Removed gitignore for needed data files

data/preprocessed/.gitignore

@@ -1,4 +0,0 @@
-# Ignore everything in this directory
-*
-# Except this file
-!.gitignore

data/preprocessed/UBAR/db_processed/attraction_db_processed.json

@@ -0,0 +1,1266 @@
+[
+  {
+    "location": [
+      52.208789,
+      0.154883
+    ],
+    "address": "pool way , whitehill road , off newmarket road",
+    "area": "east",
+    "price": "?",
+    "id": "1",
+    "name": "abbey pool and astroturf pitch",
+    "openhours": "?",
+    "phone": "01223902088",
+    "postcode": "cb58nt",
+    "pricerange": "?",
+    "type": "swimming pool"
+  },
+  {
+    "location": [
+      52.208699,
+      0.12006
+    ],
+    "address": "park street",
+    "area": "centre",
+    "price": "?",
+    "id": "2",
+    "name": "adc theatre",
+    "openhours": "?",
+    "phone": "01223300085",
+    "postcode": "cb58as",
+    "pricerange": "?",
+    "type": "theatre"
+  },
+  {
+    "location": [
+      52.2078083333333,
+      0.125616666666667
+    ],
+    "address": "jesus lane",
+    "area": "centre",
+    "price": "free",
+    "id": "3",
+    "name": "all saints church",
+    "openhours": "it opens normally daily from 9 . to 5p . m. , at other times the key can be borrowed from a nearby key holder .",
+    "phone": "01223452587",
+    "postcode": "cb58bs",
+    "pricerange": "free",
+    "type": "architecture"
+  },
+  {
+    "location": [
+      52.20478,
+      0.11975
+    ],
+    "address": "heidelberg gardens , lion yard",
+    "area": "centre",
+    "price": "5 pounds",
+    "id": "4",
+    "name": "ballare",
+    "openhours": "it opens from 10:30p . m . to 03:30 on thursday , from 11:00p . m . to 04:00 . on friday , from 10:00p . m . to 03:30 . on saturday , and from 10:00p . m . to 02:30 . on monday",
+    "phone": "01223364222",
+    "postcode": "cb23na",
+    "pricerange": "moderate",
+    "type": "nightclub"
+  },
+  {
+    "location": [
+      52.207409,
+      0.126738
+    ],
+    "address": "98 king street",
+    "area": "centre",
+    "price": "free",
+    "id": "5",
+    "name": "broughton house gallery",
+    "openhours": "?",
+    "phone": "01223314960",
+    "postcode": "cb11ln",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.1725982,
+      0.1112224
+    ],
+    "address": "14 king 's parade",
+    "area": "south",
+    "price": "free",
+    "id": "6",
+    "name": "byard art",
+    "openhours": "it opens from 09:30 . to 05:30p . m . from monday to saturday , and from 11:00 . to 04:00p . m . on sunday",
+    "phone": "01223464646",
+    "postcode": "cb21sj",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.221949,
+      0.094948
+    ],
+    "address": "cafe jello gallery , 13 magdalene street",
+    "area": "west",
+    "price": "free",
+    "id": "7",
+    "name": "cafe jello gallery",
+    "openhours": "it opens from 10:30 . to 05:30p . m . thursday to saturday",
+    "phone": "01223312112",
+    "postcode": "cb30af",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.21247,
+      0.15619
+    ],
+    "address": "the plough , green end , fen ditton ,",
+    "area": "east",
+    "price": "?",
+    "id": "8",
+    "name": "camboats",
+    "openhours": "?",
+    "phone": "01223902112",
+    "postcode": "cb58sx",
+    "pricerange": "?",
+    "type": "boat"
+  },
+  {
+    "location": [
+      52.210766,
+      0.114795
+    ],
+    "address": "2 - 3 castle street",
+    "area": "west",
+    "price": "3.50 pounds",
+    "id": "9",
+    "name": "cambridge and county folk museum",
+    "openhours": "it opens from monday to saturday , 10 . to 5p . m . while on sunday it opens from 2p . m . to 5p . m.",
+    "phone": "01223355159",
+    "postcode": "cb30aq",
+    "pricerange": "moderate",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.2034781571435,
+      0.119176917855308
+    ],
+    "address": "6 saint edward 's passage",
+    "area": "centre",
+    "price": "?",
+    "id": "10",
+    "name": "cambridge arts theatre",
+    "openhours": "?",
+    "phone": "01223503333",
+    "postcode": "cb23pj",
+    "pricerange": "?",
+    "type": "theatre"
+  },
+  {
+    "location": [
+      52.202271,
+      0.14702
+    ],
+    "address": "5 greens road",
+    "area": "east",
+    "price": "free",
+    "id": "11",
+    "name": "cambridge artworks",
+    "openhours": "?",
+    "phone": "01223902168",
+    "postcode": "cb13ef",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.198744,
+      0.113364
+    ],
+    "address": "49 newnham road",
+    "area": "west",
+    "price": "free",
+    "id": "12",
+    "name": "cambridge book and print gallery",
+    "openhours": "it opens from 10:00 . to 05:00p . m . from tuesday to saturday",
+    "phone": "01223694264",
+    "postcode": "cb39ey",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.206084,
+      0.118268
+    ],
+    "address": "6 trinity street",
+    "area": "centre",
+    "price": "free",
+    "id": "13",
+    "name": "cambridge contemporary art",
+    "openhours": "it opens from 11:00 . to 04:00p . m . on sunday , and from 09:00 . to 05:30p . m . from monday to saturday",
+    "phone": "01223324222",
+    "postcode": "cb21su",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.21247,
+      0.15619
+    ],
+    "address": "the old pumping station , cheddars lane",
+    "area": "east",
+    "price": "5 pounds",
+    "id": "14",
+    "name": "cambridge museum of technology",
+    "openhours": "it opens on sunday from 02:00p . m . to 05:00p . m.",
+    "phone": "01223368650",
+    "postcode": "cb58ld",
+    "pricerange": "expensive",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.19525,
+      0.126
+    ],
+    "address": "bateman street",
+    "area": "centre",
+    "price": "4 pounds",
+    "id": "15",
+    "name": "cambridge university botanic gardens",
+    "openhours": "it opens from 10:00 . to 06:00p . m . from april to september , from 10:00 . to 05:00p . m . in february march and october , and from 10:00 . to 04:00p . m . from november to january",
+    "phone": "01223336265",
+    "postcode": "cb21jf",
+    "pricerange": "moderate",
+    "type": "park"
+  },
+  {
+    "location": [
+      52.204788,
+      0.1214
+    ],
+    "address": "unit su43 , grande arcade , saint andrews street",
+    "area": "centre",
+    "price": "free",
+    "id": "16",
+    "name": "castle galleries",
+    "openhours": "it opens from 09:00 . to 06:00p . m . every day except wednesday when it opens from 09:00 . to 08:00p . m. , and sunday when it opens from 11:00 . to 05:00p . m.",
+    "phone": "01223307402",
+    "postcode": "cb23bj",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.186045,
+      0.157515
+    ],
+    "address": "cherry hinton road",
+    "area": "east",
+    "price": "?",
+    "id": "17",
+    "name": "cherry hinton hall and grounds",
+    "openhours": "?",
+    "phone": "01223446104",
+    "postcode": "cb18dw",
+    "pricerange": "?",
+    "type": "entertainment"
+  },
+  {
+    "location": [
+      52.186045,
+      0.157515
+    ],
+    "address": "cherry hinton hall , cherry hinton road",
+    "area": "east",
+    "price": "free",
+    "id": "18",
+    "name": "cherry hinton water play",
+    "openhours": "it opens from may to september",
+    "phone": "01223446100",
+    "postcode": "cb18dw",
+    "pricerange": "free",
+    "type": "park"
+  },
+  {
+    "location": [
+      52.20635,
+      0.121727777777778
+    ],
+    "address": "saint andrew 's street",
+    "area": "centre",
+    "price": "free",
+    "id": "19",
+    "name": "christ 's college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223334900",
+    "postcode": "cb23bu",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.2128888888889,
+      0.103127777777778
+    ],
+    "address": "storey 's way",
+    "area": "west",
+    "price": "free",
+    "id": "20",
+    "name": "churchill college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223336233",
+    "postcode": "cb30ds",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.1901222222222,
+      0.136991666666667
+    ],
+    "address": "cambridge leisure park , clifton way",
+    "area": "south",
+    "price": "?",
+    "id": "21",
+    "name": "cineworld cinema",
+    "openhours": "?",
+    "phone": "00872208000",
+    "postcode": "cb17dy",
+    "pricerange": "?",
+    "type": "cinema"
+  },
+  {
+    "location": [
+      52.2048527777778,
+      0.115422222222222
+    ],
+    "address": "trinity lane",
+    "area": "west",
+    "price": "2.50 pounds",
+    "id": "22",
+    "name": "clare college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223333200",
+    "postcode": "cb21tl",
+    "pricerange": "moderate",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.2040527777778,
+      0.104480555555556
+    ],
+    "address": "herschel road",
+    "area": "west",
+    "price": "free",
+    "id": "23",
+    "name": "clare hall",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223332360",
+    "postcode": "cb39al",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.195173,
+      0.131644
+    ],
+    "address": "1 station road",
+    "area": "centre",
+    "price": "5 pounds",
+    "id": "24",
+    "name": "club salsa",
+    "openhours": "it opens at the university social club from 09:30p . m . to 11:30p . m . on wednesday , and from 10:00p . m . to 01:00 . on friday",
+    "phone": "07782218745",
+    "postcode": "cb12jb",
+    "pricerange": "moderate",
+    "type": "nightclub"
+  },
+  {
+    "location": [
+      52.2028416666667,
+      0.117844444444444
+    ],
+    "address": "king 's parade",
+    "area": "centre",
+    "price": "2 pounds",
+    "id": "25",
+    "name": "corpus christi",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223338000",
+    "postcode": "cb21rh",
+    "pricerange": "cheap",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.2013777777778,
+      0.125194444444444
+    ],
+    "address": "regent street",
+    "area": "centre",
+    "price": "free",
+    "id": "26",
+    "name": "downing college",
+    "openhours": "it opens daily from 9 . to 5p . m . except during easter term",
+    "phone": "01223334860",
+    "postcode": "cb21dq",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.203572,
+      0.123778
+    ],
+    "address": "saint andrew 's street",
+    "area": "centre",
+    "price": "free",
+    "id": "27",
+    "name": "emmanuel college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223334200",
+    "postcode": "cb23ap",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.21401,
+      0.14789
+    ],
+    "address": "8 mercers row , mercers row industrial estate",
+    "area": "east",
+    "price": "?",
+    "id": "28",
+    "name": "funky fun house",
+    "openhours": "?",
+    "phone": "01223304705",
+    "postcode": "cb58hy",
+    "pricerange": "?",
+    "type": "entertainment"
+  },
+  {
+    "location": [
+      52.183498,
+      0.22186
+    ],
+    "address": "fulbourn",
+    "area": "east",
+    "price": "free",
+    "id": "29",
+    "name": "gallery at 12 a high street",
+    "openhours": "?",
+    "phone": "01223295264",
+    "postcode": "cb15dh",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.205861,
+      0.117972
+    ],
+    "address": "trinity street",
+    "area": "centre",
+    "price": "free",
+    "id": "30",
+    "name": "gonville and caius college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223332400",
+    "postcode": "cb21ta",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.2049472222222,
+      0.118222222222222
+    ],
+    "address": "market square",
+    "area": "centre",
+    "price": "2 pounds",
+    "id": "31",
+    "name": "great saint mary 's church",
+    "openhours": "it opens normally daily from 9 . to 5p . m.",
+    "phone": "01223350914",
+    "postcode": "cb23pq",
+    "pricerange": "cheap",
+    "type": "architecture"
+  },
+  {
+    "location": [
+      52.2057694444444,
+      0.120033333333333
+    ],
+    "address": "market street",
+    "area": "centre",
+    "price": "free",
+    "id": "32",
+    "name": "holy trinity church",
+    "openhours": "it opens normally daily from 9 . to 5p . m.",
+    "phone": "01223355397",
+    "postcode": "cb23nz",
+    "pricerange": "free",
+    "type": "architecture"
+  },
+  {
+    "location": [
+      52.200692,
+      0.133253
+    ],
+    "address": "wollaston road",
+    "area": "centre",
+    "price": "free",
+    "id": "33",
+    "name": "hughes hall",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223334898",
+    "postcode": "cb12ew",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.209353,
+      0.125342
+    ],
+    "address": "jesus lane",
+    "area": "centre",
+    "price": "free",
+    "id": "34",
+    "name": "jesus college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223339485",
+    "postcode": "cb58bl",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.220328,
+      0.115149
+    ],
+    "address": "between victoria road and the river",
+    "area": "north",
+    "price": "?",
+    "id": "35",
+    "name": "jesus green outdoor pool",
+    "openhours": "?",
+    "phone": "01223302579",
+    "postcode": "cb43px",
+    "pricerange": "?",
+    "type": "swimming pool"
+  },
+  {
+    "location": [
+      52.204192,
+      0.119187
+    ],
+    "address": "1 wheeler street",
+    "area": "centre",
+    "price": "5 pounds",
+    "id": "36",
+    "name": "kambar",
+    "openhours": "it opens from 10:00p . m . to 04:00 . depending on whether there is an event on or not",
+    "phone": "01223842725",
+    "postcode": "cb23qb",
+    "pricerange": "moderate",
+    "type": "nightclub"
+  },
+  {
+    "location": [
+      52.212405,
+      0.113075
+    ],
+    "address": "castle street",
+    "area": "west",
+    "price": "free",
+    "id": "37",
+    "name": "kettle 's yard",
+    "openhours": "it opens from 11:30 . to 05:00p . m . tuesday to sunday",
+    "phone": "01223748100",
+    "postcode": "cb30aq",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.204289,
+      0.117269
+    ],
+    "address": "king 's parade",
+    "area": "centre",
+    "price": "free",
+    "id": "38",
+    "name": "king 's college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223331100",
+    "postcode": "cb21st",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.23171,
+      0.122415
+    ],
+    "address": "jedburgh court , kings hedges",
+    "area": "north",
+    "price": "?",
+    "id": "39",
+    "name": "kings hedges learner pool",
+    "openhours": "?",
+    "phone": "01223353248",
+    "postcode": "cb42xh",
+    "pricerange": "?",
+    "type": "swimming pool"
+  },
+  {
+    "location": [
+      52.2005111111111,
+      0.119883333333333
+    ],
+    "address": "little saint mary 's lane",
+    "area": "centre",
+    "price": "free",
+    "id": "40",
+    "name": "little saint mary 's church",
+    "openhours": "it opens normally daily from 9 . to 5p . m.",
+    "phone": "01223366202",
+    "postcode": "cb21qy",
+    "pricerange": "free",
+    "type": "architecture"
+  },
+  {
+    "location": [
+      52.222053,
+      0.095086
+    ],
+    "address": "23 high street , fen ditton",
+    "area": "west",
+    "price": "free",
+    "id": "41",
+    "name": "lynne strover gallery",
+    "openhours": "it opens from 10:00 . to 05:00p . m . thursday to saturday",
+    "phone": "01223295264",
+    "postcode": "cb30aq",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.210403,
+      0.115803
+    ],
+    "address": "magdalene street",
+    "area": "west",
+    "price": "free",
+    "id": "42",
+    "name": "magdalene college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223332138",
+    "postcode": "cb30ag",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.247361,
+      0.156627
+    ],
+    "address": "milton country park , milton",
+    "area": "north",
+    "price": "free",
+    "id": "43",
+    "name": "milton country park",
+    "openhours": "always",
+    "phone": "01223420060",
+    "postcode": "cb46az",
+    "pricerange": "free",
+    "type": "park"
+  },
+  {
+    "location": [
+      52.20571,
+      0.131061
+    ],
+    "address": "anglia ruskin enterprise , east road",
+    "area": "centre",
+    "price": "?",
+    "id": "44",
+    "name": "mumford theatre",
+    "openhours": "?",
+    "phone": "08451962320",
+    "postcode": "cb11pt",
+    "pricerange": "?",
+    "type": "theatre"
+  },
+  {
+    "location": [
+      52.205261,
+      0.11664
+    ],
+    "address": "university of cambridge , downing street",
+    "area": "centre",
+    "price": "free",
+    "id": "45",
+    "name": "museum of archaelogy and anthropology",
+    "openhours": "it opens from 10:30 . to 04:30p . m . tuesday to saturday",
+    "phone": "01223333516",
+    "postcode": "cb23dz",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.20987,
+      0.111565
+    ],
+    "address": "sidgwick avenue",
+    "area": "west",
+    "price": "free",
+    "id": "46",
+    "name": "museum of classical archaeology",
+    "openhours": "it opens from 10:00 . to 05:00p . m . monday to friday",
+    "phone": "01223335153",
+    "postcode": "cb39da",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.1896573155949,
+      0.137541476208324
+    ],
+    "address": "unit g6 , cambridge leisure park , clifton road",
+    "area": "south",
+    "price": "?",
+    "id": "47",
+    "name": "nusha",
+    "openhours": "it opens from 05:00p . m . to 01:30 . on tuesday , friday and saturday , and from 05:00p . m . to midnight on monday , wednesday , thursday and sunday .",
+    "phone": "01223902158",
+    "postcode": "cb17dy",
+    "pricerange": "?",
+    "type": "entertainment"
+  },
+  {
+    "location": [
+      52.2052638888889,
+      0.116641666666667
+    ],
+    "address": "trinity lane",
+    "area": "centre",
+    "price": "free",
+    "id": "48",
+    "name": "old schools",
+    "openhours": "it opens normally daily from 08:00 . to 05:45p . m.",
+    "phone": "01223332320",
+    "postcode": "cb21tt",
+    "pricerange": "free",
+    "type": "architecture"
+  },
+  {
+    "location": [
+      52.201275,
+      0.129935
+    ],
+    "address": "gonville place",
+    "area": "centre",
+    "price": "?",
+    "id": "49",
+    "name": "parkside pools",
+    "openhours": "?",
+    "phone": "01223446100",
+    "postcode": "cb11ly",
+    "pricerange": "?",
+    "type": "swimming pool"
+  },
+  {
+    "location": [
+      52.202611,
+      0.120658
+    ],
+    "address": "trumpington street",
+    "area": "centre",
+    "price": "free",
+    "id": "50",
+    "name": "pembroke college",
+    "openhours": "any time except may and june",
+    "phone": "01223338100",
+    "postcode": "cb21rf",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.228375,
+      0.0837527777777778
+    ],
+    "address": "girton college , huntingdon road",
+    "area": "west",
+    "price": "free",
+    "id": "51",
+    "name": "people 's portraits exhibition at girton college",
+    "openhours": "it opens from 02:00p . m . to 04:00p . m . daily from february to july",
+    "phone": "01223338901",
+    "postcode": "cb3ojg",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.2034781571435,
+      0.119176917855308
+    ],
+    "address": "10 king s parade",
+    "area": "centre",
+    "price": "free",
+    "id": "52",
+    "name": "primavera",
+    "openhours": "it opens from 11:00 . to 04:30p . m . on sunday , from 10:00 . to 05:00p . m . from monday to friday , and from 10:00 . to 05:30p . m . on saturday",
+    "phone": "01223357708",
+    "postcode": "cb21sj",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.2018,
+      0.114239
+    ],
+    "address": "silver street",
+    "area": "west",
+    "price": "2.50 pounds",
+    "id": "53",
+    "name": "queens ' college",
+    "openhours": "monday to sunday 10 . to 04:30p . m.",
+    "phone": "01223335511",
+    "postcode": "cb39et",
+    "pricerange": "moderate",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.206823,
+      0.131361
+    ],
+    "address": "39 fitzroy street",
+    "area": "centre",
+    "price": "free",
+    "id": "54",
+    "name": "regency gallery",
+    "openhours": "?",
+    "phone": "01223365454",
+    "postcode": "cb11er",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.229515,
+      0.111645
+    ],
+    "address": "cambridge passenger cruisers , jubilee house",
+    "area": "north",
+    "price": "?",
+    "id": "55",
+    "name": "riverboat georgina",
+    "openhours": "?",
+    "phone": "01223902091",
+    "postcode": "cb43ax",
+    "pricerange": "?",
+    "type": "boat"
+  },
+  {
+    "location": [
+      52.20571,
+      0.131061
+    ],
+    "address": "anglia ruskin university , east road",
+    "area": "centre",
+    "price": "free",
+    "id": "56",
+    "name": "ruskin gallery",
+    "openhours": "?",
+    "phone": "01245493131",
+    "postcode": "cb11pt",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.20858,
+      0.148702
+    ],
+    "address": "the belfast yard , coldham 's road",
+    "area": "east",
+    "price": "free",
+    "id": "57",
+    "name": "saint barnabas press gallery",
+    "openhours": "?",
+    "phone": "01223902116",
+    "postcode": "cb13ew",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.202839,
+      0.116394
+    ],
+    "address": "king 's parade",
+    "area": "centre",
+    "price": "free",
+    "id": "58",
+    "name": "saint catharine 's college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223338300",
+    "postcode": "cb21rl",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.208803,
+      0.117411
+    ],
+    "address": "saint john 's street",
+    "area": "centre",
+    "price": "2.50 pounds",
+    "id": "59",
+    "name": "saint john 's college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223338600",
+    "postcode": "cb21tp",
+    "pricerange": "moderate",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.19806,
+      0.123185
+    ],
+    "address": "lensfield road",
+    "area": "centre",
+    "price": "free",
+    "id": "60",
+    "name": "scott polar museum",
+    "openhours": "it opens from 10:00 . to 04:00p . m . from tuesday to saturday",
+    "phone": "01223336540",
+    "postcode": "cb21er",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.200975,
+      0.116298
+    ],
+    "address": "granta place , mill lane",
+    "area": "centre",
+    "price": "?",
+    "id": "61",
+    "name": "scudamores punting co",
+    "openhours": "?",
+    "phone": "01223359750",
+    "postcode": "cb21rs",
+    "pricerange": "?",
+    "type": "boat"
+  },
+  {
+    "location": [
+      52.17674,
+      0.14559
+    ],
+    "address": "fen causeway , newnham road ,",
+    "area": "south",
+    "price": "free",
+    "id": "62",
+    "name": "sheep 's green and lammas land park fen causeway",
+    "openhours": "it is open from may to sept",
+    "phone": "01223302580",
+    "postcode": "cb22ad",
+    "pricerange": "free",
+    "type": "park"
+  },
+  {
+    "location": [
+      52.207464,
+      0.121342
+    ],
+    "address": "sidney street",
+    "area": "centre",
+    "price": "free",
+    "id": "63",
+    "name": "sidney sussex college",
+    "openhours": "it opens daily from 9 . to 5p . m . except during easter term",
+    "phone": "01223338800",
+    "postcode": "cb23hu",
+    "pricerange": "free",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.203878,
+      0.12044
+    ],
+    "address": "1 - 6 corn exchange street",
+    "area": "centre",
+    "price": "4 pounds",
+    "id": "64",
+    "name": "soul tree nightclub",
+    "openhours": "it opens from 09:30p . m . to 02:00 . from sunday to tuesday , from 09:00p . m . to 02:00 . on wednesday , and from 09:00p . m . to 02:30 . from thursday to saturday",
+    "phone": "01223477900",
+    "postcode": "cb23qf",
+    "pricerange": "cheap",
+    "type": "nightclub"
+  },
+  {
+    "location": [
+      52.18568,
+      0.144638
+    ],
+    "address": "cambridge leisure park , clifton way",
+    "area": "south",
+    "price": "?",
+    "id": "65",
+    "name": "tenpin",
+    "openhours": "?",
+    "phone": "08715501010",
+    "postcode": "cb17dy",
+    "pricerange": "?",
+    "type": "entertainment"
+  },
+  {
+    "location": [
+      52.20431,
+      0.119215
+    ],
+    "address": "wheeler street",
+    "area": "centre",
+    "price": "?",
+    "id": "66",
+    "name": "the cambridge corn exchange",
+    "openhours": "?",
+    "phone": "01223357851",
+    "postcode": "cb23qe",
+    "pricerange": "?",
+    "type": "theatre"
+  },
+  {
+    "location": [
+      52.211939,
+      0.118661
+    ],
+    "address": "251a chesterton road",
+    "area": "centre",
+    "price": "?",
+    "id": "67",
+    "name": "the cambridge punter",
+    "openhours": "?",
+    "phone": "07807718591",
+    "postcode": "cb41as",
+    "pricerange": "?",
+    "type": "boat"
+  },
+  {
+    "location": [
+      52.186715,
+      0.17882
+    ],
+    "address": "colville road , cherry hinton",
+    "area": "east",
+    "price": "?",
+    "id": "68",
+    "name": "the cherry hinton village centre",
+    "openhours": "it opens from 09:00 . to 08:00p . m . on sunday , and from 09:00 . to 10:00p . m . from monday to saturday",
+    "phone": "01223576412",
+    "postcode": "cb19ej",
+    "pricerange": "?",
+    "type": "multiple sports"
+  },
+  {
+    "location": [
+      52.206144,
+      0.120283
+    ],
+    "address": "8 market passage",
+    "area": "centre",
+    "price": "5 pounds",
+    "id": "69",
+    "name": "the fez club",
+    "openhours": "it opens on monday from 9p . m . to 2 . it is closed on tuesday . from wednesday to saturday it opens from 9p . m . to 2 . and it is closed on sunday",
+    "phone": "01223519224",
+    "postcode": "cb23hx",
+    "pricerange": "moderate",
+    "type": "nightclub"
+  },
+  {
+    "location": [
+      52.19855,
+      0.121785
+    ],
+    "address": "trumpington street",
+    "area": "centre",
+    "price": "free",
+    "id": "70",
+    "name": "the fitzwilliam museum",
+    "openhours": "from tuesday to saturday it opens from 10 . to 5p . m . while on sunday , monday and bank holidays it opens from 12 to 5p . m.",
+    "phone": "01223332900",
+    "postcode": "cb21rb",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.190325,
+      0.135755
+    ],
+    "address": "clifton way",
+    "area": "south",
+    "price": "?",
+    "id": "71",
+    "name": "the junction",
+    "openhours": "?",
+    "phone": "01223511511",
+    "postcode": "cb17gx",
+    "pricerange": "?",
+    "type": "theatre"
+  },
+  {
+    "location": [
+      52.204746,
+      0.136515
+    ],
+    "address": "2 norfolk street",
+    "area": "centre",
+    "price": "?",
+    "id": "72",
+    "name": "the man on the moon",
+    "openhours": "?",
+    "phone": "01223474144",
+    "postcode": "cb12lf",
+    "pricerange": "?",
+    "type": "concert hall"
+  },
+  {
+    "location": [
+      52.1725982,
+      0.1112224
+    ],
+    "address": "22 sidney street",
+    "area": "south",
+    "price": "?",
+    "id": "73",
+    "name": "the place",
+    "openhours": "it opens from 10:30p . m . to 03:30 . on tuesday , from 10:00p . m . to 02:30 . on thursday , from 10:00p . m . to 04:00 . on friday and saturday , and from 10:00p . m . to 02:00 . on sunday",
+    "phone": "01223324600",
+    "postcode": "cb23hg",
+    "pricerange": "moderate",
+    "type": "nightclub"
+  },
+  {
+    "location": [
+      52.207081,
+      0.117622
+    ],
+    "address": "trinity street",
+    "area": "centre",
+    "price": "1 pound",
+    "id": "74",
+    "name": "trinity college",
+    "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+    "phone": "01223338400",
+    "postcode": "cb21tq",
+    "pricerange": "cheap",
+    "type": "college"
+  },
+  {
+    "location": [
+      52.20571,
+      0.131061
+    ],
+    "address": "the grafton centre , east road",
+    "area": "centre",
+    "price": "?",
+    "id": "75",
+    "name": "vue cinema",
+    "openhours": "?",
+    "phone": "08712240240",
+    "postcode": "cb11ps",
+    "pricerange": "?",
+    "type": "cinema"
+  },
+  {
+    "location": [
+      52.119551,
+      0.181018
+    ],
+    "address": "wandlebury ring , gog magog hills , babraham",
+    "area": "south",
+    "price": "free",
+    "id": "76",
+    "name": "wandlebury country park",
+    "openhours": "always",
+    "phone": "01223243830",
+    "postcode": "cb223ae",
+    "pricerange": "free",
+    "type": "park"
+  },
+  {
+    "location": [
+      52.254,
+      0.016478
+    ],
+    "address": "unit 8 , viking way , bar hill",
+    "area": "west",
+    "price": "?",
+    "id": "77",
+    "name": "whale of a time",
+    "openhours": "it opens from 09:30 . to 06:00p . m . daily",
+    "phone": "01954781018",
+    "postcode": "cb238el",
+    "pricerange": "?",
+    "type": "entertainment"
+  },
+  {
+    "location": [
+      52.203117,
+      0.118928
+    ],
+    "address": "free school lane",
+    "area": "centre",
+    "price": "free",
+    "id": "78",
+    "name": "whipple museum of the history of science",
+    "openhours": "it opens from 12:30p . m . to 04:30p . m . from monday to friday",
+    "phone": "01223330906",
+    "postcode": "cb23rh",
+    "pricerange": "free",
+    "type": "museum"
+  },
+  {
+    "location": [
+      52.2002,
+      0.1385
+    ],
+    "address": "gwydir street , no . 5 dale 's brewery",
+    "area": "centre",
+    "price": "free",
+    "id": "79",
+    "name": "williams art and antiques",
+    "openhours": "it opens from 11:00 . to 06:00p . m . from tuesday to friday , from 11:00 . to 05:00p . m . on saturday and sunday , and it is closed on monday",
+    "phone": "01223311687",
+    "postcode": "cb12lj",
+    "pricerange": "free",
+    "type": "museum"
+  }
+]

