Analysis of TripAdvisor`s Restaurant Data FINAL

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Analysis of TripAdvisor`s Restaurant Data FINAL
Polytechnic University of Puerto Rico Graduate Computer Science Department CECS-­‐7530: Data Mining and Data Warehousing Project: Analysis of TripAdvisor’s Restaurant Data Giselle M. Zeno #4039 Table of Contents Abstract 2 Data Sampling 2 Hypotheses 5 Data Visualization Hypothesis 1 Hypothesis 2 Hypothesis 3 5 5 6 8 Classification Naïve Bayes J48 Multilayer Perceptron 9 9 10 11 Conclusions 11 Annex 11 Page 2 of 11 I. Abstract This project comprises of an analysis of TripAdvisor’s restaurant data. For this, fifty restaurants were sampled from various cities to study the relationships among the restaurants’ attributes and their rating or ranking. II. Data Sampling Restaurant)Name
Brasserie'Vlaming'-'Amsterdam
Incanto
Blauw'aan'de'Wal
Teppanyaki'Restaurant'Sazanka
Kartika
Restaurant'Tomaz
Greenwoods
Ko-Chang'
Welcome'Vietnam'Restaurant'
Manneken'Pis'Vlaamse'Frites
Le'Cinq
L'Atelier'du'Parc'
Qui'Plume'la'Lune
Little'Breizh
Ristorante'Al'Caratello
les'fines'gueules
Mini'Festin
L'As'du'Fallafel
Bugsy's
Creperie'Bretonne
The'Ledbury
Whits
Hawksmoor'Seven'Dials
Koffmann's
Cheneston's'at'the'Milestone'Hotel
Meze'Mangal
Le'Relais'De'Venise
Laughing'Gravy'Bar'&'Restaurant
Hummus'Bros
Soho'Joe
Casanis'Madrid
Petit'Comité
Viridiana
La'Parra'
Malacatin
Indian'Aroma
Nardino
Pinchos'Udaberri
Terramundi
Casa'Labra
Ad'Hoc
Hostaria'Antica'Roma
Bottega'Trattoria'De'Santis
La'Fontana'di'Venere
i'Clementini
Sanacafe'
Trattoria'Cavalier'Gino
Trattoria'Antica'Hostaria'da'Angelino
Da'Francesco
Il'Cartoccio'
Cuisine(s)
International
Italian
Dutch
Japanese
Indonesian
French,'Dutch
Tea'Room,'English
Thai
Vietnamese
Belgian
French
French
French
'Creperie,'Organic
Italian
French
French,'Italian
Israeli
American
Creperie
European,'French
French
British
French
International
Turkish
French,'Steakhouse
British
International
Dessert,'Mediterranean,'Pizza
French
Bar,'Mediterranean,'Spanish,'French
Contemporary,'European,'Mediterranean,'Spanish
Mediterranean
Spanish
Indian
Italian
Basque,'Spanish
Spanish
Spanish
Italian,'Mediterranean
Italian
Italian
Italian
Italian
Healthy,'Italian,'Mediterranean,'Vegetarian
Italian
Italian
Italian
Coffee'Shop,'Italian
Avg)meal)price
$'''''''''''''''''''45.00
$'''''''''''''''''''98.00
$'''''''''''''''''''75.00
$'''''''''''''''''''39.50
$'''''''''''''''''''29.50
$'''''''''''''''''''28.00
$'''''''''''''''''''13.00
$'''''''''''''''''''25.50
$'''''''''''''''''''22.50
$'''''''''''''''''''''6.50
$'''''''''''''''''''84.50
$'''''''''''''''''''47.50
$'''''''''''''''''''47.50
$'''''''''''''''''''27.50
$'''''''''''''''''''28.50
$'''''''''''''''''''33.50
$'''''''''''''''''''18.00
$'''''''''''''''''''19.50
$'''''''''''''''''''13.00
$'''''''''''''''''''''7.50
$'''''''''''''''''''83.00
$'''''''''''''''''''54.00
$'''''''''''''''''''80.00
$'''''''''''''''''''99.00
$'''''''''''''''''''41.00
$'''''''''''''''''''29.00
$'''''''''''''''''''34.00
$'''''''''''''''''''25.50
$'''''''''''''''''''''8.00
$'''''''''''''''''''10.00
$'''''''''''''''''''48.00
$'''''''''''''''''''45.50
$'''''''''''''''''147.00
$'''''''''''''''''''89.00
$'''''''''''''''''''25.00
$'''''''''''''''''''34.50
$'''''''''''''''''''33.00
$'''''''''''''''''''24.00
$'''''''''''''''''''16.50
$'''''''''''''''''''''7.50
$'''''''''''''''''''60.50
$'''''''''''''''''''59.50
$'''''''''''''''''''43.50
$'''''''''''''''''''28.50
$'''''''''''''''''''40.00
$'''''''''''''''''''31.50
$'''''''''''''''''''33.00
$'''''''''''''''''''33.00
$'''''''''''''''''''22.00
$'''''''''''''''''''''8.50
City
Population
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Amsterdam
