-828-7937,diners,589
56,` rubin \ 's red hots ',' 15322 ventura blvd. ',encino,818-905-6515,` hot dogs ',590
57,` ruby \ 's ( la ) ','45 s. fair oaks ave. ',pasadena,818-796-7829,diners,591
58,` russell \ 's burgers ',' 1198 pch ',` seal beach ',310-596-9556,hamburgers,592
59,` ruth \ 's chris steak house ( los angeles ) ',' 224 s. beverly dr. ',` beverly hills ',310-859-8744,steakhouses,593
60,shiro,' 1505 mission st. s. ',pasadena,818-799-4774,` pacific new wave ',594
61,` sushi nozawa ',' 11288 ventura blvd. ',` studio city ',818-508-7017,japanese,595
62,` sweet lady jane ',' 8360 melrose ave. ',la,213-653-7145,desserts,596
63,taiko,' 11677 san vicente blvd. ',brentwood,310-207-7782,` noodle shops ',597
64,` tommy \ 's ',' 2575 beverly blvd. ',la,213-389-9060,hamburgers,598
65,` uncle bill \ 's pancake house ',' 1305 highland ave. ',` manhattan beach ',310-545-5177,diners,599
66,` water grill ',' 544 s. grand ave. ',` los angeles ',213-891-0900,seafood,600
67,` zankou chicken ',' 1415 e. colorado st. ',glendale,818-244-1937,` middle eastern ',601
68,` afghan kebab house ',' 764 ninth ave. ',` new york city ',212-307-1612,afghan,602
69,arcadia,'21 e. 62nd st. ',` new york city ',212-223-2900,` american ( new ) ',603
70,` benny \ 's burritos ','93 ave. a ',` new york city ',212-254-2054,mexican,604
71,` cafe con leche ',' 424 amsterdam ave. ',` new york city ',212-595-7000,cuban,605
72,` corner bistro ',' 331 w. fourth st. ',` new york city ',212-242-9502,hamburgers,606
73,` cucina della fontana ',' 368 bleecker st. ',` new york city ',212-242-0636,italian,607
74,` cucina di pesce ','87 e. fourth st. ',` new york city ',212-260-6800,seafood,608
75,darbar,'44 w. 56th st. ',` new york city ',212-432-7227,indian,609
76,` ej \ 's luncheonette ',' 432 sixth ave. ',` new york city ',212-473-5555,diners,610
77,` edison cafe ',' 228 w. 47th st. ',` new york city ',212-840-5000,diners,611
78,` elias corner ',' 24-02 31st st. ',queens,718-932-1510,greek,612
79,` good enough to eat ',' 483 amsterdam ave. ',` new york city ',212-496-0163,american,613
80,` gray \ 's papaya ',' 2090 broadway ',` new york city ',212-799-0243,` hot dogs ',614
81,` il mulino ','86 w. third st. ',` new york city ',212-673-3783,italian,615
82,` jackson diner ',' 37-03 74th st. ',queens,718-672-1232,indian,616
83,` joe \ 's shanghai ',' 9 pell st. ',queens,718-539-3838,chinese,617
84,` john \ 's pizzeria ','48 w. 65th st. ',` new york city ',212-721-7001,pizza,618
85,` kelley & ping ',' 127 greene st. ',` new york city ',212-228-1212,pan-asian,619
86,kiev,' 117 second ave. ',` new york city ',212-674-4040,ukrainian,620
87,` kuruma zushi ',' 2nd fl . ',` new york city ',212-317-2802,japanese,621
88,` la caridad ',' 2199 broadway ',` new york city ',212-874-2780,cuban,622
89,` la grenouille ',' 3 e. 52nd st. ',` new york city ',212-752-1495,` french ( classic ) ',623
90,` lemongrass grill ',' 61a seventh ave. ',brooklyn,718-399-7100,thai,624
91,` lombardi \ 's ','32 spring st. ',` new york city ',212-941-7994,pizza,625
92,` marnie \ 's noodle shop ',' 466 hudson st. ',` new york city ',212-741-3214,asian,626
93,menchanko-tei,'39 w. 55th st. ',` new york city ',212-247-1585,japanese,627
94,` mitali east-west ',' 296 bleecker st. ',` new york city ',212-989-1367,indian,628
95,` monsoon ( ny ) ',' 435 amsterdam ave. ',` new york city ',212-580-8686,thai,629
96,moustache,' 405 atlantic ave. ',brooklyn,718-852-5555,` middle eastern ',630
97,nobu,' 105 hudson st. ',` new york city ',212-219-0500,japanese,631
98,` one if by land tibs ','17 barrow st. ',` new york city ',212-228-0822,continental,632
99,` oyster bar ',` lower level ',` new york city ',212-490-6650,seafood,633
100,palm,' 837 second ave. ',` new york city ',212-687-2953,steakhouses,634
101,` palm too ',' 840 second ave. ',` new york city ',212-697-5198,steakhouses,635
102,` patsy \ 's pizza ','19 old fulton st. ',brooklyn,718-858-4300,pizza,636
103,` peter luger steak house ',' 178 broadway ',brooklyn,718-387-7400,steakhouses,637
104,` rose of india ',' 308 e. sixth st. ',` new york city ',212-533-5011,indian,638
105,` sam \ 's noodle shop ',' 411 third ave. ',` new york city ',212-213-2288,chinese,639
106,` sarabeth \ 's ',' 1295 madison ave. ',` new york city ',212-410-7335,american,640
107,` sparks steak house ',' 210 e. 46th st. ',` new york city ',212-687-4855,steakhouses,641
108,` stick to your ribs ',' 5-16 51st ave. ',queens,718-937-3030,bbq,642
109,sushisay,'38 e. 51st st. ',` new york city ',212-755-1780,japanese,643
110,` sylvia \ 's ',' 328 lenox ave. ',` new york city ',212-996-0660,southern/soul,644
111,` szechuan hunan cottage ',' 1588 york ave. ',` new york city ',212-535-5223,chinese,645
112,` szechuan kitchen ',' 1460 first ave. ',` new york city ',212-249-4615,chinese,646
113,` teresa \ 's ','80 montague st. ',queens,718-520-2910,polish,647
114,` thai house cafe ',' 151 hudson st. ',` new york city ',212-334-1085,thai,648
115,` thailand restaurant ',' 106 bayard st. ',` new york city ',212-349-3132,thai,649
116,veselka,' 144 second ave. ',` new york city ',212-228-9682,ukrainian,650
117,` westside cottage ',' 689 ninth ave. ',` new york city ',212-245-0800,chinese,651
118,` windows on the world ',' 107th fl . ',` new york city ',212-524-7000,eclectic,652
119,` wollensky \ 's grill ',' 205 e. 49th st. ',` new york city ',212-753-0444,steakhouses,653
120,yama,' 122 e. 17th st. ',` new york city ',212-475-0969,japanese,654
121,zarela,' 953 second ave. ',` new york city ',212-644-6740,mexican,655
122,` andre \ 's french restaurant ',' 401 s. 6th st. ',` las vegas ',702-385-5016,` french ( classic ) ',656
123,` buccaneer bay club ',' 3300 las vegas blvd. s. ',` las vegas ',702-894-7350,continental,657
124,` buzio \ 's in the rio ',' 3700 w. flamingo rd. ',` las vegas ',702-252-7697,seafood,658
125,'em eril \ 's new orleans fish house ',' 3799 las vegas blvd. s. ',` las vegas ',702-891-7374,seafood,659
126,` fiore rotisserie & grille ',' 3700 w. flamingo rd. ',` las vegas ',702-252-7702,italian,660
127,` hugo \ 's cellar ',' 202 e. fremont st. ',` las vegas ',702-385-4011,continental,661
128,` madame ching \ 's ',' 3300 las vegas blvd. s. ',` las vegas ',702-894-7111,asian,662
129,` mayflower cuisinier ',' 4750 w. sahara ave. ',` las vegas ',702-870-8432,chinese,663
130,` michael \ 's ( las vegas ) ',' 3595 las vegas blvd. s. ',` las vegas ',702-737-7111,continental,664
131,` monte carlo ',' 3145 las vegas blvd. s. ',` las vegas ',702-733-4524,` french ( new ) ',665
132,moongate,' 3400 las vegas blvd. s. ',` las vegas ',702-791-7352,chinese,666
133,` morton \ 's of chicago ( las vegas ) ',' 3200 las vegas blvd. s. ',` las vegas ',702-893-0703,steakhouses,667
134,` nicky blair \ 's ',' 3925 paradise rd. ',` las vegas ',702-792-9900,italian,668
135,` piero \ 's restaurant ',' 355 convention center dr. ',` las vegas ',702-369-2305,italian,669
136,` spago ( las vegas ) ',' 3500 las vegas blvd. s. ',` las vegas ',702-369-6300,californian,670
137,` steakhouse the ',' 128 e. fremont st. ',` las vegas ',702-382-1600,steakhouses,671
138,` stefano \ 's ',' 129 fremont st. ',` las vegas ',702-385-7111,italian,672
139,` sterling brunch ',' 3645 las vegas blvd. s. ',` las vegas ',702-739-4651,eclectic,673
140,` tre visi ',' 3799 las vegas blvd. s. ',` las vegas ',702-891-7331,italian,674
141,' 103 west ',' 103 w. paces ferry rd. ',atlanta,404-233-5993,continental,675
142,` alon \ 's at the terrace ',' 659 peachtree st. ',atlanta,404-724-0444,sandwiches,676
143,` baker \ 's cajun cafe ',' 1134 euclid ave. ',atlanta,404-223-5039,cajun/creole,677
144,` barbecue kitchen ',' 1437 virginia ave. ',atlanta,404-766-9906,bbq,678
145,` bistro the ','56 e. andrews dr. nw ',atlanta,404-231-5733,` french bistro ',679
146,` bobby & june \ 's kountry kitchen ',' 375 14th st. ',atlanta,404-876-3872,southern/soul,680
147,` bradshaw \ 's restaurant ',' 2911 s. pharr court ',atlanta,404-261-7015,southern/soul,681
148,` brookhaven cafe ',' 4274 peachtree rd. ',atlanta,404-231-5907,vegetarian,682
149,` cafe sunflower ',' 5975 roswell rd. ',atlanta,404-256-1675,` health food ',683
150,canoe,' 4199 paces ferry rd. ',atlanta,770-432-2663,` american ( new ) ',684
151,` carey \ 's ',' 1021 cobb pkwy . se ',marietta,770-422-8042,hamburgers,685
152,` carey \ 's corner ',' 1215 powers ferry rd. ',marietta,770-933-0909,hamburgers,686
153,chops,'70 w. paces ferry rd. ',atlanta,404-262-2675,steakhouses,687
154,chopstix,' 4279 roswell rd. ',atlanta,404-255-4868,chinese,688
155,` deacon burton \ 's soulfood restaurant ',' 1029 edgewood ave. se ',atlanta,404-523-1929,southern/soul,689
156,eats,' 600 ponce de leon ave. ',atlanta,404-888-9149,italian,690
157,` flying biscuit the ',' 1655 mclendon ave. ',atlanta,404-687-8888,eclectic,691
158,frijoleros,' 1031 peachtree st. ne ',atlanta,404-892-8226,tex-mex,692
159,` greenwood \ 's ',' 1087 green st. ',roswell,770-992-5383,southern/soul,693
160,` harold \ 's barbecue ',' 171 mcdonough blvd. ',atlanta,404-627-9268,bbq,694
161,` havana sandwich shop ',' 2905 buford hwy . ',atlanta,404-636-4094,cuban,695
162,` house of chan ',' 2469 cobb pkwy . ',smyrna,770-955-9444,chinese,696