data/preprocessed/UBAR/db_processed/hospital_db_processed.json

@@ -0,0 +1,332 @@
+[
+  {
+    "id": 0,
+    "department": "neurosciences critical care unit",
+    "phone": "01223216297"
+  },
+  {
+    "id": 1,
+    "department": "trauma high dependency unit",
+    "phone": "01223216305"
+  },
+  {
+    "id": 2,
+    "department": "neurology neurosurgery",
+    "phone": "01223217216"
+  },
+  {
+    "id": 3,
+    "department": "oncology neurosurgery",
+    "phone": "01223216314"
+  },
+  {
+    "id": 4,
+    "department": "children 's oncology and haematology",
+    "phone": "01223217231"
+  },
+  {
+    "id": 5,
+    "department": "children 's surgical and medicine",
+    "phone": "01223217450"
+  },
+  {
+    "id": 6,
+    "department": "acute medicine for the elderly",
+    "phone": "01223217261"
+  },
+  {
+    "id": 7,
+    "department": "general medicine and nephrology",
+    "phone": "01223217195"
+  },
+  {
+    "id": 8,
+    "department": "medicine for the elderly",
+    "phone": "01223216988"
+  },
+  {
+    "id": 9,
+    "department": "hepatobillary and gastrointestinal surgery regional referral centre",
+    "phone": "01223217300"
+  },
+  {
+    "id": 10,
+    "department": "trauma and orthopaedics",
+    "phone": "01223217279"
+  },
+  {
+    "id": 11,
+    "department": "teenage cancer trust unit",
+    "phone": "01223274222"
+  },
+  {
+    "id": 12,
+    "department": "haematology and haematological oncology",
+    "phone": "01223217312"
+  },
+  {
+    "id": 13,
+    "department": "children 's surgical and medicine",
+    "phone": "01223217250"
+  },
+  {
+    "id": 14,
+    "department": "intermediate dependancy area",
+    "phone": "01223348144"
+  },
+  {
+    "id": 15,
+    "department": "hepatology",
+    "phone": "01223217712"
+  },
+  {
+    "id": 16,
+    "department": "haematology",
+    "phone": "01223274679"
+  },
+  {
+    "id": 17,
+    "department": "neurology",
+    "phone": "01223274680"
+  },
+  {
+    "id": 18,
+    "department": "surgery",
+    "phone": "01223217303"
+  },
+  {
+    "id": 19,
+    "department": "trauma and orthopaedics",
+    "phone": "01223217282"
+  },
+  {
+    "id": 20,
+    "department": "oncology",
+    "phone": "01223217708"
+  },
+  {
+    "id": 21,
+    "department": "infectious diseases",
+    "phone": "01223217314"
+  },
+  {
+    "id": 22,
+    "department": "haematology day unit",
+    "phone": "01223348169"
+  },
+  {
+    "id": 23,
+    "department": "clinical decisions unit",
+    "phone": "01223596203"
+  },
+  {
+    "id": 24,
+    "department": "acute medical assessment unit",
+    "phone": "01223348314"
+  },
+  {
+    "id": 25,
+    "department": "medical short stay unit",
+    "phone": "01223348336"
+  },
+  {
+    "id": 26,
+    "department": "inpatient occupational therapy",
+    "phone": "01223216881"
+  },
+  {
+    "id": 27,
+    "department": "paediatric day unit",
+    "phone": "01223217567"
+  },
+  {
+    "id": 28,
+    "department": "paediatric clinic",
+    "phone": "01223348313"
+  },
+  {
+    "id": 29,
+    "department": "medicine for the elderly",
+    "phone": "01223274744"
+  },
+  {
+    "id": 30,
+    "department": "transplant high dependency unit",
+    "phone": "01223216811"
+  },
+  {
+    "id": 31,
+    "department": "diabetes and endocrinology",
+    "phone": "01223217323"
+  },
+  {
+    "id": 32,
+    "department": "infusion services",
+    "phone": "01223586967"
+  },
+  {
+    "id": 33,
+    "department": "medicine for the elderly",
+    "phone": "01223217484"
+  },
+  {
+    "id": 34,
+    "department": "medicine for the elderly",
+    "phone": "01223217498"
+  },
+  {
+    "id": 35,
+    "department": "transplant unit",
+    "phone": "01223217711"
+  },
+  {
+    "id": 36,
+    "department": "medicine for the elderly",
+    "phone": "01223217428"
+  },
+  {
+    "id": 37,
+    "department": "theatre admissions unit",
+    "phone": "01223256583"
+  },
+  {
+    "id": 38,
+    "department": "cardiology",
+    "phone": "01223256233"
+  },
+  {
+    "id": 39,
+    "department": "major trauma unit",
+    "phone": "01223349881"
+  },
+  {
+    "id": 40,
+    "department": "cardiology and coronary care unit",
+    "phone": "01223256459"
+  },
+  {
+    "id": 41,
+    "department": "colorectal surgery",
+    "phone": "01223348545"
+  },
+  {
+    "id": 42,
+    "department": "plastic and vascular surgery plastics",
+    "phone": "01223274280"
+  },
+  {
+    "id": 43,
+    "department": "gastroenterology",
+    "phone": "01223274284"
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data/preprocessed/UBAR/db_processed/hotel_db_processed.json

