Put models on model hub

app.py

@@ -1,8 +1,12 @@
+import random
 import gradio as gr
-import scripts.simulate_interaction as si
 import sys
 import traceback
 import pandas as pd
+import gradio as gr
+import json
+
+import yaml
 
 # from tqdm import tqdm
 from scripts.UBAR_code.interaction import UBAR_interact
@@ -10,161 +14,137 @@ from scripts.user_model_code.interaction import multiwoz_interact
 from scripts.UBAR_code.interaction.UBAR_interact import bcolors
 
 
-def instantiate_agents():
-
-    UBAR_checkpoint_path = "models/UBAR/experiments/distilgpt-2_sd11_lr0.0001_bs16_ga2/epoch50_trloss0.59_gpt2"
-    user_model_checkpoint_path = "models/user_model/MultiWOZ-full_checkpoint_step340k"
-
-    sys_model = UBAR_interact.UbarSystemModel(
-        "UBAR_sys_model", UBAR_checkpoint_path, "scripts/UBAR_code/interaction/config.yaml"
-    )
-
-    user_model = multiwoz_interact.NeuralAgent(
-        "user", user_model_checkpoint_path, "scripts/user_model_code/interaction/config.yaml"
-    )
-
-    return sys_model, user_model
-
+# Initialise agents
+UBAR_checkpoint_path = "cambridge-masters-project/epoch50_trloss0.59_gpt2"
+user_model_checkpoint_path = "cambridge-masters-project/MultiWOZ-full_checkpoint_step340k"
 
-def read_multiwoz_data():
-    """
-    Read the multiwoz 2.0 raw data from the .json file
-    """
-    raw_mwoz_20_path = "data/raw/UBAR/multi-woz/data.json"
-    df_raw_mwoz = pd.read_json(raw_mwoz_20_path)
-    return df_raw_mwoz
-
-
-def load_test_val_lists():
-    val_list_file = "data/raw/UBAR/multi-woz/valListFile.json"
-    test_list_file = "data/raw/UBAR/multi-woz/testListFile.json"
-
-    with open(val_list_file, "r") as f:
-        val_list = f.readlines()
-        val_list = [x.strip() for x in val_list]
-
-    with open(test_list_file, "r") as f:
-        test_list = f.readlines()
-        test_list = [x.strip() for x in test_list]
-
-    return val_list, test_list
-
-
-def main(
-    write_to_file=False, ground_truth_system_responses=False, train_only=True, n_dialogues="all", log_successes=False
-):
-    sys_model, user_model = instantiate_agents()
-
-    # TODO: move hardcoded vars into config file
-    raw_mwoz_20_path = "data/raw/UBAR/multi-woz/data.json"
-    user_utterances_out_path = "data/preprocessed/UBAR/user_utterances_from_simulator.txt"
-    logging_successes_path = "data/preprocessed/UBAR/logging_successes"
-    sys_model.print_intermediary_info = False
-    user_model.print_intermediary_info = False
-
-    df_raw_mwoz = pd.read_json(raw_mwoz_20_path)
-    if n_dialogues == "all":
-        n_dialogues = len(df_raw_mwoz.columns)
-
-    curr_dialogue_user_utterances_formatted = []
-
-    print("Loading goals...")
-    goals = multiwoz_interact.read_multiWOZ_20_goals(raw_mwoz_20_path, n_dialogues)
-
-    # Write column headers
-    if write_to_file:
-        with open(user_utterances_out_path, "w") as f:
-            f.write("Dialogue #\tDialogue ID\tTurn #\tSystem Response\n")
-
-    print("Loading data...")
-    df_mwoz_data = read_multiwoz_data()
-    val_list, test_list = load_test_val_lists()
-
-    successful_dialogues = 0
-    total_dialogues_generated = 0  # train dialogues only
-    for dialogue_idx, (goal, dialogue_filename) in enumerate(zip(goals, df_mwoz_data.columns)):
-        if log_successes:
-            # log successful_dialogues to logging_successes_path every 100 dialogues
-            if dialogue_idx % 100 == 0:
-                with open(logging_successes_path, "w") as f:
-                    f.write(str(successful_dialogues) + " / " + str(total_dialogues_generated))
-
-        curr_dialogue_user_utterances_formatted = []
-        if train_only:
-            if dialogue_filename in val_list or dialogue_filename in test_list:
-                continue
-
-        total_dialogues_generated += 1
-        print("Dialogue: {}".format(dialogue_filename))
-
-        # There are occasionally exceptions thrown from one of the agents, usually the user
-        # In this case we simply continue to the next dialogue
-        try:
-            # Reset state after each dialogue
-            sys_model.init_session()
-            user_model.init_session(ini_goal=goal)
-            sys_response = ""
-
-            for turn_idx in range(50):
-                # Turn idx in this case represents the turn as one user utterance AND one system response
-                usr_response_raw_data_idx = turn_idx * 2
-                sys_response_raw_data_idx = turn_idx * 2 + 1
-
-                user_utterance = user_model.response(sys_response)
-                print(bcolors.OKBLUE + "User: " + bcolors.ENDC + user_utterance)
-
-                if write_to_file:
-                    user_utterance = user_utterance.replace("\n", " ")
-                    curr_dialogue_user_utterances_formatted.append(
-                        str(dialogue_idx)
-                        + "\t"
-                        + dialogue_filename
-                        + "\t"
-                        + str(usr_response_raw_data_idx)
-                        + "\t"
-                        + user_utterance
-                        + "\n"
-                    )
-
-                if user_model.is_terminated():
-                    successful_dialogues += 1
-                    print(bcolors.OKCYAN + "Dialogue terminated successfully!" + bcolors.ENDC)
-                    print(bcolors.OKCYAN + "---" * 30 + bcolors.ENDC + "\n")
-                    if write_to_file:
-                        # Write whole dialogue to file
-                        with open(user_utterances_out_path, "a") as f:
-                            for line in curr_dialogue_user_utterances_formatted:
-                                f.write(line)
-                    break
-
-                # Next turn materials
-                if ground_truth_system_responses:
-                    # If we are at the end of the ground truth dialogues
-                    if len(df_mwoz_data.iloc[:, dialogue_idx].log) <= sys_response_raw_data_idx:
-                        print(bcolors.RED + "Dialogue terminated unsuccessfully!" + bcolors.ENDC)
-                        print(bcolors.RED + "---" * 30 + bcolors.ENDC + "\n")
-                        break
-                    sys_response = df_mwoz_data.iloc[:, dialogue_idx].log[sys_response_raw_data_idx]["text"]
-                else:
-                    sys_response = sys_model.response(user_utterance, turn_idx)
-                    capitalised_sys_response = sys_response[0].upper() + sys_response[1:]
-                print(bcolors.GREEN + "System: " + bcolors.ENDC + capitalised_sys_response)
-
-        except Exception:
-            print(bcolors.RED + "*" * 30 + bcolors.ENDC)
-            print(bcolors.RED + "Error in dialogue {}".format(dialogue_filename) + bcolors.ENDC)
-            print(bcolors.RED + "*" * 30 + bcolors.ENDC)
-            traceback.print_exc()
-            continue
-
-    print("Successful dialogues: {}".format(successful_dialogues))
-    print("Total dialogues: {}".format(n_dialogues))
-    print("% Successful Dialopues: {}".format(successful_dialogues / n_dialogues))
-
-
-def test():
-    return "SUCCESS"
-
-
-iface = gr.Interface(fn=test, outputs="text")
-iface.launch()
+sys_model = self_play_sys_model = UBAR_interact.UbarSystemModel(
+    "UBAR_sys_model", UBAR_checkpoint_path, "cambridge-masters-project/scripts/UBAR_code/interaction/config.yaml"
+)
+user_model = self_play_user_model = multiwoz_interact.NeuralAgent(
+    "user", user_model_checkpoint_path, "cambridge-masters-project/scripts/user_model_code/interaction/config.yaml"
+)
+
+
+# Get goals
+n_goals = 100
+goals_path = "cambridge-masters-project/data/raw/UBAR/multi-woz/data.json"
+print("Loading goals...")
+goals = multiwoz_interact.read_multiWOZ_20_goals(goals_path, n_goals)
+
+# Initialise agent with first goal (can be incrememnted by user) for user simulator tab
+curr_goal_idx = random.randint(0, n_goals - 1)
+current_goal = goals[curr_goal_idx]
+user_model.init_session(ini_goal=current_goal)
+
+# Do the same initialisation but for the self-play tab
+curr_sp_goal_idx = random.randint(0, n_goals - 1)
+current_sp_goal = goals[curr_sp_goal_idx]
+self_play_user_model.init_session(ini_goal=current_sp_goal)
+
+# Get the responses for each agent and track conversation history
+ds_history = []
+us_history = []
+self_play_history = []
+
+
+def change_goal():
+    global curr_goal_idx
+    curr_goal_idx = random.randint(0, n_goals - 1)
+    current_goal = goals[curr_goal_idx]
+    user_model.init_session(ini_goal=current_goal)
+    current_goal_yaml = yaml.dump(current_goal, default_flow_style=False)
+    return current_goal_yaml
+
+
+def change_sp_goal():
+    global curr_sp_goal_idx
+    curr_sp_goal_idx = random.randint(0, n_goals - 1)
+    current_sp_goal = goals[curr_sp_goal_idx]
+    self_play_user_model.init_session(ini_goal=current_sp_goal)
+    current_sp_goal_yaml = yaml.dump(current_sp_goal, default_flow_style=False)
+    return current_sp_goal_yaml
+
+
+def ds_chatbot(user_utt):
+    turn_id = len(ds_history)
+    sys_response = sys_model.response(user_utt, turn_id)
+    ds_history.append((user_utt, sys_response))
+    return ds_history
+
+
+def us_chatbot(sys_response):
+    user_utt = user_model.response(sys_response)
+    us_history.append((sys_response, user_utt))
+    if user_model.is_terminated():
+        change_goal()
+    return us_history
+
+
+def self_play():
+    if len(self_play_history) == 0:
+        sys_response = ""
+    else:
+        sys_response = self_play_history[-1][1]
+
+    user_utt = user_model.response(sys_response)
+
+    turn_id = len(self_play_history)
+    sys_response = sys_model.response(user_utt, turn_id)
+
+    self_play_history.append((user_utt, sys_response))
+
+    if user_model.is_terminated():
+        change_goal()
+
+    return self_play_history
+
+
+# Initialise demo render
+block = gr.Blocks()
+
+with block:
+    gr.Markdown("# Demo User Simulator and Task-Oriented Dialogue System")
+    gr.Markdown("*Created by Alistair McLeay, with help from Professor Bill Byrne, Andy Tseng, and Alex Coca*")
+    with gr.Tabs():
+        with gr.TabItem("Dialogue System"):
+            gr.Markdown(
+                "This bot is a Task-Oriented Dialogue Systen. You are the user. Go ahead and try to book a train, or a hotel etc."
+            )
+            with gr.Row():
+                ds_input_text = gr.inputs.Textbox(
+                    label="User Message", placeholder="I'd like to book a train from Cambridge to London"
+                )
+                ds_response = gr.outputs.Chatbot(label="Dialogue System Response")
+            ds_button = gr.Button("Submit Message")
+
+        with gr.TabItem("User Simulator"):
+            gr.Markdown(
+                "This bot is a User Simulator. You are the Task-Oriented Dialogue System. Your job is to help the user with their requests."
+            )
+            new_goal_button = gr.Button("Generate Goal")
+            with gr.Row():
+                us_input_text = gr.inputs.Textbox(
+                    label="Dialogue System Message", placeholder="How can I help you today?"
+                )
+                us_response = gr.outputs.Chatbot(label="User Simulator Response")
+                current_goal_yaml = gr.outputs.Textbox(label="Current Goal (YAML)")
+            us_button = gr.Button("Submit Message")
+
+        with gr.TabItem("Self-Play"):
+            gr.Markdown(
+                "In this scenario you define a goal and you then watch both agents interact where the User Simulator is trying to achieve the goal, and the Task-Oriented Dialogue System is trying to help the User Simulator do so."
+            )
+            new_sp_goal_button = gr.Button("Generate Goal")
+            with gr.Row():
+                self_play_response = gr.outputs.Chatbot(label="Self-Play Output")
+                current_sp_goal_yaml = gr.outputs.Textbox(label="Current Goal (YAML)")
+            self_play_button = gr.Button("Run Next Step")
+
+    ds_button.click(ds_chatbot, ds_input_text, ds_response)
+    us_button.click(us_chatbot, us_input_text, us_response)
+    self_play_button.click(self_play, None, self_play_response)
+    new_goal_button.click(change_goal, None, current_goal_yaml)
+    new_sp_goal_button.click(change_sp_goal, None, current_sp_goal_yaml)
+
+block.launch(share=True)