163,` indian delights ',' 3675 satellite blvd. ',duluth,100-813-8212,indian,697
164,` java jive ',' 790 ponce de leon ave. ',atlanta,404-876-6161,` coffee shops ',698
165,` johnny rockets ( at ) ',' 2970 cobb pkwy . ',atlanta,770-955-6068,american,699
166,` kalo \ 's coffee house ',' 1248 clairmont rd. ',decatur,404-325-3733,coffeehouses,700
167,` la fonda latina ',' 4427 roswell rd. ',atlanta,404-303-8201,spanish,701
168,` lettuce souprise you ( at ) ',' 3525 mall blvd. ',duluth,770-418-9969,cafeterias,702
169,majestic,' 1031 ponce de leon ave. ',atlanta,404-875-0276,diners,703
170,` morton \ 's of chicago ( atlanta ) ',' 303 peachtree st. ne ',atlanta,404-577-4366,steakhouses,704
171,` my thai ',' 1248 clairmont rd. ',atlanta,404-636-4280,thai,705
172,nava,' 3060 peachtree rd. ',atlanta,404-240-1984,southwestern,706
173,` nuevo laredo cantina ',' 1495 chattahoochee ave. nw ',atlanta,404-352-9009,mexican,707
174,` original pancake house ( at ) ',' 4330 peachtree rd. ',atlanta,404-237-4116,american,708
175,` palm the ( atlanta ) ',' 3391 peachtree rd. ne ',atlanta,404-814-1955,steakhouses,709
176,` rainbow restaurant ',' 2118 n. decatur rd. ',decatur,404-633-3538,vegetarian,710
177,riviera,' 519 e. paces ferry rd. ',atlanta,404-262-7112,mediterranean,712
178,` silver skillet the ',' 200 14th st. nw ',atlanta,404-874-1388,` coffee shops ',713
179,soto,' 3330 piedmont rd. ',atlanta,404-233-2005,japanese,714
180,` thelma \ 's kitchen ',' 764 marietta st. nw ',atlanta,404-688-5855,cafeterias,715
181,tortillas,' 774 ponce de leon ave. ne ',atlanta,404-892-0193,tex-mex,716
182,` van gogh \ 's restaurant & bar ','70 w. crossville rd. ',roswell,770-993-1156,` american ( new ) ',717
183,veggieland,' 220 sandy springs circle ',atlanta,404-231-3111,vegetarian,718
184,` white house restaurant ',' 3172 peachtree rd. ne ',atlanta,404-237-7601,diners,719
185,zab-e-lee,' 4837 old national hwy . ',` college park ',404-768-2705,thai,720
186,` bill \ 's place ',' 2315 clement st. ',` san francisco ',415-221-5262,hamburgers,721
187,` cafe flore ',' 2298 market st. ',` san francisco ',415-621-8579,californian,722
188,` caffe greco ',' 423 columbus ave. ',` san francisco ',415-397-6261,continental,723
189,` campo santo ',' 240 columbus ave. ',` san francisco ',415-433-9623,mexican,724
190,` cha cha cha \ 's ',' 1805 haight st. ',` san francisco ',415-386-5758,caribbean,725
191,` doidge \ 's ',' 2217 union st. ',` san francisco ',415-921-2149,american,726
192,` dottie \ 's true blue cafe ',' 522 jones st. ',` san francisco ',415-885-2767,diners,727
193,` dusit thai ',' 3221 mission st. ',` san francisco ',415-826-4639,thai,728
194,ebisu,' 1283 ninth ave. ',` san francisco ',415-566-1770,japanese,729
195,'em erald garden restaurant ',' 1550 california st. ',` san francisco ',415-673-1155,vietnamese,730
196,` eric \ 's chinese restaurant ',' 1500 church st. ',` san francisco ',415-282-0919,chinese,731
197,` hamburger mary \ 's ',' 1582 folsom st. ',` san francisco ',415-626-1985,hamburgers,732
198,` kelly \ 's on trinity ',' 333 bush st. ',` san francisco ',415-362-4454,californian,733
199,` la cumbre ',' 515 valencia st. ',` san francisco ',415-863-8205,mexican,734
200,` la mediterranee ',' 288 noe st. ',` san francisco ',415-431-7210,mediterranean,735
201,` la taqueria ',' 2889 mission st. ',` san francisco ',415-285-7117,mexican,736
202,` mario \ 's bohemian cigar store cafe ',' 2209 polk st. ',` san francisco ',415-776-8226,italian,737
203,` marnee thai ',' 2225 irving st. ',` san francisco ',415-665-9500,thai,738
204,` mel \ 's drive-in ',' 3355 geary st. ',` san francisco ',415-387-2244,hamburgers,739
205,` mo \ 's burgers ',' 1322 grant st. ',` san francisco ',415-788-3779,hamburgers,740
206,` phnom penh cambodian restaurant ',' 631 larkin st. ',` san francisco ',415-775-5979,cambodian,741
207,` roosevelt tamale parlor ',' 2817 24th st. ',` san francisco ',415-550-9213,mexican,742
208,` sally \ 's cafe & bakery ',' 300 de haro st. ',` san francisco ',415-626-6006,american,743
209,` san francisco bbq ',' 1328 18th st. ',` san francisco ',415-431-8956,thai,744
210,` slanted door ',' 584 valencia st. ',` san francisco ',415-861-8032,vietnamese,745
211,` swan oyster depot ',' 1517 polk st. ',` san francisco ',415-673-1101,seafood,746
212,` thep phanom ',' 400 waller st. ',` san francisco ',415-431-2526,thai,747
213,` ti couz ',' 3108 16th st. ',` san francisco ',415-252-7373,french,748
214,` trio cafe ',' 1870 fillmore st. ',` san francisco ',415-563-2248,american,749
215,` tu lan ',' 8 sixth st. ',` san francisco ',415-626-0927,vietnamese,750
216,` vicolo pizzeria ',' 201 ivy st. ',` san francisco ',415-863-2382,pizza,751
217,` wa-ha-ka oaxaca mexican grill ',' 2141 polk st. ',` san francisco ',415-775-1055,mexican,752
218,` arnie morton \ 's of chicago ',' 435 s. la cienega blvd. ',` los angeles ',310-246-1501,steakhouses,0
219,` art \ 's deli ',' 12224 ventura blvd. ',` studio city ',818-762-1221,delis,1
220,` bel-air hotel ',' 701 stone canyon rd. ',` bel air ',310-472-1211,californian,2
221,` cafe bizou ',' 14016 ventura blvd. ',` sherman oaks ',818-788-3536,` french bistro ',3
222,campanile,' 624 s. la brea ave. ',` los angeles ',213-938-1447,californian,4
223,` chinois on main ',' 2709 main st. ',` santa monica ',310-392-9025,` pacific new wave ',5
224,citrus,' 6703 melrose ave. ',` los angeles ',213-857-0034,californian,6
225,` fenix at the argyle ',' 8358 sunset blvd. ',` w. hollywood ',213-848-6677,` french ( new ) ',7
226,granita,' 23725 w. malibu rd. ',malibu,310-456-0488,californian,8
227,` grill the ',' 9560 dayton way ',` beverly hills ',310-276-0615,` american ( traditional ) ',9
228,katsu,' 1972 hillhurst ave. ',` los feliz ',213-665-1891,japanese,10
229,` l \ ` orangerie ',' 903 n. la cienega blvd. ',` w. hollywood ',310-652-9770,` french ( classic ) ',11
230,` le chardonnay ( los angeles ) ',' 8284 melrose ave. ',` los angeles ',213-655-8880,` french bistro ',12
231,` locanda veneta ',' 8638 w. third st. ',` los angeles ',310-274-1893,italian,13
232,matsuhisa,' 129 n. la cienega blvd. ',` beverly hills ',310-659-9639,seafood,14
233,` palm the ( los angeles ) ',' 9001 santa monica blvd. ',` w. hollywood ',310-550-8811,steakhouses,15
234,patina,' 5955 melrose ave. ',` los angeles ',213-467-1108,californian,16
235,` philippe the original ',' 1001 n. alameda st. ',chinatown,213-628-3781,cafeterias,17
236,` pinot bistro ',' 12969 ventura blvd. ',` studio city ',818-990-0500,` french bistro ',18
237,` rex il ristorante ',' 617 s. olive st. ',` los angeles ',213-627-2300,` nuova cucina italian ',19
238,` spago ( los angeles ) ',' 8795 sunset blvd. ',` w. hollywood ',310-652-4025,californian,20
239,valentino,' 3115 pico blvd. ',` santa monica ',310-829-4313,italian,21
240,` yujean kang \ 's ','67 n. raymond ave. ',pasadena,818-585-0855,chinese,22
241,'21 club ','21 w. 52nd st. ',` new york city ',212-582-7200,` american ( new ) ',23
242,aquavit,'13 w. 54th st. ',` new york city ',212-307-7311,scandinavian,24
243,aureole,'34 e. 61st st. ',` new york city ',212-319-1660,` american ( new ) ',25
244,` cafe lalo ',' 201 w. 83rd st. ',` new york city ',212-496-6031,coffeehouses,26
245,` cafe des artistes ',' 1 w. 67th st. ',` new york city ',212-877-3500,` french ( classic ) ',27
246,` carmine \ 's ',' 2450 broadway ',` new york city ',212-362-2200,italian,28
247,` carnegie deli ',' 854 seventh ave. ',` new york city ',212-757-2245,delis,29
248,chanterelle,' 2 harrison st. ',` new york city ',212-966-6960,` french ( new ) ',30
249,daniel,'20 e. 76th st. ',` new york city ',212-288-0033,` french ( new ) ',31
250,dawat,' 210 e. 58th st. ',` new york city ',212-355-7555,indian,32
251,felidia,' 243 e. 58th st. ',` new york city ',212-758-1479,italian,33
252,` four seasons ','99 e. 52nd st. ',` new york city ',212-754-9494,` american ( new ) ',34
253,` gotham bar & grill ','12 e. 12th st. ',` new york city ',212-620-4020,` american ( new ) ',35
254,` gramercy tavern ','42 e. 20th st. ',` new york city ',212-477-0777,` american ( new ) ',36
255,` island spice ',' 402 w. 44th st. ',` new york city ',212-765-1737,caribbean,37
256,` jo jo ',' 160 e. 64th st. ',` new york city ',212-223-5656,` french bistro ',38
257,` la caravelle ','33 w. 55th st. ',` new york city ',212-586-4252,` french ( classic ) ',39
258,` la cote basque ','60 w. 55th st. ',` new york city ',212-688-6525,` french ( classic ) ',40
259,` le bernardin ',' 155 w. 51st st. ',` new york city ',212-489-1515,seafood,41
260,` les celebrites ',' 155 w. 58th st. ',` new york city ',212-484-5113,` french ( classic ) ',42
261,` lespinasse ( new york city ) ',' 2 e. 55th st. ',` new york city ',212-339-6719,asian,43
262,lutece,' 249 e. 50th st. ',` new york city ',212-752-2225,` french ( classic ) ',44
263,` manhattan ocean club ','57 w. 58th st. ',` new york city ',212-371-7777,seafood,45
264,march,' 405 e. 58th st. ',` new york city ',212-754-6272,` american ( new ) ',46
265,` mesa grill ',' 102 fifth ave. ',` new york city ',212-807-7400,southwestern,47
266,` mi cocina ','57 jane st. ',` new york city ',212-627-8273,mexican,48
267,montrachet,' 239 w. broadway ',` new york city ',212-219-2777,` french bistro ',49