@@ -0,0 +1,749 @@
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+      "single": "55"
+    },
+    "address": "warkworth terrace",
+    "area": "east",
+    "internet": "yes",
+    "parking": "yes",
+    "id": "31",
+    "name": "warkworth house",
+    "phone": "01223363682",
+    "postcode": "cb11ee",
+    "pricerange": "moderate",
+    "stars": "4",
+    "takesbookings": "yes",
+    "type": "guest house"
+  },
+  {
+    "location": [
+      52.2309912,
+      0.1295545
+    ],
+    "price": {
+      "double": "60",
+      "family": "85",
+      "single": "49"
+    },
+    "address": "152 chesterton road",
+    "area": "north",
+    "internet": "yes",
+    "parking": "yes",
+    "id": "32",
+    "name": "worth house",
+    "phone": "01223316074",
+    "postcode": "cb41da",
+    "pricerange": "cheap",
+    "stars": "4",
+    "takesbookings": "yes",
+    "type": "guest house"
+  }
+]

data/preprocessed/UBAR/db_processed/police_db_processed.json

@@ -0,0 +1,8 @@
+[
+  {
+    "id": 0,
+    "name": "parkside police station",
+    "address": "parkside , cambridge",
+    "phone": "01223358966"
+  }
+]

data/preprocessed/UBAR/db_processed/restaurant_db_processed.json

@@ -0,0 +1,1761 @@
+[
+  {
+    "location": [
+      52.20103,
+      0.126023
+    ],
+    "address": "regent street city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19210",
+    "introduction": "pizza hut is a large chain with restaurant -s nationwide offering convenience pizzas pasta and salads to eat in or take away",
+    "name": "pizza hut city centre",
+    "phone": "01223323737",
+    "postcode": "cb21ab",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.21768,
+      0.224907
+    ],
+    "address": "finders corner newmarket road",
+    "area": "east",
+    "food": "international",
+    "id": "30650",
+    "introduction": "",
+    "name": "the missing sock",
+    "phone": "01223812660",
+    "postcode": "cb259aq",
+    "pricerange": "cheap",
+    "signature": "african babooti",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200187,
+      0.126407
+    ],
+    "address": "106 regent street city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19214",
+    "introduction": "curry garden serves traditional indian and bangladeshi cuisine cooked with fresh produce delivered every day",
+    "name": "curry garden",
+    "phone": "01223302330",
+    "postcode": "cb21dp",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.188528,
+      0.140627
+    ],
+    "address": "82 cherry hinton road cherry hinton",
+    "area": "south",
+    "food": "chinese",
+    "id": "19192",
+    "name": "the good luck chinese food takeaway",
+    "phone": "01223244149",
+    "postcode": "cb17ag",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.190176,
+      0.13699
+    ],
+    "address": "g4 cambridge leisure park clifton way cherry hinton",
+    "area": "south",
+    "food": "italian",
+    "id": "19196",
+    "introduction": "pizza hut is a large chain with restaurant -s nationwide offering convenience pizzas pasta and salads to eat in or take away",
+    "name": "pizza hut cherry hinton",
+    "phone": "01223323737",
+    "postcode": "cb17dy",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.188747,
+      0.138941
+    ],
+    "address": "64 cherry hinton road cherry hinton",
+    "area": "south",
+    "food": "indian",
+    "id": "19191",
+    "introduction": "taj tandoori serves a variety of indian dishes to eat in or take away catering for private parties of up to 50 guests is available upon request",
+    "name": "taj tandoori",
+    "phone": "01223412299",
+    "postcode": "cb17aa",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.18889,
+      0.13589
+    ],
+    "address": "152 - 154 hills road",
+    "area": "south",
+    "food": "modern european",
+    "id": "14731",
+    "introduction": "",
+    "name": "restaurant alimentum",
+    "phone": "01223413000",
+    "postcode": "cb28pb",
+    "pricerange": "moderate",
+    "signature": "slowroast sirloin of beef red onion celeriac and garlic",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.212992,
+      0.157569
+    ],
+    "address": "529 newmarket road fen ditton",
+    "area": "east",
+    "food": "chinese",
+    "id": "19273",
+    "introduction": "yu garden serves authentic chinese cuisine",
+    "name": "yu garden",
+    "phone": "01223248882",
+    "postcode": "cb58pa",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.205442,
+      0.119706
+    ],
+    "address": "market hill city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19240",
+    "name": "stazione restaurant and coffee bar",
+    "phone": "01223352607",
+    "postcode": "cb23nj",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.213072,
+      0.149771
+    ],
+    "address": "451 newmarket road fen ditton",
+    "area": "east",
+    "food": "indian",
+    "id": "19270",
+    "introduction": "curry prince is a neighbourhood indian restaurant serving authentic cuisine",
+    "name": "curry prince",
+    "phone": "01223566388",
+    "postcode": "cb58jj",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.201743,
+      0.124843
+    ],
+    "address": "regent street city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19212",
+    "introduction": "charlie chan serves a variety of popular chinese dishes at their restaurant",
+    "name": "charlie chan",
+    "phone": "01223361763",
+    "postcode": "cb21db",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.203708,
+      0.119082
+    ],
+    "address": "free school lane city centre",
+    "area": "centre",
+    "food": "european",
+    "id": "19245",
+    "introduction": "eraina serves a variety of drinks and european dishes with influences from france spain italy and greece catering for vegetarians is also provided",
+    "name": "eraina",
+    "phone": "01223368786",
+    "postcode": "cb23rh",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.201743,
+      0.124843
+    ],
+    "address": "regent street city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19213",
+    "introduction": "the simple menu and kitchen concept at pizza express has retained its freshly made ideal and you can still watch your pizza being prepared for you",
+    "name": "pizza express",
+    "phone": "01223324033",
+    "postcode": "cb21db",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20103,
+      0.126023
+    ],
+    "address": "de vere university arms regent street city centre",
+    "area": "centre",
+    "food": "british",
+    "id": "19211",
+    "introduction": "adjoining the de vere university arms restaurant 1 7 is located at the forefront of regent street , and provides a birds eye view to take in the hustle and bustle of the busy city . enjoy beautifully created food which is always complemented by a fine selection of wines in a truly relaxing and contemporary atmosphere",
+    "name": "restaurant 1 7",
+    "phone": "01223337766",
+    "postcode": "cb21ab",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.209028,
+      0.118296
+    ],
+    "address": "12 bridge street city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19229",
+    "introduction": "ask is a leading name in the uk casual dining market with over 100 restaurant -s across the uk . ask is the perfect place to relax and enjoy mouthwatering risottos an extended range of hearty al forno dishes and all your favourite pastas pizzas and salads",
+    "name": "ask restaurant",
+    "phone": "01223364917",
+    "postcode": "cb21uf",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.204453,
+      0.118693
+    ],
+    "address": "11 peas hill city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19242",
+    "introduction": "jinling noodle bar serves a wide range of chinese and shanghai dishes reflecting many different flavours and ingredients",
+    "name": "jinling noodle bar",
+    "phone": "01223566188",
+    "postcode": "cb23pp",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.2002,
+      0.1268
+    ],
+    "address": "83 regent street",
+    "area": "centre",
+    "food": "modern european",
+    "id": "3697",
+    "introduction": "de luca cucina bar in the heart of cambridge is a stylish spot to enjoy food , wine , cocktails and coffee all in a vibrant atmosphere . the cocktail bar at the front is perfect for coffee and light meal -s in the day and cocktails in the evening . an open kitchen provides real excitement with head chef darren kiegher and his team preparing simply delicious italian food using locally sourced ingredients .",
+    "name": "de luca cucina and bar",
+    "phone": "01223356666",
+    "postcode": "cb21aw",
+    "pricerange": "moderate",
+    "signature": "roasted barbary duck breast served with sweet potato wedges and mange tout with a red wine sauce",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.202449,
+      0.141062
+    ],
+    "address": "2 sturton street city centre",
+    "area": "centre",
+    "food": "gastropub",
+    "id": "19188",
+    "introduction": "the backstreet bistro is a gastropub with a separate bar area serving a couple of good real ales and a dining room serving modern european food . there is a decked area to sit out in during the summer months",
+    "name": "backstreet bistro",
+    "phone": "01223306306",
+    "postcode": "cb12qa",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.215486,
+      0.111167
+    ],
+    "address": "68 histon road chesterton",
+    "area": "west",
+    "food": "indian",
+    "id": "19266",
+    "introduction": "tandoori palace serve a variety of indian and bangladeshi dishes and can cater for private parties of up to 110 guests upon request",
+    "name": "tandoori palace",
+    "phone": "01223506055",
+    "postcode": "cb43le",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20025,
+      0.11659
+    ],
+    "address": "doubletree by hilton cambridge granta place mill lane",
+    "area": "centre",
+    "food": "modern european",
+    "id": "10347",
+    "introduction": "",
+    "name": "riverside brasserie",
+    "phone": "01223259988",
+    "postcode": "cb21rt",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200422,
+      0.135784
+    ],
+    "address": "74 mill road city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19180",
+    "introduction": "kohinoor serves a variety of indian and vegetarian dishes at their restaurant a takeaway and delivery service is also available",
+    "name": "kohinoor",
+    "phone": "01223323639",
+    "postcode": "cb12as",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.190176,
+      0.13699
+    ],
+    "address": "2 g cambridge leisure park cherry hinton road cherry hinton",
+    "area": "south",
+    "food": "mexican",
+    "id": "19194",
+    "introduction": "chiquito is a chain of inexpensive tex mex restaurant -s predominantly aimed at tourists . they serve a variety of mexican and north of the border food as well as a range of cocktails",
+    "name": "chiquito restaurant bar",
+    "phone": "01223400170",
+    "postcode": "cb17dy",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.21032,
+      0.11367
+    ],
+    "address": "21 - 24 northampton road",
+    "area": "west",
+    "food": "italian",
+    "id": "12700",
+    "introduction": "",
+    "name": "prezzo",
+    "phone": "01799521260",
+    "postcode": "cb30ad",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199332,
+      0.138395
+    ],
+    "address": "88 mill road city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19185",
+    "introduction": "rice house serve a variety of popular chinese dishes at their restaurant",
+    "name": "rice house",
+    "phone": "01223367755",
+    "postcode": "cb12bd",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.195416,
+      0.13114
+    ],
+    "address": "59 hills road city centre",
+    "area": "centre",
+    "food": "lebanese",
+    "id": "19221",
+    "name": "ali baba",
+    "phone": "01462432565",
+    "postcode": "cb21nt",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.202793,
+      0.123488
+    ],
+    "address": "35 saint andrews street city centre",
+    "area": "centre",
+    "food": "international",
+    "id": "19235",
+    "introduction": "the varsity restaurant serves a variety of international and vegetarian dishes and can cater for private parties of up to 40 guests upon request",
+    "name": "the varsity restaurant",
+    "phone": "01223356060",
+    "postcode": "cb23ar",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.207312,
+      0.124201
+    ],
+    "address": "40270 king street city centre",
+    "area": "centre",
+    "food": "modern european",
+    "id": "19177",
+    "introduction": "darrys cookhouse and wine shop is an award winning drinking and dining restaurant and bar in the centre of cambridge",
+    "name": "darrys cookhouse and wine shop",
+    "phone": "01223505015",
+    "postcode": "cb11ln",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199289,
+      0.13974
+    ],
+    "address": "mill road city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19182",
+    "introduction": "the golden curry serves a variety of authentic indian dishes at their fully licensed restaurant",
+    "name": "the golden curry",
+    "phone": "01223329432",
+    "postcode": "cb12az",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.212444,
+      0.112823
+    ],
+    "address": "71 castle street city centre",
+    "area": "west",
+    "food": "indian",
+    "id": "19249",
+    "introduction": "cocum specialises in south indian cuisine using spices meat and vegetables from the kerala region there is also a take away option",
+    "name": "cocum",
+    "phone": "01223366668",
+    "postcode": "cb30ah",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20608,
+      0.118215
+    ],
+    "address": "st . michael 's church trinity street city centre",
+    "area": "centre",
+    "food": "european",
+    "id": "19227",
+    "introduction": "digby trout is a chain of restaurant -s that are located in many of london 's premier tourist attractions . they serve modern european cuisine and are open for lunch and dinner . situated in st michaels church , michaelhouse cafe serves coffee sandwiches and lunch from a regularly changing menu",
+    "name": "michaelhouse cafe",
+    "phone": "01223309147",
+    "postcode": "cb21su",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199012,
+      0.113196
+    ],
+    "address": "37 newnham road newnham",
+    "area": "west",
+    "food": "indian",
+    "id": "19255",
+    "introduction": "the rice boat serves an authentic kind of indian cuisine that originates from the villages of kerala where the spice trade originated",
+    "name": "rice boat",
+    "phone": "01223302800",
+    "postcode": "cb39ey",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.19934,
+      0.12146
+    ],
+    "address": "15 - 19 trumpington street",
+    "area": "centre",
+    "food": "european",
+    "id": "4607",
+    "introduction": "",
+    "name": "hotel du vin and bistro",
+    "phone": "01223227330",
+    "postcode": "cb21qa",
+    "pricerange": "moderate",
+    "signature": "",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.212444,
+      0.112823
+    ],
+    "address": "41518 castle street city centre",
+    "area": "west",
+    "food": "indian",
+    "id": "19250",
+    "introduction": "maharajah tandoori restaurant serve a variety of indian and tandoori dishes at their restaurant catering for private parties of up to 40 guests is available upon request",
+    "name": "maharajah tandoori restaurant",
+    "phone": "01223358399",
+    "postcode": "cb30ah",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20342,
+      0.12171
+    ],
+    "address": "crowne plaza hotel 20 downing street",
+    "area": "centre",
+    "food": "international",
+    "id": "14742",
+    "introduction": "",
+    "name": "bloomsbury restaurant",
+    "phone": "08719429180",
+    "postcode": "cb23dt",
+    "pricerange": "moderate",
+    "signature": "coconut and red chilli monkfish",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.210226,
+      0.115646
+    ],
+    "address": "17 magdalene street city centre",
+    "area": "west",
+    "food": "vietnamese",
+    "id": "19248",
+    "introduction": "thanh binh serve a variety of vietnamese dishes as well as selling an assortment of tea and coffees",
+    "name": "thanh binh",
+    "phone": "01223362456",
+    "postcode": "cb30af",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20903,
+      0.1183
+    ],
+    "address": "14 -16 bridge street",
+    "area": "centre",
+    "food": "spanish",
+    "id": "12566",
+    "introduction": "la tasca is a spanish tapas restaurant and bar offering over 30 tapas dishes",
+    "name": "la tasca",
+    "phone": "01223464630",
+    "postcode": "cb21uf",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.215311,
+      0.12593
+    ],
+    "address": "20 milton road chesterton",
+    "area": "north",
+    "food": "italian",
+    "id": "19259",
+    "introduction": "da vinci pizzeria serve an extensive range of pizza and italian dishes as well as some vegetarian options a takeaway and delivery service is also available",
+    "name": "da vinci pizzeria",
+    "phone": "01223351707",
+    "postcode": "cb41jy",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.213742,
+      0.1242
+    ],
+    "address": "22 chesterton road chesterton",
+    "area": "north",
+    "food": "french",
+    "id": "19264",
+    "name": "restaurant 2 two",
+    "phone": "01223351880",
+    "postcode": "cb43ax",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.208055,
+      0.118397
+    ],
+    "address": "12 st . johns street city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19228",
+    "introduction": "ugly duckling serves a variety of chinese dishes to eat in or take away they also offer 10 percent discount on takeaway orders",
+    "name": "ugly duckling",
+    "postcode": "cb21tw",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.203,
+      0.12375
+    ],
+    "address": "36 saint andrews street",
+    "area": "centre",
+    "food": "japanese",
+    "id": "12638",
+    "introduction": "",
+    "name": "wagamama",
+    "phone": "01223462354",
+    "postcode": "cb23ar",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.204609,
+      0.137976
+    ],
+    "address": "12 norfolk street city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19186",
+    "introduction": "lan hong house serves great value home cooked authentic chinese food with over 2 5 dishes available from the buffet",
+    "name": "lan hong house",
+    "phone": "01223350420",
+    "postcode": "cb12lf",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.19017,
+      0.13699
+    ],
+    "address": "cambridge leisure park clifton way",
+    "area": "south",
+    "food": "portuguese",
+    "id": "12238",
+    "introduction": "it 's nandos",
+    "name": "nandos",
+    "phone": "01223327908",
+    "postcode": "cb17dy",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.1987,
+      0.12578
+    ],
+    "address": "6 lensfield road",
+    "area": "centre",
+    "food": "british",
+    "id": "13071",
+    "introduction": "",
+    "name": "the oak bistro",
+    "phone": "01223323361",
+    "postcode": "cb21eg",
+    "pricerange": "moderate",
+    "signature": "chargrilled rib eye steak with truffle butter mixed salad and fries",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.204387,
+      0.117841
+    ],
+    "address": "4 kings parade city centre",
+    "area": "centre",
+    "food": "british",
+    "id": "19226",
+    "introduction": "the copper kettle serve a variety of english dishes at their restaurant including full english breakfast -s lunches , roast dinner -s and baked potatoes . a takeaway menu is also provided",
+    "name": "the copper kettle",
+    "phone": "01223365068",
+    "postcode": "cb21sj",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.190176,
+      0.13699
+    ],
+    "address": "cambridge leisure park clifton way cherry hinton",
+    "area": "south",
+    "food": "chinese",
+    "id": "19197",
+    "name": "the lucky star",
+    "phone": "01223244277",
+    "postcode": "cb17dy",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.202598,
+      0.118342
+    ],
+    "address": "51 trumpington street city centre",
+    "area": "centre",
+    "food": "british",
+    "id": "19224",
+    "introduction": "fitzbillies restaurant serves a variety of bistro style lunches , anglo - european a la carte evening meals , as well as teas coffees and cakes throughout the day . catering for private parties is available upon request",
+    "name": "fitzbillies restaurant",
+    "phone": "01223352500",
+    "postcode": "cb21rg",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200187,
+      0.126407
+    ],
+    "address": "108 regent street city centre",
+    "area": "centre",
+    "food": "korean",
+    "id": "19216",
+    "introduction": "little seoul offer a variety of korean cuisine for lunch and dinner",
+    "name": "little seoul",
+    "phone": "01223308681",
+    "postcode": "cb21dp",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.197349,
+      0.145075
+    ],
+    "address": "196 mill road city centre",
+    "area": "centre",
+    "food": "turkish",
+    "id": "19189",
+    "introduction": "meze is a restaurant and bar that serves tasty and fresh turkish cuisine set in an informal relaxed atmosphere the bar area also serves a wide range of beers wines and spirits",
+    "name": "meze bar",
+    "postcode": "cb13nf",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.201423,
+      0.116661
+    ],
+    "address": "40210 millers yard city centre",
+    "area": "centre",
+    "food": "asian oriental",
+    "id": "19225",
+    "introduction": "dojo noodle bar serves a variety of japanese chinese vietnamese korean and malaysian dishes to eat in or take away sister restaurant to touzai",
+    "name": "dojo noodle bar",
+    "phone": "01223363471",
+    "postcode": "cb21rq",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.210226,
+      0.115646
+    ],
+    "address": "15 magdalene street city centre",
+    "area": "west",
+    "food": "italian",
+    "id": "19247",
+    "introduction": "la margherita serve a variety of italian and vegetarian dishes at their restaurant",
+    "name": "la margherita",
+    "phone": "01223315232",
+    "postcode": "cb30af",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.207446,
+      0.122788
+    ],
+    "address": "40428 king street city centre",
+    "area": "centre",
+    "food": "asian oriental",
+    "id": "19175",
+    "introduction": "yippee noodle bar serves a variety of oriental and vegetarian dishes at their restaurant they also have a bar area and offer a take away service",
+    "name": "yippee noodle bar",
+    "phone": "01223518111",
+    "postcode": "cb11lh",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.215157,
+      0.125015
+    ],
+    "address": "7 milton road chesterton",
+    "area": "north",
+    "food": "indian",
+    "id": "19263",
+    "name": "the nirala",
+    "phone": "01223360966",
+    "postcode": "cb41uy",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.204703,
+      0.133238
+    ],
+    "address": "183 east road city centre",
+    "area": "centre",
+    "food": "british",
+    "id": "19171",
+    "introduction": "cotto is a restaurant cafe and bakery all rolled in to 1 . the restaurant upstairs is open for dinner from wednesday to saturday consisting of 1 menu of between 3 to 5 dishes tailored to the day the cafe and bakery offer cakes and other delicacies",
+    "name": "cotto",
+    "phone": "01223302010",
+    "postcode": "cb11bg",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.21031,
+      0.11381
+    ],
+    "address": "21 - 24 northampton street",