783,364
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
Paris
'''''''2,125,246
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
London
'''''''7,160,441
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Madrid
'''''''3,228,359
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Rome
'''''''2,705,000
Strata
$$$$
$$$$
$$$$
$$$
$$$
$$$
$$
$$
$$
$
$$$$
$$$$
$$$$
$$$
$$$
$$$
$$
$$
$$
$
$$$$
$$$$
$$$$
$$$$
$$$$
$$$
$$$
$$
$$
$
$$$$
$$$$
$$$$
$$$$
$$$
$$$
$$$
$$
$$
$
$$$$
$$$$
$$$$
$$$
$$$
$$$
$$$
$$
$$
$
#)of)reviews
City)ranking Star)Rating
225
1
4.5
18
95
4.5
29
33
4.5
19
19
4.5
19
90
4.5
46
58
4.5
53
4
4.5
17
72
4.5
10
132
4.5
29
112
4
182
3
4.5
249
18
4.5
21
42
5
72
4
4.5
102
37
4.5
27
92
4.5
46
7
5
3
121
4
13
258
4.5
16
461
4.5
216
1
4.5
150
10
4.5
137
17
4.5
69
31
4.5
15
41
5
29
6
5
74
109
4
233
9
4.5
99
206
4
195
21
4
62
1
5
32
11
4.5
69
46
4
22
59
4.5
39
4
4.5
29
31
4.5
23
65
4.5
73
27
4
18
209
4
115
45
4
490
2
4.5
285
23
4
33
40
4.5
250
31
4.5
113
45
4.5
17
65
4.5
64
71
4.5
66
22
4.5
122
174
4
43
13
4.5
Table 1A: Data sample collected from TripAdvisor The data collected from TripAdvisor consists of fifty restaurants picked from five different cities (10 restaurants per city). The cities chosen were Amsterdam, Paris, London, Madrid, and Rome. All of these cities are from Europe and each one is the capital of its country. The ten restaurants for each city were selected using stratified and random sampling. TripAdvisor categorizes restaurants according to the price ($$$$, $$$, $$, and $). Using these categories as the strata, they were categorized as follows: Page 3 of 11 Amsterdam Strata Quantity Percent $$$$ 96 28% $$$ 112 33% $$ 117 34% $ 18 5% Total 342 Chosen 3 3 3 1 Table 1: Amsterdam strata distribution Paris Strata Quantity Percent $$$$ 780 34% $$$ 812 35% $$ 669 29% $ 50 2% Total 2,311 Chosen 3 3 3 1 Table 2: Paris strata distribution London Strata Quantity Percent $$$$ 2,306 50% $$$ 1,330 29% $$ 853 19% $ 80 2% Total 4,569 Chosen 5 2 2 1 Table 3: London strata distribution Madrid Strata Quantity Percent $$$$ 276 50% $$$ 245 29% $$ 213 19% $ 27 2% Total 761 Chosen 5 2 2 1 Table 4: Madrid strata distribution Rome Strata Quantity Percent $$$$ 348 35% $$$ 368 37% $$ 248 24% $ 42 4% Total 1,006 Chosen 3 4 2 1 Table 5: Rome strata distribution Page 4 of 11 To be able to represent every stratum, at minimum one (1) restaurant would be selected. The quantity of chosen restaurants directly corresponds to the strata percent of the categorized restaurants population. Furthermore, the restaurants picked in each stratum were in the top 20 results sorted by higher ranking first. This was done in order to be able to better appreciate what are the common attributes in these top-­‐ranking restaurants in their strata. A secondary reason was to avoid having missing values, since lower ranked restaurants tended to have missing attributes. The attributes collected for each restaurant were the following: a. Restaurant Name b. Cuisine c. Average meal price d. City e. City population f. City ranking g. Rating h. Number of reviews i. Strata III. Hypotheses The following questions pose the formulated hypotheses: 1) Is there a relationship between the number of reviews and city ranking? Does the ranking improve, as there are more reviews for the restaurant? 2) Is there a relationship between the cuisine and city ranking or star rating? Does a particular cuisine tend to have a better ranking or rating? 