268,oceana,'55 e. 54th st. ',` new york city ',212-759-5941,seafood,50
269,` park avenue cafe ( new york city ) ',' 100 e. 63rd st. ',` new york city ',212-644-1900,` american ( new ) ',51
270,petrossian,' 182 w. 58th st. ',` new york city ',212-245-2214,russian,52
271,picholine,'35 w. 64th st. ',` new york city ',212-724-8585,mediterranean,53
272,pisces,'95 ave. a ',` new york city ',212-260-6660,seafood,54
273,` rainbow room ','30 rockefeller plaza ',` new york city ',212-632-5000,` american ( new ) ',55
274,` river cafe ',' 1 water st. ',brooklyn,718-522-5200,` american ( new ) ',56
275,` san domenico ',' 240 central park s. ',` new york city ',212-265-5959,italian,57
276,` second avenue deli ',' 156 second ave. ',` new york city ',212-677-0606,delis,58
277,seryna,'11 e. 53rd st. ',` new york city ',212-980-9393,japanese,59
278,` shun lee palace ',' 155 e. 55th st. ',` new york city ',212-371-8844,chinese,60
279,` sign of the dove ',' 1110 third ave. ',` new york city ',212-861-8080,` american ( new ) ',61
280,` smith & wollensky ',' 797 third ave. ',` new york city ',212-753-1530,steakhouses,62
281,` tavern on the green ',` central park west ',` new york city ',212-873-3200,` american ( new ) ',63
282,` uncle nick \ 's ',' 747 ninth ave. ',` new york city ',212-245-7992,greek,64
283,` union square cafe ','21 e. 16th st. ',` new york city ',212-243-4020,` american ( new ) ',65
284,` virgil \ 's real bbq ',' 152 w. 44th st. ',` new york city ',212-921-9494,bbq,66
285,` chin \ 's ',' 3200 las vegas blvd. s. ',` las vegas ',702-733-8899,chinese,67
286,` coyote cafe ( las vegas ) ',' 3799 las vegas blvd. s. ',` las vegas ',702-891-7349,southwestern,68
287,` le montrachet bistro ',' 3000 paradise rd. ',` las vegas ',702-732-5651,` french bistro ',69
288,` palace court ',' 3570 las vegas blvd. s. ',` las vegas ',702-731-7110,` french ( new ) ',70
289,` second street grill ',' 200 e. fremont st. ',` las vegas ',702-385-6277,` pacific rim ',71
290,` steak house the ',' 2880 las vegas blvd. s. ',` las vegas ',702-734-0410,steakhouses,72
291,'till erman the ',' 2245 e. flamingo rd. ',` las vegas ',702-731-4036,steakhouses,73
292,abruzzi,' 2355 peachtree rd. ne ',atlanta,404-261-8186,italian,74
293,bacchanalia,' 3125 piedmont rd. ',atlanta,404-365-0410,californian,75
294,` bone \ 's restaurant ',' 3130 piedmont rd. ne ',atlanta,404-237-2663,steakhouses,76
295,` brasserie le coze ',' 3393 peachtree rd. ',atlanta,404-266-1440,` french bistro ',77
296,` buckhead diner ',' 3073 piedmont rd. ',atlanta,404-262-3336,` american ( new ) ',78
297,` ciboulette restaurant ',' 1529 piedmont ave. ',atlanta,404-874-7600,` french ( new ) ',79
298,delectables,' 1 margaret mitchell sq. ',atlanta,404-681-2909,cafeterias,80
299,` georgia grille ',' 2290 peachtree rd. ',atlanta,404-352-3517,southwestern,81
300,` hedgerose heights inn the ',' 490 e. paces ferry rd. ne ',atlanta,404-233-7673,continental,82
301,` heera of india ',' 595 piedmont ave. ',atlanta,404-876-4408,indian,83
302,` indigo coastal grill ',' 1397 n. highland ave. ',atlanta,404-876-0676,eclectic,84
303,` la grotta ',' 2637 peachtree rd. ne ',atlanta,404-231-1368,italian,85
304,` mary mac \ 's tea room ',' 224 ponce de leon ave. ',atlanta,404-876-1800,southern/soul,86
305,` nikolai \ 's roof ',' 255 courtland st. ',atlanta,404-221-6362,continental,87
306,` pano \ 's & paul \ 's ',' 1232 w. paces ferry rd. ',atlanta,404-261-3662,` american ( new ) ',88
307,` ritz-carlton cafe ( buckhead ) ',' 3434 peachtree rd. ne ',atlanta,404-237-2700,` american ( new ) ',89
308,` ritz-carlton dining room ( buckhead ) ',' 3434 peachtree rd. ne ',atlanta,404-237-2700,` american ( new ) ',90
309,` ritz-carlton restaurant ',' 181 peachtree st. ',atlanta,404-659-0400,` french ( classic ) ',91
310,toulouse,' 293-b peachtree rd. ',atlanta,404-351-9533,` french ( new ) ',92
311,` veni vidi vici ','41 14th st. ',atlanta,404-875-8424,italian,93
312,` alain rondelli ',' 126 clement st. ',` san francisco ',415-387-0408,` french ( new ) ',94
313,aqua,' 252 california st. ',` san francisco ',415-956-9662,` american ( new ) ',95
314,boulevard,' 1 mission st. ',` san francisco ',415-543-6084,` american ( new ) ',96
315,` cafe claude ',' 7 claude ln . ',` san francisco ',415-392-3505,` french bistro ',97
316,` campton place ',' 340 stockton st. ',` san francisco ',415-955-5555,` american ( new ) ',98
317,` chez michel ',' 804 north point st. ',` san francisco ',415-775-7036,californian,99
318,` fleur de lys ',' 777 sutter st. ',` san francisco ',415-673-7779,` french ( new ) ',100
319,fringale,' 570 fourth st. ',` san francisco ',415-543-0573,` french bistro ',101
320,` hawthorne lane ','22 hawthorne st. ',` san francisco ',415-777-9779,californian,102
321,` khan toke thai house ',' 5937 geary blvd. ',` san francisco ',415-668-6654,thai,103
322,` la folie ',' 2316 polk st. ',` san francisco ',415-776-5577,` french ( new ) ',104
323,` lulu restaurant-bis-cafe ',' 816 folsom st. ',` san francisco ',415-495-5775,mediterranean,105
324,` masa \ 's ',' 648 bush st. ',` san francisco ',415-989-7154,` french ( new ) ',106
325,mifune,' 1737 post st. ',` san francisco ',415-922-0337,japanese,107
326,` plumpjack cafe ',' 3127 fillmore st. ',` san francisco ',415-563-4755,` american ( new ) ',108
327,postrio,' 545 post st. ',` san francisco ',415-776-7825,californian,109
328,` ritz-carlton dining room ( san francisco ) ',' 600 stockton st. ',` san francisco ',415-296-7465,` french ( new ) ',110
329,` rose pistola ',' 532 columbus ave. ',` san francisco ',415-399-0499,italian,111
330,` ritz-carlton cafe ( atlanta ) ',' 181 peachtree st. ',atlanta,404-659-0400,` american ( new ) ',711
1 id name addr city phone type class
2 0 ` apple pan the ' ' 10801 w. pico blvd. ' ` west la ' 310-475-3585 american 534
3 1 ` asahi ramen ' ' 2027 sawtelle blvd. ' ` west la ' 310-479-2231 ` noodle shops ' 535
4 2 ` baja fresh ' ' 3345 kimber dr. ' ` westlake village ' 805-498-4049 mexican 536
5 3 ` belvedere the ' ' 9882 little santa monica blvd. ' ` beverly hills ' 310-788-2306 ` pacific new wave ' 537
6 4 ` benita \ 's frites ' ' 1433 third st. promenade ' ` santa monica ' 310-458-2889 ` fast food ' 538
7 5 ` bernard \ 's ' ' 515 s. olive st. ' ` los angeles ' 213-612-1580 continental 539
8 6 ` bistro 45 ' '45 s. mentor ave. ' pasadena 818-795-2478 californian 540
9 7 ` brent \ 's deli ' ' 19565 parthenia ave. ' northridge 818-886-5679 delis 541
10 8 ` brighton coffee shop ' ' 9600 brighton way ' ` beverly hills ' 310-276-7732 ` coffee shops ' 542
11 9 ` bristol farms market cafe ' ' 1570 rosecrans ave. s. ' pasadena 310-643-5229 californian 543
12 10 ` bruno \ 's ' ' 3838 centinela ave. ' ` mar vista ' 310-397-5703 italian 544
13 11 ` cafe \ '50s ' ' 838 lincoln blvd. ' venice 310-399-1955 american 545
14 12 ` cafe blanc ' ' 9777 little santa monica blvd. ' ` beverly hills ' 310-888-0108 ` pacific new wave ' 546
15 13 ` cassell \ 's ' ' 3266 w. sixth st. ' la 213-480-8668 hamburgers 547
16 14 ` chez melange ' ' 1716 pch ' ` redondo beach ' 310-540-1222 eclectic 548
17 15 diaghilev ' 1020 n. san vicente blvd. ' ` w. hollywood ' 310-854-1111 russian 549
18 16 ` don antonio \ 's ' ' 1136 westwood blvd. ' westwood 310-209-1422 italian 550
19 17 ` duke \ 's ' ' 8909 sunset blvd. ' ` w. hollywood ' 310-652-3100 ` coffee shops ' 551
20 18 ` falafel king ' ' 1059 broxton ave. ' westwood 310-208-4444 ` middle eastern ' 552
21 19 ` feast from the east ' ' 1949 westwood blvd. ' ` west la ' 310-475-0400 chinese 553
22 20 ` gumbo pot the ' ' 6333 w. third st. ' la 213-933-0358 cajun/creole 554
23 21 ` hollywood hills coffee shop ' ' 6145 franklin ave. ' hollywood 213-467-7678 ` coffee shops ' 555
24 22 ` indo cafe ' ' 10428 1/2 national blvd. ' la 310-815-1290 indonesian 556
25 23 ` jan \ 's family restaurant ' ' 8424 beverly blvd. ' la 213-651-2866 ` coffee shops ' 557
26 24 jiraffe ' 502 santa monica blvd ' ` santa monica ' 310-917-6671 californian 558
27 25 ` jody maroni \ 's sausage kingdom ' ' 2011 ocean front walk ' venice 310-306-1995 ` hot dogs ' 559
28 26 ` joe \ 's ' ' 1023 abbot kinney blvd. ' venice 310-399-5811 ` american ( new ) ' 560
29 27 ` john o \ ` groats ' ' 10516 w. pico blvd. ' ` west la ' 310-204-0692 ` coffee shops ' 561
30 28 ` johnnie \ 's pastrami ' ' 4017 s. sepulveda blvd. ' ` culver city ' 310-397-6654 delis 562
31 29 ` johnny reb \ 's southern smokehouse ' ' 4663 long beach blvd. ' ` long beach ' 310-423-7327 southern/soul 563
32 30 ` johnny rockets ( la ) ' ' 7507 melrose ave. ' la 213-651-3361 american 564
33 31 ` killer shrimp ' ' 4000 colfax ave. ' ` studio city ' 818-508-1570 seafood 565
34 32 ` kokomo cafe ' ' 6333 w. third st. ' la 213-933-0773 american 566
35 33 ` koo koo roo ' ' 8393 w. beverly blvd. ' la 213-655-9045 chicken 567
36 34 ` la cachette ' ' 10506 little santa monica blvd. ' ` century city ' 310-470-4992 ` french ( new ) ' 568
37 35 ` la salsa ( la ) ' ' 22800 pch ' malibu 310-456-6299 mexican 569
38 36 ` la serenata de garibaldi ' ' 1842 e. first ' ` st. boyle hts . ' 213-265-2887 mexican/tex-mex 570
39 37 ` langer \ 's ' ' 704 s. alvarado st. ' la 213-483-8050 delis 571
40 38 ` local nochol ' ' 30869 thousand oaks blvd. ' ` westlake village ' 818-706-7706 ` health food ' 572