data/preprocessed/.gitignore

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

data/raw/UBAR/db/attraction_db.json

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

data/raw/UBAR/db/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": [
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+    "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": [
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+      0.133253
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+    "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": [
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+      0.125342
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+    "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
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+    "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"
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+  {
+    "location": [
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+      0.117269
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+    "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"
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+  {
+    "location": [
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+      0.122415
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+    "address": "jedburgh court , kings hedges",
+    "area": "north",
+    "price": "?",
+    "id": "39",
+    "name": "kings hedges learner pool",
+    "openhours": "?",
+    "phone": "01223353248",
+    "postcode": "cb42xh",
+    "pricerange": "?",
+    "type": "swimming pool"
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+  {
+    "location": [
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+    "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"
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+  {
+    "location": [
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+    "address": "23 high street , fen ditton",
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+    "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"
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+  {
+    "location": [
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+    "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"
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+  {
+    "location": [
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+    "address": "milton country park , milton",
+    "area": "north",
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+    "id": "43",
+    "name": "milton country park",
+    "openhours": "always",
+    "phone": "01223420060",
+    "postcode": "cb46az",
+    "pricerange": "free",
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+    "location": [
+      52.20571,
+      0.131061
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+    "address": "anglia ruskin enterprise , east road",
+    "area": "centre",
+    "price": "?",
+    "id": "44",
+    "name": "mumford theatre",
+    "openhours": "?",
+    "phone": "08451962320",
+    "postcode": "cb11pt",
+    "pricerange": "?",
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+  {
+    "location": [
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+    "address": "university of cambridge , downing street",
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+    "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",
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+    "location": [
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+    "address": "sidgwick avenue",
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+    "id": "46",
+    "name": "museum of classical archaeology",
+    "openhours": "it opens from 10:00 . to 05:00p . m . monday to friday",
+    "phone": "01223335153",
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+    "address": "unit g6 , cambridge leisure park , clifton road",
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+    "id": "47",
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+    "phone": "01223902158",
+    "postcode": "cb17dy",
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+    "name": "old schools",
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+    "address": "gonville place",
+    "area": "centre",
+    "price": "?",
+    "id": "49",
+    "name": "parkside pools",
+    "openhours": "?",
+    "phone": "01223446100",
+    "postcode": "cb11ly",
+    "pricerange": "?",
+    "type": "swimming pool"
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+    "location": [
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+    "address": "trumpington street",
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+    "id": "50",
+    "name": "pembroke college",
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+    "address": "girton college , huntingdon road",
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+    "id": "51",
+    "name": "people 's portraits exhibition at girton college",
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+    "address": "10 king s parade",
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+    "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",
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+    "location": [
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+    "address": "silver street",
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+    "id": "53",
+    "name": "queens ' college",
+    "openhours": "monday to sunday 10 . to 04:30p . m.",
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+    "address": "39 fitzroy street",
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+    "id": "54",
+    "name": "regency gallery",
+    "openhours": "?",
+    "phone": "01223365454",
+    "postcode": "cb11er",
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+    "address": "cambridge passenger cruisers , jubilee house",
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+    "price": "?",
+    "id": "55",
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+    "openhours": "?",
+    "phone": "01223902091",
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+    "address": "anglia ruskin university , east road",
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+    "name": "ruskin gallery",
+    "openhours": "?",
+    "phone": "01245493131",
+    "postcode": "cb11pt",
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+    "location": [
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+    "address": "the belfast yard , coldham 's road",
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+    "name": "saint barnabas press gallery",
+    "openhours": "?",
+    "phone": "01223902116",
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+    "name": "saint catharine 's college",
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+    "address": "saint john 's street",
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+    "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",
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+    "address": "lensfield road",
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+    "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",
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+    "address": "granta place , mill lane",
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+    "price": "?",
+    "id": "61",
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+    "openhours": "?",
+    "phone": "01223359750",
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+    "address": "fen causeway , newnham road ,",
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+    "name": "sheep 's green and lammas land park fen causeway",
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+    "phone": "01223302580",
+    "postcode": "cb22ad",
+    "pricerange": "free",
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+    "address": "sidney street",
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+    "id": "63",
+    "name": "sidney sussex college",
+    "openhours": "it opens daily from 9 . to 5p . m . except during easter term",
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+    "postcode": "cb23hu",
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+    "address": "1 - 6 corn exchange street",
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+    "name": "soul tree nightclub",
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+    "phone": "01223477900",
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+    "pricerange": "cheap",
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+    "price": "?",
+    "id": "65",
+    "name": "tenpin",
+    "openhours": "?",
+    "phone": "08715501010",
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+    "pricerange": "?",
+    "type": "entertainment"
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+    "location": [
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+    "address": "wheeler street",
+    "area": "centre",
+    "price": "?",
+    "id": "66",
+    "name": "the cambridge corn exchange",
+    "openhours": "?",
+    "phone": "01223357851",
+    "postcode": "cb23qe",
+    "pricerange": "?",
+    "type": "theatre"
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+    "address": "251a chesterton road",
+    "area": "centre",
+    "price": "?",
+    "id": "67",
+    "name": "the cambridge punter",
+    "openhours": "?",
+    "phone": "07807718591",
+    "postcode": "cb41as",
+    "pricerange": "?",
+    "type": "boat"
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+    "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"
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+    "location": [
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+    "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"
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+    "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"
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+    "address": "clifton way",
+    "area": "south",
+    "price": "?",
+    "id": "71",
+    "name": "the junction",
+    "openhours": "?",
+    "phone": "01223511511",
+    "postcode": "cb17gx",
+    "pricerange": "?",
+    "type": "theatre"
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+    "location": [
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+    "address": "2 norfolk street",
+    "area": "centre",
+    "price": "?",
+    "id": "72",
+    "name": "the man on the moon",
+    "openhours": "?",
+    "phone": "01223474144",
+    "postcode": "cb12lf",
+    "pricerange": "?",
+    "type": "concert hall"
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+  {
+    "location": [
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+    "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"
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+    "location": [
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+    "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"
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+    "address": "the grafton centre , east road",
+    "area": "centre",
+    "price": "?",
+    "id": "75",
+    "name": "vue cinema",
+    "openhours": "?",
+    "phone": "08712240240",
+    "postcode": "cb11ps",
+    "pricerange": "?",
+    "type": "cinema"
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+    "location": [
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+    "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"
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+  {
+    "location": [
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+    "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": [
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+      0.118928
+    ],
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+    "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
+    ],
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+    "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/raw/UBAR/db/hospital_db.json

@@ -0,0 +1,332 @@
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+    },
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+    {
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+        "phone": "01223217667"
+    },
+    {
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+        "phone": "01223217678"
+    },
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+        "phone": "01223217671"
+    },
+    {
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+        "phone": "01223254668"
+    },
+    {
+        "department": "gynaecology",
+        "id": 65,
+        "phone": "01223257206"
+    }
+]

data/raw/UBAR/db/hospital_db_processed.json

@@ -0,0 +1,332 @@
+[
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+    "department": "diabetes and endocrinology",
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+]

data/raw/UBAR/db/hotel_db.json

@@ -0,0 +1,749 @@
+[
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+]

data/raw/UBAR/db/hotel_db_processed.json

@@ -0,0 +1,749 @@
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+]