+    "area": "west",
+    "food": "british",
+    "id": "14810",
+    "introduction": "",
+    "name": "saint johns chop house",
+    "phone": "01223353110",
+    "postcode": "cb30ad",
+    "pricerange": "moderate",
+    "signature": "barnsley chop braised potatoes roast celeriac red cabbage and port sauce",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.209742,
+      0.146975
+    ],
+    "address": "cambridge retail park newmarket road fen ditton",
+    "area": "east",
+    "food": "italian",
+    "id": "19275",
+    "introduction": "pizza hut is a large chain with restaurant -s nationwide offering convenience pizzas pasta and salads to eat in or take away",
+    "name": "pizza hut fen ditton",
+    "phone": "01223323737",
+    "postcode": "cb58wr",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.198696,
+      0.12578
+    ],
+    "address": "12 lensfield road city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19219",
+    "name": "golden house",
+    "phone": "01842753771",
+    "postcode": "cb21eg",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200187,
+      0.126407
+    ],
+    "address": "86 regent street city centre",
+    "area": "centre",
+    "food": "asian oriental",
+    "id": "19215",
+    "introduction": "j restaurant offers a wide variety of sushi noodles and dim sum to eat in or takeaway a home delivery service is also available",
+    "name": "j restaurant",
+    "phone": "01223307581",
+    "postcode": "cb21dp",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20951,
+      0.11669
+    ],
+    "address": "33 bridge street",
+    "area": "centre",
+    "food": "european",
+    "id": "6780",
+    "introduction": "",
+    "name": "galleria",
+    "phone": "01223362054",
+    "postcode": "cb21uw",
+    "pricerange": "moderate",
+    "signature": "poached fillets of monkfish in lemongrass with sweet red chilli cream sauce and tiger prawns with leeks and mushrooms served with rice",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.204424,
+      0.12046
+    ],
+    "address": "corn exchange street",
+    "area": "centre",
+    "food": "gastropub",
+    "id": "31390",
+    "introduction": "",
+    "name": "the cow pizza kitchen and bar",
+    "phone": "01223308871",
+    "postcode": "cb23qf",
+    "pricerange": "moderate",
+    "signature": "wasabi spiked hamburger",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199332,
+      0.138395
+    ],
+    "address": "100 mill road city centre",
+    "area": "centre",
+    "food": "african",
+    "id": "19183",
+    "introduction": "bedouin serves algerian cuisine",
+    "name": "bedouin",
+    "phone": "01223367660",
+    "postcode": "cb12bd",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.206098,
+      0.118713
+    ],
+    "address": "2 rose crescent city centre",
+    "area": "centre",
+    "food": "mediterranean",
+    "id": "19238",
+    "introduction": "the gardenia serves a variety of authentic greek and mediterranean dishes at their restaurant catering for private parties of up to 2 5 guests is available upon request",
+    "name": "the gardenia",
+    "phone": "01223356354",
+    "postcode": "cb23ll",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.201116,
+      0.125712
+    ],
+    "address": "47 - 53 regent street",
+    "area": "centre",
+    "food": "italian",
+    "id": "29652",
+    "introduction": "",
+    "name": "zizzi cambridge",
+    "phone": "01223365599",
+    "postcode": "cb21ab",
+    "pricerange": "cheap",
+    "signature": "piccante rustica pizza , a spicy sausage salami mascarpone and roquito chilli",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.212992,
+      0.157569
+    ],
+    "address": "newmarket road fen ditton",
+    "area": "east",
+    "food": "indian",
+    "id": "19272",
+    "introduction": "pipasha restaurant serves a variety of indian dishes to eat in or take away a delivery service is also available",
+    "name": "pipasha restaurant",
+    "phone": "01223577786",
+    "postcode": "cb58pa",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.203,
+      0.12375
+    ],
+    "address": "33 - 34 saint andrews street",
+    "area": "centre",
+    "food": "portuguese",
+    "id": "12237",
+    "introduction": "",
+    "name": "nandos city centre",
+    "phone": "01223327908",
+    "postcode": "cb23ar",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.213853,
+      0.125509
+    ],
+    "address": "victoria avenue chesterton",
+    "area": "north",
+    "food": "indian",
+    "id": "19257",
+    "name": "royal spice",
+    "phone": "01733553355",
+    "postcode": "cb41eh",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.215311,
+      0.12593
+    ],
+    "address": "milton road chesterton",
+    "area": "north",
+    "food": "chinese",
+    "id": "19260",
+    "introduction": "a unique treat for all lovers of chinese cuisine . from the spice islands to the food streets of beijing and the finest ocean catch .",
+    "name": "hakka",
+    "phone": "01223568988",
+    "postcode": "cb41jy",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.206098,
+      0.118713
+    ],
+    "address": "4 - 6 rose crescent",
+    "area": "centre",
+    "food": "spanish",
+    "id": "19237",
+    "introduction": "",
+    "name": "la raza",
+    "phone": "01223464550",
+    "postcode": "cb23ll",
+    "pricerange": "cheap",
+    "signature": "seafood paella",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200187,
+      0.126407
+    ],
+    "address": "72 regent street city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19218",
+    "introduction": "the gandhi serves a variety of indian and bangladeshi dishes at their restaurant to eat in or take away . catering for private parties of up to 140 guests is available upon request",
+    "name": "the gandhi",
+    "phone": "01223353942",
+    "postcode": "cb21dp",
+    "pricerange": "cheap",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.220757,
+      0.111564
+    ],
+    "address": "191 histon road chesterton",
+    "area": "north",
+    "food": "chinese",
+    "id": "19265",
+    "introduction": "the golden wok serves a variety of traditional chinese meal -s including sweet and sour dishes as well as rice and noodles",
+    "name": "golden wok",
+    "phone": "01223350688",
+    "postcode": "cb43hl",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.215077,
+      0.112421
+    ],
+    "address": "205 victoria road chesterton",
+    "area": "west",
+    "food": "indian",
+    "id": "19267",
+    "name": "meghna",
+    "phone": "01223727410",
+    "postcode": "cb43lf",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.196862,
+      0.129248
+    ],
+    "address": "hills road city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19220",
+    "introduction": "the saffron brasserie serve a variety of dishes from their contemporary indian and bangladeshi menu . catering for private parties of up to 100 guests is available upon request",
+    "name": "saffron brasserie",
+    "phone": "01223354679",
+    "postcode": "cb21la",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.210013,
+      0.118007
+    ],
+    "address": "thompsons lane fen ditton",
+    "area": "centre",
+    "food": "mediterranean",
+    "id": "19268",
+    "name": "la mimosa",
+    "phone": "01223362525",
+    "postcode": "cb58aq",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.206111,
+      0.132969
+    ],
+    "address": "39 burleigh street city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19173",
+    "introduction": "shanghai family restaurant comprises a french cafe on the lower level and a chinese restaurant upstairs",
+    "name": "shanghai family restaurant",
+    "phone": "01223301761",
+    "postcode": "cb11dg",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200693,
+      0.119744
+    ],
+    "address": "the little rose 37 trumpington street",
+    "area": "centre",
+    "food": "seafood",
+    "id": "19223",
+    "introduction": "using the freshest seafood from the loch of the same name , loch fyne restaurant -s serve a variety of shellfish and smoked fish all of which are complimented by an extensive wine list . non - seafood dishes are also available",
+    "name": "loch fyne",
+    "phone": "01223362433",
+    "postcode": "cb21qy",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20143,
+      0.11664
+    ],
+    "address": "3 - 5 millers yard mill lane",
+    "area": "centre",
+    "food": "indian",
+    "id": "15275",
+    "introduction": "",
+    "name": "mahal of cambridge",
+    "phone": "01223360409",
+    "postcode": "cb21rq",
+    "pricerange": "cheap",
+    "signature": "chicken tikka masala",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.208252,
+      0.119957
+    ],
+    "address": "jesus lane fen ditton",
+    "area": "centre",
+    "food": "italian",
+    "id": "19269",
+    "introduction": "the simple menu and kitchen concept at pizza express has retained its freshly made ideal , and you can still watch your pizza being prepared for you . this branch has live jazz music",
+    "name": "pizza express fen ditton",
+    "phone": "01223324033",
+    "postcode": "cb58ba",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199012,
+      0.113196
+    ],
+    "address": "35 newnham road newnham",
+    "area": "west",
+    "food": "thai",
+    "id": "19256",
+    "introduction": "sala thong serves a variety of thai dishes at their restaurant catering for private parties of up to 40 guests is available upon request",
+    "name": "sala thong",
+    "phone": "01223323178",
+    "postcode": "cb39ey",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.215157,
+      0.125015
+    ],
+    "address": "cambridge city football club milton road chesterton",
+    "area": "north",
+    "id": "19262",
+    "introduction": "located in cambridge city football club , city stop restaurant serve a variety of english and italian dishes as well as offering a selection of vegetarian options catering for corporate events and private parties of up to 100 guests is available upon request .",
+    "name": "city stop restaurant",
+    "phone": "01223363270",
+    "postcode": "cb41uy",
+    "pricerange": "expensive",
+    "food": "european",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.218164,
+      0.143209
+    ],
+    "address": "169 high street chesterton chesterton",
+    "area": "north",
+    "food": "asian oriental",
+    "id": "19261",
+    "introduction": "saigon city serve vietnamese chinese and thai cuisine to eat in or take away",
+    "name": "saigon city",
+    "phone": "01223356555",
+    "postcode": "cb41nl",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.189484,
+      0.135465
+    ],
+    "address": "10 homerton street city centre",
+    "area": "south",
+    "food": "chinese",
+    "id": "19246",
+    "introduction": "peking resturant cook from fresh ingredients . they specialise in sichuan and hunan dishes",
+    "name": "peking restaurant",
+    "phone": "01223354755",
+    "postcode": "cb28nx",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.190176,
+      0.13699
+    ],
+    "address": "cambridge leisure park clifton way cherry hinton",
+    "area": "south",
+    "food": "italian",
+    "id": "19195",
+    "introduction": "frankie and bennys has a traditional 1950s new york feel to it with its original family photographs , traditional wooden furniture and period music . they serve a wide range of authentic american and italian dishes .",
+    "name": "frankie and bennys",
+    "phone": "01223412430",
+    "postcode": "cb17dy",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.22414,
+      0.09194
+    ],
+    "address": "hotel felix whitehouse lane huntingdon road",
+    "area": "west",
+    "food": "british",
+    "id": "7492",
+    "introduction": "critically acclaimed food in luxurious and stylish surroundings , overlooking the hotel -s lush gardens .",
+    "name": "graffiti",
+    "phone": "01223277977",
+    "postcode": "cb30lx",
+    "pricerange": "expensive",
+    "signature": "panfried fillet of brill tempura of langoustine crushed garden peas shellfish basil nage",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199012,
+      0.113196
+    ],
+    "address": "31 newnham road newnham",
+    "area": "west",
+    "food": "indian",
+    "id": "19254",
+    "introduction": "indian house serve a variety of indian dishes to eat in or take away they also have a selection of english dishes on their menu",
+    "name": "india house",
+    "phone": "01223461661",
+    "postcode": "cb39ey",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.217736,
+      0.102505
+    ],
+    "address": "cambridge lodge hotel 139 huntingdon road city centre",
+    "area": "west",
+    "food": "european",
+    "id": "19252",
+    "introduction": "located in the cambridge lodge hotel , this restaurant serves a variety of european and vegetarian dishes and can cater for private parties of up to 20 guests upon request .",
+    "name": "cambridge lodge restaurant",
+    "phone": "01223355166",
+    "postcode": "cb30dq",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.212992,
+      0.157569
+    ],
+    "address": "grafton hotel 619 newmarket road fen ditton",
+    "area": "east",
+    "food": "british",
+    "id": "19271",
+    "introduction": "located in the grafton hotel this restaurant serves a variety of english and vegetarian dishes from their a la carte and carvery menu . they also have a bar area",
+    "name": "grafton hotel restaurant",
+    "phone": "01223241387",
+    "postcode": "cb58pa",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.214531,
+      0.127298
+    ],
+    "address": "66 chesterton road chesterton",
+    "area": "north",
+    "food": "chinese",
+    "id": "19258",
+    "introduction": "the hotpot serves a variety of chinese dishes at their restaurant and can cater for private parties of up to 5 five guests upon request",
+    "name": "the hotpot",
+    "phone": "01223366552",
+    "postcode": "cb41ep",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20984,
+      0.11793
+    ],
+    "address": "quayside off bridge street",
+    "area": "centre",
+    "food": "modern european",
+    "id": "7236",
+    "introduction": "",
+    "name": "the river bar steakhouse and grill",
+    "phone": "01223307030",
+    "postcode": "cb58aq",
+    "pricerange": "cheap",
+    "signature": "lobster mac and cheese",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.207312,
+      0.124201
+    ],
+    "address": "54 king street city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19176",
+    "introduction": "clowns cafe serve a variety of drinks as well as italian dishes such as pasta ciabatta and salads",
+    "name": "clowns cafe",
+    "phone": "01223355711",
+    "postcode": "cb11ln",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.209632,
+      0.117213
+    ],
+    "address": "30 bridge street city centre",
+    "area": "centre",
+    "food": "turkish",
+    "id": "19232",
+    "introduction": "anatolia is a basement restaurant that serves a variety of turkish and vegetarian dishes and cater for private parties of up to 80 guests upon request",
+    "name": "anatolia",
+    "phone": "01223362372",
+    "postcode": "cb21uj",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.204609,
+      0.137976
+    ],
+    "address": "8 norfolk street city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19187",
+    "name": "panahar",
+    "phone": "01223355012",
+    "postcode": "cb12lf",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.207702,
+      0.133982
+    ],
+    "address": "napier street city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19174",
+    "introduction": "tang chinese is a buffet restaurant and bar serving a variety of dishes for lunch and dinner there is also a takeaway menu available",
+    "name": "tang chinese",
+    "phone": "01223357187",
+    "postcode": "cb11hr",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20683,
+      0.1192
+    ],
+    "address": "34 - 35 green street",
+    "area": "centre",
+    "food": "gastropub",
+    "id": "12482",
+    "introduction": "slug lettuce is a premium high street bar that serves a wide range of restaurant quality food to suit all occasions and appetites .",
+    "name": "the slug and lettuce",
+    "postcode": "cb23ju",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.209003,
+      0.118661
+    ],
+    "address": "5 jordans yard bridge street city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19231",
+    "introduction": "curry king serve a variety of indian dishes to eat in or take away catering for private parties of up to 40 guests is available upon request",
+    "name": "curry king",
+    "phone": "01223324351",
+    "postcode": "cb21ug",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.214201,
+      0.108588
+    ],
+    "address": "huntingdon road city centre",
+    "area": "west",
+    "food": "british",
+    "id": "19251",
+    "introduction": "",
+    "name": "travellers rest",
+    "phone": "01223276182",
+    "postcode": "cb30df",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.199332,
+      0.138395
+    ],
+    "address": "106 mill road city centre",
+    "area": "centre",
+    "food": "indian",
+    "id": "19184",
+    "introduction": "curry queen is the most popular indian restaurant in cambridge serving good indian cuisine including all the usual dishes",
+    "name": "curry queen",
+    "phone": "01223351027",
+    "postcode": "cb12bd",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.196967,
+      0.149286
+    ],
+    "address": "290 mill road city centre",
+    "area": "east",
+    "food": "gastropub",
+    "id": "19190",
+    "name": "royal standard",
+    "phone": "01223247877",
+    "postcode": "cb13nl",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.211144,
+      0.163247
+    ],
+    "address": "7 barnwell road fen ditton",
+    "area": "east",
+    "food": "indian",
+    "id": "19274",
+    "introduction": "rajmahal serves traditional indian cuisine accomapnied by a broad wine list with beers and spirits also available",
+    "name": "rajmahal",
+    "phone": "01223244955",
+    "postcode": "cb58rg",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.206111,
+      0.132969
+    ],
+    "address": "21 burleigh street city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19172",
+    "name": "hk fusion",
+    "phone": "01223355909",
+    "postcode": "cb11dg",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.207312,
+      0.124201
+    ],
+    "address": "king street city centre",
+    "area": "centre",
+    "food": "turkish",
+    "id": "19178",
+    "introduction": "efes restaurant serve a variety of turkish dishes including kebabs in truly authentic surroundings .",
+    "name": "efes restaurant",
+    "phone": "01223500005",
+    "postcode": "cb11ln",
+    "pricerange": "moderate",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20103,
+      0.126023
+    ],
+    "address": "regent street city centre",
+    "area": "centre",
+    "food": "north american",
+    "id": "19209",
+    "introduction": "gourmet burger kitchen has a trendy interior and , although a bit more expensive than the average high street burger joint , the delicious burgers and other dishes are huge and freshly prepared with large side orders to match . catering for vegetarians is provided",
+    "name": "gourmet burger kitchen",
+    "phone": "01223312598",
+    "postcode": "cb21ab",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.205442,
+      0.119706
+    ],
+    "address": "12 market hill city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19239",
+    "introduction": "don pasquale pizzeria serves an extensive range of pizzas and italian dishes including pasta as well as a selection of beverages . catering for private parties of up to 80 guests is available upon request",
+    "name": "don pasquale pizzeria",
+    "phone": "01223350106",
+    "postcode": "cb23nj",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.20439,
+      0.11784
+    ],
+    "address": "1 kings parade",
+    "area": "centre",
+    "food": "british",
+    "id": "6941",
+    "introduction": "",
+    "name": "the cambridge chop house",
+    "phone": "01223359506",
+    "postcode": "cb21sj",
+    "pricerange": "expensive",
+    "signature": "lamb barnsley chop potato and garlic bake greens and gravy",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200422,
+      0.135784
+    ],
+    "address": "52 mill road city centre",
+    "area": "centre",
+    "food": "asian oriental",
+    "id": "19181",
+    "introduction": "kymmoy is a noodle bar serving a wide variety of chinese thai cuisine for lunch and dinner",
+    "name": "kymmoy",
+    "phone": "01223311911",
+    "postcode": "cb12as",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.186739,
+      0.173048
+    ],
+    "address": "43 high street cherry hinton cherry hinton",
+    "area": "east",
+    "food": "indian",
+    "id": "19198",
+    "name": "sitar tandoori",
+    "phone": "01223249955",
+    "postcode": "cb19hx",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.200187,
+      0.126407
+    ],
+    "address": "84 regent street city centre",
+    "area": "centre",
+    "food": "mediterranean",
+    "id": "19217",
+    "introduction": "shiraz serves traditional mediterranean cuisine accompanied by an extensive wine list with beers and spirits also available",
+    "name": "shiraz restaurant",
+    "phone": "01223307581",
+    "postcode": "cb21dp",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.21251,
+      0.12774
+    ],
+    "address": "midsummer common",
+    "area": "centre",
+    "food": "british",
+    "id": "508",
+    "introduction": "",
+    "name": "midsummer house restaurant",
+    "phone": "01223369299",
+    "postcode": "cb41 ha",
+    "pricerange": "expensive",
+    "signature": "seared scallops with truffle apple and celeriac",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.209028,
+      0.118296
+    ],
+    "address": "bridge street city centre",
+    "area": "centre",
+    "food": "french",
+    "id": "19230",
+    "introduction": "cote is a modern french bistro offering some of the classic and simple favourites of french cuisine",
+    "name": "cote",
+    "phone": "01223311053",
+    "postcode": "cb21uf",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.209632,
+      0.117213
+    ],
+    "address": "32 bridge street city centre",
+    "area": "centre",
+    "food": "italian",
+    "id": "19234",
+    "introduction": "caffe uno is a chain of cafe style restaurant -s that offer a wide selection of meal -s and snacks to suit any time of the day including an extensive breakfast menu and choice of hot or cold drinks",
+    "name": "caffe uno",
+    "phone": "01223448620",
+    "postcode": "cb21uj",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.197154,
+      0.129511
+    ],
+    "address": "17 hills road city centre",
+    "area": "centre",
+    "food": "chinese",
+    "id": "19222",
+    "introduction": "sesame restaurant and bar offers a wide variety of traditional chinese cuisine for lunch or dinner with wifi access and a television screen in the basement",
+    "name": "sesame restaurant and bar",
+    "phone": "01223358899",
+    "postcode": "cb21nw",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  },
+  {
+    "location": [
+      52.206504,
+      0.119157
+    ],
+    "address": "24 green street city centre",
+    "area": "centre",
+    "food": "thai",
+    "id": "19236",
+    "introduction": "bangkok city serve a variety of authentic dishes to eat in or take away",
+    "name": "bangkok city",
+    "phone": "01223354382",
+    "postcode": "cb23jx",
+    "pricerange": "expensive",
+    "type": "restaurant"
+  }
+]