41 39 ` main course the ' ' 10509 w. pico blvd. ' ` rancho park ' 310-475-7564 american 573
42 40 ` mani \ 's bakery & espresso bar ' ' 519 s. fairfax ave. ' la 213-938-8800 desserts 574
43 41 ` martha \ 's ' ' 22nd street grill 25 22nd ' ` st. hermosa beach ' 310-376-7786 american 575
44 42 ` maxwell \ 's cafe ' ' 13329 washington blvd. ' ` marina del rey ' 310-306-7829 american 576
45 43 ` michael \ 's ( los angeles ) ' ' 1147 third st. ' ` santa monica ' 310-451-0843 californian 577
46 44 mishima ' 8474 w. third st. ' la 213-782-0181 ` noodle shops ' 578
47 45 ` mo better meatty meat ' ' 7261 melrose ave. ' la 213-935-5280 hamburgers 579
48 46 ` mulberry st. ' ' 17040 ventura blvd. ' encino 818-906-8881 pizza 580
49 47 ` ocean park cafe ' ' 3117 ocean park blvd. ' ` santa monica ' 310-452-5728 american 581
50 48 ` ocean star ' ' 145 n. atlantic blvd. ' ` monterey park ' 818-308-2128 seafood 582
51 49 ` original pantry bakery ' ' 875 s. figueroa st. downtown ' la 213-627-6879 diners 583
52 50 ` parkway grill ' ' 510 s. arroyo pkwy . ' pasadena 818-795-1001 californian 584
53 51 ` pho hoa ' ' 642 broadway ' chinatown 213-626-5530 vietnamese 585
54 52 ` pink \ 's famous chili dogs ' ' 709 n. la brea ave. ' la 213-931-4223 ` hot dogs ' 586
55 53 ` poquito mas ' ' 2635 w. olive ave. ' burbank 818-563-2252 mexican 587
56 54 r-23 ' 923 e. third st. ' ` los angeles ' 213-687-7178 japanese 588
57 55 ` rae \ 's ' ' 2901 pico blvd. ' ` santa monica ' 310-828-7937 diners 589
58 56 ` rubin \ 's red hots ' ' 15322 ventura blvd. ' encino 818-905-6515 ` hot dogs ' 590
59 57 ` ruby \ 's ( la ) ' '45 s. fair oaks ave. ' pasadena 818-796-7829 diners 591
60 58 ` russell \ 's burgers ' ' 1198 pch ' ` seal beach ' 310-596-9556 hamburgers 592
61 59 ` ruth \ 's chris steak house ( los angeles ) ' ' 224 s. beverly dr. ' ` beverly hills ' 310-859-8744 steakhouses 593
62 60 shiro ' 1505 mission st. s. ' pasadena 818-799-4774 ` pacific new wave ' 594
63 61 ` sushi nozawa ' ' 11288 ventura blvd. ' ` studio city ' 818-508-7017 japanese 595
64 62 ` sweet lady jane ' ' 8360 melrose ave. ' la 213-653-7145 desserts 596
65 63 taiko ' 11677 san vicente blvd. ' brentwood 310-207-7782 ` noodle shops ' 597
66 64 ` tommy \ 's ' ' 2575 beverly blvd. ' la 213-389-9060 hamburgers 598
67 65 ` uncle bill \ 's pancake house ' ' 1305 highland ave. ' ` manhattan beach ' 310-545-5177 diners 599
68 66 ` water grill ' ' 544 s. grand ave. ' ` los angeles ' 213-891-0900 seafood 600
69 67 ` zankou chicken ' ' 1415 e. colorado st. ' glendale 818-244-1937 ` middle eastern ' 601
70 68 ` afghan kebab house ' ' 764 ninth ave. ' ` new york city ' 212-307-1612 afghan 602
71 69 arcadia '21 e. 62nd st. ' ` new york city ' 212-223-2900 ` american ( new ) ' 603
72 70 ` benny \ 's burritos ' '93 ave. a ' ` new york city ' 212-254-2054 mexican 604
73 71 ` cafe con leche ' ' 424 amsterdam ave. ' ` new york city ' 212-595-7000 cuban 605
74 72 ` corner bistro ' ' 331 w. fourth st. ' ` new york city ' 212-242-9502 hamburgers 606
75 73 ` cucina della fontana ' ' 368 bleecker st. ' ` new york city ' 212-242-0636 italian 607
76 74 ` cucina di pesce ' '87 e. fourth st. ' ` new york city ' 212-260-6800 seafood 608
77 75 darbar '44 w. 56th st. ' ` new york city ' 212-432-7227 indian 609
78 76 ` ej \ 's luncheonette ' ' 432 sixth ave. ' ` new york city ' 212-473-5555 diners 610
79 77 ` edison cafe ' ' 228 w. 47th st. ' ` new york city ' 212-840-5000 diners 611
80 78 ` elias corner ' ' 24-02 31st st. ' queens 718-932-1510 greek 612
81 79 ` good enough to eat ' ' 483 amsterdam ave. ' ` new york city ' 212-496-0163 american 613
82 80 ` gray \ 's papaya ' ' 2090 broadway ' ` new york city ' 212-799-0243 ` hot dogs ' 614
83 81 ` il mulino ' '86 w. third st. ' ` new york city ' 212-673-3783 italian 615
84 82 ` jackson diner ' ' 37-03 74th st. ' queens 718-672-1232 indian 616
85 83 ` joe \ 's shanghai ' ' 9 pell st. ' queens 718-539-3838 chinese 617
86 84 ` john \ 's pizzeria ' '48 w. 65th st. ' ` new york city ' 212-721-7001 pizza 618
87 85 ` kelley & ping ' ' 127 greene st. ' ` new york city ' 212-228-1212 pan-asian 619
88 86 kiev ' 117 second ave. ' ` new york city ' 212-674-4040 ukrainian 620
89 87 ` kuruma zushi ' ' 2nd fl . ' ` new york city ' 212-317-2802 japanese 621
90 88 ` la caridad ' ' 2199 broadway ' ` new york city ' 212-874-2780 cuban 622
91 89 ` la grenouille ' ' 3 e. 52nd st. ' ` new york city ' 212-752-1495 ` french ( classic ) ' 623
92 90 ` lemongrass grill ' ' 61a seventh ave. ' brooklyn 718-399-7100 thai 624
93 91 ` lombardi \ 's ' '32 spring st. ' ` new york city ' 212-941-7994 pizza 625
94 92 ` marnie \ 's noodle shop ' ' 466 hudson st. ' ` new york city ' 212-741-3214 asian 626
95 93 menchanko-tei '39 w. 55th st. ' ` new york city ' 212-247-1585 japanese 627
96 94 ` mitali east-west ' ' 296 bleecker st. ' ` new york city ' 212-989-1367 indian 628
97 95 ` monsoon ( ny ) ' ' 435 amsterdam ave. ' ` new york city ' 212-580-8686 thai 629
98 96 moustache ' 405 atlantic ave. ' brooklyn 718-852-5555 ` middle eastern ' 630
99 97 nobu ' 105 hudson st. ' ` new york city ' 212-219-0500 japanese 631
100 98 ` one if by land tibs ' '17 barrow st. ' ` new york city ' 212-228-0822 continental 632
101 99 ` oyster bar ' ` lower level ' ` new york city ' 212-490-6650 seafood 633
102 100 palm ' 837 second ave. ' ` new york city ' 212-687-2953 steakhouses 634
103 101 ` palm too ' ' 840 second ave. ' ` new york city ' 212-697-5198 steakhouses 635
104 102 ` patsy \ 's pizza ' '19 old fulton st. ' brooklyn 718-858-4300 pizza 636
105 103 ` peter luger steak house ' ' 178 broadway ' brooklyn 718-387-7400 steakhouses 637
106 104 ` rose of india ' ' 308 e. sixth st. ' ` new york city ' 212-533-5011 indian 638
107 105 ` sam \ 's noodle shop ' ' 411 third ave. ' ` new york city ' 212-213-2288 chinese 639
108 106 ` sarabeth \ 's ' ' 1295 madison ave. ' ` new york city ' 212-410-7335 american 640
109 107 ` sparks steak house ' ' 210 e. 46th st. ' ` new york city ' 212-687-4855 steakhouses 641
110 108 ` stick to your ribs ' ' 5-16 51st ave. ' queens 718-937-3030 bbq 642
111 109 sushisay '38 e. 51st st. ' ` new york city ' 212-755-1780 japanese 643
112 110 ` sylvia \ 's ' ' 328 lenox ave. ' ` new york city ' 212-996-0660 southern/soul 644
113 111 ` szechuan hunan cottage ' ' 1588 york ave. ' ` new york city ' 212-535-5223 chinese 645
114 112 ` szechuan kitchen ' ' 1460 first ave. ' ` new york city ' 212-249-4615 chinese 646
115 113 ` teresa \ 's ' '80 montague st. ' queens 718-520-2910 polish 647
116 114 ` thai house cafe ' ' 151 hudson st. ' ` new york city ' 212-334-1085 thai 648
117 115 ` thailand restaurant ' ' 106 bayard st. ' ` new york city ' 212-349-3132 thai 649
118 116 veselka ' 144 second ave. ' ` new york city ' 212-228-9682 ukrainian 650
119 117 ` westside cottage ' ' 689 ninth ave. ' ` new york city ' 212-245-0800 chinese 651
120 118 ` windows on the world ' ' 107th fl . ' ` new york city ' 212-524-7000 eclectic 652
121 119 ` wollensky \ 's grill ' ' 205 e. 49th st. ' ` new york city ' 212-753-0444 steakhouses 653
122 120 yama ' 122 e. 17th st. ' ` new york city ' 212-475-0969 japanese 654
123 121 zarela ' 953 second ave. ' ` new york city ' 212-644-6740 mexican 655
124 122 ` andre \ 's french restaurant ' ' 401 s. 6th st. ' ` las vegas ' 702-385-5016 ` french ( classic ) ' 656
125 123 ` buccaneer bay club ' ' 3300 las vegas blvd. s. ' ` las vegas ' 702-894-7350 continental 657
126 124 ` buzio \ 's in the rio ' ' 3700 w. flamingo rd. ' ` las vegas ' 702-252-7697 seafood 658
127 125 'em eril \ 's new orleans fish house ' ' 3799 las vegas blvd. s. ' ` las vegas ' 702-891-7374 seafood 659
128 126 ` fiore rotisserie & grille ' ' 3700 w. flamingo rd. ' ` las vegas ' 702-252-7702 italian 660
129 127 ` hugo \ 's cellar ' ' 202 e. fremont st. ' ` las vegas ' 702-385-4011 continental 661
130 128 ` madame ching \ 's ' ' 3300 las vegas blvd. s. ' ` las vegas ' 702-894-7111 asian 662
131 129 ` mayflower cuisinier ' ' 4750 w. sahara ave. ' ` las vegas ' 702-870-8432 chinese 663
132 130 ` michael \ 's ( las vegas ) ' ' 3595 las vegas blvd. s. ' ` las vegas ' 702-737-7111 continental 664
133 131 ` monte carlo ' ' 3145 las vegas blvd. s. ' ` las vegas ' 702-733-4524 ` french ( new ) ' 665
134 132 moongate ' 3400 las vegas blvd. s. ' ` las vegas ' 702-791-7352 chinese 666
135 133 ` morton \ 's of chicago ( las vegas ) ' ' 3200 las vegas blvd. s. ' ` las vegas ' 702-893-0703 steakhouses 667
136 134 ` nicky blair \ 's ' ' 3925 paradise rd. ' ` las vegas ' 702-792-9900 italian 668
137 135 ` piero \ 's restaurant ' ' 355 convention center dr. ' ` las vegas ' 702-369-2305 italian 669
138 136 ` spago ( las vegas ) ' ' 3500 las vegas blvd. s. ' ` las vegas ' 702-369-6300 californian 670
139 137 ` steakhouse the ' ' 128 e. fremont st. ' ` las vegas ' 702-382-1600 steakhouses 671
140 138 ` stefano \ 's ' ' 129 fremont st. ' ` las vegas ' 702-385-7111 italian 672
141 139 ` sterling brunch ' ' 3645 las vegas blvd. s. ' ` las vegas ' 702-739-4651 eclectic 673
142 140 ` tre visi ' ' 3799 las vegas blvd. s. ' ` las vegas ' 702-891-7331 italian 674
143 141 ' 103 west ' ' 103 w. paces ferry rd. ' atlanta 404-233-5993 continental 675