data/raw/UBAR/db/ontology.json

@@ -0,0 +1,1930 @@
+{
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+        "09:30",
+        "08:15",
+        "20:15",
+        "10:45",
+        "14:45",
+        "17:00",
+        "21:00",
+        "17:30",
+        "11:30",
+        "13:45",
+        "12:15",
+        "08:45",
+        "11:45",
+        "09:00",
+        "18:45",
+        "05:15",
+        "18:00",
+        "16:00",
+        "11:00",
+        "05:00",
+        "08:00",
+        "18:30",
+        "21:45",
+        "16:30",
+        "14:15",
+        "16:15",
+        "10:32",
+        "12:30",
+        "13:00",
+        "15:32",
+        "13:30",
+        "02:00",
+        "08:30",
+        "15:00",
+        "10:30",
+        "15:45",
+        "09:45",
+        "21:30",
+        "05:59",
+        "06:00",
+        "18:15",
+        "bishops stortford",
+        "07:45",
+        "05:45",
+        "after 11:30",
+        "12:00",
+        "13:15",
+        "20:45",
+        "16:45",
+        "19:00",
+        "15:30",
+        "17:15",
+        "05:30",
+        "do n't care",
+        "18:40",
+        "21:50",
+        "19:30",
+        "06:45",
+        "06:30",
+        "18:06",
+        "22:00",
+        "0",
+        "14:21",
+        "13:11",
+        "21:07",
+        "11:35",
+        "20:30",
+        "monday",
+        "leicester",
+        "07:21",
+        "05:16",
+        "8:30",
+        "after 8:30",
+        "05:01",
+        "10:36",
+        "20:36",
+        "21:39",
+        "17:59",
+        "18:31",
+        "13:35",
+        "after 19:30",
+        "09:17",
+        "07:15",
+        "morning",
+        "09:59",
+        "07:00",
+        "saturday",
+        "07:54",
+        "09:54",
+        "08:16",
+        "15:24",
+        "15:17",
+        "9:30",
+        "13:39",
+        "15:11",
+        "13:01",
+        "05:17",
+        "10:34",
+        "10:16",
+        "11:39",
+        "12:06",
+        "11:50",
+        "13:54",
+        "8:45",
+        "13:29",
+        "19:11",
+        "14:48",
+        "11:21",
+        "12:32",
+        "after 16:30",
+        "15:16",
+        "11:48",
+        "18:11",
+        "18:46",
+        "02:30",
+        "22:01",
+        "19:21",
+        "thursday",
+        "08:01",
+        "15:29",
+        "08:11",
+        "20:40",
+        "13:17",
+        "15:01",
+        "14:34",
+        "08:32"
+    ],
+    "attraction-area": [
+        "centre",
+        "west",
+        "north",
+        "south",
+        "east",
+        "do n't care",
+        "cambridge"
+    ],
+    "restaurant-food": [
+        "turkish",
+        "indian",
+        "chinese",
+        "seafood",
+        "italian",
+        "british",
+        "australasian",
+        "australian",
+        "asian oriental",
+        "thai",
+        "vegetarian",
+        "modern european",
+        "gastropub",
+        "south indian",
+        "european",
+        "portuguese",
+        "swiss",
+        "crossover",
+        "catalan",
+        "french",
+        "do n't care",
+        "mexican",
+        "welsh",
+        "korean",
+        "tuscan",
+        "new zealand",
+        "molecular gastronomy",
+        "eritrean",
+        "british food",
+        "the americas",
+        "north american",
+        "spanish",
+        "barbeque",
+        "persian",
+        "greek",
+        "lebanese",
+        "vietnamese",
+        "belgian",
+        "creative",
+        "jamaican",
+        "scottish",
+        "cuban",
+        "japanese",
+        "sri lankan",
+        "light bites",
+        "moroccan",
+        "latin american",
+        "african",
+        "basque",
+        "modern global",
+        "halal",
+        "mediterranean",
+        "bistro",
+        "international",
+        "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"
+    ],
+    "restaurant-price range": [
+        "expensive",
+        "cheap",
+        "moderate",
+        "do n't care"
+    ],
+    "restaurant-area": [
+        "centre",
+        "south",
+        "north",
+        "east",
+        "west"
+    ],
+    "attraction-name": [
+        "all saints church",
+        "funky fun house",
+        "christ's college",
+        "the man on the moon",
+        "milton country park",
+        "wandlebury country park",
+        "king's college",
+        "lynne strover gallery",
+        "saint john's college",
+        "broughton house gallery",
+        "old schools",
+        "museum of classical archaeology",
+        "adc theatre",
+        "emmanuel college",
+        "byard art",
+        "soul tree nightclub",
+        "club salsa",
+        "cherry hinton hall and grounds",
+        "museum of archaelogy and anthropology",
+        "castle galleries",
+        "nusha",
+        "regency gallery",
+        "whipple museum of the history of science",
+        "churchill college",
+        "holy trinity church",
+        "cambridge artworks",
+        "cambridge arts theatre",
+        "scott polar museum",
+        "do n't care",
+        "scudamores punting co",
+        "clare college",
+        "saint barnabas press gallery",
+        "cambridge and county folk museum",
+        "kettle's yard",
+        "no specific location",
+        "whale of a time",
+        "vue cinema",
+        "cambridge book and print gallery",
+        "ballare",
+        "cafe jello gallery",
+        "riverboat georgina",
+        "the fitzwilliam museum",
+        "sidney sussex college",
+        "saint catharine's college",
+        "great saint mary's church",
+        "cherry hinton water play",
+        "primavera",
+        "cineworld cinema",
+        "magdalene college",
+        "kambar",
+        "parkside pools",
+        "the fez club",
+        "cambridge university botanic gardens",
+        "cambridge museum of technology",
+        "downing college",
+        "clare hall",
+        "cafe jello",
+        "little saint mary's church",
+        "people's portraits exhibition at girton college",
+        "abbey pool and astroturf pitch",
+        "corpus christi",
+        "tenpin",
+        "the cambridge punter",
+        "queens' college",
+        "no",
+        "fez club",
+        "mumford theatre",
+        "the cherry hinton village centre",
+        "jesus green outdoor pool",
+        "trinity college",
+        "gonville and caius college",
+        "camboats",
+        "cambridge",
+        "williams art and antiques",
+        "kings hedges learner pool",
+        "cambridge contemporary art",
+        "the cambridge corn exchange",
+        "the place",
+        "ruskin gallery",
+        "sheep's green and lammas land park fen causeway",
+        "gallery at twelve a high street",
+        "carol",
+        "swimming pool",
+        "kirkwood",
+        "pembroke college",
+        "univ",
+        "the junction",
+        "jesus college",
+        "ay",
+        "fitzwilliam museum",
+        "college",
+        "pizz",
+        "worth house",
+        "fi",
+        "free",
+        "aut",
+        "man on the moon",
+        "bo",
+        "all saint's church",
+        "hughes hall",
+        "city",
+        "christ college",
+        "north",
+        "by",
+        "autu",
+        "garde",
+        "s",
+        "caffe uno",
+        "cambridge belf",
+        "old school",
+        "museum",
+        "love",
+        "cambridge corn exchange",
+        "college in the north",
+        "boating",
+        "older churches",
+        "c",
+        "cambridge punter",
+        "queen's college",
+        "architectural churches",
+        "saint john's college.",
+        "parkside",
+        "ac",
+        "thanh",
+        "the mumford theatre",
+        "fitzbillies",
+        "home from home",
+        "da v",
+        "cambridge temporary art",
+        "centre",
+        "k",
+        "fitzwilliam",
+        "pizza",
+        "scott polar",
+        "da vinci pizzeria",
+        "broughton",
+        "contemporary art museum",
+        "belf",
+        "school",
+        "corn cambridge exchange",
+        "bangkok city",
+        "bed",
+        "mi"
+    ],
+    "restaurant-name": [
+        "meze bar restaurant",
+        "indian",
+        "pizza hut city centre",
+        "the good luck chinese food takeaway",
+        "caffe uno",
+        "the gardenia",
+        "the oak bistro",
+        "do n't care",
+        "sala thong",
+        "thanh binh",
+        "riverside brasserie",
+        "cambri",
+        "pizza express",
+        "yippee noodle bar",
+        "curry prince",
+        "midsummer house restaurant",
+        "cote",
+        "restaurant alimentum",
+        "nandos city centre",
+        "chiquito restaurant bar",
+        "maharajah tandoori restaurant",
+        "yu garden",
+        "bangkok city",
+        "copper kettle",
+        "backstreet bistro",
+        "the golden curry",
+        "don pasquale pizzeria",
+        "sesame restaurant and bar",
+        "charlie",
+        "the cow pizza kitchen and bar",
+        "india house",
+        "loch fyne",
+        "eraina",
+        "royal spice",
+        "prezzo",
+        "curry king",
+        "the nirala",
+        "curry garden",
+        "zizzi cambridge",
+        "da vinci pizzeria",
+        "jinling noodle bar",
+        "la raza",
+        "cotto",
+        "efes restaurant",
+        "taj tandoori",
+        "golden wok",
+        "charlie chan",
+        "kohinoor",
+        "bedouin",
+        "the cambridge chop house",
+        "stazione restaurant and coffee bar",
+        "graffiti",
+        "pizza hut",
+        "la mimosa",
+        "city stop",
+        "grafton hotel restaurant",
+        "pizza hut fen ditton",
+        "ba",
+        "frankie and bennys",
+        "rajmahal",
+        "rice boat",
+        "the missing sock",
+        "the varsity restaurant",
+        "panahar",
+        "nandos",
+        "sitar tandoori",
+        "oak bistro",
+        "scudamores punt",
+        "lovel",
+        "anatolia",
+        "clowns cafe",
+        "gourmet burger kitchen",
+        "tandoori palace",
+        "ali baba",
+        "darrys cookhouse and wine shop",
+        "hakka",
+        "peking restaurant",
+        "de luca cucina and bar",
+        "the slug and lettuce",
+        "city stop restaurant",
+        "kymmoy",
+        "cambridge lodge restaurant",
+        "tandoori",
+        "bloomsbury restaurant",
+        "ugly duckling",
+        "hk fusion",
+        "pizza hut cherry hinton",
+        "fitzbillies restaurant",
+        "hotel du vin and bistro",
+        "no",
+        "restaurant two two",
+        "dojo noodle bar",
+        "fi",
+        "the copper kettle",
+        "michaelhouse cafe",
+        "restaurant one seven",
+        "the hotpot",
+        "royal standard",
+        "lev",
+        "the river bar steakhouse and grill",
+        "pipasha restaurant",
+        "golden curry",
+        "saigon city",
+        "pizza express fen ditton",
+        "little seoul",
+        "meghna",
+        "saffron brasserie",
+        "j restaurant",
+        "la margherita",
+        "the lucky star",
+        "lan hong house",
+        "hotpot",
+        "ask",
+        "the gandhi",
+        "cocum",
+        "golden house",
+        "la tasca",
+        "shanghai family restaurant",
+        "worth house",
+        "wagamama",
+        "galleria",
+        "lo",
+        "travellers rest",
+        "mahal of cambridge",
+        "archway",
+        "molecular gastonomy",
+        "european",
+        "saint johns chop house",
+        "anatolia and efes restaurant",
+        "shiraz restaurant",
+        "nirala",
+        "not metioned",
+        "cott",
+        "cambridge chop house",
+        "bridge",
+        "lucky star",
+        "clu",
+        "tang chinese",
+        "the",
+        "golden house                            golden house",
+        "rice house",
+        "limehouse",
+        "clowns",
+        "restaurant",
+        "parkside pools",
+        "the dojo noodle bar",
+        "nusha",
+        "hobson house",
+        "au",
+        "curry queen",
+        "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",
+        "one seven",
+        "shanghi family restaurant",
+        "cambridge be",
+        "dif",
+        "margherita",
+        "ac",
+        "bri",
+        "india",
+        "adden",
+        "ian hong house"
+    ],
+    "attraction-type": [
+        "museum",
+        "entertainment",
+        "college",
+        "nightclub",
+        "swimming pool",
+        "multiple sports",
+        "architecture",
+        "cinema",
+        "boat",
+        "theatre",
+        "concert hall",
+        "park",
+        "do n't care",
+        "local site",
+        "hotspot",
+        "church",
+        "special"
+    ],
+    "hospital-department": [
+        "paediatric clinic",
+        "do n't care",
+        "transitional care",
+        "acute medical assessment unit",
+        "neurology",
+        "oral and maxillofacial surgery and ent",
+        "infectious diseases",
+        "intermediate dependancy area",
+        "plastic and vascular surgery plastics",
+        "cardiology and coronary care unit",
+        "transplant high dependency unit",
+        "emergency department",
+        "john farman intensive care unit",
+        "neurology neurosurgery",
+        "cambridge eye unit",
+        "cardiology",
+        "respiratory medicine",
+        "uro",
+        "urology",
+        "surgery",
+        "medical decisions unit",
+        "gener",
+        "hepatobillary and gastrointestinal surgery regional referral centre",
+        "gastroenterology",
+        "haematology and haematological oncology",
+        "acute medicine for the elderly",
+        "paediatric day unit",
+        "oncology",
+        "psychiatry",
+        "trauma high dependency unit",
+        "children's surgical and medicine",
+        "infusion services",
+        "trauma and orthopaedics",
+        "teenage cancer trust unit",
+        "diabetes and endocrinology",
+        "medicine for the elderly",
+        "clinical decisions unit",
+        "children's oncology and haematology",
+        "neurosciences critical care unit",
+        "coronary care unit",
+        "clinical research facility",
+        "antenatal",
+        "hepatology",
+        "gynaecology",
+        "neurosciences",
+        "paediatric intensive care unit",
+        "haematology day unit",
+        "neonatal unit",
+        "accident",
+        "haematology",
+        "inpatient occupational therapy"
+    ],
+    "hotel-name": [
+        "city centre north b and b",
+        "express by holiday inn cambridge",
+        "el shaddai",
+        "a and b guest house",
+        "arbury lodge guest house",
+        "university arms hotel",
+        "kirkwood house",
+        "autumn house",
+        "gonville hotel",
+        "leverton house",
+        "acorn guest house",
+        "the cambridge belfry",
+        "ashley hotel",
+        "the lensfield hotel",
+        "finches bed and breakfast",
+        "worth house",
+        "wandlebury coutn",
+        "allenbell",
+        "rosa's bed and breakfast",
+        "home from home",
+        "avalon",
+        "alpha-milton guest house",
+        "alexander bed and breakfast",
+        "cityroomz",
+        "limehouse",
+        "archway house",
+        "warkworth house",
+        "lovell lodge",
+        "do n't care",
+        "aylesbray lodge guest house",
+        "carolina bed and breakfast",
+        "huntingdon marriott hotel",
+        "hobsons house",
+        "hamilton lodge",
+        "whale",
+        "alp",
+        "cambridge belfry",
+        "bridge guest house",
+        "gonville",
+        "cambridge",
+        "acorn  house",
+        "to",
+        "n",
+        "city center north",
+        "caffe",
+        "express by",
+        "clare",
+        "acorn",
+        "sou",
+        "north b and b",
+        "a",
+        "lensfield",
+        "city stop rest",
+        "kirkwood",
+        "levert",
+        "anatolia",
+        "huntingdon marriot hotel",
+        "cherr",
+        "huntingd",
+        "nusha",
+        "aylesbray lodge",
+        "royal spice",
+        "la margherit",
+        "hotel",
+        "gall",
+        "city roomz",
+        "alexander",
+        "caridge belfrey",
+        "yes",
+        "me",
+        "nus",
+        "alexander bed & breakfast",
+        "the allenbell.",
+        "the allenbell",
+        "gra",
+        "the",
+        "cambridg",
+        "lensfield hotel",
+        "tandoori palace",
+        "huntingdon hotel",
+        "autumn house.",
+        "doubletree by hilton cambridge",
+        "ca"
+    ],
+    "taxi-leave at": [
+        "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 2:30",
+        "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",
+        "3:45",
+        "21:45",
+        "after 11:45",
+        "05:15",
+        "8:15",
+        "01:45",
+        "12:45",
+        "10:45",
+        "20:30",
+        "3:15",
+        "18:45",
+        "thursday",
+        "9:00",
+        "21:04",
+        "9:15",
+        "6:00",
+        "10:50",
+        "after 15:45",
+        "1:15",
+        "300",
+        "monday",
+        "friday",
+        "1"
+    ],
+    "taxi-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 one seven",
+        "arbury lodge guesthouse",
+        "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 two two",
+        "jesus college",
+        "london kings cross train station",
+        "city centre north b and b",
+        "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 twelve 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 twelve",
+        "the soul tree",
+        "finches"
+    ],
+    "taxi-departure": [
+        "christ's college",
+        "kirkwood house",
+        "bridge guest house",
+        "cineworld cinema",
+        "gonville hotel",
+        "ashley hotel",
+        "arbury lodge guesthouse",
+        "worth house",
+        "city centre north b and b",
+        "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 two 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 one seven",
+        "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 twelve 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"
+    ],
+    "restaurant-book time": [
+        "19:45",
+        "13:45",
+        "10:15",
+        "19:15",
+        "11:30",
+        "10:30",
+        "18:45",
+        "13:30",
+        "15:00",
+        "11:45",
+        "12:00",
+        "15:15",
+        "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"
+    ],
+    "restaurant-book day": [
+        "thursday",
+        "wednesday",
+        "friday",
+        "monday",
+        "sunday",
+        "saturday",
+        "tuesday",
+        "thur",
+        "not given",
+        "w"
+    ],
+    "restaurant-book people": [
+        "2",
+        "3",
+        "1",
+        "5",
+        "6",
+        "4",
+        "7",
+        "8"
+    ],
+    "taxi-arrive by": [
+        "19:15",
+        "15:45",
+        "17:15",
+        "17:30",
+        "17:00",
+        "12:30",
+        "19:30",
+        "12:45",
+        "18:00",
+        "13:30",
+        "13:15",
+        "17:45",
+        "11:15",
+        "14:30",
+        "14:45",
+        "11:45",
+        "09:15",
+        "16:45",
+        "16:15",
+        "01:30",
+        "12:15",
+        "06:45",
+        "01:00",
+        "09:30",
+        "12:00",
+        "11:30",
+        "18:30",
+        "15:30",
+        "18:45",
+        "14:00",
+        "21:00",
+        "15:00",
+        "08:15",
+        "10:15",
+        "19:00",
+        "20:15",
+        "11:00",
+        "15:15",
+        "05:15",
+        "16:30",
+        "21:30",
+        "08:00",
+        "20:00",
+        "20:30",
+        "20:45",
+        "10:45",
+        "13:00",
+        "09:00",
+        "21:45",
+        "16:00",
+        "19:45",
+        "16;15",
+        "6:00",
+        "10:30",
+        "23:15",
+        "13:45",
+        "14:15",
+        "18:15",
+        "04:00",
+        "24:45",
+        "07:00",
+        "04:15",
+        "23:00",
+        "3:00",
+        "02:45",
+        "10:00",
+        "07:15",
+        "24:15",
+        "04:45",
+        "01:15",
+        "06:30",
+        "23:30",
+        "06:15",
+        "21:15",
+        "07:30",
+        "02:00",
+        "22:30",
+        "24:00",
+        "02:15",
+        "1:00",
+        "03:15",
+        "5:30",
+        "05:00",
+        "1145",
+        "03:30",
+        "01:45",
+        "22:15",
+        "03:45",
+        "09:45",
+        "03:00",
+        "06:00",
+        "05:30",
+        "17:05",
+        "1730",
+        "02:30",
+        "22:00",
+        "04:30",
+        "1700",
+        "24:30",
+        "15:23",
+        "08:30"
+    ],
+    "bus-departure": [
+        "cambridge"
+    ],
+    "bus-destination": [
+        "london kings cross",
+        "bishops stortford",
+        "cambridge",
+        "kohinoor"
+    ],
+    "bus-leaveAt": [
+        "21:45"
+    ],
+    "bus-day": [
+        "wednesday"
+    ]
+}