data/preprocessed/UBAR/db_processed/taxi_db_processed.json

@@ -0,0 +1,27 @@
+[
+  {
+    "taxi_colors": [
+      "black",
+      "white",
+      "red",
+      "yellow",
+      "blue",
+      "grey"
+    ],
+    "taxi_types": [
+      "toyota",
+      "skoda",
+      "bmw",
+      "honda",
+      "ford",
+      "audi",
+      "lexus",
+      "volvo",
+      "volkswagen",
+      "tesla"
+    ],
+    "taxi_phone": [
+      "^[0-9]{10}$"
+    ]
+  }
+]

data/preprocessed/UBAR/db_processed/value_set_processed.json

@@ -0,0 +1,2505 @@
+{
+  "police": {},
+  "taxi": {
+    "leave": [
+      "02:45",
+      "24:45",
+      "08:45",
+      "16:15",
+      "04:45",
+      "24:00",
+      "12:30",
+      "12:00",
+      "02:30",
+      "19:00",
+      "19:45",
+      "13:00",
+      "22:15",
+      "13:45",
+      "15:15",
+      "01:30",
+      "16:45",
+      "07:15",
+      "20:00",
+      "12:15",
+      "21:00",
+      "17:15",
+      "08:00",
+      "10:30",
+      "21:15",
+      "15:00",
+      "05:30",
+      "13:15",
+      "01:15",
+      "06:15",
+      "01:00",
+      "18:30",
+      "06:45",
+      "06:00",
+      "07:45",
+      "06:30",
+      "17:45",
+      "18:15",
+      "19:30",
+      "24:30",
+      "21:30",
+      "03:45",
+      "21:25",
+      "14:30",
+      "17:00",
+      "14:00",
+      "04:30",
+      "23:30",
+      "03:30",
+      "20:15",
+      "24:15",
+      "02:00",
+      "07:00",
+      "23:00",
+      "08:15",
+      "22:00",
+      "10:15",
+      "16:30",
+      "02:15",
+      "18:00",
+      "14:15",
+      "10:00",
+      "17:30",
+      "15:45",
+      "05:45",
+      "19:15",
+      "20:45",
+      "23:45",
+      "15:30",
+      "13:30",
+      "11:45",
+      "05:00",
+      "03:15",
+      "03:20",
+      "07:30",
+      "23:15",
+      "16:00",
+      "09:30",
+      "after 02:30",
+      "11:30",
+      "09:45",
+      "09:15",
+      "09:00",
+      "15:25",
+      "08:30",
+      "14:45",
+      "04:00",
+      "11:00",
+      "22:45",
+      "11:15",
+      "03:00",
+      "04:15",
+      "1615",
+      "22:30",
+      "21:45",
+      "after 11:45",
+      "05:15",
+      "01:45",
+      "12:45",
+      "10:45",
+      "20:30",
+      "18:45",
+      "thursday",
+      "21:04",
+      "10:50",
+      "after 15:45",
+      "300",
+      "monday",
+      "friday",
+      "1"
+    ],
+    "destination": [
+      "express by holiday inn cambridge",
+      "dojo noodle bar",
+      "wandlebury country park",
+      "leverton house",
+      "the cambridge chop house",
+      "saint john 's college",
+      "galleria",
+      "churchill college",
+      "royal spice",
+      "all saints church",
+      "nandos city centre",
+      "cote",
+      "chiquito restaurant bar",
+      "saint johns chop house",
+      "the nirala",
+      "tang chinese",
+      "the junction",
+      "bangkok city",
+      "cambridge university botanic gardens",
+      "the lucky star",
+      "london liverpool street train station",
+      "la raza",
+      "soul tree nightclub",
+      "the cow pizza kitchen and bar",
+      "yippee noodle bar",
+      "christ 's college",
+      "el shaddai",
+      "castle galleries",
+      "saint catharine 's college",
+      "riverside brasserie",
+      "fitzbillies restaurant",
+      "cambridge",
+      "camb",
+      "the golden curry",
+      "wagamama",
+      "jinling noodle bar",
+      "maharajah tandoori restaurant",
+      "little saint mary 's church",
+      "camboats",
+      "cotto",
+      "nusha",
+      "acorn guest house",
+      "frankie and bennys",
+      "jesus green outdoor pool",
+      "aylesbray lodge guest house",
+      "golden wok",
+      "charlie chan",
+      "country folk museum",
+      "huntingdon marriott hotel",
+      "meze bar restaurant",
+      "vue cinema",
+      "adc theatre",
+      "rice house",
+      "graffiti",
+      "saigon city",
+      "city stop restaurant",
+      "carolina bed and breakfast",
+      "cafe jello gallery",
+      "little seoul",
+      "primavera",
+      "kohinoor",
+      "the place",
+      "loch fyne",
+      "rice boat",
+      "kings hedges learner pool",
+      "the cambridge belfry",
+      "cambridge artworks",
+      "pizza hut cherry hinton",
+      "cambridge train station",
+      "sitar tandoori",
+      "the gardenia",
+      "don pasquale pizzeria",
+      "milton country park",
+      "hamilton lodge",
+      "hobsons house",
+      "kirkwood house",
+      "archway house",
+      "the fitzwilliam museum",
+      "alexander bed and breakfast",
+      "cambridge museum of technology",
+      "midsummer house restaurant",
+      "allenbell",
+      "hakka",
+      "old schools",
+      "ashley hotel",
+      "de luca cucina and bar",
+      "cambridge lodge restaurant",
+      "efes restaurant",
+      "bedouin",
+      "club salsa",
+      "bloomsbury restaurant",
+      "hk fusion",
+      "rajmahal",
+      "lynne strover gallery",
+      "abbey pool and astroturf pitch",
+      "taj tandoori",
+      "royal standard",
+      "a and b guest house",
+      "parkside police station",
+      "curry garden",
+      "scudamores punting co",
+      "the lensfield hotel",
+      "the fez club",
+      "university arms hotel",
+      "la margherita",
+      "hotel du vin and bistro",
+      "pizza express fen ditton",
+      "hughes hall",
+      "gonville hotel",
+      "the gandhi",
+      "sidney sussex college",
+      "tenpin",
+      "ask",
+      "backstreet bistro",
+      "nandos",
+      "ballare",
+      "ali baba",
+      "india house",
+      "peking restaurant",
+      "meghna",
+      "the river bar steakhouse and grill",
+      "the cambridge punter",
+      "pipasha restaurant",
+      "prezzo",
+      "whale of a time",
+      "finches bed and breakfast",
+      "avalon",
+      "curry prince",
+      "da vinci pizzeria",
+      "corpus christi",
+      "holy trinity church",
+      "the varsity restaurant",
+      "saffron brasserie",
+      "downing college",
+      "sesame restaurant and bar",
+      "cambridge contemporary art",
+      "addenbrookes hospital",
+      "williams art and antiques",
+      "pembroke college",
+      "clare hall",
+      "cambridge arts theatre",
+      "shanghai family restaurant",
+      "king 's college",
+      "the cherry hinton village centre",
+      "cambridge and county folk museum",
+      "the hotpot",
+      "bridge guest house",
+      "ugly duckling",
+      "cocum",
+      "stazione restaurant and coffee bar",
+      "gourmet burger kitchen",
+      "la tasca",
+      "shiraz restaurant",
+      "byard art",
+      "sheep 's green and lammas land park fen causeway",
+      "caffe uno",
+      "broughton house gallery",
+      "the ghandi",
+      "kambar",
+      "the copper kettle",
+      "yu garden",
+      "trinity college",
+      "birmingham new street train station",
+      "funky fun house",
+      "eraina",
+      "man on the moon concert hall",
+      "tandoori palace",
+      "magdalene college",
+      "worth house",
+      "mumford theatre",
+      "pizza express",
+      "ely train station",
+      "lan hong house",
+      "mahal of cambridge",
+      "pizza hut city centre",
+      "golden house",
+      "alpha - milton guest house",
+      "regency gallery",
+      "darrys cookhouse and wine shop",
+      "cityroomz",
+      "ta",
+      "queen 's college",
+      "restaurant 1 7",
+      "arbury lodge guest house",
+      "the cambridge corn exchange",
+      "the oak bistro",
+      "cambridge county fair next to the city tourist museum",
+      "riverboat georgina",
+      "stansted airport train station",
+      "grafton hotel restaurant",
+      "thanh binh",
+      "autumn house",
+      "restaurant 2 two",
+      "jesus college",
+      "london kings cross train station",
+      "city centre north bed and breakfast",
+      "cherry hinton water play",
+      "travellers rest",
+      "the man on the moon",
+      "rosa 's bed and breakfast",
+      "the good luck chinese food takeaway",
+      "curry king",
+      "cambridge book and print gallery",
+      "st johns chop house",
+      "cherry hinton hall and grounds",
+      "anatolia",
+      "saint barnabas press gallery",
+      "j restaurant",
+      "parkside pools",
+      "kymmoy",
+      "scott polar museum",
+      "cineworld cinema",
+      "michaelhouse cafe",
+      "cambr",
+      "restaurant alimentum",
+      "zizzi cambridge",
+      "not museum of archaeology and anthropologymentioned",
+      "gonville and caius college",
+      "lovell lodge",
+      "fitzwilliam museum",
+      "sleeperz hotel",
+      "the slug and lettuce",
+      "whipple museum of the history of science",
+      "broxbourne train station",
+      "home from home",
+      "museum of archaelogy and anthropology",
+      "tandori in cambridge",
+      "gastropub",
+      "the anatolia",
+      "kettle 's yard",
+      "nirala",
+      "leicester train station",
+      "cambridge road church of christ",
+      "warkworth house",
+      "megna",
+      "grou",
+      "sala thong",
+      "gallery at 12 a high street",
+      "maharajah tandoori restaurant4",
+      "pizza hut fen ditton",
+      "museum of classical archaeology",
+      "the regent street city center",
+      "gandhi",
+      "emmanuel college",
+      "tranh binh",
+      "wankworth hotel",
+      "kambur",
+      "the missing sock",
+      "panahar",
+      "limehouse",
+      "finders corner newmarket road",
+      "people 's portraits exhibition at girton college",
+      "station road",
+      "la mimosa",
+      "clowns cafe",
+      "bishops stortford train station",
+      "hotel",
+      "nil",
+      "kings college",
+      "restaurant",
+      "attraction",
+      "stevenage train station",
+      "the galleria",
+      "queens ' college",
+      "great saint mary 's church",
+      "theathre",
+      "ruskin gallery",
+      "saint barnabas",
+      "peterborough train station",
+      "cambridge artw2orks",
+      "acorn house",
+      "ca",
+      "clare college",
+      "shiraz .",
+      "riverboat georginawd",
+      "mic",
+      "the gallery at 12",
+      "the soul tree",
+      "finches",
+      "london kings cross",
+      "bishops stortford"
+    ],
+    "departure": [
+      "christ 's college",
+      "kirkwood house",
+      "bridge guest house",
+      "cineworld cinema",
+      "gonville hotel",
+      "ashley hotel",
+      "arbury lodge guest house",
+      "worth house",
+      "city centre north bed and breakfast",
+      "the lensfield hotel",
+      "funky fun house",
+      "riverboat georgina",
+      "backstreet bistro",
+      "the junction",
+      "express by holiday inn cambridge",
+      "all saints church",
+      "sala thong",
+      "byard art",
+      "london kings cross train station",
+      "la raza",
+      "alexander bed and breakfast",
+      "cityroomz",
+      "hamilton lodge",
+      "alpha - milton guest house",
+      "el shaddai",
+      "restaurant alimentum",
+      "allenbell",
+      "churchill college",
+      "clare college",
+      "parkside pools",
+      "cambridge arts theatre",
+      "frankie and bennys",
+      "huntingdon marriott hotel",
+      "university arms hotel",
+      "acorn guest house",
+      "soul tree nightclub",
+      "ali baba",
+      "tandoori palace",
+      "saigon city",
+      "zizzi cambridge",
+      "wagamama",
+      "the cambridge belfry",
+      "milton country park",
+      "a and b guest house",
+      "city stop restaurant",
+      "grafton hotel restaurant",
+      "the man on the moon",
+      "king 's college",
+      "great saint mary 's church",
+      "the oak bistro",
+      "club salsa",
+      "loch fyne",
+      "the place",
+      "la mimosa",
+      "la margherita",
+      "restaurant 2 two",
+      "queens ' college",
+      "wandlebury country park",
+      "kymmoy",
+      "magdalene college",
+      "royal standard",
+      "kings lynn train station",
+      "the fez club",
+      "jesus green outdoor pool",
+      "vue cinema",
+      "little saint mary 's church",
+      "avalon",
+      "aylesbray lodge guest house",
+      "chinese city centre",
+      "thanh binh",
+      "yu garden",
+      "finches bed and breakfast",
+      "hakka",
+      "lovell lodge",
+      "kettle 's yard",
+      "bloomsbury restaurant",
+      "museum of classical archaeology",
+      "cherry hinton water play",
+      "camboats",
+      "pizza hut cherry hinton",
+      "abbey pool and astroturf pitch",
+      "pizza hut",
+      "taj tandoori",
+      "kings hedges learner pool",
+      "nandos city centre",
+      "hobsons house",
+      "carolina bed and breakfast",
+      "the golden curry",
+      "rosa 's bed and breakfast",
+      "the river bar steakhouse and grill",
+      "cafe jello gallery",
+      "the cambridge punter",
+      "the byard art museum",
+      "archway house",
+      "ugly duckling",
+      "cherry hinton hall and grounds",
+      "addenbrookes hospital",
+      "graffiti",
+      "cambridge artworks",
+      "broughton house gallery",
+      "the missing sock",
+      "autumn house",
+      "stazione restaurant and coffee bar",
+      "whale of a time",
+      "cambridge lodge restaurant",
+      "saint johns chop house",
+      "prezzo",
+      "rice boat",
+      "lan hong house",
+      "leverton house",
+      "kambar",
+      "hotel",
+      "museum of archaelogy and anthropology",
+      "saint catharine 's college",
+      "la tasca",
+      "cambridge",
+      "downing college",
+      "cocum",
+      "mumford theatre",
+      "cote",
+      "golden wok",
+      "cambridge university botanic gardens",
+      "charlie chan",
+      "corpus christi",
+      "old schools",
+      "cambridge belfry",
+      "jinling noodle bar",
+      "birmingham new street train station",
+      "meze bar restaurant",
+      "warkworth house",
+      "pizza express",
+      "gonville and caius college",
+      "cambridge contemporary art",
+      "primavera",
+      "adc theatre",
+      "bedouin",
+      "w",
+      "trinity college",
+      "nusha",
+      "the good luck chinese food takeaway",
+      "travellers rest",
+      "restaurant 1 7",
+      "pizza hut fen ditton",
+      "ask",
+      "cambridge and county folk museum",
+      "curry prince",
+      "the nirala",
+      "pembroke college",
+      "golden house",
+      "castle galleries",
+      "the fitzwilliam museum",
+      "galleria",
+      "jesus college",
+      "curry garden",
+      "anatolia",
+      "the gandhi",
+      "nandos",
+      "st . john 's college",
+      "clowns cafe",
+      "dojo noodle bar",
+      "panahar",
+      "whipple museum of the history of science",
+      "royal spice",
+      "clare hall",
+      "gallery at 12 a high street",
+      "pizza hut city centre",
+      "bishops stortford train station",
+      "ruskin gallery",
+      "sheep 's green and lammas land park fen causeway",
+      "home from home",
+      "parkside police station",
+      "scudamores punting co",
+      "the cherry hinton village centre",
+      "sesame restaurant and bar",
+      "broxbourne train station",
+      "sidney sussex college",
+      "chiquito restaurant bar",
+      "cambridge train station",
+      "saffron brasserie",
+      "pizza express fen ditton",
+      "tenpin",
+      "scott polar museum",
+      "rice house",
+      "caffee uno",
+      "cotto",
+      "corpus cristi",
+      "the varsity restaurant",
+      "limehouse",
+      "ely train station",
+      "hotel du vin and bistro",
+      "meghna",
+      "the gardenia",
+      "emmanuel college",
+      "saint barnabas press gallery",
+      "rajmahal",
+      "lynne strover gallery",
+      "cas",
+      "riverside brasserie",
+      "hughes hall",
+      "cherry hinton village center",
+      "the lucky star",
+      "bangkok city",
+      "kohinoor",
+      "don pasquale pizzeria",
+      "fitzbillies restaurant",
+      "acorn house",
+      "curry queen",
+      "ballare",
+      "the cambridge corn exchange",
+      "lens",
+      "cambridge museum of technology",
+      "the cambridge chop house",
+      "peterborough train station",
+      "london liverpool street",
+      "the copper kettle",
+      "holy trinity church",
+      "the slug and lettuce",
+      "williams art and antiques",
+      "the avalon",
+      "junction theatre",
+      "yippee noodle bar",
+      "da vinci pizzeria",
+      "maharajah tandoori restaurant",
+      "darrys cookhouse and wine shop",
+      "michaelhouse cafe",
+      "tang chinese",
+      "peking restaurant",
+      "saint john 's college",
+      "aylesbray lodge",
+      "the alexander bed and breakfast",
+      "ely",
+      "cambridge belfy",
+      "kings college",
+      "eraina",
+      "people 's portraits exhibition at girton college",
+      "gonville",
+      "caffe uno",
+      "the cow pizza kitchen and bar",
+      "mahal of cambridge",
+      "lovell ldoge",
+      "alyesbray lodge hotel",
+      "g",
+      "cambridge chop house",
+      "j restaurant",
+      "172 chestertown road",
+      "little seoul",
+      "stevenage train station",
+      "downing street",
+      "gourmet burger kitchen",
+      "cambridge towninfo centre",
+      "citiroomz",
+      "de luca cucina and bar",
+      "london liverpool street train station",
+      "cinema",
+      "museum",
+      "shiraz restaurant",
+      "clair hall",
+      "sitar tandoori",
+      "ca",
+      "cambridge book and print gallery",
+      "norwich train station",
+      "home",
+      "regency gallery",
+      "nstaot mentioned",
+      "new england",
+      "the hotpot",
+      "park",
+      "07:15",
+      "the allenbell"
+    ],
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+      "19:15",
+      "15:45",
+      "17:15",
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+      "23:30",
+      "06:15",
+      "21:15",
+      "07:30",
+      "02:00",
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+      "24:00",