3) Is there a relationship between strata and star rating? Is the star rating higher if the average meal price is higher? IV. Data Visualization The visualization tab in WEKA’s GUI allows viewing different graphs comparing the attributes. The following graphs were done using this feature. For reference, the class colors were specified in WEKA as follows: Figure 1: Class Colors for Restaurant Data Visualizations A. Hypothesis 1 In Figure 2, a lower ranking number is better, it means the restaurant is in the top ranked. I expected to see that as the number of reviews increased, the ranking would be higher (a smaller number). I drew a blue curve showing the tendency of the ranking being better as there are more reviews for the Page 5 of 11 City Ranking restaurant. This could mean that TripAdvisor’s algorithm for ranking restaurants in a city takes into account the popularity of it using the number of reviews. Instead of popularity it could also be that the data is more reliable as there are more sources and can be trusted. Also, when selecting the restaurants from TripAdvisor, I noticed that the restaurants in the last pages (sorted by ranking) had little or no reviews. This suggests that the hypothesis holds true for this sample and likely the population of TripAdvisor’s data: Ranking improves as the number of reviews grows. Number of Reviews Figure 2: Number of Reviews vs. City Ranking B. Hypothesis 2 In the collected data, there seems to be some trends as to the cuisines with higher rating and better ranking. In Figure 3, it is clearly visible that French and Italian restaurants tend to have a better ranking. Observing Figure 3 or Table 1A, it can be determined that some of the most common cuisines in the top ranking restaurants are French and Italian. In Figure 4, the cuisines with the highest star ratings (5) are French, Italian, International and Turkish. (Refer to Table 1A to view the full cuisine label) It is worth noting that among the 5-­‐star rated restaurants, some of them could be catalogued as outliers. For example, there is only one Turkish restaurant. Data from one Turkish restaurant is not enough to say that they tend to have a high rating or good ranking. Taking into account that the most common cuisines in the top-­‐ranked restaurants (see Table 6) are French and Italian, it seems that these cuisines are the most likely to be top ranked and have a high rating. Page 6 of 11 City Ranking Cuisine Figure 3: Cuisine vs. City Ranking Star Rating Cuisine Figure 4: Cuisine vs. Star Rating Page 7 of 11 Cuisine International Italian Dutch Japanese French, Dutch Tea Room, English Thai Vietnamese Belgian French Creperie, Organic French, Italian Israeli American Creperie European, French British Turkish French, Steakhouse Dessert, Mediterranean, Pizza Bar, Mediterranean, Spanish, French Contemporary, European, Mediterranean, Spanish Mediterranean Spanish Indian Basque, Spanish Italian, Mediterranean Healthy, Italian, Mediterranean, Vegetarian Coffee Shop, Italian Table 6: Cuisine Count Count 3 10 1 1 1 1 1 1 1 7 1 1 1 1 1 1 2 1 1 1 1 1 1 3 1 1 1 1 1 C. Hypothesis 3 In the data sample, there does not seem to be a strong correlation between price or strata (based on price), and the star rating. In Figure 5, all the strata seem to be able to have high ratings; except for the cheapest stratum, which does not have 5-­‐star ratings. In Figure 6, it looks like there could be some sort of distribution between price and rating, but it is difficult to tell. Perhaps with a different sample, representative of all rankings or a bigger one, it would be easier to determine if there is some sort of distribution. From the way the scatterplot points are dispersed, it looks like it could be some sort of normal distribution. Page 8 of 11 Star Rating Stratum Figure 5: Stratum vs. Star Rating Star Rating Average Meal Price Figure 6: Average Meal Price vs. Star Rating V.