data/raw/UBAR/db/police_db.json

@@ -0,0 +1,8 @@
+[
+    {
+        "name": "Parkside Police Station",
+        "address": "Parkside, Cambridge",
+        "id": 0,
+        "phone": "01223358966"
+    }
+]

data/raw/UBAR/db/police_db_processed.json

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

data/raw/UBAR/db/restaurant_db.json

@@ -0,0 +1,1761 @@
+[
+    {
+        "address": "Regent Street City Centre",
+        "area": "centre",
+        "food": "italian",
+        "id": "19210",
+        "introduction": "Pizza hut is a large chain with restaurants nationwide offering convenience pizzas pasta and salads to eat in or take away",
+        "location": [
+            52.20103,
+            0.126023
+        ],
+        "name": "pizza hut city centre",
+        "phone": "01223323737",
+        "postcode": "cb21ab",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "Finders Corner Newmarket Road",
+        "area": "east",
+        "food": "international",
+        "id": "30650",
+        "introduction": "",
+        "location": [
+            52.21768,
+            0.224907
+        ],
+        "name": "the missing sock",
+        "phone": "01223812660",
+        "postcode": "cb259aq",
+        "pricerange": "cheap",
+        "signature": "african babooti",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200187,
+            0.126407
+        ],
+        "name": "curry garden",
+        "phone": "01223302330",
+        "postcode": "cb21dp",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "82 Cherry Hinton Road Cherry Hinton",
+        "area": "south",
+        "food": "chinese",
+        "id": "19192",
+        "location": [
+            52.188528,
+            0.140627
+        ],
+        "name": "the good luck chinese food takeaway",
+        "phone": "01223244149",
+        "postcode": "cb17ag",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "G4 Cambridge Leisure Park Clifton Way Cherry Hinton",
+        "area": "south",
+        "food": "italian",
+        "id": "19196",
+        "introduction": "pizza hut is a large chain with restaurants nationwide offering convenience pizzas pasta and salads to eat in or take away",
+        "location": [
+            52.190176,
+            0.13699
+        ],
+        "name": "pizza hut cherry hinton",
+        "phone": "01223323737",
+        "postcode": "cb17dy",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.188747,
+            0.138941
+        ],
+        "name": "taj tandoori",
+        "phone": "01223412299",
+        "postcode": "cb17aa",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "152 - 154 Hills Road",
+        "area": "south",
+        "food": "modern european",
+        "id": "14731",
+        "introduction": "",
+        "location": [
+            52.18889,
+            0.13589
+        ],
+        "name": "restaurant alimentum",
+        "phone": "01223413000",
+        "postcode": "cb28pb",
+        "pricerange": "moderate",
+        "signature": "slowroast sirloin of beef red onion celeriac and garlic",
+        "type": "restaurant"
+    },
+    {
+        "address": "529 Newmarket Road Fen Ditton",
+        "area": "east",
+        "food": "chinese",
+        "id": "19273",
+        "introduction": "yu garden serves authentic chinese cuisine",
+        "location": [
+            52.212992,
+            0.157569
+        ],
+        "name": "yu garden",
+        "phone": "01223248882",
+        "postcode": "cb58pa",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Market Hill City Centre",
+        "area": "centre",
+        "food": "italian",
+        "id": "19240",
+        "location": [
+            52.205442,
+            0.119706
+        ],
+        "name": "stazione restaurant and coffee bar",
+        "phone": "01223352607",
+        "postcode": "cb23nj",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "451 Newmarket Road Fen Ditton",
+        "area": "east",
+        "food": "indian",
+        "id": "19270",
+        "introduction": "curry prince is a neighbourhood indian restaurant serving authentic cuisine",
+        "location": [
+            52.213072,
+            0.149771
+        ],
+        "name": "curry prince",
+        "phone": "01223566388",
+        "postcode": "cb58jj",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "Regent Street City Centre",
+        "area": "centre",
+        "food": "chinese",
+        "id": "19212",
+        "introduction": "charlie chan serves a variety of popular chinese dishes at their restaurant",
+        "location": [
+            52.201743,
+            0.124843
+        ],
+        "name": "charlie chan",
+        "phone": "01223361763",
+        "postcode": "cb21db",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.203708,
+            0.119082
+        ],
+        "name": "eraina",
+        "phone": "01223368786",
+        "postcode": "cb23rh",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.201743,
+            0.124843
+        ],
+        "name": "pizza express",
+        "phone": "01223324033",
+        "postcode": "cb21db",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "De Vere University Arms Regent Street City Centre",
+        "area": "centre",
+        "food": "british",
+        "id": "19211",
+        "introduction": "adjoining the de vere university arms restaurant one seven 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",
+        "location": [
+            52.20103,
+            0.126023
+        ],
+        "name": "restaurant one seven",
+        "phone": "01223337766",
+        "postcode": "cb21ab",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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 restaurants 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",
+        "location": [
+            52.209028,
+            0.118296
+        ],
+        "name": "ask restaurant",
+        "phone": "01223364917",
+        "postcode": "cb21uf",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.204453,
+            0.118693
+        ],
+        "name": "jinling noodle bar",
+        "phone": "01223566188",
+        "postcode": "cb23pp",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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 meals 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.",
+        "location": [
+            52.2002,
+            0.1268
+        ],
+        "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"
+    },
+    {
+        "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",
+        "location": [
+            52.202449,
+            0.141062
+        ],
+        "name": "backstreet bistro",
+        "phone": "01223306306",
+        "postcode": "cb12qa",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.215486,
+            0.111167
+        ],
+        "name": "tandoori palace",
+        "phone": "01223506055",
+        "postcode": "cb43le",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Doubletree by Hilton Cambridge Granta Place Mill Lane",
+        "area": "centre",
+        "food": "modern european",
+        "id": "10347",
+        "introduction": "",
+        "location": [
+            52.20025,
+            0.11659
+        ],
+        "name": "riverside brasserie",
+        "phone": "01223259988",
+        "postcode": "cb21rt",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200422,
+            0.135784
+        ],
+        "name": "kohinoor",
+        "phone": "01223323639",
+        "postcode": "cb12as",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "2G Cambridge Leisure Park Cherry Hinton Road Cherry Hinton",
+        "area": "south",
+        "food": "mexican",
+        "id": "19194",
+        "introduction": "chiquito is a chain of inexpensive tex mex restaurants predominantly aimed at tourists. They serve a variety of mexican and north of the border food as well as a range of cocktails",
+        "location": [
+            52.190176,
+            0.13699
+        ],
+        "name": "chiquito restaurant bar",
+        "phone": "01223400170",
+        "postcode": "cb17dy",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "21 - 24 Northampton Road",
+        "area": "west",
+        "food": "italian",
+        "id": "12700",
+        "introduction": "",
+        "location": [
+            52.21032,
+            0.11367
+        ],
+        "name": "prezzo",
+        "phone": "01799521260",
+        "postcode": "cb30ad",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.199332,
+            0.138395
+        ],
+        "name": "rice house",
+        "phone": "01223367755",
+        "postcode": "cb12bd",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "59 Hills Road City Centre",
+        "area": "centre",
+        "food": "lebanese",
+        "id": "19221",
+        "location": [
+            52.195416,
+            0.13114
+        ],
+        "name": "ali baba",
+        "phone": "01462432565",
+        "postcode": "cb21nt",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.202793,
+            0.123488
+        ],
+        "name": "the varsity restaurant",
+        "phone": "01223356060",
+        "postcode": "cb23ar",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.207312,
+            0.124201
+        ],
+        "name": "darrys cookhouse and wine shop",
+        "phone": "01223505015",
+        "postcode": "cb11ln",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.199289,
+            0.13974
+        ],
+        "name": "the golden curry",
+        "phone": "01223329432",
+        "postcode": "cb12az",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.212444,
+            0.112823
+        ],
+        "name": "cocum",
+        "phone": "01223366668",
+        "postcode": "cb30ah",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "St. Michael's Church Trinity Street City Centre",
+        "area": "centre",
+        "food": "european",
+        "id": "19227",
+        "introduction": "digby trout is a chain of restaurants 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",
+        "location": [
+            52.20608,
+            0.118215
+        ],
+        "name": "michaelhouse cafe",
+        "phone": "01223309147",
+        "postcode": "cb21su",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.199012,
+            0.113196
+        ],
+        "name": "rice boat",
+        "phone": "01223302800",
+        "postcode": "cb39ey",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "15 - 19 Trumpington Street",
+        "area": "centre",
+        "food": "european",
+        "id": "4607",
+        "introduction": "",
+        "location": [
+            52.19934,
+            0.12146
+        ],
+        "name": "hotel du vin and bistro",
+        "phone": "01223227330",
+        "postcode": "cb21qa",
+        "pricerange": "moderate",
+        "signature": "",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.212444,
+            0.112823
+        ],
+        "name": "maharajah tandoori restaurant",
+        "phone": "01223358399",
+        "postcode": "cb30ah",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Crowne Plaza Hotel 20 Downing Street",
+        "area": "centre",
+        "food": "international",
+        "id": "14742",
+        "introduction": "",
+        "location": [
+            52.20342,
+            0.12171
+        ],
+        "name": "bloomsbury restaurant",
+        "phone": "08719429180",
+        "postcode": "cb23dt",
+        "pricerange": "moderate",
+        "signature": "coconut and red chilli monkfish",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.210226,
+            0.115646
+        ],
+        "name": "thanh binh",
+        "phone": "01223362456",
+        "postcode": "cb30af",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.20903,
+            0.1183
+        ],
+        "name": "la tasca",
+        "phone": "01223464630",
+        "postcode": "cb21uf",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.215311,
+            0.12593
+        ],
+        "name": "da vinci pizzeria",
+        "phone": "01223351707",
+        "postcode": "cb41jy",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "22 Chesterton Road Chesterton",
+        "area": "north",
+        "food": "french",
+        "id": "19264",
+        "location": [
+            52.213742,
+            0.1242
+        ],
+        "name": "restaurant two two",
+        "phone": "01223351880",
+        "postcode": "cb43ax",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.208055,
+            0.118397
+        ],
+        "name": "ugly duckling",
+        "postcode": "cb21tw",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "36 Saint Andrews Street",
+        "area": "centre",
+        "food": "japanese",
+        "id": "12638",
+        "introduction": "",
+        "location": [
+            52.203,
+            0.12375
+        ],
+        "name": "wagamama",
+        "phone": "01223462354",
+        "postcode": "cb23ar",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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 two five dishes available from the buffet",
+        "location": [
+            52.204609,
+            0.137976
+        ],
+        "name": "lan hong house",
+        "phone": "01223350420",
+        "postcode": "cb12lf",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "Cambridge Leisure Park Clifton Way",
+        "area": "south",
+        "food": "portuguese",
+        "id": "12238",
+        "introduction": "It's Nandos",
+        "location": [
+            52.19017,
+            0.13699
+        ],
+        "name": "nandos",
+        "phone": "01223327908",
+        "postcode": "cb17dy",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "6 Lensfield Road",
+        "area": "centre",
+        "food": "british",
+        "id": "13071",
+        "introduction": "",
+        "location": [
+            52.1987,
+            0.12578
+        ],
+        "name": "the oak bistro",
+        "phone": "01223323361",
+        "postcode": "cb21eg",
+        "pricerange": "moderate",
+        "signature": "chargrilled rib eye steak with truffle butter mixed salad and fries",
+        "type": "restaurant"
+    },
+    {
+        "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 breakfasts lunches, roast dinners and baked potatoes. a takeaway menu is also provided",
+        "location": [
+            52.204387,
+            0.117841
+        ],
+        "name": "the copper kettle",
+        "phone": "01223365068",
+        "postcode": "cb21sj",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "Cambridge Leisure Park Clifton Way Cherry Hinton",
+        "area": "south",
+        "food": "chinese",
+        "id": "19197",
+        "location": [
+            52.190176,
+            0.13699
+        ],
+        "name": "the lucky star",
+        "phone": "01223244277",
+        "postcode": "cb17dy",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.202598,
+            0.118342
+        ],
+        "name": "fitzbillies restaurant",
+        "phone": "01223352500",
+        "postcode": "cb21rg",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200187,
+            0.126407
+        ],
+        "name": "little seoul",
+        "phone": "01223308681",
+        "postcode": "cb21dp",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.197349,
+            0.145075
+        ],
+        "name": "meze bar",
+        "postcode": "cb13nf",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.201423,
+            0.116661
+        ],
+        "name": "dojo noodle bar",
+        "phone": "01223363471",
+        "postcode": "cb21rq",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.210226,
+            0.115646
+        ],
+        "name": "la margherita",
+        "phone": "01223315232",
+        "postcode": "cb30af",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.207446,
+            0.122788
+        ],
+        "name": "yippee noodle bar",
+        "phone": "01223518111",
+        "postcode": "cb11lh",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "7 Milton Road Chesterton",
+        "area": "north",
+        "food": "indian",
+        "id": "19263",
+        "location": [
+            52.215157,
+            0.125015
+        ],
+        "name": "the nirala",
+        "phone": "01223360966",
+        "postcode": "cb41uy",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "183 East Road City Centre",
+        "area": "centre",
+        "food": "british",
+        "id": "19171",
+        "introduction": "cotto is a restaurant cafe and bakery all rolled in to one. The restaurant upstairs is open for dinner from wednesday to saturday consisting of one menu of between three to five dishes tailored to the day the cafe and bakery offer cakes and other delicacies",
+        "location": [
+            52.204703,
+            0.133238
+        ],
+        "name": "cotto",
+        "phone": "01223302010",
+        "postcode": "cb11bg",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "21 - 24 Northampton Street",
+        "area": "west",
+        "food": "british",
+        "id": "14810",
+        "introduction": "",
+        "location": [
+            52.21031,
+            0.11381
+        ],
+        "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"
+    },
+    {
+        "address": "Cambridge Retail Park Newmarket Road Fen Ditton",