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+      "03:15",
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+      "22:15",
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+      "02:30",
+      "22:00",
+      "04:30",
+      "1700",
+      "24:30",
+      "15:23",
+      "08:30"
+    ],
+    "day": [
+      "wednesday"
+    ]
+  },
+  "restaurant": {
+    "name": [
+      "ugly duckling",
+      "prezzo",
+      "caffe uno",
+      "the golden curry",
+      "the gandhi",
+      "backstreet bistro",
+      "galleria",
+      "nandos",
+      "charlie chan",
+      "tandoori palace",
+      "the river bar steakhouse and grill",
+      "hotel du vin and bistro",
+      "fitzbillies restaurant",
+      "ali baba",
+      "clowns cafe",
+      "de luca cucina and bar",
+      "cambridge lodge restaurant",
+      "curry garden",
+      "dojo noodle bar",
+      "shanghai family restaurant",
+      "the lucky star",
+      "hakka",
+      "sesame restaurant and bar",
+      "golden house",
+      "the gardenia",
+      "efes restaurant",
+      "jinling noodle bar",
+      "saigon city",
+      "cocum",
+      "wagamama",
+      "bloomsbury restaurant",
+      "saffron brasserie",
+      "chiquito restaurant bar",
+      "travellers rest",
+      "yu garden",
+      "stazione restaurant and coffee bar",
+      "tang chinese",
+      "meze bar",
+      "the slug and lettuce",
+      "pizza express",
+      "da vinci pizzeria",
+      "restaurant 2 two",
+      "darrys cookhouse and wine shop",
+      "hk fusion",
+      "nandos city centre",
+      "la mimosa",
+      "the copper kettle",
+      "frankie and bennys",
+      "rice house",
+      "shiraz restaurant",
+      "the missing sock",
+      "kohinoor",
+      "rajmahal",
+      "restaurant 1 7",
+      "the good luck chinese food takeaway",
+      "midsummer house restaurant",
+      "rice boat",
+      "thanh binh",
+      "j restaurant",
+      "the hotpot",
+      "taj tandoori",
+      "zizzi cambridge",
+      "curry prince",
+      "the cambridge chop house",
+      "curry king",
+      "curry queen",
+      "the cow pizza kitchen and bar",
+      "loch fyne",
+      "golden wok",
+      "kymmoy",
+      "pizza hut cherry hinton",
+      "city stop restaurant",
+      "la margherita",
+      "ask restaurant",
+      "saint johns chop house",
+      "panahar",
+      "pipasha restaurant",
+      "grafton hotel restaurant",
+      "royal spice",
+      "yippee noodle bar",
+      "lan hong house",
+      "maharajah tandoori restaurant",
+      "michaelhouse cafe",
+      "anatolia",
+      "peking restaurant",
+      "cote",
+      "riverside brasserie",
+      "don pasquale pizzeria",
+      "meghna",
+      "india house",
+      "sala thong",
+      "the oak bistro",
+      "gourmet burger kitchen",
+      "the varsity restaurant",
+      "la raza",
+      "eraina",
+      "restaurant alimentum",
+      "graffiti",
+      "sitar tandoori",
+      "bedouin",
+      "cotto",
+      "the nirala",
+      "royal standard",
+      "pizza hut fen ditton",
+      "pizza hut city centre",
+      "mahal of cambridge",
+      "bangkok city",
+      "little seoul",
+      "la tasca",
+      "pizza express fen ditton",
+      "meze bar restaurant",
+      "indian",
+      "do n't care",
+      "cambri",
+      "copper kettle",
+      "charlie",
+      "pizza hut",
+      "city stop",
+      "ba",
+      "oak bistro",
+      "scudamores punt",
+      "lovel",
+      "tandoori",
+      "no",
+      "fi",
+      "lev",
+      "golden curry",
+      "hotpot",
+      "ask",
+      "worth house",
+      "lo",
+      "archway",
+      "molecular gastonomy",
+      "european",
+      "anatolia and efes restaurant",
+      "nirala",
+      "not metioned",
+      "cott",
+      "cambridge chop house",
+      "bridge",
+      "lucky star",
+      "clu",
+      "the",
+      "golden house                             golden house",
+      "limehouse",
+      "clowns",
+      "restaurant",
+      "parkside pools",
+      "the dojo noodle bar",
+      "nusha",
+      "hobson house",
+      "au",
+      "el shaddai",
+      "old school",
+      "el",
+      "cam",
+      "yes",
+      "gardenia",
+      "fin",
+      "efes",
+      "slug and lettuce",
+      "camboats",
+      "missing sock",
+      "grafton",
+      "nus",
+      "cambridge lodge",
+      "fitzbillies",
+      "hamilton lodge",
+      "gastropub",
+      "funky",
+      "cow pizza",
+      "ashley",
+      "ros",
+      "hobso",
+      "kitchen and bar",
+      "d",
+      "cityr",
+      "pipasha",
+      "seasame restaurant and bar",
+      "the alex",
+      "hu",
+      "1 7",
+      "shanghi family restaurant",
+      "cambridge be",
+      "dif",
+      "margherita",
+      "ac",
+      "bri",
+      "india",
+      "adden",
+      "ian hong house"
+    ],
+    "area": [
+      "west",
+      "centre",
+      "south",
+      "east",
+      "north"
+    ],
+    "pricerange": [
+      "cheap",
+      "moderate",
+      "expensive",
+      "do n't care"
+    ],
+    "food": [
+      "portuguese",
+      "vietnamese",
+      "italian",
+      "spanish",
+      "turkish",
+      "asian oriental",
+      "seafood",
+      "mexican",
+      "modern european",
+      "chinese",
+      "british",
+      "korean",
+      "north american",
+      "lebanese",
+      "mediterranean",
+      "international",
+      "french",
+      "european",
+      "japanese",
+      "gastropub",
+      "thai",
+      "african",
+      "indian",
+      "australasian",
+      "australian",
+      "vegetarian",
+      "south indian",
+      "swiss",
+      "crossover",
+      "catalan",
+      "do n't care",
+      "welsh",
+      "tuscan",
+      "new zealand",
+      "molecular gastronomy",
+      "eritrean",
+      "british food",
+      "the americas",
+      "barbeque",
+      "persian",
+      "greek",
+      "belgian",
+      "creative",
+      "jamaican",
+      "scottish",
+      "cuban",
+      "sri lankan",
+      "light bites",
+      "moroccan",
+      "latin american",
+      "basque",
+      "modern global",
+      "halal",
+      "bistro",
+      "unusual",
+      "north indian",
+      "modern eclectic",
+      "danish",
+      "afghan",
+      "world",
+      "northern european",
+      "german",
+      "cantonese",
+      "irish",
+      "romanian",
+      "russian",
+      "english",
+      "corsica",
+      "steakhouse",
+      "hungarian",
+      "singaporean",
+      "austrian",
+      "venetian",
+      "ital",
+      "polynesian",
+      "kosher",
+      "swedish",
+      "scandinavian",
+      "modern american",
+      "christmas",
+      "malaysian",
+      "north african",
+      "brazilian",
+      "canapes",
+      "caribbean",
+      "south african",
+      "traditional",
+      "indonesian",
+      "middle eastern",
+      "fusion",
+      "polish",
+      "asian",
+      "not mentionedc",
+      "afternoon tea",
+      "eastern european",
+      "panasian",
+      "kor",
+      "gastro pub",
+      "american",
+      "pizza",
+      "modern   european",
+      "modern english"
+    ],
+    "time": [
+      "19:45",
+      "13:45",
+      "10:15",
+      "19:15",
+      "11:30",
+      "10:30",
+      "18:45",
+      "13:30",
+      "15:00",
+      "11:45",
+      "12:00",
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+      "16:45",
+      "15:45",
+      "17:15",
+      "19:30",
+      "14:00",
+      "10:45",
+      "17:30",
+      "16:30",
+      "17:00",
+      "12:30",
+      "18:15",
+      "18:00",
+      "20:15",
+      "12:45",
+      "14:15",
+      "13:15",
+      "10:00",
+      "16:00",
+      "19:00",
+      "12:15",
+      "11:00",
+      "11:15",
+      "15:30",
+      "14:30",
+      "18:30",
+      "14:45",
+      "17:45",
+      "09:15",
+      "09:45",
+      "16:15",
+      "13:00",
+      "20:00",
+      "21:00",
+      "20:30",
+      "20:45",
+      "1545",
+      "1745",
+      "09:00",
+      "not given",
+      "do n't care",
+      "13:10",
+      "21:45",
+      "08:45",
+      "09:30"
+    ],
+    "day": [
+      "thursday",
+      "wednesday",
+      "friday",
+      "monday",
+      "sunday",
+      "saturday",
+      "tuesday",
+      "thur",
+      "not given",
+      "w"
+    ],
+    "people": [
+      "2",
+      "3",
+      "1",
+      "5",
+      "6",
+      "4",
+      "7",
+      "8"
+    ]
+  },
+  "attraction": {
+    "name": [
+      "cambridge artworks",
+      "whale of a time",
+      "clare college",
+      "cambridge contemporary art",
+      "churchill college",
+      "primavera",
+      "kings hedges learner pool",
+      "magdalene college",
+      "scott polar museum",
+      "clare hall",
+      "museum of archaelogy and anthropology",
+      "parkside pools",
+      "sheep 's green and lammas land park fen causeway",
+      "trinity college",
+      "cafe jello gallery",
+      "queens ' college",
+      "kettle 's yard",
+      "the man on the moon",
+      "holy trinity church",
+      "great saint mary 's church",
+      "jesus college",
+      "sidney sussex college",
+      "jesus green outdoor pool",
+      "regency gallery",
+      "the junction",
+      "williams art and antiques",
+      "all saints church",
+      "milton country park",
+      "ballare",
+      "people 's portraits exhibition at girton college",
+      "lynne strover gallery",
+      "gonville and caius college",
+      "soul tree nightclub",
+      "scudamores punting co",
+      "vue cinema",
+      "hughes hall",
+      "adc theatre",
+      "saint john 's college",
+      "cambridge arts theatre",
+      "nusha",
+      "saint barnabas press gallery",
+      "the place",
+      "the fez club",
+      "castle galleries",
+      "whipple museum of the history of science",
+      "the cherry hinton village centre",
+      "christ 's college",
+      "ruskin gallery",
+      "old schools",
+      "cambridge book and print gallery",
+      "tenpin",
+      "little saint mary 's church",
+      "abbey pool and astroturf pitch",
+      "the cambridge corn exchange",
+      "cherry hinton hall and grounds",
+      "riverboat georgina",
+      "camboats",
+      "gallery at 12 a high street",
+      "the cambridge punter",
+      "cambridge and county folk museum",
+      "byard art",
+      "the fitzwilliam museum",
+      "club salsa",
+      "kambar",
+      "mumford theatre",
+      "emmanuel college",
+      "broughton house gallery",
+      "corpus christi",
+      "museum of classical archaeology",
+      "pembroke college",
+      "wandlebury country park",
+      "downing college",
+      "king 's college",
+      "saint catharine 's college",
+      "cambridge university botanic gardens",
+      "cambridge museum of technology",
+      "cineworld cinema",
+      "cherry hinton water play",
+      "funky fun house",
+      "do n't care",
+      "no specific location",
+      "cafe jello",
+      "no",
+      "fez club",
+      "cambridge",
+      "carol",
+      "swimming pool",
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+      "univ",
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+      "older churches",
+      "c",
+      "cambridge punter",
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+      "architectural churches",
+      "saint john 's college .",
+      "parkside",
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+      "da v",
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+      "bangkok city",
+      "bed",
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+      "south",
+      "east",
+      "north",
+      "do n't care",
+      "cambridge"
+    ],
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+      "multiple sports",
+      "college",
+      "architecture",
+      "swimming pool",
+      "cinema",
+      "nightclub",
+      "park",
+      "theatre",
+      "concert hall",
+      "museum",
+      "boat",
+      "do n't care",
+      "local site",
+      "hotspot",
+      "church",
+      "special"
+    ]
+  },
+  "hotel": {
+    "name": [
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+      "alpha - milton guest house",
+      "archway house",
+      "autumn house",
+      "hamilton lodge",
+      "huntingdon marriott hotel",
+      "hobsons house",
+      "rosa 's bed and breakfast",
+      "warkworth house",
+      "city centre north bed and breakfast",
+      "bridge guest house",
+      "limehouse",
+      "aylesbray lodge guest house",
+      "el shaddai",
+      "acorn guest house",
+      "ashley hotel",
+      "allenbell",
+      "gonville hotel",
+      "arbury lodge guest house",
+      "kirkwood house",
+      "the cambridge belfry",
+      "avalon",
+      "express by holiday inn cambridge",
+      "lovell lodge",
+      "leverton house",
+      "worth house",
+      "finches bed and breakfast",
+      "home from home",
+      "university arms hotel",
+      "alexander bed and breakfast",
+      "a and b guest house",
+      "carolina bed and breakfast",
+      "the lensfield hotel",
+      "wandlebury coutn",
+      "do n't care",
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+      "cambridge belfry",
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+      "city center north",
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+      "city stop rest",
+      "kirkwood",
+      "levert",
+      "anatolia",
+      "huntingdon marriot hotel",
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+      "huntingd",
+      "nusha",
+      "aylesbray lodge",
+      "royal spice",
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+      "hotel",
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+      "caridge belfrey",
+      "yes",
+      "me",
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+      "the allenbell .",
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+      "huntingdon hotel",
+      "autumn house .",
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+    ],
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+      "do n't care"
+    ],
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+      "stevenage",
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+      "peterborough",
+      "bishops stortford",
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+    ],
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+    ],
+    "pricerange": [
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+      "do n't care"
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+      "7",
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+    ],
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+    ],
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+      "4",
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+      "7",
+      "3 ."
+    ]
+  },
+  "hospital": {
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+      "hepatobillary and gastrointestinal surgery regional referral centre",
+      "cardiology and coronary care unit",
+      "medicine for the elderly",
+      "haematology day unit",
+      "oral and maxillofacial surgery and ent",
+      "coronary care unit",
+      "neurosciences",
+      "clinical decisions unit",
+      "lewin stroke and rehabilitation unit",
+      "delivery unit",
+      "transplant unit",
+      "neonatal unit",
+      "gynaecology",
+      "intermediate dependancy area",
+      "respiratory medicine",
+      "cardiology",
+      "emergency department",
+      "major trauma unit",
+      "trauma high dependency unit",
+      "neurology neurosurgery",
+      "john farman intensive care unit",
+      "colorectal surgery",
+      "infectious diseases",
+      "clinical research facility",
+      "neurosciences critical care unit",
+      "haematology",
+      "medical decisions unit",
+      "plastic and vascular surgery plastics",
+      "hepatology",
+      "acute medical assessment unit",
+      "teenage cancer trust unit",
+      "paediatric clinic",
+      "diabetes and endocrinology",
+      "children 's surgical and medicine",
+      "children 's oncology and haematology",
+      "haematology and haematological oncology",
+      "medical short stay unit",
+      "paediatric day unit",
+      "infusion services",
+      "paediatric intensive care unit",
+      "antenatal",
+      "neurology",
+      "transplant high dependency unit",
+      "transitional care",
+      "oncology neurosurgery",
+      "trauma and orthopaedics",
+      "gastroenterology",
+      "oncology",
+      "psychiatry",
+      "cambridge eye unit",
+      "inpatient occupational therapy",
+      "intermediate dependency area",
+      "general medicine and nephrology",
+      "surgery",
+      "postnatal",
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+      "do n't care",
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+    ]
+  },
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+      "hamilton lodge",
+      "duxford",
+      "camboats"
+    ],
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+      "20:00",
+      "after 09:15",
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+      "10:30",
+      "15:45",
+      "09:45",
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+      "06:00",
+      "18:15",
+      "bishops stortford",
+      "07:45",
+      "05:45",
+      "after 11:30",
+      "12:00",
+      "13:15",
+      "20:45",
+      "16:45",
+      "15:30",
+      "17:15",
+      "05:30",
+      "do n't care",
+      "19:30",
+      "06:45",
+      "06:30",
+      "22:00",
+      "0",
+      "21:07",
+      "20:30",
+      "monday",
+      "leicester",
+      "after 08:30",
+      "18:31",
+      "after 19:30",
+      "07:15",
+      "morning",
+      "saturday",
+      "after 16:30",
+      "18:46",
+      "02:30",
+      "thursday"
+    ],
+    "people": [
+      "1",
+      "5",
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+      "6",
+      "2",
+      "7",
+      "4",
+      "3",
+      "0",
+      "9",
+      "15",
+      "` 1",
+      "10"
+    ]
+  }
+}

