11.9

1 year ago · 7ef6b87cb8
parent ea3b247da0
commit 7ef6b87cb8
31 changed files with 119144 additions and 76 deletions
--- a/bert.py
+++ b/bert.py
@ -1,27 +0,0 @@
 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)
--- a/datasets/Amazon-Google/Amazon.csv
+++ b/datasets/Amazon-Google/Amazon.csv
@ -1,4 +1,4 @@
-"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
--- a/datasets/BeerAdvo-RateBeer/matches.csv
+++ b/datasets/BeerAdvo-RateBeer/matches.csv
@ -0,0 +1,69 @@
 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
--- a/datasets/BeerAdvo-RateBeer/tableA.csv
+++ b/datasets/BeerAdvo-RateBeer/tableA.csv
--- a/datasets/BeerAdvo-RateBeer/tableB.csv
+++ b/datasets/BeerAdvo-RateBeer/tableB.csv
--- a/datasets/DBLP-ACM/matches.csv
+++ b/datasets/DBLP-ACM/matches.csv
--- a/datasets/DBLP-ACM/tableA.csv
+++ b/datasets/DBLP-ACM/tableA.csv
--- a/datasets/DBLP-ACM/tableB.csv
+++ b/datasets/DBLP-ACM/tableB.csv
--- a/datasets/DBLP-GoogleScholar/matches.csv
+++ b/datasets/DBLP-GoogleScholar/matches.csv
--- a/datasets/DBLP-GoogleScholar/tableA.csv
+++ b/datasets/DBLP-GoogleScholar/tableA.csv
--- a/datasets/DBLP-GoogleScholar/tableB.csv
+++ b/datasets/DBLP-GoogleScholar/tableB.csv
--- a/datasets/Fodors-Zagats/matches.csv
+++ b/datasets/Fodors-Zagats/matches.csv
@ -0,0 +1,111 @@
 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
 98,316
 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
--- a/datasets/Fodors-Zagats/tableA.csv
+++ b/datasets/Fodors-Zagats/tableA.csv
@ -0,0 +1,534 @@
 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
--- a/datasets/Fodors-Zagats/tableB.csv
+++ b/datasets/Fodors-Zagats/tableB.csv
@ -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
--- a/datasets/IMDB-TMDB/gt.csv
+++ b/datasets/IMDB-TMDB/gt.csv
--- a/datasets/IMDB-TMDB/imdb.csv
+++ b/datasets/IMDB-TMDB/imdb.csv
--- a/datasets/IMDB-TMDB/tmdb.csv
+++ b/datasets/IMDB-TMDB/tmdb.csv
--- a/datasets/TMDB-TVDB/gt.csv
+++ b/datasets/TMDB-TVDB/gt.csv
--- a/datasets/TMDB-TVDB/tmdb.csv
+++ b/datasets/TMDB-TVDB/tmdb.csv
--- a/datasets/TMDB-TVDB/tvdb.csv
+++ b/datasets/TMDB-TVDB/tvdb.csv
--- a/datasets/iTunes-Amazon_dirty/matches.csv
+++ b/datasets/iTunes-Amazon_dirty/matches.csv
@ -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
--- a/datasets/s.csv
+++ b/datasets/s.csv
--- a/datasets/t.json
+++ b/datasets/t.json
--- a/draw.py
+++ b/draw.py
@ -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 = []
--- a/generate_matches.py
+++ b/generate_matches.py
@ -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)
--- a/hpo/er_model_hpo.py
+++ b/hpo/er_model_hpo.py
@ -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)
+# ltable = ltable.astype(str)
-rtable = rtable.astype(str)
+# rtable = rtable.astype(str)
-mappings = mappings.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:
+# 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
+#     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():
+        for line in candidate.itertuples():
-            l_id = line['ltable_' + tables_id]
+            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]:
+                    if value == getattr(line, 'rtable_' + tables_id):
-                        candidate_match_rows.append(line["_id"])
+                        candidate_match_rows.append(line[0])
            else:
                continue
-        for line in candidate_match_rows:
+        for _ in candidate_match_rows:
-            candidate.loc[line, 'gold'] = 1
+            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
--- a/md_discovery/tmp_discover.py
+++ b/md_discovery/tmp_discover.py
@ -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:
+        if support < support_threshold:
            print('delete by support')
            remove_list.append(md)
-        if confidence < confidence_threshold:
+        if confidence < confidence_threshold and md not in remove_list:
            print('delete by confidence')
            remove_list.append(md)
    # fuck_me = sorted(fuck, key=lambda x: x[1], reverse=True)
    for _ in remove_list:
--- a/ml_er/ml_entity_resolver.py
+++ b/ml_er/ml_entity_resolver.py
@ -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)
+    # ltable = ltable.astype(str)
-    rtable = rtable.astype(str)
+    # rtable = rtable.astype(str)
-    mappings = mappings.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:
+    # 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
+    #     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():
+    for row in candidate.itertuples():
-        l_id = row['ltable_' + tables_id]
+        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]:
+                if value == getattr(row, 'rtable_' + tables_id):
-                    candidate_match_rows.append(row["_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
--- a/set_none.py
+++ b/set_none.py
@ -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)
--- a/settings.py
+++ b/settings.py
@ -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'
+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\Walmart-Amazon_dirty\tableB.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\Walmart-Amazon_dirty\matches.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
+# 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
+similarity_threshold = 0.16
-support_threshold = 1
+support_threshold = 70
-confidence_threshold = 0.4
+confidence_threshold = 0.3
-interpre_weight = 0.4  # 可解释性权重
+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\\'
--- a/tfile.py
+++ b/tfile.py
@ -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"