+        "area": "east",
+        "food": "italian",
+        "id": "19275",
+        "introduction": "pizza hut is a large chain with restaurants nationwide offering convenience pizzas pasta and salads to eat in or take away",
+        "location": [
+            52.209742,
+            0.146975
+        ],
+        "name": "pizza hut fen ditton",
+        "phone": "01223323737",
+        "postcode": "cb58wr",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "12 Lensfield Road City Centre",
+        "area": "centre",
+        "food": "chinese",
+        "id": "19219",
+        "location": [
+            52.198696,
+            0.12578
+        ],
+        "name": "golden house",
+        "phone": "01842753771",
+        "postcode": "cb21eg",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200187,
+            0.126407
+        ],
+        "name": "j restaurant",
+        "phone": "01223307581",
+        "postcode": "cb21dp",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "33 Bridge Street",
+        "area": "centre",
+        "food": "european",
+        "id": "6780",
+        "introduction": "",
+        "location": [
+            52.20951,
+            0.11669
+        ],
+        "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"
+    },
+    {
+        "address": "Corn Exchange Street",
+        "area": "centre",
+        "food": "gastropub",
+        "id": "31390",
+        "introduction": "",
+        "location": [
+            52.204424,
+            0.12046
+        ],
+        "name": "the cow pizza kitchen and bar",
+        "phone": "01223308871",
+        "postcode": "cb23qf",
+        "pricerange": "moderate",
+        "signature": "wasabi spiked hamburger",
+        "type": "restaurant"
+    },
+    {
+        "address": "100 Mill Road City Centre",
+        "area": "centre",
+        "food": "african",
+        "id": "19183",
+        "introduction": "bedouin serves algerian cuisine",
+        "location": [
+            52.199332,
+            0.138395
+        ],
+        "name": "bedouin",
+        "phone": "01223367660",
+        "postcode": "cb12bd",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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 two five guests is available upon request",
+        "location": [
+            52.206098,
+            0.118713
+        ],
+        "name": "the gardenia",
+        "phone": "01223356354",
+        "postcode": "cb23ll",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "47-53 Regent Street",
+        "area": "centre",
+        "food": "italian",
+        "id": "29652",
+        "introduction": "",
+        "location": [
+            52.201116,
+            0.125712
+        ],
+        "name": "zizzi cambridge",
+        "phone": "01223365599",
+        "postcode": "cb21ab",
+        "pricerange": "cheap",
+        "signature": "piccante rustica pizza, a spicy sausage salami mascarpone and roquito chilli",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.212992,
+            0.157569
+        ],
+        "name": "pipasha restaurant",
+        "phone": "01223577786",
+        "postcode": "cb58pa",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "33-34 Saint Andrews Street",
+        "area": "centre",
+        "food": "portuguese",
+        "id": "12237",
+        "introduction": "",
+        "location": [
+            52.203,
+            0.12375
+        ],
+        "name": "nandos city centre",
+        "phone": "01223327908",
+        "postcode": "cb23ar",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "Victoria Avenue Chesterton",
+        "area": "north",
+        "food": "indian",
+        "id": "19257",
+        "location": [
+            52.213853,
+            0.125509
+        ],
+        "name": "royal spice",
+        "phone": "01733553355",
+        "postcode": "cb41eh",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "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.",
+        "location": [
+            52.215311,
+            0.12593
+        ],
+        "name": "hakka",
+        "phone": "01223568988",
+        "postcode": "cb41jy",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "4 - 6 Rose Crescent",
+        "area": "centre",
+        "food": "spanish",
+        "id": "19237",
+        "introduction": "",
+        "location": [
+            52.206098,
+            0.118713
+        ],
+        "name": "la raza",
+        "phone": "01223464550",
+        "postcode": "cb23ll",
+        "pricerange": "cheap",
+        "signature": "seafood paella",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200187,
+            0.126407
+        ],
+        "name": "the gandhi",
+        "phone": "01223353942",
+        "postcode": "cb21dp",
+        "pricerange": "cheap",
+        "type": "restaurant"
+    },
+    {
+        "address": "191 Histon Road Chesterton",
+        "area": "north",
+        "food": "chinese",
+        "id": "19265",
+        "introduction": "the golden wok serves a variety of traditional chinese meals including sweet and sour dishes as well as rice and noodles",
+        "location": [
+            52.220757,
+            0.111564
+        ],
+        "name": "golden wok",
+        "phone": "01223350688",
+        "postcode": "cb43hl",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "205 Victoria Road Chesterton",
+        "area": "west",
+        "food": "indian",
+        "id": "19267",
+        "location": [
+            52.215077,
+            0.112421
+        ],
+        "name": "meghna",
+        "phone": "01223727410",
+        "postcode": "cb43lf",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.196862,
+            0.129248
+        ],
+        "name": "saffron brasserie",
+        "phone": "01223354679",
+        "postcode": "cb21la",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Thompsons Lane Fen Ditton",
+        "area": "centre",
+        "food": "mediterranean",
+        "id": "19268",
+        "location": [
+            52.210013,
+            0.118007
+        ],
+        "name": "la mimosa",
+        "phone": "01223362525",
+        "postcode": "cb58aq",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.206111,
+            0.132969
+        ],
+        "name": "shanghai family restaurant",
+        "phone": "01223301761",
+        "postcode": "cb11dg",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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 restaurants serve a variety of shellfish and smoked fish all of which are complimented by an extensive wine list. Non-seafood dishes are also available",
+        "location": [
+            52.200693,
+            0.119744
+        ],
+        "name": "loch fyne",
+        "phone": "01223362433",
+        "postcode": "cb21qy",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "3 - 5 Millers Yard Mill Lane",
+        "area": "centre",
+        "food": "indian",
+        "id": "15275",
+        "introduction": "",
+        "location": [
+            52.20143,
+            0.11664
+        ],
+        "name": "mahal of cambridge",
+        "phone": "01223360409",
+        "postcode": "cb21rq",
+        "pricerange": "cheap",
+        "signature": "chicken tikka masala",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.208252,
+            0.119957
+        ],
+        "name": "pizza express Fen Ditton",
+        "phone": "01223324033",
+        "postcode": "cb58ba",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.199012,
+            0.113196
+        ],
+        "name": "sala thong",
+        "phone": "01223323178",
+        "postcode": "cb39ey",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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.",
+        "location": [
+            52.215157,
+            0.125015
+        ],
+        "name": "city stop restaurant",
+        "phone": "01223363270",
+        "postcode": "cb41uy",
+        "pricerange": "expensive",
+        "food": "european",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.218164,
+            0.143209
+        ],
+        "name": "saigon city",
+        "phone": "01223356555",
+        "postcode": "cb41nl",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.189484,
+            0.135465
+        ],
+        "name": "peking restaurant",
+        "phone": "01223354755",
+        "postcode": "cb28nx",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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.",
+        "location": [
+            52.190176,
+            0.13699
+        ],
+        "name": "frankie and bennys",
+        "phone": "01223412430",
+        "postcode": "cb17dy",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Hotel Felix Whitehouse Lane Huntingdon Road",
+        "area": "west",
+        "food": "british",
+        "id": "7492",
+        "introduction": "Critically acclaimed food in luxurious and stylish surroundings, overlooking the hotels lush gardens.",
+        "location": [
+            52.22414,
+            0.09194
+        ],
+        "name": "graffiti",
+        "phone": "01223277977",
+        "postcode": "cb30lx",
+        "pricerange": "expensive",
+        "signature": "panfried fillet of brill tempura of langoustine crushed garden peas shellfish basil nage",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.199012,
+            0.113196
+        ],
+        "name": "india house",
+        "phone": "01223461661",
+        "postcode": "cb39ey",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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.",
+        "location": [
+            52.217736,
+            0.102505
+        ],
+        "name": "cambridge lodge restaurant",
+        "phone": "01223355166",
+        "postcode": "cb30dq",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.212992,
+            0.157569
+        ],
+        "name": "grafton hotel restaurant",
+        "phone": "01223241387",
+        "postcode": "cb58pa",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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 five five guests upon request",
+        "location": [
+            52.214531,
+            0.127298
+        ],
+        "name": "the hotpot",
+        "phone": "01223366552",
+        "postcode": "cb41ep",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Quayside Off Bridge Street",
+        "area": "centre",
+        "food": "modern european",
+        "id": "7236",
+        "introduction": "",
+        "location": [
+            52.20984,
+            0.11793
+        ],
+        "name": "the river bar steakhouse and grill",
+        "phone": "01223307030",
+        "postcode": "cb58aq",
+        "pricerange": "cheap",
+        "signature": "lobster mac and cheese",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.207312,
+            0.124201
+        ],
+        "name": "clowns cafe",
+        "phone": "01223355711",
+        "postcode": "cb11ln",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.209632,
+            0.117213
+        ],
+        "name": "anatolia",
+        "phone": "01223362372",
+        "postcode": "cb21uj",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "8 Norfolk Street City Centre",
+        "area": "centre",
+        "food": "indian",
+        "id": "19187",
+        "location": [
+            52.204609,
+            0.137976
+        ],
+        "name": "panahar",
+        "phone": "01223355012",
+        "postcode": "cb12lf",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.207702,
+            0.133982
+        ],
+        "name": "tang chinese",
+        "phone": "01223357187",
+        "postcode": "cb11hr",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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.",
+        "location": [
+            52.20683,
+            0.1192
+        ],
+        "name": "the slug and lettuce",
+        "postcode": "cb23ju",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.209003,
+            0.118661
+        ],
+        "name": "curry king",
+        "phone": "01223324351",
+        "postcode": "cb21ug",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Huntingdon Road City Centre",
+        "area": "west",
+        "food": "british",
+        "id": "19251",
+        "introduction": "",
+        "location": [
+            52.214201,
+            0.108588
+        ],
+        "name": "travellers rest",
+        "phone": "01223276182",
+        "postcode": "cb30df",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.199332,
+            0.138395
+        ],
+        "name": "curry queen",
+        "phone": "01223351027",
+        "postcode": "cb12bd",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "290 Mill Road City Centre",
+        "area": "east",
+        "food": "gastropub",
+        "id": "19190",
+        "location": [
+            52.196967,
+            0.149286
+        ],
+        "name": "royal standard",
+        "phone": "01223247877",
+        "postcode": "cb13nl",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.211144,
+            0.163247
+        ],
+        "name": "rajmahal",
+        "phone": "01223244955",
+        "postcode": "cb58rg",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "address": "21 Burleigh Street City Centre",
+        "area": "centre",
+        "food": "chinese",
+        "id": "19172",
+        "location": [
+            52.206111,
+            0.132969
+        ],
+        "name": "hk fusion",
+        "phone": "01223355909",
+        "postcode": "cb11dg",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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.",
+        "location": [
+            52.207312,
+            0.124201
+        ],
+        "name": "efes restaurant",
+        "phone": "01223500005",
+        "postcode": "cb11ln",
+        "pricerange": "moderate",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.20103,
+            0.126023
+        ],
+        "name": "gourmet burger kitchen",
+        "phone": "01223312598",
+        "postcode": "cb21ab",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.205442,
+            0.119706
+        ],
+        "name": "don pasquale pizzeria",
+        "phone": "01223350106",
+        "postcode": "cb23nj",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "1 Kings Parade",
+        "area": "centre",
+        "food": "british",
+        "id": "6941",
+        "introduction": "",
+        "location": [
+            52.20439,
+            0.11784
+        ],
+        "name": "the cambridge chop house",
+        "phone": "01223359506",
+        "postcode": "cb21sj",
+        "pricerange": "expensive",
+        "signature": "lamb barnsley chop potato and garlic bake greens and gravy",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200422,
+            0.135784
+        ],
+        "name": "kymmoy",
+        "phone": "01223311911",
+        "postcode": "cb12as",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "43 High Street Cherry Hinton Cherry Hinton",
+        "area": "east",
+        "food": "indian",
+        "id": "19198",
+        "location": [
+            52.186739,
+            0.173048
+        ],
+        "name": "sitar tandoori",
+        "phone": "01223249955",
+        "postcode": "cb19hx",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.200187,
+            0.126407
+        ],
+        "name": "shiraz restaurant",
+        "phone": "01223307581",
+        "postcode": "cb21dp",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "Midsummer Common",
+        "area": "centre",
+        "food": "british",
+        "id": "508",
+        "introduction": "",
+        "location": [
+            52.21251,
+            0.12774
+        ],
+        "name": "midsummer house restaurant",
+        "phone": "01223369299",
+        "postcode": "cb41ha",
+        "pricerange": "expensive",
+        "signature": "seared scallops with truffle apple and celeriac",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.209028,
+            0.118296
+        ],
+        "name": "cote",
+        "phone": "01223311053",
+        "postcode": "cb21uf",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "address": "32 Bridge Street City Centre",
+        "area": "centre",
+        "food": "italian",
+        "id": "19234",
+        "introduction": "caffe uno is a chain of cafe style restaurants that offer a wide selection of meals and snacks to suit any time of the day including an extensive breakfast menu and choice of hot or cold drinks",
+        "location": [
+            52.209632,
+            0.117213
+        ],
+        "name": "caffe uno",
+        "phone": "01223448620",
+        "postcode": "cb21uj",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.197154,
+            0.129511
+        ],
+        "name": "sesame restaurant and bar",
+        "phone": "01223358899",
+        "postcode": "cb21nw",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    },
+    {
+        "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",
+        "location": [
+            52.206504,
+            0.119157
+        ],
+        "name": "bangkok city",
+        "phone": "01223354382",
+        "postcode": "cb23jx",
+        "pricerange": "expensive",
+        "type": "restaurant"
+    }
+]

data/raw/UBAR/db/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/raw/UBAR/db/taxi_db.json