144 142 ` alon \ 's at the terrace ' ' 659 peachtree st. ' atlanta 404-724-0444 sandwiches 676
145 143 ` baker \ 's cajun cafe ' ' 1134 euclid ave. ' atlanta 404-223-5039 cajun/creole 677
146 144 ` barbecue kitchen ' ' 1437 virginia ave. ' atlanta 404-766-9906 bbq 678
147 145 ` bistro the ' '56 e. andrews dr. nw ' atlanta 404-231-5733 ` french bistro ' 679
148 146 ` bobby & june \ 's kountry kitchen ' ' 375 14th st. ' atlanta 404-876-3872 southern/soul 680
149 147 ` bradshaw \ 's restaurant ' ' 2911 s. pharr court ' atlanta 404-261-7015 southern/soul 681
150 148 ` brookhaven cafe ' ' 4274 peachtree rd. ' atlanta 404-231-5907 vegetarian 682
151 149 ` cafe sunflower ' ' 5975 roswell rd. ' atlanta 404-256-1675 ` health food ' 683
152 150 canoe ' 4199 paces ferry rd. ' atlanta 770-432-2663 ` american ( new ) ' 684
153 151 ` carey \ 's ' ' 1021 cobb pkwy . se ' marietta 770-422-8042 hamburgers 685
154 152 ` carey \ 's corner ' ' 1215 powers ferry rd. ' marietta 770-933-0909 hamburgers 686
155 153 chops '70 w. paces ferry rd. ' atlanta 404-262-2675 steakhouses 687
156 154 chopstix ' 4279 roswell rd. ' atlanta 404-255-4868 chinese 688
157 155 ` deacon burton \ 's soulfood restaurant ' ' 1029 edgewood ave. se ' atlanta 404-523-1929 southern/soul 689
158 156 eats ' 600 ponce de leon ave. ' atlanta 404-888-9149 italian 690
159 157 ` flying biscuit the ' ' 1655 mclendon ave. ' atlanta 404-687-8888 eclectic 691
160 158 frijoleros ' 1031 peachtree st. ne ' atlanta 404-892-8226 tex-mex 692
161 159 ` greenwood \ 's ' ' 1087 green st. ' roswell 770-992-5383 southern/soul 693
162 160 ` harold \ 's barbecue ' ' 171 mcdonough blvd. ' atlanta 404-627-9268 bbq 694
163 161 ` havana sandwich shop ' ' 2905 buford hwy . ' atlanta 404-636-4094 cuban 695
164 162 ` house of chan ' ' 2469 cobb pkwy . ' smyrna 770-955-9444 chinese 696
165 163 ` indian delights ' ' 3675 satellite blvd. ' duluth 100-813-8212 indian 697
166 164 ` java jive ' ' 790 ponce de leon ave. ' atlanta 404-876-6161 ` coffee shops ' 698
167 165 ` johnny rockets ( at ) ' ' 2970 cobb pkwy . ' atlanta 770-955-6068 american 699
168 166 ` kalo \ 's coffee house ' ' 1248 clairmont rd. ' decatur 404-325-3733 coffeehouses 700
169 167 ` la fonda latina ' ' 4427 roswell rd. ' atlanta 404-303-8201 spanish 701
170 168 ` lettuce souprise you ( at ) ' ' 3525 mall blvd. ' duluth 770-418-9969 cafeterias 702
171 169 majestic ' 1031 ponce de leon ave. ' atlanta 404-875-0276 diners 703
172 170 ` morton \ 's of chicago ( atlanta ) ' ' 303 peachtree st. ne ' atlanta 404-577-4366 steakhouses 704
173 171 ` my thai ' ' 1248 clairmont rd. ' atlanta 404-636-4280 thai 705
174 172 nava ' 3060 peachtree rd. ' atlanta 404-240-1984 southwestern 706
175 173 ` nuevo laredo cantina ' ' 1495 chattahoochee ave. nw ' atlanta 404-352-9009 mexican 707
176 174 ` original pancake house ( at ) ' ' 4330 peachtree rd. ' atlanta 404-237-4116 american 708
177 175 ` palm the ( atlanta ) ' ' 3391 peachtree rd. ne ' atlanta 404-814-1955 steakhouses 709
178 176 ` rainbow restaurant ' ' 2118 n. decatur rd. ' decatur 404-633-3538 vegetarian 710
179 177 riviera ' 519 e. paces ferry rd. ' atlanta 404-262-7112 mediterranean 712
180 178 ` silver skillet the ' ' 200 14th st. nw ' atlanta 404-874-1388 ` coffee shops ' 713
181 179 soto ' 3330 piedmont rd. ' atlanta 404-233-2005 japanese 714
182 180 ` thelma \ 's kitchen ' ' 764 marietta st. nw ' atlanta 404-688-5855 cafeterias 715
183 181 tortillas ' 774 ponce de leon ave. ne ' atlanta 404-892-0193 tex-mex 716
184 182 ` van gogh \ 's restaurant & bar ' '70 w. crossville rd. ' roswell 770-993-1156 ` american ( new ) ' 717
185 183 veggieland ' 220 sandy springs circle ' atlanta 404-231-3111 vegetarian 718
186 184 ` white house restaurant ' ' 3172 peachtree rd. ne ' atlanta 404-237-7601 diners 719
187 185 zab-e-lee ' 4837 old national hwy . ' ` college park ' 404-768-2705 thai 720
188 186 ` bill \ 's place ' ' 2315 clement st. ' ` san francisco ' 415-221-5262 hamburgers 721
189 187 ` cafe flore ' ' 2298 market st. ' ` san francisco ' 415-621-8579 californian 722
190 188 ` caffe greco ' ' 423 columbus ave. ' ` san francisco ' 415-397-6261 continental 723
191 189 ` campo santo ' ' 240 columbus ave. ' ` san francisco ' 415-433-9623 mexican 724
192 190 ` cha cha cha \ 's ' ' 1805 haight st. ' ` san francisco ' 415-386-5758 caribbean 725
193 191 ` doidge \ 's ' ' 2217 union st. ' ` san francisco ' 415-921-2149 american 726
194 192 ` dottie \ 's true blue cafe ' ' 522 jones st. ' ` san francisco ' 415-885-2767 diners 727
195 193 ` dusit thai ' ' 3221 mission st. ' ` san francisco ' 415-826-4639 thai 728
196 194 ebisu ' 1283 ninth ave. ' ` san francisco ' 415-566-1770 japanese 729
197 195 'em erald garden restaurant ' ' 1550 california st. ' ` san francisco ' 415-673-1155 vietnamese 730
198 196 ` eric \ 's chinese restaurant ' ' 1500 church st. ' ` san francisco ' 415-282-0919 chinese 731
199 197 ` hamburger mary \ 's ' ' 1582 folsom st. ' ` san francisco ' 415-626-1985 hamburgers 732
200 198 ` kelly \ 's on trinity ' ' 333 bush st. ' ` san francisco ' 415-362-4454 californian 733
201 199 ` la cumbre ' ' 515 valencia st. ' ` san francisco ' 415-863-8205 mexican 734
202 200 ` la mediterranee ' ' 288 noe st. ' ` san francisco ' 415-431-7210 mediterranean 735
203 201 ` la taqueria ' ' 2889 mission st. ' ` san francisco ' 415-285-7117 mexican 736
204 202 ` mario \ 's bohemian cigar store cafe ' ' 2209 polk st. ' ` san francisco ' 415-776-8226 italian 737
205 203 ` marnee thai ' ' 2225 irving st. ' ` san francisco ' 415-665-9500 thai 738
206 204 ` mel \ 's drive-in ' ' 3355 geary st. ' ` san francisco ' 415-387-2244 hamburgers 739
207 205 ` mo \ 's burgers ' ' 1322 grant st. ' ` san francisco ' 415-788-3779 hamburgers 740
208 206 ` phnom penh cambodian restaurant ' ' 631 larkin st. ' ` san francisco ' 415-775-5979 cambodian 741
209 207 ` roosevelt tamale parlor ' ' 2817 24th st. ' ` san francisco ' 415-550-9213 mexican 742
210 208 ` sally \ 's cafe & bakery ' ' 300 de haro st. ' ` san francisco ' 415-626-6006 american 743
211 209 ` san francisco bbq ' ' 1328 18th st. ' ` san francisco ' 415-431-8956 thai 744
212 210 ` slanted door ' ' 584 valencia st. ' ` san francisco ' 415-861-8032 vietnamese 745
213 211 ` swan oyster depot ' ' 1517 polk st. ' ` san francisco ' 415-673-1101 seafood 746
214 212 ` thep phanom ' ' 400 waller st. ' ` san francisco ' 415-431-2526 thai 747
215 213 ` ti couz ' ' 3108 16th st. ' ` san francisco ' 415-252-7373 french 748
216 214 ` trio cafe ' ' 1870 fillmore st. ' ` san francisco ' 415-563-2248 american 749
217 215 ` tu lan ' ' 8 sixth st. ' ` san francisco ' 415-626-0927 vietnamese 750
218 216 ` vicolo pizzeria ' ' 201 ivy st. ' ` san francisco ' 415-863-2382 pizza 751
219 217 ` wa-ha-ka oaxaca mexican grill ' ' 2141 polk st. ' ` san francisco ' 415-775-1055 mexican 752
220 218 ` arnie morton \ 's of chicago ' ' 435 s. la cienega blvd. ' ` los angeles ' 310-246-1501 steakhouses 0
221 219 ` art \ 's deli ' ' 12224 ventura blvd. ' ` studio city ' 818-762-1221 delis 1
222 220 ` bel-air hotel ' ' 701 stone canyon rd. ' ` bel air ' 310-472-1211 californian 2
223 221 ` cafe bizou ' ' 14016 ventura blvd. ' ` sherman oaks ' 818-788-3536 ` french bistro ' 3
224 222 campanile ' 624 s. la brea ave. ' ` los angeles ' 213-938-1447 californian 4
225 223 ` chinois on main ' ' 2709 main st. ' ` santa monica ' 310-392-9025 ` pacific new wave ' 5
226 224 citrus ' 6703 melrose ave. ' ` los angeles ' 213-857-0034 californian 6
227 225 ` fenix at the argyle ' ' 8358 sunset blvd. ' ` w. hollywood ' 213-848-6677 ` french ( new ) ' 7
228 226 granita ' 23725 w. malibu rd. ' malibu 310-456-0488 californian 8
229 227 ` grill the ' ' 9560 dayton way ' ` beverly hills ' 310-276-0615 ` american ( traditional ) ' 9
230 228 katsu ' 1972 hillhurst ave. ' ` los feliz ' 213-665-1891 japanese 10
231 229 ` l \ ` orangerie ' ' 903 n. la cienega blvd. ' ` w. hollywood ' 310-652-9770 ` french ( classic ) ' 11
232 230 ` le chardonnay ( los angeles ) ' ' 8284 melrose ave. ' ` los angeles ' 213-655-8880 ` french bistro ' 12
233 231 ` locanda veneta ' ' 8638 w. third st. ' ` los angeles ' 310-274-1893 italian 13
234 232 matsuhisa ' 129 n. la cienega blvd. ' ` beverly hills ' 310-659-9639 seafood 14
235 233 ` palm the ( los angeles ) ' ' 9001 santa monica blvd. ' ` w. hollywood ' 310-550-8811 steakhouses 15
236 234 patina ' 5955 melrose ave. ' ` los angeles ' 213-467-1108 californian 16
237 235 ` philippe the original ' ' 1001 n. alameda st. ' chinatown 213-628-3781 cafeterias 17
238 236 ` pinot bistro ' ' 12969 ventura blvd. ' ` studio city ' 818-990-0500 ` french bistro ' 18
239 237 ` rex il ristorante ' ' 617 s. olive st. ' ` los angeles ' 213-627-2300 ` nuova cucina italian ' 19
240 238 ` spago ( los angeles ) ' ' 8795 sunset blvd. ' ` w. hollywood ' 310-652-4025 californian 20
241 239 valentino ' 3115 pico blvd. ' ` santa monica ' 310-829-4313 italian 21
242 240 ` yujean kang \ 's ' '67 n. raymond ave. ' pasadena 818-585-0855 chinese 22
243 241 '21 club ' '21 w. 52nd st. ' ` new york city ' 212-582-7200 ` american ( new ) ' 23
244 242 aquavit '13 w. 54th st. ' ` new york city ' 212-307-7311 scandinavian 24
