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relHeter.py

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+import os
+import datasets
+import pandas as pd
+
+
+class relHeterConfig(datasets.BuilderConfig):
+    def __init__(self, features, data_url, **kwargs):
+        super(relHeterConfigConfig, self).__init__(**kwargs)
+        self.features = features
+        self.data_url = data_url
+
+
+class relHeterConfig(datasets.GeneratorBasedBuilder):
+    BUILDER_CONFIGS = [
+        relHeterConfig(
+            name="pairs",
+            features={
+                "ltable_id": datasets.Value("string"),
+                "rtable_id": datasets.Value("string"),
+                "label": datasets.Value("string"),
+            },
+            data_url="https://huggingface.co/datasets/matchbench/rel-heter/resolve/main/",
+        ),
+        relHeterConfig(
+            name="source",
+            features={
+                "id": datasets.Value("string"),
+                "title": datasets.Value("string"),
+                "address": datasets.Value("string"),
+                "phone": datasets.Value("string"),
+                "category": datasets.Value("string"),
+            },
+            data_url="https://huggingface.co/datasets/matchbench/rel-heter/resolve/main/tableA.csv",
+        ),
+        relHeterConfig(
+            name="target",
+            features={
+                "id": datasets.Value("string"),
+                "add": datasets.Value("string"),
+                "city": datasets.Value("string"),
+                "phone": datasets.Value("string"),
+                "type": datasets.Value("string"),
+                "class": datasets.Value("string"),
+            },
+            data_url="https://huggingface.co/datasets/matchbench/rel-heter/resolve/main/tableB.csv",
+        ),
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            features=datasets.Features(self.config.features)
+        )
+
+    def _split_generators(self, dl_manager):
+        if self.config.name == "pairs":
+            return [
+                datasets.SplitGenerator(
+                    name=split,
+                    gen_kwargs={
+                        "path_file": dl_manager.download_and_extract(
+                            os.path.join(self.config.data_url, f"{split}.csv")),
+                        "split": split,
+                    }
+                )
+                for split in ["train", "valid", "test"]
+            ]
+        if self.config.name == "source":
+            return [datasets.SplitGenerator(name="source", gen_kwargs={
+                "path_file": dl_manager.download_and_extract(self.config.data_url), "split": "source", })]
+        if self.config.name == "target":
+            return [datasets.SplitGenerator(name="target", gen_kwargs={
+                "path_file": dl_manager.download_and_extract(self.config.data_url), "split": "target", })]
+
+    def _generate_examples(self, path_file, split):
+        file = pd.read_csv(path_file)
+        for i, row in file.iterrows():
+            if split not in ['source', 'target']:
+                yield i, {
+                    "ltable_id": row["ltable_id"],
+                    "rtable_id": row["rtable_id"],
+                    "label": row["label"],
+                }
+            elif split in ['source']:
+                yield i, {
+                    "id": row["id"],
+                    "title": row["title"],
+                    "address": row["address"],
+                    "phone": row["phone"],
+                    "category": row["category"]},
+            else:
+                yield i, {
+                    "id": row["id"],
+                    "addr": row["addr"],
+                    "city": row["city"],
+                    "phone": row["phone"],
+                    "type": row["type"],
+                    "class": row["class"],