@@ -0,0 +1,7 @@
+[
+	{
+	  "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/raw/UBAR/db/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/raw/UBAR/db/value_set_processed.json

@@ -0,0 +1,2505 @@
+{
+  "police": {},
+  "taxi": {
+    "leave": [
+      "02:45",
+      "24:45",
+      "08:45",
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+      "16:00",
+      "09:30",
+      "after 02:30",
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+      "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"
+    ],
+    "arrive": [
+      "19:15",
+      "15:45",
+      "17:15",
+      "17:30",
+      "17:00",
+      "12:30",
+      "19:30",
+      "12:45",
+      "18:00",
+      "13:30",
+      "13:15",
+      "17:45",
+      "11:15",
+      "14:30",
+      "14:45",
+      "11:45",
+      "09:15",
+      "16:45",
+      "16:15",
+      "01:30",
+      "12:15",
+      "06:45",
+      "01:00",
+      "09:30",
+      "12:00",
+      "11:30",
+      "18:30",
+      "15:30",
+      "18:45",
+      "14:00",
+      "21:00",
+      "15:00",
+      "08:15",
+      "10:15",
+      "19:00",
+      "20:15",
+      "11:00",
+      "15:15",
+      "05:15",
+      "16:30",
+      "21:30",
+      "08:00",
+      "20:00",
+      "20:30",
+      "20:45",
+      "10:45",
+      "13:00",
+      "09:00",
+      "21:45",
+      "16:00",
+      "19:45",
+      "16,15",
+      "06:00",
+      "10:30",
+      "23:15",
+      "13:45",
+      "14:15",
+      "18:15",
+      "04:00",
+      "24:45",
+      "07:00",
+      "04:15",
+      "23:00",
+      "03:00",
+      "02:45",
+      "10:00",
+      "07:15",
+      "24:15",
+      "04:45",
+      "01:15",
+      "06:30",
+      "23:30",
+      "06:15",
+      "21:15",
+      "07:30",
+      "02:00",
+      "22:30",
+      "24:00",
+      "02:15",
+      "03:15",
+      "05:30",
+      "05:00",
+      "1145",
+      "03:30",
+      "01:45",
+      "22:15",
+      "03:45",
+      "09:45",
+      "17:05",
+      "1730",
+      "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",
+      "15:15",
+      "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",
+      "kirkwood",
+      "univ",
+      "ay",
+      "fitzwilliam museum",
+      "college",
+      "pizz",
+      "worth house",
+      "fi",
+      "free",
+      "aut",
+      "man on the moon",
+      "bo",
+      "all saint 's church",
+      "city",
+      "christ college",
+      "north",
+      "by",
+      "autu",
+      "garde",
+      "s",
+      "caffe uno",
+      "cambridge belf",
+      "old school",
+      "museum",
+      "love",
+      "cambridge corn exchange",
+      "college in the north",
+      "boating",
+      "older churches",
+      "c",
+      "cambridge punter",
+      "queen 's college",
+      "architectural churches",
+      "saint john 's college .",
+      "parkside",
+      "ac",
+      "thanh",
+      "the mumford theatre",
+      "fitzbillies",
+      "home from home",
+      "da v",
+      "cambridge temporary art",
+      "centre",
+      "k",
+      "fitzwilliam",
+      "pizza",
+      "scott polar",
+      "da vinci pizzeria",
+      "broughton",
+      "contemporary art museum",
+      "belf",
+      "school",
+      "corn cambridge exchange",
+      "bangkok city",
+      "bed",
+      "mi"
+    ],
+    "area": [
+      "west",
+      "centre",
+      "south",
+      "east",
+      "north",
+      "do n't care",
+      "cambridge"
+    ],
+    "type": [
+      "entertainment",
+      "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": [
+      "cityroomz",
+      "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",
+      "whale",
+      "alp",
+      "cambridge belfry",
+      "gonville",
+      "cambridge",
+      "acorn   house",
+      "to",
+      "n",
+      "city center north",
+      "caffe",
+      "express by",
+      "clare",
+      "acorn",
+      "sou",
+      "north bed and breakfast",
+      "a",
+      "lensfield",
+      "city stop rest",
+      "kirkwood",
+      "levert",
+      "anatolia",
+      "huntingdon marriot hotel",
+      "cherr",
+      "huntingd",
+      "nusha",
+      "aylesbray lodge",
+      "royal spice",
+      "la margherit",
+      "hotel",
+      "gall",
+      "city roomz",
+      "alexander",
+      "caridge belfrey",
+      "yes",
+      "me",
+      "nus",
+      "alexander bed & breakfast",
+      "the allenbell .",
+      "the allenbell",
+      "gra",
+      "the",
+      "cambridg",
+      "lensfield hotel",
+      "tandoori palace",
+      "huntingdon hotel",
+      "autumn house .",
+      "doubletree by hilton cambridge",
+      "ca"
+    ],
+    "internet": [
+      "no",
+      "yes",
+      "do n't care"
+    ],
+    "area": [
+      "west",
+      "centre",
+      "south",
+      "east",
+      "north",
+      "do n't care",
+      "southern aylesbray",
+      "cambridge",
+      "el shaddai",
+      "stevenage",
+      "place to be a guest house",
+      "peterborough",
+      "bishops stortford",
+      "cheap"
+    ],
+    "parking": [
+      "no",
+      "yes",
+      "do n't care",
+      "free"
+    ],
+    "stars": [
+      "4",
+      "0",
+      "3",
+      "2",
+      "do n't care",
+      "1",
+      "5"
+    ],
+    "type": [
+      "hotel",
+      "guest house"
+    ],
+    "pricerange": [
+      "cheap",
+      "expensive",
+      "moderate",
+      "do n't care"
+    ],
+    "stay": [
+      "2",
+      "1",
+      "4",
+      "5",
+      "3",
+      "8",
+      "7",
+      "6"
+    ],
+    "day": [
+      "tuesday",
+      "friday",
+      "monday",
+      "wednesday",
+      "saturday",
+      "thursday",
+      "sunday"
+    ],
+    "people": [
+      "6",
+      "1",
+      "3",
+      "5",
+      "4",
+      "2",
+      "8",
+      "7",
+      "3 ."
+    ]
+  },
+  "hospital": {
+    "department": [
+      "theatre admissions unit",
+      "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",
+      "urology",
+      "clinical investigation ward",
+      "acute medicine for the elderly",
+      "do n't care",
+      "uro",
+      "gener",
+      "accident"
+    ]
+  },
+  "train": {
+    "departure": [
+      "leicester",
+      "kings lynn",
+      "cambridge",
+      "bishops stortford",
+      "stevenage",
+      "stansted airport",
+      "birmingham new street",
+      "peterborough",
+      "ely",
+      "broxbourne",
+      "london liverpool street",
+      "london kings cross",
+      "norwich",
+      "birmingham",
+      "do n't care",
+      "saint johns",
+      "wandlebury country park",
+      "liecester",
+      "panahar",
+      "cineworld",
+      "stansted",
+      "el shaddai",
+      "lon",
+      "cafe uno",
+      "leicaster",
+      "city hall",
+      "rosa 's bed and breakfast",
+      "norwhich",
+      "cam",
+      "brookshite",
+      "bro",
+      "cambrid",
+      "arbu",
+      "aylesbray lodge guest",
+      "alpha - milton",
+      "a",
+      "london",
+      "hamilton lodge",
+      "duxford",
+      "camboats"
+    ],
+    "day": [
+      "sunday",
+      "monday",
+      "tuesday",
+      "wednesday",
+      "thursday",
+      "friday",
+      "saturday",
+      "do n't care",
+      "fr",
+      "n",
+      "we",
+      "train"
+    ],
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+      "11:07",
+      "12:10",
+      "08:55",
+      "24:54",
+      "14:01",
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+      "20:35",
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+      "10:24",
+      "11:08",
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+      "12:01",
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+      "07:27",
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+      "20:01",
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+      "23:51",
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+      "16:55",
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+      "12:07",
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+      "14:07",
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+      "23:58",
+      "07:55",
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+      "18:24",
+      "15:09",
+      "14:23",
+      "22:38",
+      "16:56",
+      "15:06",
+      "06:07",
+      "18:58",
+      "08:01",
+      "22:01",
+      "23:27",
+      "18:32",
+      "15:35",
+      "09:23",
+      "02:23",
+      "16:38",
+      "24:35",
+      "19:45",
+      "20:45",
+      "11:30",
+      "14:45",
+      "08:15",
+      "13:45",
+      "08:00",
+      "08:45",
+      "11:00",
+      "11:45",
+      "08:30",
+      "10:45",
+      "05:00",
+      "20:00",
+      "15:15",
+      "11:15",
+      "19:00",
+      "20:15",
+      "16:45",
+      "12:45",
+      "10:15",
+      "21:00",
+      "15:00",
+      "17:15",
+      "14:30",
+      "20:30",
+      "18:15",
+      "12:15",
+      "18:45",
+      "12:00",
+      "10:00",
+      "21:45",
+      "16:15",
+      "14:00",
+      "18:30",
+      "17:45",
+      "13:30",
+      "19:30",
+      "12:30",
+      "09:15",
+      "09:00",
+      "16:00",
+      "23:00",
+      "10:30",
+      "09:30",
+      "16:30",
+      "18:00",
+      "09:45",
+      "15:45",
+      "19:15",
+      "13:00",
+      "17:30",
+      "15:30",
+      "21:15",
+      "13:15",
+      "21:30",
+      "17:00",
+      "14:15",
+      "do n't care",
+      "thursday",
+      "05:30",
+      "07:15",
+      "19:57",
+      "06:30",
+      "07:30",
+      "01:00",
+      "22:00",
+      "1100",
+      "06:15",
+      "23:30",
+      "05:15",
+      "07:45",
+      "05:45",
+      "09,45",
+      "06:45",
+      "tuesday"
+    ],
+    "destination": [
+      "leicester",
+      "kings lynn",
+      "cambridge",
+      "bishops stortford",
+      "stevenage",
+      "stansted airport",
+      "birmingham new street",
+      "peterborough",
+      "ely",
+      "broxbourne",
+      "london liverpool street",
+      "london kings cross",
+      "norwich",
+      "lecester",
+      "bishop stortford",
+      "north",
+      "willi",
+      "curry prince",
+      "bournemouth",
+      "centre",
+      "no",
+      "bishops storford",
+      "city centre north",
+      "taj tandoori",
+      "petersborough",
+      "huntington marriott",
+      "hol",
+      "gonv",
+      "liverpool",
+      "huntingdon marriott hotel",
+      "gourmet burger kitchen",
+      "the copper kettle"
+    ],
+    "leave": [
+      "08:40",
+      "08:24",
+      "15:32",
+      "09:16",
+      "05:54",
+      "10:06",
+      "05:00",
+      "05:34",
+      "15:34",
+      "06:16",
+      "08:21",
+      "23:48",
+      "17:29",
+      "13:00",
+      "22:24",
+      "23:50",
+      "10:11",
+      "10:09",
+      "15:48",
+      "16:36",
+      "21:29",
+      "05:16",
+      "10:19",
+      "13:32",
+      "17:19",
+      "15:11",
+      "16:40",
+      "19:32",
+      "14:01",
+      "15:39",
+      "22:19",
+      "21:19",
+      "09:09",
+      "07:16",
+      "19:35",
+      "09:32",
+      "11:35",
+      "09:21",
+      "22:06",
+      "18:11",
+      "18:21",
+      "05:48",
+      "11:39",
+      "16:48",
+      "20:19",
+      "15:16",
+      "07:09",
+      "07:36",
+      "06:34",
+      "13:11",
+      "13:35",
+      "06:36",
+      "19:09",
+      "21:34",
+      "19:48",
+      "21:36",
+      "15:54",
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+      "21:40",
+      "23:01",
+      "23:36",
+      "23:29",
+      "13:16",
+      "21:35",
+      "10:36",
+      "16:24",
+      "06:48",
+      "09:35",
+      "06:32",
+      "15:50",
+      "07:40",
+      "07:06",
+      "23:32",
+      "21:16",
+      "13:34",
+      "22:34",
+      "19:29",
+      "13:40",
+      "19:21",
+      "14:32",
+      "19:40",
+      "07:35",
+      "08:16",
+      "10:40",
+      "11:24",
+      "07:19",
+      "06:21",
+      "08:06",
+      "12:21",
+      "05:09",
+      "05:24",
+      "07:00",
+      "10:21",
+      "17:59",
+      "15:17",
+      "09:11",
+      "23:11",
+      "16:19",
+      "23:40",
+      "13:21",
+      "17:09",
+      "21:39",
+      "05:40",
+      "23:35",
+      "11:17",
+      "06:01",
+      "19:00",
+      "05:39",
+      "16:32",
+      "14:09",
+      "18:34",
+      "07:24",
+      "13:09",
+      "08:48",
+      "22:11",
+      "21:01",
+      "05:59",
+      "10:01",
+      "17:17",
+      "20:32",
+      "20:09",
+      "23:39",
+      "17:50",
+      "10:24",
+      "05:17",
+      "07:50",
+      "23:16",
+      "19:24",
+      "15:40",
+      "11:54",
+      "06:40",
+      "13:29",
+      "13:59",
+      "16:06",
+      "15:59",
+      "08:11",
+      "21:11",
+      "15:36",
+      "14:19",
+      "12:09",
+      "06:06",
+      "11:29",
+      "14:06",
+      "22:09",
+      "21:21",
+      "12:01",
+      "21:32",
+      "07:29",
+      "08:36",
+      "18:48",
+      "18:40",
+      "11:50",
+      "14:40",
+      "20:11",
+      "06:24",
+      "20:16",
+      "08:34",
+      "05:50",
+      "09:00",
+      "16:09",
+      "12:06",
+      "11:19",
+      "09:50",
+      "17:24",
+      "11:21",
+      "09:17",
+      "13:39",
+      "20:34",
+      "20:01",
+      "21:59",
+      "11:06",
+      "05:32",
+      "18:16",
+      "22:40",
+      "14:16",
+      "10:16",
+      "11:00",
+      "13:06",
+      "06:11",
+      "23:24",
+      "11:32",
+      "23:54",
+      "22:36",
+      "17:36",
+      "14:34",
+      "05:29",
+      "09:54",
+      "19:59",
+      "09:40",
+      "23:19",
+      "07:11",
+      "19:39",
+      "13:19",
+      "17:32",
+      "21:24",
+      "19:19",
+      "15:19",
+      "13:50",
+      "21:00",
+      "09:36",
+      "05:06",
+      "21:48",
+      "20:40",
+      "20:21",
+      "11:40",
+      "11:01",
+      "21:50",
+      "19:16",
+      "18:06",
+      "05:19",
+      "13:24",
+      "18:09",
+      "13:17",
+      "17:54",
+      "15:00",
+      "09:29",
+      "15:29",
+      "08:32",
+      "11:16",
+      "06:09",
+      "19:54",
+      "05:36",
+      "17:16",
+      "07:34",
+      "17:00",
+      "14:48",
+      "19:50",
+      "05:21",
+      "15:01",
+      "07:54",
+      "09:01",
+      "07:21",
+      "12:11",
+      "22:21",
+      "05:35",
+      "13:01",
+      "12:16",
+      "21:06",
+      "11:48",
+      "14:21",
+      "14:11",
+      "17:40",
+      "21:17",
+      "09:59",
+      "16:21",
+      "15:24",
+      "05:01",
+      "21:54",
+      "19:36",
+      "17:39",
+      "07:32",
+      "07:48",
+      "11:59",
+      "09:34",
+      "15:09",
+      "18:24",
+      "07:01",
+      "07:59",
+      "20:36",
+      "07:39",
+      "23:06",
+      "12:19",
+      "17:01",
+      "09:24",
+      "14:36",
+      "10:48",
+      "11:34",
+      "15:21",
+      "12:24",
+      "19:17",
+      "23:21",
+      "17:11",
+      "07:17",
+      "12:36",
+      "19:34",
+      "08:09",
+      "22:32",
+      "17:35",
+      "20:24",
+      "05:11",
+      "15:06",
+      "20:48",
+      "11:36",
+      "10:34",
+      "17:48",
+      "11:09",
+      "23:09",
+      "13:36",
+      "22:48",
+      "10:32",
+      "09:48",
+      "11:11",
+      "19:11",
+      "16:11",
+      "09:06",
+      "17:06",
+      "12:40",
+      "21:09",
+      "22:16",
+      "12:34",
+      "20:06",
+      "16:01",
+      "18:36",
+      "08:01",
+      "22:01",
+      "16:16",
+      "12:48",
+      "17:21",
+      "23:00",
+      "13:48",
+      "18:32",
+      "14:24",
+      "09:19",
+      "15:35",
+      "19:06",
+      "19:01",
+      "12:32",
+      "13:54",
+      "18:19",
+      "06:19",
+      "17:34",
+      "18:01",
+      "23:17",
+      "16:34",
+      "23:59",
+      "23:34",
+      "09:39",
+      "21:15",
+      "12:45",
+      "19:45",
+      "14:00",
+      "15:15",
+      "10:00",
+      "10:15",
+      "09:15",
+      "19:15",
+      "11:15",
+      "17:45",
+      "14:30",
+      "20:00",
+      "after 09:15",
+      "09:30",
+      "08:15",
+      "20:15",
+      "10:45",
+      "14:45",
+      "17:30",
+      "11:30",
+      "13:45",
+      "12:15",
+      "08:45",
+      "11:45",
+      "18:45",
+      "05:15",
+      "18:00",
+      "16:00",
+      "08:00",
+      "18:30",
+      "21:45",
+      "16:30",
+      "14:15",
+      "16:15",
+      "12:30",
+      "13:30",
+      "02:00",
+      "08:30",
+      "10:30",
+      "15:45",
+      "09:45",
+      "21:30",
+      "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",
+      "8",
+      "6",
+      "2",
+      "7",
+      "4",
+      "3",
+      "0",
+      "9",
+      "15",
+      "` 1",
+      "10"
+    ]
+  }
+}