245 243 aureole '34 e. 61st st. ' ` new york city ' 212-319-1660 ` american ( new ) ' 25
246 244 ` cafe lalo ' ' 201 w. 83rd st. ' ` new york city ' 212-496-6031 coffeehouses 26
247 245 ` cafe des artistes ' ' 1 w. 67th st. ' ` new york city ' 212-877-3500 ` french ( classic ) ' 27
248 246 ` carmine \ 's ' ' 2450 broadway ' ` new york city ' 212-362-2200 italian 28
249 247 ` carnegie deli ' ' 854 seventh ave. ' ` new york city ' 212-757-2245 delis 29
250 248 chanterelle ' 2 harrison st. ' ` new york city ' 212-966-6960 ` french ( new ) ' 30
251 249 daniel '20 e. 76th st. ' ` new york city ' 212-288-0033 ` french ( new ) ' 31
252 250 dawat ' 210 e. 58th st. ' ` new york city ' 212-355-7555 indian 32
253 251 felidia ' 243 e. 58th st. ' ` new york city ' 212-758-1479 italian 33
254 252 ` four seasons ' '99 e. 52nd st. ' ` new york city ' 212-754-9494 ` american ( new ) ' 34
255 253 ` gotham bar & grill ' '12 e. 12th st. ' ` new york city ' 212-620-4020 ` american ( new ) ' 35
256 254 ` gramercy tavern ' '42 e. 20th st. ' ` new york city ' 212-477-0777 ` american ( new ) ' 36
257 255 ` island spice ' ' 402 w. 44th st. ' ` new york city ' 212-765-1737 caribbean 37
258 256 ` jo jo ' ' 160 e. 64th st. ' ` new york city ' 212-223-5656 ` french bistro ' 38
259 257 ` la caravelle ' '33 w. 55th st. ' ` new york city ' 212-586-4252 ` french ( classic ) ' 39
260 258 ` la cote basque ' '60 w. 55th st. ' ` new york city ' 212-688-6525 ` french ( classic ) ' 40
261 259 ` le bernardin ' ' 155 w. 51st st. ' ` new york city ' 212-489-1515 seafood 41
262 260 ` les celebrites ' ' 155 w. 58th st. ' ` new york city ' 212-484-5113 ` french ( classic ) ' 42
263 261 ` lespinasse ( new york city ) ' ' 2 e. 55th st. ' ` new york city ' 212-339-6719 asian 43
264 262 lutece ' 249 e. 50th st. ' ` new york city ' 212-752-2225 ` french ( classic ) ' 44
265 263 ` manhattan ocean club ' '57 w. 58th st. ' ` new york city ' 212-371-7777 seafood 45
266 264 march ' 405 e. 58th st. ' ` new york city ' 212-754-6272 ` american ( new ) ' 46
267 265 ` mesa grill ' ' 102 fifth ave. ' ` new york city ' 212-807-7400 southwestern 47
268 266 ` mi cocina ' '57 jane st. ' ` new york city ' 212-627-8273 mexican 48
269 267 montrachet ' 239 w. broadway ' ` new york city ' 212-219-2777 ` french bistro ' 49
270 268 oceana '55 e. 54th st. ' ` new york city ' 212-759-5941 seafood 50
271 269 ` park avenue cafe ( new york city ) ' ' 100 e. 63rd st. ' ` new york city ' 212-644-1900 ` american ( new ) ' 51
272 270 petrossian ' 182 w. 58th st. ' ` new york city ' 212-245-2214 russian 52
273 271 picholine '35 w. 64th st. ' ` new york city ' 212-724-8585 mediterranean 53
274 272 pisces '95 ave. a ' ` new york city ' 212-260-6660 seafood 54
275 273 ` rainbow room ' '30 rockefeller plaza ' ` new york city ' 212-632-5000 ` american ( new ) ' 55
276 274 ` river cafe ' ' 1 water st. ' brooklyn 718-522-5200 ` american ( new ) ' 56
277 275 ` san domenico ' ' 240 central park s. ' ` new york city ' 212-265-5959 italian 57
278 276 ` second avenue deli ' ' 156 second ave. ' ` new york city ' 212-677-0606 delis 58
279 277 seryna '11 e. 53rd st. ' ` new york city ' 212-980-9393 japanese 59
280 278 ` shun lee palace ' ' 155 e. 55th st. ' ` new york city ' 212-371-8844 chinese 60
281 279 ` sign of the dove ' ' 1110 third ave. ' ` new york city ' 212-861-8080 ` american ( new ) ' 61
282 280 ` smith & wollensky ' ' 797 third ave. ' ` new york city ' 212-753-1530 steakhouses 62
283 281 ` tavern on the green ' ` central park west ' ` new york city ' 212-873-3200 ` american ( new ) ' 63
284 282 ` uncle nick \ 's ' ' 747 ninth ave. ' ` new york city ' 212-245-7992 greek 64
285 283 ` union square cafe ' '21 e. 16th st. ' ` new york city ' 212-243-4020 ` american ( new ) ' 65
286 284 ` virgil \ 's real bbq ' ' 152 w. 44th st. ' ` new york city ' 212-921-9494 bbq 66
287 285 ` chin \ 's ' ' 3200 las vegas blvd. s. ' ` las vegas ' 702-733-8899 chinese 67
288 286 ` coyote cafe ( las vegas ) ' ' 3799 las vegas blvd. s. ' ` las vegas ' 702-891-7349 southwestern 68
289 287 ` le montrachet bistro ' ' 3000 paradise rd. ' ` las vegas ' 702-732-5651 ` french bistro ' 69
290 288 ` palace court ' ' 3570 las vegas blvd. s. ' ` las vegas ' 702-731-7110 ` french ( new ) ' 70
291 289 ` second street grill ' ' 200 e. fremont st. ' ` las vegas ' 702-385-6277 ` pacific rim ' 71
292 290 ` steak house the ' ' 2880 las vegas blvd. s. ' ` las vegas ' 702-734-0410 steakhouses 72
293 291 'till erman the ' ' 2245 e. flamingo rd. ' ` las vegas ' 702-731-4036 steakhouses 73
294 292 abruzzi ' 2355 peachtree rd. ne ' atlanta 404-261-8186 italian 74
295 293 bacchanalia ' 3125 piedmont rd. ' atlanta 404-365-0410 californian 75
296 294 ` bone \ 's restaurant ' ' 3130 piedmont rd. ne ' atlanta 404-237-2663 steakhouses 76
297 295 ` brasserie le coze ' ' 3393 peachtree rd. ' atlanta 404-266-1440 ` french bistro ' 77
298 296 ` buckhead diner ' ' 3073 piedmont rd. ' atlanta 404-262-3336 ` american ( new ) ' 78
299 297 ` ciboulette restaurant ' ' 1529 piedmont ave. ' atlanta 404-874-7600 ` french ( new ) ' 79
300 298 delectables ' 1 margaret mitchell sq. ' atlanta 404-681-2909 cafeterias 80
301 299 ` georgia grille ' ' 2290 peachtree rd. ' atlanta 404-352-3517 southwestern 81
302 300 ` hedgerose heights inn the ' ' 490 e. paces ferry rd. ne ' atlanta 404-233-7673 continental 82
303 301 ` heera of india ' ' 595 piedmont ave. ' atlanta 404-876-4408 indian 83
304 302 ` indigo coastal grill ' ' 1397 n. highland ave. ' atlanta 404-876-0676 eclectic 84
305 303 ` la grotta ' ' 2637 peachtree rd. ne ' atlanta 404-231-1368 italian 85
306 304 ` mary mac \ 's tea room ' ' 224 ponce de leon ave. ' atlanta 404-876-1800 southern/soul 86
307 305 ` nikolai \ 's roof ' ' 255 courtland st. ' atlanta 404-221-6362 continental 87
308 306 ` pano \ 's & paul \ 's ' ' 1232 w. paces ferry rd. ' atlanta 404-261-3662 ` american ( new ) ' 88
309 307 ` ritz-carlton cafe ( buckhead ) ' ' 3434 peachtree rd. ne ' atlanta 404-237-2700 ` american ( new ) ' 89
310 308 ` ritz-carlton dining room ( buckhead ) ' ' 3434 peachtree rd. ne ' atlanta 404-237-2700 ` american ( new ) ' 90
311 309 ` ritz-carlton restaurant ' ' 181 peachtree st. ' atlanta 404-659-0400 ` french ( classic ) ' 91
312 310 toulouse ' 293-b peachtree rd. ' atlanta 404-351-9533 ` french ( new ) ' 92
313 311 ` veni vidi vici ' '41 14th st. ' atlanta 404-875-8424 italian 93
314 312 ` alain rondelli ' ' 126 clement st. ' ` san francisco ' 415-387-0408 ` french ( new ) ' 94
315 313 aqua ' 252 california st. ' ` san francisco ' 415-956-9662 ` american ( new ) ' 95
316 314 boulevard ' 1 mission st. ' ` san francisco ' 415-543-6084 ` american ( new ) ' 96
317 315 ` cafe claude ' ' 7 claude ln . ' ` san francisco ' 415-392-3505 ` french bistro ' 97
318 316 ` campton place ' ' 340 stockton st. ' ` san francisco ' 415-955-5555 ` american ( new ) ' 98
319 317 ` chez michel ' ' 804 north point st. ' ` san francisco ' 415-775-7036 californian 99
320 318 ` fleur de lys ' ' 777 sutter st. ' ` san francisco ' 415-673-7779 ` french ( new ) ' 100
321 319 fringale ' 570 fourth st. ' ` san francisco ' 415-543-0573 ` french bistro ' 101
322 320 ` hawthorne lane ' '22 hawthorne st. ' ` san francisco ' 415-777-9779 californian 102
323 321 ` khan toke thai house ' ' 5937 geary blvd. ' ` san francisco ' 415-668-6654 thai 103
324 322 ` la folie ' ' 2316 polk st. ' ` san francisco ' 415-776-5577 ` french ( new ) ' 104
325 323 ` lulu restaurant-bis-cafe ' ' 816 folsom st. ' ` san francisco ' 415-495-5775 mediterranean 105
326 324 ` masa \ 's ' ' 648 bush st. ' ` san francisco ' 415-989-7154 ` french ( new ) ' 106
327 325 mifune ' 1737 post st. ' ` san francisco ' 415-922-0337 japanese 107
328 326 ` plumpjack cafe ' ' 3127 fillmore st. ' ` san francisco ' 415-563-4755 ` american ( new ) ' 108
329 327 postrio ' 545 post st. ' ` san francisco ' 415-776-7825 californian 109
330 328 ` ritz-carlton dining room ( san francisco ) ' ' 600 stockton st. ' ` san francisco ' 415-296-7465 ` french ( new ) ' 110
331 329 ` rose pistola ' ' 532 columbus ave. ' ` san francisco ' 415-399-0499 italian 111
332 330 ` ritz-carlton cafe ( atlanta ) ' ' 181 peachtree st. ' atlanta 404-659-0400 ` american ( new ) ' 711

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datasets/TMDB-TVDB/gt.csv
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datasets/TMDB-TVDB/tmdb.csv
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datasets/TMDB-TVDB/tvdb.csv
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datasets/iTunes-Amazon_dirty/matches.csv
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@ -0,0 +1,133 @@
ltable_id,rtable_id
110,53087
147,50730
205,41179
249,53087
251,52967
251,53047
254,49104
416,33321
426,33282
431,33296
433,33307
467,362
498,29283
508,55899
537,1878
582,378
588,55899
592,43689
598,43689
642,24635
668,24621
836,23706
1069,11277
1148,7757
1151,53282
1161,27990
1164,27994
1193,28008
1216,33988
1358,42278
1406,48287
1413,51590
1489,3898
1514,49668
1595,52925
1636,27530
1655,49479
1683,23727
1683,23781
1735,10926
1736,10938
1776,33397
1777,20232
1897,51626
1918,9358
1946,23456
2222,815
2337,54230
2368,33786
2375,3581
2394,29834
2399,29849
2456,24297
2479,33786
2490,4511