data/preprocessed/UBAR/logging_successes

@@ -0,0 +1 @@
+6515 / 8404

data/preprocessed/UBAR/multi-woz-processed/ambiguous_values.json

@@ -0,0 +1,121 @@
+[
+  "08:09",
+  "19:35",
+  "broxbourne",
+  "23:01",
+  "11:54",
+  "09:01",
+  "20:32",
+  "15:09",
+  "london liverpool street",
+  "15:54",
+  "kings lynn",
+  "13:24",
+  "17:32",
+  "09:06",
+  "14:24",
+  "12:09",
+  "06:01",
+  "10:32",
+  "15:35",
+  "10:06",
+  "16:06",
+  "stansted airport",
+  "13:32",
+  "16:09",
+  "14:09",
+  "13:35",
+  "13:54",
+  "21:06",
+  "17:54",
+  "17:35",
+  "20:01",
+  "16:01",
+  "18:09",
+  "08:01",
+  "18:06",
+  "bishops stortford",
+  "14:32",
+  "14:01",
+  "19:24",
+  "ely",
+  "12:01",
+  "18:01",
+  "leicester",
+  "09:54",
+  "06:24",
+  "22:06",
+  "07:24",
+  "11:35",
+  "23:24",
+  "10:01",
+  "17:06",
+  "07:35",
+  "17:01",
+  "11:06",
+  "stevenage",
+  "09:32",
+  "15:06",
+  "22:24",
+  "21:35",
+  "21:32",
+  "22:01",
+  "20:24",
+  "20:06",
+  "peterborough",
+  "19:06",
+  "08:24",
+  "23:32",
+  "23:54",
+  "10:09",
+  "21:01",
+  "12:32",
+  "15:01",
+  "london kings cross",
+  "21:09",
+  "15:32",
+  "17:09",
+  "17:24",
+  "09:24",
+  "22:32",
+  "11:32",
+  "06:09",
+  "07:09",
+  "10:24",
+  "08:06",
+  "15:24",
+  "16:24",
+  "11:24",
+  "18:24",
+  "19:09",
+  "11:09",
+  "18:32",
+  "07:32",
+  "19:01",
+  "12:06",
+  "23:06",
+  "07:06",
+  "birmingham new street",
+  "16:32",
+  "13:06",
+  "07:01",
+  "19:32",
+  "23:09",
+  "07:54",
+  "21:54",
+  "23:35",
+  "08:32",
+  "norwich",
+  "12:24",
+  "21:24",
+  "09:35",
+  "11:01",
+  "19:54",
+  "09:09",
+  "06:32",
+  "13:09",
+  "22:09",
+  "14:06",
+  "13:01",
+  "20:09"
+]

data/preprocessed/UBAR/multi-woz-processed/bspn_word_collection.json

@@ -0,0 +1,1437 @@
+[
+  "[police]",
+  "[taxi]",
+  "[restaurant]",
+  "name",
+  "area",
+  "pricerange",
+  "food",
+  "[attraction]",
+  "name",
+  "area",
+  "type",
+  "[hotel]",
+  "name",
+  "internet",
+  "area",
+  "parking",
+  "stars",
+  "type",
+  "pricerange",
+  "[hospital]",
+  "department",
+  "[train]",
+  "departure",
+  "day",
+  "arrive",
+  "destination",
+  "leave",
+  "ugly",
+  "duckling",
+  "prezzo",
+  "caffe",
+  "uno",
+  "the",
+  "golden",
+  "curry",
+  "gandhi",
+  "backstreet",
+  "bistro",
+  "galleria",
+  "nandos",
+  "charlie",
+  "chan",
+  "tandoori",
+  "palace",
+  "river",
+  "bar",
+  "steakhouse",
+  "and",
+  "grill",
+  "hotel",
+  "du",
+  "vin",
+  "fitzbillies",
+  "restaurant",
+  "ali",
+  "baba",
+  "clowns",
+  "cafe",
+  "de",
+  "luca",
+  "cucina",
+  "cambridge",
+  "lodge",
+  "garden",
+  "dojo",
+  "noodle",
+  "shanghai",
+  "family",
+  "lucky",
+  "star",
+  "hakka",
+  "sesame",
+  "house",
+  "gardenia",
+  "efes",
+  "jinling",
+  "saigon",
+  "city",
+  "cocum",
+  "wagamama",
+  "bloomsbury",
+  "saffron",
+  "brasserie",
+  "chiquito",
+  "travellers",
+  "rest",
+  "yu",
+  "stazione",
+  "coffee",
+  "tang",
+  "chinese",
+  "meze",
+  "slug",
+  "lettuce",
+  "pizza",
+  "express",
+  "da",
+  "vinci",
+  "pizzeria",
+  "2",
+  "two",
+  "darrys",
+  "cookhouse",
+  "wine",
+  "shop",
+  "hk",
+  "fusion",
+  "centre",
+  "la",
+  "mimosa",
+  "copper",
+  "kettle",
+  "frankie",
+  "bennys",
+  "rice",
+  "shiraz",
+  "missing",
+  "sock",
+  "kohinoor",
+  "rajmahal",
+  "1",
+  "7",
+  "good",
+  "luck",
+  "takeaway",
+  "midsummer",
+  "boat",
+  "thanh",
+  "binh",
+  "j",
+  "hotpot",
+  "taj",
+  "zizzi",
+  "prince",
+  "chop",
+  "king",
+  "queen",
+  "cow",
+  "kitchen",
+  "loch",
+  "fyne",
+  "wok",
+  "kymmoy",
+  "hut",
+  "cherry",
+  "hinton",
+  "stop",
+  "margherita",
+  "ask",
+  "saint",
+  "johns",
+  "panahar",
+  "pipasha",
+  "grafton",
+  "royal",
+  "spice",
+  "yippee",
+  "lan",
+  "hong",
+  "maharajah",
+  "michaelhouse",
+  "anatolia",
+  "peking",
+  "cote",
+  "riverside",
+  "don",
+  "pasquale",
+  "meghna",
+  "india",
+  "sala",
+  "thong",
+  "oak",
+  "gourmet",
+  "burger",
+  "varsity",
+  "raza",
+  "eraina",
+  "alimentum",
+  "graffiti",
+  "sitar",
+  "bedouin",
+  "cotto",
+  "nirala",
+  "standard",
+  "fen",
+  "ditton",
+  "mahal",
+  "of",
+  "bangkok",
+  "little",
+  "seoul",
+  "tasca",
+  "west",
+  "south",
+  "east",
+  "north",
+  "cheap",
+  "moderate",
+  "expensive",
+  "portuguese",
+  "vietnamese",
+  "italian",
+  "spanish",
+  "turkish",
+  "asian",
+  "oriental",
+  "seafood",
+  "mexican",
+  "modern",
+  "european",
+  "british",
+  "korean",
+  "american",
+  "lebanese",
+  "mediterranean",
+  "international",
+  "french",
+  "japanese",
+  "gastropub",
+  "thai",
+  "african",
+  "indian",
+  "artworks",
+  "whale",
+  "a",
+  "time",
+  "clare",
+  "college",
+  "contemporary",
+  "art",
+  "churchill",
+  "primavera",
+  "kings",
+  "hedges",
+  "learner",
+  "pool",
+  "magdalene",
+  "scott",
+  "polar",
+  "museum",
+  "hall",
+  "archaelogy",
+  "anthropology",
+  "parkside",
+  "pools",
+  "sheep",
+  "'s",
+  "green",
+  "lammas",
+  "land",
+  "park",
+  "causeway",
+  "trinity",
+  "jello",
+  "gallery",
+  "queens",
+  "'",
+  "yard",
+  "man",
+  "on",
+  "moon",
+  "holy",
+  "church",
+  "great",
+  "mary",
+  "jesus",
+  "sidney",
+  "sussex",
+  "outdoor",
+  "regency",
+  "junction",
+  "williams",
+  "antiques",
+  "all",
+  "saints",
+  "milton",
+  "country",
+  "ballare",
+  "people",
+  "portraits",
+  "exhibition",
+  "at",
+  "girton",
+  "lynne",
+  "strover",
+  "gonville",
+  "caius",
+  "soul",
+  "tree",
+  "nightclub",
+  "scudamores",
+  "punting",
+  "co",
+  "vue",
+  "cinema",
+  "hughes",
+  "adc",
+  "theatre",
+  "john",
+  "arts",
+  "nusha",
+  "barnabas",
+  "press",
+  "place",
+  "fez",
+  "club",
+  "castle",
+  "galleries",
+  "whipple",
+  "history",
+  "science",
+  "village",
+  "christ",
+  "ruskin",
+  "old",
+  "schools",
+  "book",
+  "print",
+  "tenpin",
+  "abbey",
+  "astroturf",
+  "pitch",
+  "corn",
+  "exchange",
+  "grounds",
+  "riverboat",
+  "georgina",
+  "camboats",
+  "12",
+  "high",
+  "street",
+  "punter",
+  "county",
+  "folk",
+  "byard",
+  "fitzwilliam",
+  "salsa",
+  "kambar",
+  "mumford",
+  "emmanuel",
+  "broughton",
+  "corpus",
+  "christi",
+  "classical",
+  "archaeology",
+  "pembroke",
+  "wandlebury",
+  "downing",
+  "catharine",
+  "university",
+  "botanic",
+  "gardens",
+  "technology",
+  "cineworld",
+  "water",
+  "play",
+  "funky",
+  "fun",
+  "entertainment",
+  "multiple",
+  "sports",
+  "architecture",
+  "swimming",
+  "concert",
+  "cityroomz",
+  "alpha",
+  "-",
+  "guest",
+  "archway",
+  "autumn",
+  "hamilton",
+  "huntingdon",
+  "marriott",
+  "hobsons",
+  "rosa",
+  "bed",
+  "breakfast",
+  "warkworth",
+  "bridge",
+  "limehouse",
+  "aylesbray",
+  "el",
+  "shaddai",
+  "acorn",
+  "ashley",
+  "allenbell",
+  "arbury",
+  "kirkwood",
+  "belfry",
+  "avalon",
+  "by",
+  "holiday",
+  "inn",
+  "lovell",
+  "leverton",
+  "worth",
+  "finches",
+  "home",
+  "from",
+  "arms",
+  "alexander",
+  "b",
+  "carolina",
+  "lensfield",
+  "no",
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+  "0",
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+  "hepatobillary",
+  "gastrointestinal",
+  "surgery",
+  "regional",
+  "referral",
+  "cardiology",
+  "coronary",
+  "care",
+  "medicine",
+  "for",
+  "elderly",
+  "haematology",
+  "oral",
+  "maxillofacial",
+  "ent",
+  "neurosciences",
+  "clinical",
+  "decisions",
+  "lewin",
+  "stroke",
+  "rehabilitation",
+  "delivery",
+  "transplant",
+  "neonatal",
+  "gynaecology",
+  "intermediate",
+  "dependancy",
+  "respiratory",
+  "emergency",
+  "major",
+  "trauma",
+  "dependency",
+  "neurology",
+  "neurosurgery",
+  "farman",
+  "intensive",
+  "colorectal",
+  "infectious",
+  "diseases",
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+  "corner",
+  "newmarket",
+  "nil",
+  "attraction",
+  "theathre",
+  "artw2orks",
+  "georginawd",
+  "mic",
+  "departure",
+  "w",
+  "caffee",
+  "cristi",
+  "cas",
+  "lens",
+  "belfy",
+  "ldoge",
+  "alyesbray",
+  "g",
+  "172",
+  "chestertown",
+  "towninfo",
+  "citiroomz",
+  "clair",
+  "nstaot",
+  "mentioned",
+  "england",
+  "time",
+  "1545",
+  "1745",
+  "given",
+  "13:10",
+  "day",
+  "thur",
+  "people",
+  "arrive",
+  "16,15",
+  "1145",
+  "17:05",
+  "1730",
+  "1700",
+  "day"
+]