+                }

tableA.csv

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+id,title,address,phone,category
+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

tableB.csv

@@ -0,0 +1,332 @@
+id,addr,city,phone,type,class
+0,10801 w. pico blvd.,west la,310-475-3585,american,534
+1,2027 sawtelle blvd.,west la,310-479-2231,` noodle shops ',535
+2,3345 kimber dr.,westlake village,805-498-4049,mexican,536
+3,9882 little santa monica blvd.,beverly hills,310-788-2306,` pacific new wave ',537
+4,1433 third st. promenade,santa monica,310-458-2889,` fast food ',538
+5,515 s. olive st.,los angeles,213-612-1580,continental,539
+6,45 s. mentor ave.,pasadena,818-795-2478,californian,540
+7,19565 parthenia ave.,northridge,818-886-5679,delis,541
+8,9600 brighton way,beverly hills,310-276-7732,` coffee shops ',542
+9,1570 rosecrans ave. s.,pasadena,310-643-5229,californian,543
+10,3838 centinela ave.,mar vista,310-397-5703,italian,544
+11,838 lincoln blvd.,venice,310-399-1955,american,545
+12,9777 little santa monica blvd.,beverly hills,310-888-0108,` pacific new wave ',546
+13,3266 w. sixth st.,la,213-480-8668,hamburgers,547
+14,1716 pch,redondo beach,310-540-1222,eclectic,548
+15,1020 n. san vicente blvd.,w. hollywood,310-854-1111,russian,549
+16,1136 westwood blvd.,westwood,310-209-1422,italian,550
+17,8909 sunset blvd.,w. hollywood,310-652-3100,` coffee shops ',551
+18,1059 broxton ave.,westwood,310-208-4444,` middle eastern ',552
+19,1949 westwood blvd.,west la,310-475-0400,chinese,553
+20,6333 w. third st.,la,213-933-0358,cajun/creole,554
+21,6145 franklin ave.,hollywood,213-467-7678,` coffee shops ',555
+22,10428 1/2 national blvd.,la,310-815-1290,indonesian,556
+23,8424 beverly blvd.,la,213-651-2866,` coffee shops ',557
+24,502 santa monica blvd,santa monica,310-917-6671,californian,558
+25,2011 ocean front walk,venice,310-306-1995,` hot dogs ',559
+26,1023 abbot kinney blvd.,venice,310-399-5811,` american ( new ) ',560
+27,10516 w. pico blvd.,west la,310-204-0692,` coffee shops ',561
+28,4017 s. sepulveda blvd.,culver city,310-397-6654,delis,562
+29,4663 long beach blvd.,long beach,310-423-7327,southern/soul,563
+30,7507 melrose ave.,la,213-651-3361,american,564
+31,4000 colfax ave.,studio city,818-508-1570,seafood,565
+32,6333 w. third st.,la,213-933-0773,american,566
+33,8393 w. beverly blvd.,la,213-655-9045,chicken,567
+34,10506 little santa monica blvd.,century city,310-470-4992,` french ( new ) ',568
+35,22800 pch,malibu,310-456-6299,mexican,569
+36,1842 e. first,st. boyle hts .,213-265-2887,mexican/tex-mex,570
+37,704 s. alvarado st.,la,213-483-8050,delis,571
+38,30869 thousand oaks blvd.,westlake village,818-706-7706,` health food ',572
+39,10509 w. pico blvd.,rancho park,310-475-7564,american,573
+40,519 s. fairfax ave.,la,213-938-8800,desserts,574
+41,22nd street grill 25 22nd,st. hermosa beach,310-376-7786,american,575
+42,13329 washington blvd.,marina del rey,310-306-7829,american,576
+43,1147 third st.,santa monica,310-451-0843,californian,577
+44,8474 w. third st.,la,213-782-0181,` noodle shops ',578
+45,7261 melrose ave.,la,213-935-5280,hamburgers,579
+46,17040 ventura blvd.,encino,818-906-8881,pizza,580
+47,3117 ocean park blvd.,santa monica,310-452-5728,american,581
+48,145 n. atlantic blvd.,monterey park,818-308-2128,seafood,582
+49,875 s. figueroa st. downtown,la,213-627-6879,diners,583
+50,510 s. arroyo pkwy .,pasadena,818-795-1001,californian,584
+51,642 broadway,chinatown,213-626-5530,vietnamese,585
+52,709 n. la brea ave.,la,213-931-4223,` hot dogs ',586
+53,2635 w. olive ave.,burbank,818-563-2252,mexican,587
+54,923 e. third st.,los angeles,213-687-7178,japanese,588
+55,2901 pico blvd.,santa monica,310-828-7937,diners,589
+56,15322 ventura blvd.,encino,818-905-6515,` hot dogs ',590
+57,45 s. fair oaks ave.,pasadena,818-796-7829,diners,591
+58,1198 pch,seal beach,310-596-9556,hamburgers,592