2666,35475
2742,17181
2749,17161
2782,31534
2812,47863
2834,53255
2845,52867
2901,21458
2913,21458
3093,22994
3104,22995
3292,7440
3324,7403
3354,17660
3354,17643
3356,39335
3358,39320
3376,7414
3421,34320
3503,54798
3507,23084
3734,47848
3762,38431
3771,38442
3850,9120
3864,8306
3870,23889
3870,23901
3878,23925
3887,16397
3926,16397
3944,18970
4301,29695
4312,6130
4326,23361
4384,23361
4413,42103
4468,31072
4547,26140
4587,26140
4610,26152
4659,41090
4669,41083
4747,5682
4823,20588
5001,3099
5077,40465
5083,40471
5122,34113
5143,43647
5227,27254
5363,47909
5406,27824
5518,9828
5542,10251
5702,37654
5712,35057
5726,4470
5733,4465
5761,21517
5806,6499
5827,6502
5885,19151
6047,4667
6104,7981
6218,29583
6234,13713
6280,47818
6425,31102
6429,31088
6458,18807
6532,38301
6592,38375
6634,824
6724,17069
6764,51438
6857,39318
1 ltable_id rtable_id
2 110 53087
3 147 50730
4 205 41179
5 249 53087
6 251 52967
7 251 53047
8 254 49104
9 416 33321
10 426 33282
11 431 33296
12 433 33307
13 467 362
14 498 29283
15 508 55899
16 537 1878
17 582 378
18 588 55899
19 592 43689
20 598 43689
21 642 24635
22 668 24621
23 836 23706
24 1069 11277
25 1148 7757
26 1151 53282
27 1161 27990
28 1164 27994
29 1193 28008
30 1216 33988
31 1358 42278
32 1406 48287
33 1413 51590
34 1489 3898
35 1514 49668
36 1595 52925
37 1636 27530
38 1655 49479
39 1683 23727
40 1683 23781
41 1735 10926
42 1736 10938
43 1776 33397
44 1777 20232
45 1897 51626
46 1918 9358
47 1946 23456
48 2222 815
49 2337 54230
50 2368 33786
51 2375 3581
52 2394 29834
53 2399 29849
54 2456 24297
55 2479 33786
56 2490 4511
57 2666 35475
58 2742 17181
59 2749 17161
60 2782 31534
61 2812 47863
62 2834 53255
63 2845 52867
64 2901 21458
65 2913 21458
66 3093 22994
67 3104 22995
68 3292 7440
69 3324 7403
70 3354 17660
71 3354 17643
72 3356 39335
73 3358 39320
74 3376 7414
75 3421 34320
76 3503 54798
77 3507 23084
78 3734 47848
79 3762 38431
80 3771 38442
81 3850 9120
82 3864 8306
83 3870 23889
84 3870 23901
85 3878 23925
86 3887 16397
87 3926 16397
88 3944 18970
89 4301 29695
90 4312 6130
91 4326 23361
92 4384 23361
93 4413 42103
94 4468 31072
95 4547 26140
96 4587 26140
97 4610 26152
98 4659 41090
99 4669 41083
100 4747 5682
101 4823 20588
102 5001 3099
103 5077 40465
104 5083 40471
105 5122 34113
106 5143 43647
107 5227 27254
108 5363 47909
109 5406 27824
110 5518 9828
111 5542 10251
112 5702 37654
113 5712 35057
114 5726 4470
115 5733 4465
116 5761 21517
117 5806 6499
118 5827 6502
119 5885 19151
120 6047 4667
121 6104 7981
122 6218 29583
123 6234 13713
124 6280 47818
125 6425 31102
126 6429 31088
127 6458 18807
128 6532 38301
129 6592 38375
130 6634 824
131 6724 17069
132 6764 51438
133 6857 39318

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datasets/s.csv
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2
draw.py
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@ -6,7 +6,7 @@ from pyecharts import options as opts
from pyecharts.globals import ThemeType
if __name__ == '__main__':
dir_path = r'E:\Data\Research\Outcome\Abt-Buy'
dir_path = r'E:\Data\Research\Outcome\Walmart-Amazon_dirty'
filename_list = os.listdir(dir_path)
iter_list = []
precision = []

20
generate_matches.py
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@ -0,0 +1,20 @@
import csv
import pandas as pd
import json
import sentence_transformers.util
import torch
from sentence_transformers import SentenceTransformer
from torch import nn
if __name__ == '__main__':
train = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\Fodors-Zagats\train.csv', encoding='ISO-8859-1')
valid = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\Fodors-Zagats\valid.csv', encoding='ISO-8859-1')
test = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\Fodors-Zagats\test.csv', encoding='ISO-8859-1')
train = train[train['label'] == 1]
valid = valid[valid['label'] == 1]
test = test[test['label'] == 1]
matches = pd.concat([train, valid, test])
matches.drop(columns=['label'], inplace=True)
matches = matches.sort_values(by='ltable_id')
matches.to_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\Fodors-Zagats\matches.csv', sep=',', index=False, header=True)

38
hpo/er_model_hpo.py
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@ -17,17 +17,17 @@ from ml_er.ml_entity_resolver import evaluate_prediction, load_mds, is_explicabl
# 数据在外部加载
########################################################################################################################
ltable = pd.read_csv(ltable_path, encoding='ISO-8859-1')
ltable.fillna("", inplace=True)
# ltable.fillna("", inplace=True)
rtable = pd.read_csv(rtable_path, encoding='ISO-8859-1')
rtable.fillna("", inplace=True)
# rtable.fillna("", inplace=True)
mappings = pd.read_csv(mapping_path)
lid_mapping_list = []
rid_mapping_list = []
# 全部转为字符串
ltable = ltable.astype(str)
rtable = rtable.astype(str)
mappings = mappings.astype(str)
# ltable = ltable.astype(str)
# rtable = rtable.astype(str)
# mappings = mappings.astype(str)
matching_number = len(mappings) # 所有阳性样本数，商品数据集应为1300
for index, row in mappings.iterrows():
@ -35,8 +35,8 @@ for index, row in mappings.iterrows():
rid_mapping_list.append(row[mapping_rid])
# 仅保留两表中出现在映射表中的行，增大正样本比例
selected_ltable = ltable[ltable[ltable_id].isin(lid_mapping_list)]
if len(lr_attrs_map) > 0:
selected_ltable = selected_ltable.rename(columns=lr_attrs_map) # 参照右表，修改左表中与右表对应但不同名的字段
# if len(lr_attrs_map) > 0:
# selected_ltable = selected_ltable.rename(columns=lr_attrs_map) # 参照右表，修改左表中与右表对应但不同名的字段
tables_id = rtable_id # 不论左表右表ID字段名是否一致，经上一行调整，统一以右表为准
selected_rtable = rtable[rtable[rtable_id].isin(rid_mapping_list)]
selected_attrs = selected_ltable.columns.values.tolist() # 两张表中的字段名
@ -82,21 +82,23 @@ class Classifier:
allow_missing=True)
candidate['gold'] = 0
candidate = candidate.reset_index(drop=True)
candidate_match_rows = []
for index_num, line in candidate.iterrows():
l_id = line['ltable_' + tables_id]
for line in candidate.itertuples():
l_id = getattr(line, 'ltable_' + tables_id)
map_row = mappings[mappings[mapping_lid] == l_id]
if map_row is not None:
r_id = map_row[mapping_rid]
for value in r_id:
if value == line['rtable_' + tables_id]:
candidate_match_rows.append(line["_id"])
if value == getattr(line, 'rtable_' + tables_id):
candidate_match_rows.append(line[0])
else:
continue
for line in candidate_match_rows:
candidate.loc[line, 'gold'] = 1
for _ in candidate_match_rows:
candidate.loc[_, 'gold'] = 1
candidate.fillna("", inplace=True)
# 裁剪负样本，保持正负样本数量一致
candidate_mismatch = candidate[candidate['gold'] == 0]
@ -107,7 +109,7 @@ class Classifier:
candidate_for_train_test = pd.concat([candidate_mismatch, candidate_match])
if len(candidate_for_train_test) == 0:
return 1
candidate_for_train_test = candidate_for_train_test.reset_index(drop=True)
cm.set_key(candidate_for_train_test, '_id')
cm.set_fk_ltable(candidate_for_train_test, 'ltable_' + tables_id)
cm.set_fk_rtable(candidate_for_train_test, 'rtable_' + tables_id)
@ -151,7 +153,7 @@ class Classifier:
feature_table=feature_table,
attrs_after=['gold'],
show_progress=False)
train_feature_vecs.fillna(value=0, inplace=True)
test_feature_after = attrs_with_l_prefix[:]
test_feature_after.extend(attrs_with_r_prefix)
for _ in test_feature_after:
@ -160,7 +162,7 @@ class Classifier:
test_feature_after.append('gold')
test_feature_vecs = em.extract_feature_vecs(test_set, feature_table=feature_table,
attrs_after=test_feature_after, show_progress=False)
test_feature_vecs.fillna(value=0, inplace=True)
fit_exclude = ['_id', 'ltable_' + tables_id, 'rtable_' + tables_id, 'gold']
matcher.fit(table=train_feature_vecs, exclude_attrs=fit_exclude, target_attr='gold')
@ -169,7 +171,7 @@ class Classifier:
append=True, target_attr='predicted', inplace=False)
eval_result = em.eval_matches(predictions, 'gold', 'predicted')
em.print_eval_summary(eval_result)
indicators = evaluate_prediction(predictions, 'gold', 'predicted', matching_number, test_proportion)
indicators = evaluate_prediction(predictions, 'gold', 'predicted', matching_number, candidate_for_train_test)
print(indicators)
# 计算可解释性

41
md_discovery/tmp_discover.py
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@ -10,7 +10,7 @@ import copy
import torch
from tqdm import tqdm
from settings import model, md_output_dir, confidence_threshold
from settings import model, md_output_dir, confidence_threshold, support_threshold
def is_minimal(md, md_list, target_col):
@ -103,15 +103,40 @@ def pairs_inference(path, threshold, target_col):
md_list.append(spec_l_md)
if vio_md not in minimal_vio:
minimal_vio.append(vio_md)
# for vio_md in violated_mds:
# # 特殊化左侧
# for col in cols_but_target:
# if sims[col] < 1:
# spec_l_md = copy.deepcopy(vio_md)
# if sims[col] < threshold:
# spec_l_md[col] = threshold
# else:
# if sims[col] + 0.01 <= 1:
# spec_l_md[col] = sims[col] + 0.01
# else:
# spec_l_md[col] = 1
# if is_minimal(spec_l_md, md_list, target_col):
# md_list.append(spec_l_md)
# if vio_md not in minimal_vio:
# minimal_vio.append(vio_md)
if len(md_list) == 0:
terminate = True
break
if terminate:
break
tmp = []
for _ in md_list:
if _ not in tmp:
tmp.append(_)
md_list = tmp
if len(md_list) > 0:
for vio in minimal_vio[:]:
if not is_minimal(vio, md_list, target_col):
minimal_vio.remove(vio)