data/preprocessed/UBAR/multi-woz-processed/delex_multi_valdict.json

@@ -0,0 +1,475 @@
+{
+  "hepatobillary and gastrointestinal surgery regional referral centre": "department",
+  "2 g cambridge leisure park cherry hinton road cherry hinton": "address",
+  "kingfisher way , hinchinbrook business park , huntingdon": "address",
+  "doubletree by hilton cambridge granta place mill lane": "address",
+  "cambridge lodge hotel 139 huntingdon road city centre": "address",
+  "g4 cambridge leisure park clifton way cherry hinton": "address",
+  "cambridge city football club milton road chesterton": "address",
+  "de vere university arms regent street city centre": "address",
+  "st . michael 's church trinity street city centre": "address",
+  "cambridge leisure park clifton way cherry hinton": "address",
+  "unit su43 , grande arcade , saint andrews street": "address",
+  "people 's portraits exhibition at girton college": "name",
+  "sheep 's green and lammas land park fen causeway": "name",
+  "cambridge retail park newmarket road fen ditton": "address",
+  "unit g6 , cambridge leisure park , clifton road": "address",
+  "pool way , whitehill road , off newmarket road": "address",
+  "8 mercers row , mercers row industrial estate": "address",
+  "cambridge passenger cruisers , jubilee house": "address",
+  "wandlebury ring , gog magog hills , babraham": "address",
+  "hotel felix whitehouse lane huntingdon road": "address",
+  "grafton hotel 619 newmarket road fen ditton": "address",
+  "15 - 17 norman way , coldhams business park": "address",
+  "43 high street cherry hinton cherry hinton": "address",
+  "5 jordans yard bridge street city centre": "address",
+  "cafe jello gallery , 13 magdalene street": "address",
+  "university of cambridge , downing street": "address",
+  "whipple museum of the history of science": "name",
+  "the old pumping station , cheddars lane": "address",
+  "cherry hinton hall , cherry hinton road": "address",
+  "haematology and haematological oncology": "department",
+  "gwydir street , no . 5 dale 's brewery": "address",
+  "oral and maxillofacial surgery and ent": "department",
+  "the little rose 37 trumpington street": "address",
+  "169 high street chesterton chesterton": "address",
+  "the plough , green end , fen ditton ,": "address",
+  "museum of archaelogy and anthropology": "name",
+  "plastic and vascular surgery plastics": "department",
+  "crowne plaza hotel 20 downing street": "address",
+  "cambridge university botanic gardens": "name",
+  "cambridge leisure park , clifton way": "address",
+  "anglia ruskin enterprise , east road": "address",
+  "anglia ruskin university , east road": "address",
+  "child -s 's oncology and haematology": "department",
+  "lewin stroke and rehabilitation unit": "department",
+  "82 cherry hinton road cherry hinton": "address",
+  "the good luck chinese food takeaway": "name",
+  "64 cherry hinton road cherry hinton": "address",
+  "35 saint andrews street city centre": "address",
+  "city centre north bed and breakfast": "name",
+  "between victoria road and the river": "address",
+  "stazione restaurant and coffee bar": "name",
+  "cambridge leisure park clifton way": "address",
+  "the river bar steakhouse and grill": "name",
+  "the belfast yard , coldham 's road": "address",
+  "51 trumpington street city centre": "address",
+  "child -s 's surgical and medicine": "department",
+  "cardiology and coronary care unit": "department",
+  "12 st . johns street city centre": "address",
+  "express by holiday inn cambridge": "name",
+  "cambridge and county folk museum": "name",
+  "cambridge book and print gallery": "name",
+  "girton college , huntingdon road": "address",
+  "the cherry hinton village centre": "name",
+  "neurosciences critical care unit": "department",
+  "41518 castle street city centre": "address",
+  "17 magdalene street city centre": "address",
+  "15 magdalene street city centre": "address",
+  "museum of classical archaeology": "name",
+  "general medicine and nephrology": "department",
+  "transplant high dependency unit": "department",
+  "john farman intensive care unit": "department",
+  "darrys cookhouse and wine shop": "name",
+  "40210 millers yard city centre": "address",
+  "39 burleigh street city centre": "address",
+  "10 homerton street city centre": "address",
+  "21 burleigh street city centre": "address",
+  "abbey pool and astroturf pitch": "name",
+  "heidelberg gardens , lion yard": "address",
+  "cambridge museum of technology": "name",
+  "cherry hinton hall and grounds": "name",
+  "the grafton centre , east road": "address",
+  "unit 8 , viking way , bar hill": "address",
+  "acute medicine for the elderly": "department",
+  "inpatient occupational therapy": "department",
+  "paediatric intensive care unit": "department",
+  "finders corner newmarket road": "address",
+  "106 regent street city centre": "address",
+  "529 newmarket road fen ditton": "address",
+  "451 newmarket road fen ditton": "address",
+  "40270 king street city centre": "address",
+  "maharajah tandoori restaurant": "name",
+  "22 chesterton road chesterton": "address",
+  "12 norfolk street city centre": "address",
+  "108 regent street city centre": "address",
+  "40428 king street city centre": "address",
+  "12 lensfield road city centre": "address",
+  "the cow pizza kitchen and bar": "name",
+  "66 chesterton road chesterton": "address",
+  "sleeperz hotel , station road": "address",
+  "jedburgh court , kings hedges": "address",
+  "fen causeway , newnham road ,": "address",
+  "colville road , cherry hinton": "address",
+  "acute medical assessment unit": "department",
+  "free school lane city centre": "address",
+  "12 bridge street city centre": "address",
+  "2 sturton street city centre": "address",
+  "71 castle street city centre": "address",
+  "86 regent street city centre": "address",
+  "33 - 34 saint andrews street": "address",
+  "72 regent street city centre": "address",
+  "205 victoria road chesterton": "address",
+  "3 - 5 millers yard mill lane": "address",
+  "30 bridge street city centre": "address",
+  "8 norfolk street city centre": "address",
+  "84 regent street city centre": "address",
+  "32 bridge street city centre": "address",
+  "milton country park , milton": "address",
+  "saint barnabas press gallery": "name",
+  "intermediate dependancy area": "department",
+  "intermediate dependency area": "department",
+  "2 rose crescent city centre": "address",
+  "huntingdon road city centre": "address",
+  "24 green street city centre": "address",
+  "alexander bed and breakfast": "name",
+  "aylesbray lodge guest house": "name",
+  "gallery at 12 a high street": "name",
+  "little saint mary 's church": "name",
+  "23 high street , fen ditton": "address",
+  "the cambridge corn exchange": "name",
+  "trauma high dependency unit": "department",
+  "clinical investigation ward": "department",
+  "15 - 19 trumpington street": "address",
+  "4 kings parade city centre": "address",
+  "21 - 24 northampton street": "address",
+  "victoria avenue chesterton": "address",
+  "191 histon road chesterton": "address",
+  "shanghai family restaurant": "name",
+  "cambridge lodge restaurant": "name",
+  "quayside off bridge street": "address",
+  "54 king street city centre": "address",
+  "7 barnwell road fen ditton": "address",
+  "12 market hill city centre": "address",
+  "midsummer house restaurant": "name",
+  "alpha - milton guest house": "name",
+  "carolina bed and breakfast": "name",
+  "cambridge contemporary art": "name",
+  "gonville and caius college": "name",
+  "great saint mary 's church": "name",
+  "saint catharine 's college": "name",
+  "1 - 6 corn exchange street": "address",
+  "diabetes and endocrinology": "department",
+  "clinical research facility": "department",
+  "regent street city centre": "address",
+  "68 histon road chesterton": "address",
+  "59 hills road city centre": "address",
+  "20 milton road chesterton": "address",
+  "196 mill road city centre": "address",
+  "183 east road city centre": "address",
+  "100 mill road city centre": "address",
+  "newmarket road fen ditton": "address",
+  "thompsons lane fen ditton": "address",
+  "napier street city centre": "address",
+  "106 mill road city centre": "address",
+  "290 mill road city centre": "address",
+  "bridge street city centre": "address",
+  "17 hills road city centre": "address",
+  "sesame restaurant and bar": "name",
+  "finches bed and breakfast": "name",
+  "huntingdon marriott hotel": "name",
+  "rosa 's bed and breakfast": "name",
+  "6 saint edward 's passage": "address",
+  "kings hedges learner pool": "name",
+  "little saint mary 's lane": "address",
+  "williams art and antiques": "name",
+  "teenage cancer trust unit": "department",
+  "11 peas hill city centre": "address",
+  "74 mill road city centre": "address",
+  "21 - 24 northampton road": "address",
+  "88 mill road city centre": "address",
+  "7 milton road chesterton": "address",
+  "pizza express fen ditton": "name",
+  "grafton hotel restaurant": "name",
+  "the cambridge chop house": "name",
+  "52 mill road city centre": "address",
+  "arbury lodge guest house": "name",
+  "732 - 734 newmarket road": "address",
+  "cherry hinton water play": "name",
+  "jesus green outdoor pool": "name",
+  "granta place , mill lane": "address",
+  "medicine for the elderly": "department",
+  "pizza hut cherry hinton": "name",
+  "market hill city centre": "address",
+  "chiquito restaurant bar": "name",
+  "37 newnham road newnham": "address",
+  "hotel du vin and bistro": "name",
+  "36 saint andrews street": "address",
+  "35 newnham road newnham": "address",
+  "31 newnham road newnham": "address",
+  "king street city centre": "address",
+  "broughton house gallery": "name",
+  "wandlebury country park": "name",
+  "parkside police station": "name",
+  "trauma and orthopaedics": "department",
+  "clinical decisions unit": "department",
+  "medical short stay unit": "department",
+  "theatre admissions unit": "department",
+  "Parkside Police Station": "name",
+  "de luca cucina and bar": "name",
+  "the varsity restaurant": "name",
+  "fitzbillies restaurant": "name",
+  "saint johns chop house": "name",
+  "milton road chesterton": "address",
+  "hills road city centre": "address",
+  "gourmet burger kitchen": "name",
+  "56 saint barnabas road": "address",
+  "53 - 57 lensfield road": "address",
+  "cambridge arts theatre": "name",
+  "saint andrew 's street": "address",
+  "the fitzwilliam museum": "name",
+  "neurology neurosurgery": "department",
+  "medical decisions unit": "department",
+  "pizza hut city centre": "name",
+  "mill road city centre": "address",
+  "bloomsbury restaurant": "name",
+  "47 - 53 regent street": "address",
+  "jesus lane fen ditton": "address",
+  "don pasquale pizzeria": "name",
+  "back lane , cambourne": "address",
+  "university arms hotel": "name",
+  "lynne strover gallery": "name",
+  "saint john 's college": "name",
+  "scudamores punting co": "name",
+  "sidney sussex college": "name",
+  "oncology neurosurgery": "department",
+  "152 - 154 hills road": "address",
+  "restaurant alimentum": "name",
+  "14 -16 bridge street": "address",
+  "pizza hut fen ditton": "name",
+  "corn exchange street": "address",
+  "city stop restaurant": "name",
+  "34 - 35 green street": "address",
+  "the slug and lettuce": "name",
+  "the cambridge belfry": "name",
+  "saint john 's street": "address",
+  "251a chesterton road": "address",
+  "the cambridge punter": "name",
+  "parkside , cambridge": "address",
+  "haematology day unit": "department",
+  "respiratory medicine": "department",
+  "emergency department": "department",
+  "riverside brasserie": "name",
+  "4 - 6 rose crescent": "address",
+  "a and b guest house": "name",
+  "154 chesterton road": "address",
+  "41 warkworth street": "address",
+  "156 chesterton road": "address",
+  "78 - 80 milton road": "address",
+  "172 chesterton road": "address",
+  "the lensfield hotel": "name",
+  "152 chesterton road": "address",
+  "2 - 3 castle street": "address",
+  "holy trinity church": "name",
+  "milton country park": "name",
+  "soul tree nightclub": "name",
+  "the man on the moon": "name",
+  "infectious diseases": "department",
+  "paediatric day unit": "department",
+  "parkside, cambridge": "address",
+  "jinling noodle bar": "name",
+  "pipasha restaurant": "name",
+  "nandos city centre": "name",
+  "mahal of cambridge": "name",
+  "frankie and bennys": "name",
+  "74 chesterton road": "address",
+  "710 newmarket road": "address",
+  "bridge guest house": "name",
+  "cafe jello gallery": "name",
+  "cambridge artworks": "name",
+  "cherry hinton road": "address",
+  "trumpington street": "address",
+  "riverboat georgina": "name",
+  "scott polar museum": "name",
+  "colorectal surgery": "department",
+  "cambridge eye unit": "department",
+  "coronary care unit": "department",
+  "backstreet bistro": "name",
+  "michaelhouse cafe": "name",
+  "da vinci pizzeria": "name",
+  "the copper kettle": "name",
+  "yippee noodle bar": "name",
+  "saffron brasserie": "name",
+  "peking restaurant": "name",
+  "shiraz restaurant": "name",
+  "acorn guest house": "name",
+  "517a coldham lane": "address",
+  "144 thornton road": "address",
+  "warkworth terrace": "address",
+  "all saints church": "name",
+  "14 king 's parade": "address",
+  "christ 's college": "name",
+  "churchill college": "name",
+  "magdalene college": "name",
+  "39 fitzroy street": "address",
+  "paediatric clinic": "department",
+  "infusion services": "department",
+  "major trauma unit": "department",
+  "transitional care": "department",
+  "the missing sock": "name",
+  "83 regent street": "address",
+  "the golden curry": "name",
+  "6 lensfield road": "address",
+  "33 bridge street": "address",
+  "midsummer common": "address",
+  "124 tenison road": "address",
+  "328a histon road": "address",
+  "53 roseford road": "address",
+  "6 trinity street": "address",
+  "castle galleries": "name",
+  "cineworld cinema": "name",
+  "emmanuel college": "name",
+  "1 wheeler street": "address",
+  "magdalene street": "address",
+  "pembroke college": "name",
+  "10 king s parade": "address",
+  "queens ' college": "name",
+  "8 market passage": "address",
+  "2 norfolk street": "address",
+  "22 sidney street": "address",
+  "free school lane": "address",
+  "cambridge belfry": "name",
+  "modern european": "food",
+  "tandoori palace": "name",
+  "dojo noodle bar": "name",
+  "zizzi cambridge": "name",
+  "travellers rest": "name",
+  "efes restaurant": "name",
+  "52 gilbert road": "address",
+  "62 gilbert road": "address",
+  "365 milton road": "address",
+  "warkworth house": "name",
+  "49 newnham road": "address",
+  "downing college": "name",
+  "funky fun house": "name",
+  "king 's college": "name",
+  "mumford theatre": "name",
+  "sidgwick avenue": "address",
+  "regency gallery": "name",
+  "multiple sports": "type",
+  "trinity college": "name",
+  "whale of a time": "name",
+  "transplant unit": "department",
+  "restaurant 1 7": "name",
+  "ask restaurant": "name",
+  "restaurant 2 2": "name",
+  "lan hong house": "name",
+  "the oak bistro": "name",
+  "the lucky star": "name",
+  "asian oriental": "food",
+  "royal standard": "name",
+  "north american": "food",
+  "1 kings parade": "address",
+  "sitar tandoori": "name",
+  "63 milton road": "address",
+  "82 arbury road": "address",
+  "5 mowbray road": "address",
+  "151 hills road": "address",
+  "138 perne road": "address",
+  "gonville place": "address",
+  "gonville hotel": "name",
+  "hamilton lodge": "name",
+  "96 barton road": "address",
+  "home from home": "name",
+  "kirkwood house": "name",
+  "leverton house": "name",
+  "98 king street": "address",
+  "bateman street": "address",
+  "1 station road": "address",
+  "king 's parade": "address",
+  "corpus christi": "name",
+  "trinity street": "address",
+  "wollaston road": "address",
+  "kettle 's yard": "name",
+  "parkside pools": "name",
+  "ruskin gallery": "name",
+  "lensfield road": "address",
+  "wheeler street": "address",
+  "pizza express": "name",
+  "ugly duckling": "name",
+  "la margherita": "name",
+  "archway house": "name",
+  "hobsons house": "name",
+  "regent street": "address",
+  "swimming pool": "type",
+  "5 greens road": "address",
+  "storey 's way": "address",
+  "clare college": "name",
+  "herschel road": "address",
+  "market square": "address",
+  "market street": "address",
+  "jesus college": "name",
+  "castle street": "address",
+  "silver street": "address",
+  "sidney street": "address",
+  "delivery unit": "department",
+  "neonatal unit": "department",
+  "curry garden": "name",
+  "taj tandoori": "name",
+  "curry prince": "name",
+  "charlie chan": "name",
+  "little seoul": "name",
+  "golden house": "name",
+  "j restaurant": "name",
+  "the gardenia": "name",
+  "tang chinese": "name",
+  "bangkok city": "name",
+  "ashley hotel": "name",
+  "autumn house": "name",
+  "lovell lodge": "name",
+  "trinity lane": "address",
+  "the fez club": "name",
+  "the junction": "name",
+  "concert hall": "type",
+  "royal spice": "name",
+  "saigon city": "name",
+  "india house": "name",
+  "clowns cafe": "name",
+  "curry queen": "name",
+  "guest house": "type",
+  "worth house": "name",
+  "park street": "address",
+  "adc theatre": "name",
+  "hughes hall": "name",
+  "old schools": "name",
+  "clifton way": "address",
+  "105 minutes": "time",
+  "163 minutes": "time",
+  "rice house": "name",
+  "thanh binh": "name",
+  "the nirala": "name",
+  "the gandhi": "name",
+  "golden wok": "name",
+  "sala thong": "name",
+  "the hotpot": "name",
+  "curry king": "name",
+  "el shaddai": "name",
+  "jesus lane": "address",
+  "clare hall": "name",
+  "club salsa": "name",
+  "vue cinema": "name",
+  "51 minutes": "time",
+  "88 minutes": "time",
+  "47 minutes": "time",
+  "79 minutes": "time",
+  "50 minutes": "time",
+  "17 minutes": "time",
+  "28 minutes": "time",
+  "38 minutes": "time",
+  "60 minutes": "time",
+  "49 minutes": "time",
+  "hills road": "address",
+  "yu garden": "name",
+  "rice boat": "name",
+  "la mimosa": "name",
+  "loch fyne": "name",
+  "hk fusion": "name",
+  "caffe uno": "name",
+  "byard art": "name",
+  "the place": "name",
+  "ali baba": "name",
+  "la tasca": "name",
+  "meze bar": "name",
+  "hills rd": "address",
+  "la raza": "name"
+}

data/preprocessed/UBAR/multi-woz-processed/delex_single_valdict.json

@@ -0,0 +1,630 @@
+{
+  "gastroenterology": "department",
+  "international": "food",
+  "mediterranean": "food",
+  "entertainment": "type",
+  "neurosciences": "department",
+  "architecture": "type",
+  "01223358966": "phone",
+  "01223216297": "phone",
+  "01223216305": "phone",
+  "01223217216": "phone",
+  "01223216314": "phone",
+  "01223217231": "phone",
+  "01223217450": "phone",
+  "01223217261": "phone",
+  "01223217195": "phone",
+  "01223216988": "phone",
+  "01223217300": "phone",
+  "01223217279": "phone",
+  "01223274222": "phone",
+  "01223217312": "phone",
+  "01223217250": "phone",
+  "01223348144": "phone",
+  "01223217712": "phone",
+  "haematology": "department",
+  "01223274679": "phone",
+  "01223274680": "phone",
+  "01223217303": "phone",
+  "01223217282": "phone",
+  "01223217708": "phone",
+  "01223217314": "phone",
+  "01223348169": "phone",
+  "01223596203": "phone",
+  "01223348314": "phone",
+  "01223348336": "phone",
+  "01223216881": "phone",
+  "01223217567": "phone",
+  "01223348313": "phone",
+  "01223274744": "phone",
+  "01223216811": "phone",
+  "01223217323": "phone",
+  "01223586967": "phone",
+  "01223217484": "phone",
+  "01223217498": "phone",
+  "01223217711": "phone",
+  "01223217428": "phone",
+  "01223256583": "phone",
+  "01223256233": "phone",
+  "01223349881": "phone",
+  "01223256459": "phone",
+  "01223348545": "phone",
+  "01223274280": "phone",
+  "01223274284": "phone",
+  "01223348527": "phone",
+  "01223256650": "phone",
+  "01223256645": "phone",
+  "01223274750": "phone",
+  "01223216348": "phone",
+  "01223596201": "phone",
+  "01223217118": "phone",
+  "01223257168": "phone",
+  "01223586706": "phone",
+  "01223596055": "phone",
+  "01223217297": "phone",
+  "01223217873": "phone",
+  "01223596066": "phone",
+  "01223217715": "phone",
+  "01223257157": "phone",
+  "01223256166": "phone",
+  "01223217217": "phone",
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