+59,224 s. beverly dr.,beverly hills,310-859-8744,steakhouses,593
+60,1505 mission st. s.,pasadena,818-799-4774,` pacific new wave ',594
+61,11288 ventura blvd.,studio city,818-508-7017,japanese,595
+62,8360 melrose ave.,la,213-653-7145,desserts,596
+63,11677 san vicente blvd.,brentwood,310-207-7782,` noodle shops ',597
+64,2575 beverly blvd.,la,213-389-9060,hamburgers,598
+65,1305 highland ave.,manhattan beach,310-545-5177,diners,599
+66,544 s. grand ave.,los angeles,213-891-0900,seafood,600
+67,1415 e. colorado st.,glendale,818-244-1937,` middle eastern ',601
+68,764 ninth ave.,new york city,212-307-1612,afghan,602
+69,21 e. 62nd st.,new york city,212-223-2900,` american ( new ) ',603
+70,93 ave. a,new york city,212-254-2054,mexican,604
+71,424 amsterdam ave.,new york city,212-595-7000,cuban,605
+72,331 w. fourth st.,new york city,212-242-9502,hamburgers,606
+73,368 bleecker st.,new york city,212-242-0636,italian,607
+74,87 e. fourth st.,new york city,212-260-6800,seafood,608
+75,44 w. 56th st.,new york city,212-432-7227,indian,609
+76,432 sixth ave.,new york city,212-473-5555,diners,610
+77,228 w. 47th st.,new york city,212-840-5000,diners,611
+78,24-02 31st st.,queens,718-932-1510,greek,612
+79,483 amsterdam ave.,new york city,212-496-0163,american,613
+80,2090 broadway,new york city,212-799-0243,` hot dogs ',614
+81,86 w. third st.,new york city,212-673-3783,italian,615
+82,37-03 74th st.,queens,718-672-1232,indian,616
+83,9 pell st.,queens,718-539-3838,chinese,617
+84,48 w. 65th st.,new york city,212-721-7001,pizza,618
+85,127 greene st.,new york city,212-228-1212,pan-asian,619
+86,117 second ave.,new york city,212-674-4040,ukrainian,620
+87,2nd fl .,new york city,212-317-2802,japanese,621
+88,2199 broadway,new york city,212-874-2780,cuban,622
+89,3 e. 52nd st.,new york city,212-752-1495,` french ( classic ) ',623
+90,61a seventh ave.,brooklyn,718-399-7100,thai,624
+91,32 spring st.,new york city,212-941-7994,pizza,625
+92,466 hudson st.,new york city,212-741-3214,asian,626
+93,39 w. 55th st.,new york city,212-247-1585,japanese,627
+94,296 bleecker st.,new york city,212-989-1367,indian,628
+95,435 amsterdam ave.,new york city,212-580-8686,thai,629
+96,405 atlantic ave.,brooklyn,718-852-5555,` middle eastern ',630
+97,105 hudson st.,new york city,212-219-0500,japanese,631
+98,17 barrow st.,new york city,212-228-0822,continental,632
+99,lower level,new york city,212-490-6650,seafood,633
+100,837 second ave.,new york city,212-687-2953,steakhouses,634
+101,840 second ave.,new york city,212-697-5198,steakhouses,635
+102,19 old fulton st.,brooklyn,718-858-4300,pizza,636
+103,178 broadway,brooklyn,718-387-7400,steakhouses,637
+104,308 e. sixth st.,new york city,212-533-5011,indian,638
+105,411 third ave.,new york city,212-213-2288,chinese,639
+106,1295 madison ave.,new york city,212-410-7335,american,640
+107,210 e. 46th st.,new york city,212-687-4855,steakhouses,641
+108,5-16 51st ave.,queens,718-937-3030,bbq,642
+109,38 e. 51st st.,new york city,212-755-1780,japanese,643
+110,328 lenox ave.,new york city,212-996-0660,southern/soul,644
+111,1588 york ave.,new york city,212-535-5223,chinese,645
+112,1460 first ave.,new york city,212-249-4615,chinese,646
+113,80 montague st.,queens,718-520-2910,polish,647
+114,151 hudson st.,new york city,212-334-1085,thai,648
+115,106 bayard st.,new york city,212-349-3132,thai,649
+116,144 second ave.,new york city,212-228-9682,ukrainian,650
+117,689 ninth ave.,new york city,212-245-0800,chinese,651
+118,107th fl .,new york city,212-524-7000,eclectic,652
+119,205 e. 49th st.,new york city,212-753-0444,steakhouses,653
+120,122 e. 17th st.,new york city,212-475-0969,japanese,654
+121,953 second ave.,new york city,212-644-6740,mexican,655
+122,401 s. 6th st.,las vegas,702-385-5016,` french ( classic ) ',656
+123,3300 las vegas blvd. s.,las vegas,702-894-7350,continental,657