for _ in md_list[:]:
if not is_minimal(_, md_list, target_col):
md_list.remove(_)
print('mds_list\t', len(md_list), '\n')
print('vio_list\t', len(minimal_vio), '\n')
@ -121,14 +146,20 @@ def pairs_inference(path, threshold, target_col):
remove_list = []
# fuck = []
if len(md_list) > 0:
md_rm_list = []
for _ in md_list:
support, confidence = get_metrics(_, data, sim_tensor, target_col, target_index)
if support < support_threshold:
md_rm_list.append(_)
for _ in md_rm_list:
md_list.remove(_)
for md in minimal_vio:
support, confidence = get_metrics(md, data, sim_tensor, target_col, target_index)
# fuck.append((support, confidence))
if support < 1:
print('delete by support')
if support < support_threshold:
remove_list.append(md)
if confidence < confidence_threshold:
print('delete by confidence')
if confidence < confidence_threshold and md not in remove_list:
remove_list.append(md)
# fuck_me = sorted(fuck, key=lambda x: x[1], reverse=True)
for _ in remove_list:

37
ml_er/ml_entity_resolver.py
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@ -50,7 +50,7 @@ def process_prediction_for_md_discovery(pred: pd.DataFrame,
def evaluate_prediction(df: pd.DataFrame, labeled_attr: str, predicted_attr: str, matching_number: int,
test_proportion: float) -> dict:
candidate: pd.DataFrame) -> dict:
new_df = df.reset_index(drop=False, inplace=False)
gold = new_df[labeled_attr]
predicted = new_df[predicted_attr]
@ -73,7 +73,7 @@ def evaluate_prediction(df: pd.DataFrame, labeled_attr: str, predicted_attr: str
precision = 0.0 if precision_denominator == 0.0 else num_true_positives / precision_denominator
recall = 0.0 if recall_denominator == 0.0 else num_true_positives / recall_denominator
F1 = 0.0 if precision == 0.0 and recall == 0.0 else (2.0 * precision * recall) / (precision + recall)
block_recall = num_true_positives / (matching_number * test_proportion)
block_recall = len(candidate[candidate['gold'] == 1]) / matching_number
return {"precision": precision, "recall": recall, "F1": F1, "block_recall": block_recall}
@ -157,9 +157,9 @@ def ml_er(iter_round: int, config: Configuration = None, ):
lid_mapping_list = []
rid_mapping_list = []
# 全部转为字符串
ltable = ltable.astype(str)
rtable = rtable.astype(str)
mappings = mappings.astype(str)
# ltable = ltable.astype(str)
# rtable = rtable.astype(str)
# mappings = mappings.astype(str)
matching_number = len(mappings) # 所有阳性样本数
for index, row in mappings.iterrows():
@ -167,8 +167,8 @@ def ml_er(iter_round: int, config: Configuration = None, ):
rid_mapping_list.append(row[mapping_rid])
selected_ltable = ltable[ltable[ltable_id].isin(lid_mapping_list)]
if len(lr_attrs_map) > 0:
selected_ltable = selected_ltable.rename(columns=lr_attrs_map) # 参照右表，修改左表中与右表对应但不同名的字段
# if len(lr_attrs_map) > 0:
# selected_ltable = selected_ltable.rename(columns=lr_attrs_map) # 参照右表，修改左表中与右表对应但不同名的字段
tables_id = rtable_id
selected_rtable = rtable[rtable[rtable_id].isin(rid_mapping_list)]
selected_attrs = selected_ltable.columns.values.tolist() # 两张表中的字段名
@ -213,23 +213,24 @@ def ml_er(iter_round: int, config: Configuration = None, ):
overlap_size=1, show_progress=False, allow_missing=True)
candidate['gold'] = 0
candidate = candidate.reset_index(drop=True)
candidate_match_rows = []
for index, row in candidate.iterrows():
l_id = row['ltable_' + tables_id]
for row in candidate.itertuples():
l_id = getattr(row, 'ltable_' + tables_id)
map_row = mappings[mappings[mapping_lid] == l_id]
if map_row is not None:
r_id = map_row[mapping_rid]
for value in r_id:
if value == row['rtable_' + tables_id]:
candidate_match_rows.append(row["_id"])
if value == getattr(row, 'rtable_' + tables_id):
candidate_match_rows.append(row[0])
else:
continue
for row in candidate_match_rows:
candidate.loc[row, 'gold'] = 1
candidate.fillna("", inplace=True)
for _ in candidate_match_rows:
candidate.loc[_, 'gold'] = 1
candidate.fillna(value="", inplace=True)
# 裁剪负样本，保持正负样本数量一致
candidate_mismatch = candidate[candidate['gold'] == 0]
@ -238,6 +239,8 @@ def ml_er(iter_round: int, config: Configuration = None, ):
candidate_mismatch = candidate_mismatch.sample(n=len(candidate_match))
# 拼接正负样本
candidate_for_train_test = pd.concat([candidate_mismatch, candidate_match])
# 如果拼接后不重设索引可能导致索引重复
candidate_for_train_test = candidate_for_train_test.reset_index(drop=True)
cm.set_key(candidate_for_train_test, '_id')
cm.set_fk_ltable(candidate_for_train_test, 'ltable_' + tables_id)
cm.set_fk_rtable(candidate_for_train_test, 'rtable_' + tables_id)
@ -257,6 +260,7 @@ def ml_er(iter_round: int, config: Configuration = None, ):
feature_table=feature_table,
attrs_after=['gold'],
show_progress=False)
train_feature_vecs.fillna(value=0, inplace=True)
test_feature_after = attrs_with_l_prefix[:]
test_feature_after.extend(attrs_with_r_prefix)
@ -266,6 +270,7 @@ def ml_er(iter_round: int, config: Configuration = None, ):
test_feature_after.append('gold')
test_feature_vecs = em.extract_feature_vecs(test_set, feature_table=feature_table,
attrs_after=test_feature_after, show_progress=False)
test_feature_vecs.fillna(value=0, inplace=True)
fit_exclude = ['_id', 'ltable_' + tables_id, 'rtable_' + tables_id, 'gold']
matcher.fit(table=train_feature_vecs, exclude_attrs=fit_exclude, target_attr='gold')
@ -274,7 +279,7 @@ def ml_er(iter_round: int, config: Configuration = None, ):
append=True, target_attr='predicted', inplace=False)
eval_result = em.eval_matches(predictions, 'gold', 'predicted')
em.print_eval_summary(eval_result)
indicators = evaluate_prediction(predictions, 'gold', 'predicted', matching_number, test_proportion)
indicators = evaluate_prediction(predictions, 'gold', 'predicted', matching_number, candidate_for_train_test)
print(indicators)
# 计算可解释性

27
set_none.py
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@ -0,0 +1,27 @@
import numpy as np
import pandas as pd
if __name__ == '__main__':
lt = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\TMDB-TVDB\tmdb.csv',
encoding='ISO-8859-1', sep=',')
rt = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\TMDB-TVDB\tvdb.csv',
encoding='ISO-8859-1', sep=',')
mapping = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\TMDB-TVDB\gt.csv',
encoding='ISO-8859-1', sep=',')
# 删除列
# lt.drop(columns=['numberOfSeasons', 'numberOfEpisodes', 'birthDate', 'last_air_date', 'release_year', 'runtime',
# 'genre_list', 'origin_country'], inplace=True)
# rt.drop(columns=['job'], inplace=True)
# 列名调整
# rt = rt.rename(columns={'birthDate': 'birthYear', 'release_year': 'startYear',
# 'last_air_date': 'endYear', 'runtime': 'runtimeMinutes'})
# 列顺序调整
# rt = rt[['id', 'title', 'name', 'episodeNumber', 'seasonNumber', 'birthYear', 'endYear', 'startYear', 'genre_list',
# 'runtimeMinutes']]
# lt.to_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\TMDB-TVDB\tmdb.csv', sep=',', index=False, header=True, quoting=1)
# rt.to_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\TMDB-TVDB\tvdb.csv', sep=',', index=False, header=True, quoting=1)
# mapping.to_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\TMDB-TVDB\gt.csv',
# sep=',', index=False, header=True, quoting=1)
print(1)

16
settings.py
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@ -1,19 +1,19 @@
from sentence_transformers import SentenceTransformer
import numpy as np
ltable_path = r'E:\Data\Research\Projects\matching_dependency\datasets\Walmart-Amazon_dirty\tableA.csv'
rtable_path = r'E:\Data\Research\Projects\matching_dependency\datasets\Walmart-Amazon_dirty\tableB.csv'
mapping_path = r'E:\Data\Research\Projects\matching_dependency\datasets\Walmart-Amazon_dirty\matches.csv'
ltable_path = r'E:\Data\Research\Projects\matching_dependency\datasets\iTunes-Amazon_dirty\tableA.csv'
rtable_path = r'E:\Data\Research\Projects\matching_dependency\datasets\iTunes-Amazon_dirty\tableB.csv'
mapping_path = r'E:\Data\Research\Projects\matching_dependency\datasets\iTunes-Amazon_dirty\matches.csv'
mapping_lid = 'ltable_id' # mapping表中左表id名
mapping_rid = 'rtable_id' # mapping表中右表id名
ltable_id = 'id' # 左表id字段名称
rtable_id = 'id' # 右表id字段名称
target_attr = 'id' # 进行md挖掘时的目标字段
lr_attrs_map = {} # 如果两个表中存在对应字段名称不一样的情况，将名称加入列表便于调整一致
similarity_threshold = 0.2
support_threshold = 1
confidence_threshold = 0.4
interpre_weight = 0.4 # 可解释性权重
# lr_attrs_map = {} # 如果两个表中存在对应字段名称不一样的情况，将名称加入列表便于调整一致
similarity_threshold = 0.16
support_threshold = 70
confidence_threshold = 0.3
interpre_weight = 1 # 可解释性权重
er_output_dir = 'E:\\Data\\Research\\Projects\\matching_dependency\\ml_er\\output\\'
md_output_dir = 'E:\\Data\\Research\\Projects\\matching_dependency\\md_discovery\\output\\'
hpo_output_dir = 'E:\\Data\\Research\\Projects\\matching_dependency\\hpo\\output\\'

8
tfile.py
Unescape View File

@ -123,6 +123,14 @@ def test9():
print(1)
def test10():
rtable = pd.read_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\DBLP-GoogleScholar\tableB.csv',
encoding='ISO-8859-1')
rtable.columns = ["id", "title", "authors", "venue", "year"]
rtable.to_csv(r'E:\Data\Research\Projects\matching_dependency\datasets\DBLP-GoogleScholar\tableB.csv',
sep=',', index=False, header=True, quoting=1)
if __name__ == '__main__':
start = time.time()
t_single_tuple_path = er_output_dir + "t_single_tuple.csv"

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