data/raw/UBAR/multi-woz/README.md

@@ -0,0 +1,29 @@
+# MultiWOZ Data Preprocessing
+Introduction of the data processing procedure in AAAI 2020 paper "Task-Oriented Dialog Systems that Consider Multiple Appropriate Responses under the Same Context". 
+
+
+## Data Preprocessing
+
+### Delexicalization
+Delexicalization is the procedure of replacing specific slot values in dialog utterances by placeholders. The goal is to reduce the surface form language variability and improve model's generalization ability. 
+
+Previous delexicalization methods for MultiWOZ ([Budzianowski et al. 2018](https://arxiv.org/pdf/1810.00278.pdf); [Chen et al. 2019](https://arxiv.org/pdf/1905.12866.pdf)) have a drawback in handling multi-domain slot values. They delexicalize the same slots in different dialog domains such as `phone`, `address`, `name` etc as different tokens, e.g. `<restaurant.phone>` and `<hotel.phone>`, which prevents knowledge sharing through semantically similar slots in different domains and adds extra burdens to the system. We propose the **Domain-Adaptive Delexicalization** to address the problem, by using an identical token to represent the same slot name such as `phone` in different dialog domains. Therefore the expressions in all relevant domains can be used to learn to generate the delexicalized value token. 
+
+Here is an example of different delexicalization strategies:
+
+|||
+|---|---|
+| Original Utterance | U: I want to find a `cheap` restaurant located in the `west`. Give me the phone numebr please. <br> S: `Thanh Binh` meets your criteria. The phone number is `01223362456`. What else can I help?  |
+| Classical Delexicalization | U: I want to find a `<restaurant.pricerange>` restaurant located in the `<restaurant.area>`. <br> S: `<restaurant.name>` meets your criteria. The phone number is `<restaurant.phone>`. What else can I help?  |
+| Our Domain-Adaptive <br> Delexicalization | U: I want to find a `<pricerange>` restaurant located in the `<area>`. <br> S: `<name>` meets your criteria. The phone number is `<phone>`. What else can I help?  |
+
+
+### Tokenization
+We use the tokenization tool in spaCy through `spacy.load('en_core_web_sm')`. 
+
+### Normalization
+We normalize all the slot names as listed in `ontoloty.py`. 
+
+Functions for dataset cleaning and normalization are in `clean_dataset.py`.
+
+Note that the slot values in databases are also preprocessed via the same procedure. 

data/raw/UBAR/multi-woz/mapping.pair

@@ -0,0 +1,83 @@
+it 's	it is
+don 't	do not
+doesn 't	does not
+didn 't	did not
+you 'd	you would
+you 're	you are
+you 'll	you will
+i 'm	i am
+they 're	they are
+that 's	that is
+what 's	what is
+couldn 't	could not
+i 've	i have
+we 've	we have
+can 't	cannot
+i 'd	i would
+i 'd	i would
+aren 't	are not
+isn 't	is not
+wasn 't	was not
+weren 't	were not
+won 't	will not
+there 's	there is
+there 're	there are
+. .	.
+restaurants	restaurant -s
+hotels	hotel -s
+laptops	laptop -s
+cheaper	cheap -er
+dinners	dinner -s
+lunches	lunch -s
+breakfasts	breakfast -s
+expensively	expensive -ly
+moderately	moderate -ly
+cheaply	cheap -ly
+prices	price -s
+places	place -s
+venues	venue -s
+ranges	range -s
+meals	meal -s
+locations	location -s
+areas	area -s
+policies	policy -s
+children	child -s
+kids	kid -s
+kidfriendly	kid friendly
+cards	card -s
+upmarket	expensive
+inpricey	cheap
+inches	inch -s
+uses	use -s
+dimensions	dimension -s
+driverange	drive range
+includes	include -s
+computers	computer -s
+machines	machine -s
+families	family -s
+ratings	rating -s
+constraints	constraint -s
+pricerange	price range
+batteryrating	battery rating
+requirements	requirement -s
+drives	drive -s
+specifications	specification -s
+weightrange	weight range
+harddrive	hard drive
+batterylife	battery life
+businesses	business -s
+hours	hour -s
+one	1
+two	2
+three	3
+four	4
+five	5
+six	6
+seven	7
+eight	8
+nine	9
+ten	10
+eleven	11
+twelve	12
+anywhere	any where
+good bye	goodbye

data/raw/UBAR/multi-woz/testListFile.json

@@ -0,0 +1,1000 @@
+MUL0484.json
+PMUL4462.json
+PMUL0320.json
+MUL2155.json
+PMUL0815.json
+PMUL3263.json
+PMUL3672.json
+SNG0423.json
+SNG0296.json
+PMUL0079.json
+PMUL1484.json
+SNG0840.json
+PMUL0089.json
+PMUL2859.json
+PMUL2009.json
+SNG0528.json
+SNG01367.json
+PMUL3858.json
+SNG1076.json
+PMUL2166.json
+PMUL2436.json
+MUL0225.json
+PMUL1966.json
+PMUL4239.json
+SNG01290.json
+SNG0888.json
+SNG1150.json
+MUL2646.json
+PMUL4247.json
+SNG0589.json
+MUL2089.json
+SNG01434.json
+MUL0237.json
+PMUL4125.json
+MUL1588.json
+MUL0432.json
+SNG0253.json
+PMUL4998.json
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+SNG0580.json
+PMUL2719.json
+PMUL3224.json
+PMUL4440.json
+PMUL4840.json
+SNG0081.json
+SNG02172.json
+PMUL0550.json
+PMUL3558.json
+PMUL2275.json
+PMUL3600.json
+SNG0323.json
+MUL0323.json
+MUL1137.json
+MUL2525.json
+MUL0409.json
+SNG01359.json
+PMUL1259.json
+SNG0568.json
+PMUL1374.json
+SNG02315.json
+PMUL3437.json
+MUL0454.json
+MUL1926.json
+PMUL1180.json
+MUL0744.json
+SNG1004.json
+PMUL1412.json
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pytorch_model.bin

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:724109483979f640c334c4dd2320c0c5f45cb4ef52aec15faec5b477fc1acb7b
-size 334174941

scripts/UBAR_code/interaction/UBAR_interact.py

@@ -7,9 +7,9 @@ import string
 from omegaconf import OmegaConf
 from transformers import GPT2LMHeadModel, GPT2Tokenizer
 
-from crazyneuraluser.UBAR_code.config import global_config as cfg
-from crazyneuraluser.UBAR_code.reader import MultiWozReader
-from crazyneuraluser.UBAR_code.db_ops import MultiWozDB
+from src.crazyneuraluser.UBAR_code.config import global_config as cfg
+from src.crazyneuraluser.UBAR_code.reader import MultiWozReader
+from src.crazyneuraluser.UBAR_code.db_ops import MultiWozDB
 
 from typing import List
 
@@ -29,8 +29,8 @@ class bcolors:
 class UbarSystemModel:  # may inherit convlab or not, just like andy's
     def __init__(self, name: str, checkpoint_path: str, model_config_path: str):
 
-        self.tokenizer = GPT2Tokenizer.from_pretrained(checkpoint_path)
-        self.model = GPT2LMHeadModel.from_pretrained(checkpoint_path)
+        self.tokenizer = GPT2Tokenizer.from_pretrained("alistairmcleay/UBAR-distilgpt2")
+        self.model = GPT2LMHeadModel.from_pretrained("alistairmcleay/UBAR-distilgpt2")
         self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
         self.name = name
         self.turn_domain = ["general"]  # returns a list of one string that is the domain e.g. 'taxi'

scripts/UBAR_code/interaction/config.yaml

@@ -1,9 +1,9 @@
 model:
-  path: "./models/UBAR/experiments/distilgpt-2_sd11_lr0.0001_bs16_ga2/epoch50_trloss0.59_gpt2"
+  path: "./epoch50_trloss0.59_gpt2"
   goal_update:
     finish_inform: "loose" # loose or strict
 