+124,3700 w. flamingo rd.,las vegas,702-252-7697,seafood,658
+125,3799 las vegas blvd. s.,las vegas,702-891-7374,seafood,659
+126,3700 w. flamingo rd.,las vegas,702-252-7702,italian,660
+127,202 e. fremont st.,las vegas,702-385-4011,continental,661
+128,3300 las vegas blvd. s.,las vegas,702-894-7111,asian,662
+129,4750 w. sahara ave.,las vegas,702-870-8432,chinese,663
+130,3595 las vegas blvd. s.,las vegas,702-737-7111,continental,664
+131,3145 las vegas blvd. s.,las vegas,702-733-4524,` french ( new ) ',665
+132,3400 las vegas blvd. s.,las vegas,702-791-7352,chinese,666
+133,3200 las vegas blvd. s.,las vegas,702-893-0703,steakhouses,667
+134,3925 paradise rd.,las vegas,702-792-9900,italian,668
+135,355 convention center dr.,las vegas,702-369-2305,italian,669
+136,3500 las vegas blvd. s.,las vegas,702-369-6300,californian,670
+137,128 e. fremont st.,las vegas,702-382-1600,steakhouses,671
+138,129 fremont st.,las vegas,702-385-7111,italian,672
+139,3645 las vegas blvd. s.,las vegas,702-739-4651,eclectic,673
+140,3799 las vegas blvd. s.,las vegas,702-891-7331,italian,674
+141,103 w. paces ferry rd.,atlanta,404-233-5993,continental,675
+142,659 peachtree st.,atlanta,404-724-0444,sandwiches,676
+143,1134 euclid ave.,atlanta,404-223-5039,cajun/creole,677
+144,1437 virginia ave.,atlanta,404-766-9906,bbq,678
+145,56 e. andrews dr. nw,atlanta,404-231-5733,` french bistro ',679
+146,375 14th st.,atlanta,404-876-3872,southern/soul,680
+147,2911 s. pharr court,atlanta,404-261-7015,southern/soul,681
+148,4274 peachtree rd.,atlanta,404-231-5907,vegetarian,682
+149,5975 roswell rd.,atlanta,404-256-1675,` health food ',683
+150,4199 paces ferry rd.,atlanta,770-432-2663,` american ( new ) ',684
+151,1021 cobb pkwy . se,marietta,770-422-8042,hamburgers,685
+152,1215 powers ferry rd.,marietta,770-933-0909,hamburgers,686
+153,70 w. paces ferry rd.,atlanta,404-262-2675,steakhouses,687
+154,4279 roswell rd.,atlanta,404-255-4868,chinese,688
+155,1029 edgewood ave. se,atlanta,404-523-1929,southern/soul,689
+156,600 ponce de leon ave.,atlanta,404-888-9149,italian,690
+157,1655 mclendon ave.,atlanta,404-687-8888,eclectic,691
+158,1031 peachtree st. ne,atlanta,404-892-8226,tex-mex,692
+159,1087 green st.,roswell,770-992-5383,southern/soul,693
+160,171 mcdonough blvd.,atlanta,404-627-9268,bbq,694
+161,2905 buford hwy .,atlanta,404-636-4094,cuban,695
+162,2469 cobb pkwy .,smyrna,770-955-9444,chinese,696
+163,3675 satellite blvd.,duluth,100-813-8212,indian,697
+164,790 ponce de leon ave.,atlanta,404-876-6161,` coffee shops ',698
+165,2970 cobb pkwy .,atlanta,770-955-6068,american,699
+166,1248 clairmont rd.,decatur,404-325-3733,coffeehouses,700
+167,4427 roswell rd.,atlanta,404-303-8201,spanish,701
+168,3525 mall blvd.,duluth,770-418-9969,cafeterias,702
+169,1031 ponce de leon ave.,atlanta,404-875-0276,diners,703
+170,303 peachtree st. ne,atlanta,404-577-4366,steakhouses,704
+171,1248 clairmont rd.,atlanta,404-636-4280,thai,705
+172,3060 peachtree rd.,atlanta,404-240-1984,southwestern,706
+173,1495 chattahoochee ave. nw,atlanta,404-352-9009,mexican,707
+174,4330 peachtree rd.,atlanta,404-237-4116,american,708
+175,3391 peachtree rd. ne,atlanta,404-814-1955,steakhouses,709
+176,2118 n. decatur rd.,decatur,404-633-3538,vegetarian,710
+177,519 e. paces ferry rd.,atlanta,404-262-7112,mediterranean,712
+178,200 14th st. nw,atlanta,404-874-1388,` coffee shops ',713
+179,3330 piedmont rd.,atlanta,404-233-2005,japanese,714
+180,764 marietta st. nw,atlanta,404-688-5855,cafeterias,715
+181,774 ponce de leon ave. ne,atlanta,404-892-0193,tex-mex,716
+182,70 w. crossville rd.,roswell,770-993-1156,` american ( new ) ',717
+183,220 sandy springs circle,atlanta,404-231-3111,vegetarian,718
+184,3172 peachtree rd. ne,atlanta,404-237-7601,diners,719
+185,4837 old national hwy .,college park,404-768-2705,thai,720
+186,2315 clement st.,san francisco,415-221-5262,hamburgers,721