-schema_path: "scripts/user_model_code/interaction/schema.json"
+schema_path: "cambridge-masters-project/scripts/user_model_code/interaction/schema.json"
 
 decode:
   dec_max_len: 1024
@@ -14,10 +14,10 @@ decode:
 use_all_previous_context: False
 
 dbs_path:
-  "attraction": "data/preprocessed/UBAR/db_processed/attraction_db_processed.json"
-  "hospital": "data/preprocessed/UBAR/db_processed/hospital_db_processed.json"
-  "hotel": "data/preprocessed/UBAR/db_processed/hotel_db_processed.json"
-  "police": "data/preprocessed/UBAR/db_processed/police_db_processed.json"
-  "restaurant": "data/preprocessed/UBAR/db_processed/restaurant_db_processed.json"
-  "taxi": "data/preprocessed/UBAR/db_processed/taxi_db_processed.json"
-  "train": "data/preprocessed/UBAR/db_processed/train_db_processed.json"
+  "attraction": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/attraction_db_processed.json"
+  "hospital": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/hospital_db_processed.json"
+  "hotel": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/hotel_db_processed.json"
+  "police": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/police_db_processed.json"
+  "restaurant": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/restaurant_db_processed.json"
+  "taxi": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/taxi_db_processed.json"
+  "train": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/train_db_processed.json"

scripts/simulate_interaction.py

@@ -8,17 +8,23 @@ from user_model_code.interaction import multiwoz_interact
 from UBAR_code.interaction.UBAR_interact import bcolors
 
 
+# from tqdm import tqdm
+from scripts.UBAR_code.interaction import UBAR_interact
+from scripts.user_model_code.interaction import multiwoz_interact
+from scripts.UBAR_code.interaction.UBAR_interact import bcolors
+
+
 def instantiate_agents():
 
-    UBAR_checkpoint_path = "models/UBAR/experiments/distilgpt-2_sd11_lr0.0001_bs16_ga2/epoch50_trloss0.59_gpt2"
-    user_model_checkpoint_path = "models/user_model/MultiWOZ-full_checkpoint_step340k"
+    UBAR_checkpoint_path = "cambridge-masters-project/epoch50_trloss0.59_gpt2"
+    user_model_checkpoint_path = "cambridge-masters-project/MultiWOZ-full_checkpoint_step340k"
 
     sys_model = UBAR_interact.UbarSystemModel(
-        "UBAR_sys_model", UBAR_checkpoint_path, "scripts/UBAR_code/interaction/config.yaml"
+        "UBAR_sys_model", UBAR_checkpoint_path, "cambridge-masters-project/scripts/UBAR_code/interaction/config.yaml"
     )
 
     user_model = multiwoz_interact.NeuralAgent(
-        "user", user_model_checkpoint_path, "scripts/user_model_code/interaction/config.yaml"
+        "user", user_model_checkpoint_path, "cambridge-masters-project/scripts/user_model_code/interaction/config.yaml"
     )
 
     return sys_model, user_model
@@ -28,24 +34,14 @@ def read_multiwoz_data():
     """
     Read the multiwoz 2.0 raw data from the .json file
     """
-    raw_mwoz_20_path = "data/raw/UBAR/multi-woz/data.json"
+    raw_mwoz_20_path = "cambridge-masters-project/data/raw/UBAR/multi-woz/data.json"
     df_raw_mwoz = pd.read_json(raw_mwoz_20_path)
     return df_raw_mwoz
 
 
 def load_test_val_lists():
-    val_list_file = "data/raw/UBAR/multi-woz/valListFile.json"
-    test_list_file = "data/raw/UBAR/multi-woz/testListFile.json"
-
-    with open(val_list_file, "r") as f:
-        val_list = f.readlines()
-        val_list = [x.strip() for x in val_list]
-
-    with open(test_list_file, "r") as f:
-        test_list = f.readlines()
-        test_list = [x.strip() for x in test_list]
-
-    return val_list, test_list
+    val_list_file = "cambridge-masters-project/data/raw/UBAR/multi-woz/valListFile.json"
+    test_list_file = "cambridge-masters-project/data/raw/UBAR/multi-woz/testListFile.json"
 
 
 def main(
@@ -54,9 +50,9 @@ def main(
     sys_model, user_model = instantiate_agents()
 
     # TODO: move hardcoded vars into config file
-    raw_mwoz_20_path = "data/raw/UBAR/multi-woz/data.json"
-    user_utterances_out_path = "data/preprocessed/UBAR/user_utterances_from_simulator.txt"
-    logging_successes_path = "data/preprocessed/UBAR/logging_successes"
+    raw_mwoz_20_path = "cambridge-masters-project/data/raw/UBAR/multi-woz/data.json"
+    user_utterances_out_path = "cambridge-masters-project/data/preprocessed/UBAR/user_utterances_from_simulator.txt"
+    logging_successes_path = "cambridge-masters-project/data/preprocessed/UBAR/logging_successes"
     sys_model.print_intermediary_info = False
     user_model.print_intermediary_info = False
 

scripts/user_model_code/interaction/config.yaml

@@ -1,9 +1,9 @@
 model:
-  path: "./models/user_model/MultiWOZ-full_checkpoint_step340k"
+  path: "./MultiWOZ-full_checkpoint_step340k"
   goal_update:
     finish_inform: "loose" # loose or strict
 
-schema_path: "scripts/user_model_code/interaction/schema.json"
+schema_path: "cambridge-masters-project/scripts/user_model_code/interaction/schema.json"
 
 decode:
   dec_max_len: 1024

scripts/user_model_code/interaction/multiwoz_interact.py

@@ -111,9 +111,9 @@ class NeuralAgent:  # crazyusermodel
 
     def load_checkpoint_and_tokenizer(self, checkpoint_path: str) -> None:
         """Load model checkpoint with the model tokenizer, only for GPT2 for now"""
-        print("Load model, tokenizer from {}".format(checkpoint_path))
-        self.tokenizer = GPT2Tokenizer.from_pretrained(checkpoint_path)
-        self.model = GPT2LMHeadModel.from_pretrained(checkpoint_path)
+        # print("Load model, tokenizer from {}".format(checkpoint_path))
+        self.tokenizer = GPT2Tokenizer.from_pretrained("alistairmcleay/user-simulator-gpt2")
+        self.model = GPT2LMHeadModel.from_pretrained("alistairmcleay/user-simulator-gpt2")
         self.model.to(self.device)
 
     def set_device(self) -> None:
@@ -921,7 +921,7 @@ def read_multiWOZ_20_goals(file_path, n_goals):
 
         # Determine relevant keys
         for _ in goal.keys():
-            relevant_goals = {k: v for k, v in goal.items() if v != {} and k != "topic" and k != "message"}
+            relevant_goals = {k: v for k, v in goal.items() if v and k != "topic" and k != "message"}
             services = [key for key in relevant_goals.keys()]
             for service in services:
                 parsed_goal[service] = relevant_goals[service]

src/crazyneuraluser/UBAR_code/clean_dataset.py

@@ -1,7 +1,7 @@
 # -*- coding: utf-8 -*-
 import re
 
-from crazyneuraluser.UBAR_code import ontology
+from UBAR_code import ontology
 
 
 def my_clean_text(text):
@@ -65,15 +65,11 @@ def clean_text(text):
 
 
 def clean_time(utter):
-    utter = re.sub(
-        r"(\d+) ([ap]\.?m)", lambda x: x.group(1) + x.group(2), utter
-    )  # 9 am -> 9am
+    utter = re.sub(r"(\d+) ([ap]\.?m)", lambda x: x.group(1) + x.group(2), utter)  # 9 am -> 9am
     utter = re.sub(r"((?<!\d)\d:\d+)(am)?", r"0\1", utter)
     utter = re.sub(r"((?<!\d)\d)am", r"0\1:00", utter)
     utter = re.sub(r"((?<!\d)\d)pm", lambda x: str(int(x.group(1)) + 12) + ":00", utter)
-    utter = re.sub(
-        r"(\d+)(:\d+)pm", lambda x: str(int(x.group(1)) + 12) + x.group(2), utter
-    )
+    utter = re.sub(r"(\d+)(:\d+)pm", lambda x: str(int(x.group(1)) + 12) + x.group(2), utter)
     utter = re.sub(r"(\d+)a\.?m", r"\1", utter)
     return utter
 

src/crazyneuraluser/UBAR_code/config.py

@@ -10,25 +10,29 @@ class _Config:
     def _multiwoz_ubar_init(self):
         self.gpt_path = "distilgpt2"
 
-        self.vocab_path_train = "./data/preprocessed_gen_usr_utts/UBAR/multi-woz-processed/vocab"
+        self.vocab_path_train = "cambridge-masters-project/data/preprocessed/UBAR/multi-woz-processed/vocab"
         self.vocab_path_eval = None
-        self.data_path = "./data/preprocessed_gen_usr_utts/UBAR/multi-woz-processed/"
+        self.data_path = "cambridge-masters-project/data/preprocessed/UBAR/multi-woz-processed/"
         self.data_file = "data_for_ubar.json"
-        self.dev_list = "data/raw/UBAR/multi-woz/valListFile.json"
-        self.test_list = "data/raw/UBAR/multi-woz/testListFile.json"
+        self.dev_list = "cambridge-masters-project/data/raw/UBAR/multi-woz/valListFile.json"
+        self.test_list = "cambridge-masters-project/data/raw/UBAR/multi-woz/testListFile.json"
         self.dbs = {
-            "attraction": "data/preprocessed_gen_usr_utts/UBAR/db_processed/attraction_db_processed.json",
-            "hospital": "data/preprocessed_gen_usr_utts/UBAR/db_processed/hospital_db_processed.json",
-            "hotel": "data/preprocessed_gen_usr_utts/UBAR/db_processed/hotel_db_processed.json",
-            "police": "data/preprocessed_gen_usr_utts/UBAR/db_processed/police_db_processed.json",
-            "restaurant": "data/preprocessed_gen_usr_utts/UBAR/db_processed/restaurant_db_processed.json",
-            "taxi": "data/preprocessed_gen_usr_utts/UBAR/db_processed/taxi_db_processed.json",
-            "train": "data/preprocessed_gen_usr_utts/UBAR/db_processed/train_db_processed.json",
+            "attraction": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/attraction_db_processed.json",
+            "hospital": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/hospital_db_processed.json",
+            "hotel": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/hotel_db_processed.json",
+            "police": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/police_db_processed.json",
+            "restaurant": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/restaurant_db_processed.json",
+            "taxi": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/taxi_db_processed.json",
+            "train": "cambridge-masters-project/data/preprocessed/UBAR/db_processed/train_db_processed.json",
         }
-        self.glove_path = "./data/glove/glove.6B.50d.txt"
-        self.domain_file_path = "data/preprocessed_gen_usr_utts/UBAR/multi-woz-processed/domain_files.json"
-        self.slot_value_set_path = "data/preprocessed_gen_usr_utts/UBAR/db_processed/value_set_processed.json"
-        self.multi_acts_path = "data/preprocessed_gen_usr_utts/UBAR/multi-woz-processed/multi_act_mapping_train.json"
+        self.glove_path = "cambridge-masters-project/data/glove/glove.6B.50d.txt"
+        self.domain_file_path = "cambridge-masters-project/data/preprocessed/UBAR/multi-woz-processed/domain_files.json"
+        self.slot_value_set_path = (
+            "cambridge-masters-project/data/preprocessed/UBAR/db_processed/value_set_processed.json"
+        )
+        self.multi_acts_path = (
+            "cambridge-masters-project/data/preprocessed/UBAR/multi-woz-processed/multi_act_mapping_train.json"
+        )
         self.exp_path = "to be generated"
         self.log_time = time.strftime("%Y-%m-%d-%H-%M-%S", time.localtime())
 

src/crazyneuraluser/UBAR_code/db_ops.py

@@ -3,7 +3,7 @@ import random
 import sqlite3
 import string
 
-from crazyneuraluser.UBAR_code.ontology import all_domains, db_domains
+from .ontology import all_domains, db_domains
 
 
 class MultiWozDB(object):

src/crazyneuraluser/UBAR_code/eval.py

@@ -5,9 +5,9 @@ from collections import Counter, OrderedDict
 
 from nltk.util import ngrams
 
-from crazyneuraluser.UBAR_code import ontology
-from crazyneuraluser.UBAR_code.clean_dataset import clean_slot_values
-from crazyneuraluser.UBAR_code.config import global_config as cfg
+from . import ontology
+from .clean_dataset import clean_slot_values
+from .config import global_config as cfg
 
 
 class BLEUScorer(object):

src/crazyneuraluser/UBAR_code/reader.py

@@ -10,9 +10,10 @@ import numpy as np
 import spacy
 from transformers import GPT2Tokenizer
 
-from crazyneuraluser.UBAR_code import ontology, utils
-from crazyneuraluser.UBAR_code.config import global_config as cfg
-from crazyneuraluser.UBAR_code.db_ops import MultiWozDB
+from . import ontology
+from . import utils
+from .config import global_config as cfg
+from .db_ops import MultiWozDB
 
 # from config21 import global_config as cfg
 

src/crazyneuraluser/UBAR_code/utils.py

@@ -4,7 +4,7 @@ from collections import OrderedDict
 
 import numpy as np
 
-from crazyneuraluser.UBAR_code import ontology
+from . import ontology
 
 
 def py2np(list):

us_pytorch_model.bin

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d8809fd1497493343e67ab44f8d9dd898934fbafe3346d4c35e3f1714fd9646d
-size 510585849