+187,2298 market st.,san francisco,415-621-8579,californian,722
+188,423 columbus ave.,san francisco,415-397-6261,continental,723
+189,240 columbus ave.,san francisco,415-433-9623,mexican,724
+190,1805 haight st.,san francisco,415-386-5758,caribbean,725
+191,2217 union st.,san francisco,415-921-2149,american,726
+192,522 jones st.,san francisco,415-885-2767,diners,727
+193,3221 mission st.,san francisco,415-826-4639,thai,728
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+206,631 larkin st.,san francisco,415-775-5979,cambodian,741
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+211,1517 polk st.,san francisco,415-673-1101,seafood,746
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+218,435 s. la cienega blvd.,los angeles,310-246-1501,steakhouses,0
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+220,701 stone canyon rd.,bel air,310-472-1211,californian,2
+221,14016 ventura blvd.,sherman oaks,818-788-3536,` french bistro ',3
+222,624 s. la brea ave.,los angeles,213-938-1447,californian,4
+223,2709 main st.,santa monica,310-392-9025,` pacific new wave ',5
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+225,8358 sunset blvd.,w. hollywood,213-848-6677,` french ( new ) ',7
+226,23725 w. malibu rd.,malibu,310-456-0488,californian,8
+227,9560 dayton way,beverly hills,310-276-0615,` american ( traditional ) ',9
+228,1972 hillhurst ave.,los feliz,213-665-1891,japanese,10
+229,903 n. la cienega blvd.,w. hollywood,310-652-9770,` french ( classic ) ',11
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+236,12969 ventura blvd.,studio city,818-990-0500,` french bistro ',18
+237,617 s. olive st.,los angeles,213-627-2300,` nuova cucina italian ',19
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+240,67 n. raymond ave.,pasadena,818-585-0855,chinese,22
+241,21 w. 52nd st.,new york city,212-582-7200,` american ( new ) ',23
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+267,239 w. broadway,new york city,212-219-2777,` french bistro ',49
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+287,3000 paradise rd.,las vegas,702-732-5651,` french bistro ',69
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+295,3393 peachtree rd.,atlanta,404-266-1440,` french bistro ',77
+296,3073 piedmont rd.,atlanta,404-262-3336,` american ( new ) ',78
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+306,1232 w. paces ferry rd.,atlanta,404-261-3662,` american ( new ) ',88
+307,3434 peachtree rd. ne,atlanta,404-237-2700,` american ( new ) ',89
+308,3434 peachtree rd. ne,atlanta,404-237-2700,` american ( new ) ',90
+309,181 peachtree st.,atlanta,404-659-0400,` french ( classic ) ',91
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+312,126 clement st.,san francisco,415-387-0408,` french ( new ) ',94
+313,252 california st.,san francisco,415-956-9662,` american ( new ) ',95
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+315,7 claude ln .,san francisco,415-392-3505,` french bistro ',97
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+318,777 sutter st.,san francisco,415-673-7779,` french ( new ) ',100
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+321,5937 geary blvd.,san francisco,415-668-6654,thai,103
+322,2316 polk st.,san francisco,415-776-5577,` french ( new ) ',104
+323,816 folsom st.,san francisco,415-495-5775,mediterranean,105
+324,648 bush st.,san francisco,415-989-7154,` french ( new ) ',106
+325,1737 post st.,san francisco,415-922-0337,japanese,107
+326,3127 fillmore st.,san francisco,415-563-4755,` american ( new ) ',108
+327,545 post st.,san francisco,415-776-7825,californian,109
+328,600 stockton st.,san francisco,415-296-7465,` french ( new ) ',110
+329,532 columbus ave.,san francisco,415-399-0499,italian,111
+330,181 peachtree st.,atlanta,404-659-0400,` american ( new ) ',711

test.csv

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