Classification A. Naïve Bayes The Naïve Bayes classification algorithm had an accuracy of 52%, as can be seen in Table 7. Further below, in Table 8, is the confusion matrix for this algorithm with the sample data. The column labels are the classes Page 9 of 11 the algorithm assigned, while the row labels are the actual classes. The cells in bold were the instances classified correctly. Correctly Classified Instances 26 52% Incorrectly Classified Instances 24 48% Table 7: Naïve Bayes Classification Results Classes 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 1.0 0 0 0 0 0 0 0 0 0 0 0 1.5 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2.5 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 3.5 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 4 7 0 4.5 0 0 0 0 0 0 0 0 6 20 3 5 0 0 0 0 0 0 0 0 1 7 2 Table 8: Naïve Bayes Confusion Matrix B. J48 The J48 classification algorithm had an accuracy of 64%, as can be seen in Table 9. Further below, in Table 10, is the confusion matrix for this algorithm with the sample data. The column labels are the classes the algorithm assigned, while the row labels are the actual classes. The cells in bold were the instances classified correctly. Correctly Classified Instances 32 64% Incorrectly Classified Instances 18 36% Table 9: J48 Classification Results Classes 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 1.0 0 0 0 0 0 0 0 0 0 0 0 1.5 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2.5 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 3.5 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 2 0 4.5 0 0 0 0 0 0 0 0 11 32 5 5 0 0 0 0 0 0 0 0 0 0 0 Table 10: J48 Confusion Matrix Page 10 of 11 C. Multilayer Perceptron The Multilayer Perceptron classification algorithm had an accuracy of 60%, as can be seen in Table 11. Further below, in Table 12, is the confusion matrix for this algorithm with the sample data. The column labels are the classes the algorithm assigned, while the row labels are the actual classes. The cells in bold were the instances classified correctly. Correctly Classified Instances 30 60% Incorrectly Classified Instances 20 40% Table 11: Multilayer Perceptron Classification Results Classes 0 0.5 1.0 1.5 2 2.5 3 3.5 4 4.5 5 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1.5 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2.5 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 3.5 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 4 6 1 4.5 0 0 0 0 0 0 0 0 5 26 3 5 0 0 0 0 0 0 0 0 0 5 0 VI.
Conclusions None of the algorithms performed particularly well in classifying the sample data. However, from the three algorithms used to classify the sample data, the J48 classification tree performed better in comparison with an accuracy of 64%. From the collected data it was determined that French and Italian restaurants are the most likely to be top-­‐ranked. Also, TripAdvisor’s restaurant ranking improves as there are more reviews available. Finally, there seems to be no correlation between meal price and restaurant rating. VII.
Annex See following pages for the classification algorithms output. Page 11 of 11 === Run information ===
Scheme:weka.classifiers.bayes.NaiveBayes
Relation:
TripAdvisor Restaurants
Instances:
50
Attributes:
9
Restaurant Name
Cuisine(s)
Average meal price
City
Population
Strata
Number of reviews
City ranking
Star Rating
Test mode:10-fold cross-validation
=== Classifier model (full training set) ===
Naive Bayes Classifier
Class
0
0.5
1.0
1.5
2
2.5
3
3.5
4
4.5
(0.02)
(0.02)
(0.02)
(0.02)
(0.02)
(0.02)
(0.02)
(0.02)
(0.2)
(0.57)
(0
==============================================================================================================================================================================================
Restaurant Name
Brasserie Vlaming - Amsterdam
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Incanto
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Blauw aan de Wal
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Teppanyaki Restaurant Sazanka
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Kartika
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Restaurant Tomaz
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Greenwoods
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Ko-Chang
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Welcome Vietnam Restaurant
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Manneken Pis Vlaamse Frites
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Le Cinq
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
L’Atelier du Parc
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Qui Plume la Lune
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
Little Breizh
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Ristorante Al Caratello
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
les fines gueules
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Mini Festin
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
L’As du Fallafel
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Bugsy’s
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Creperie Bretonne
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
The Ledbury
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Whits
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Hawksmoor Seven Dials
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Koffmann’s
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Cheneston’s at the Milestone Hotel
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
Meze Mangal
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
Le Relais De Venise
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Laughing Gravy Bar & Restaurant
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Hummus Bros
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Soho Joe
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Casanis Madrid
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
Petit Comite
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Viridiana
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
La Parra
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Malacatin
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Indian Aroma
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Nardino
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Pinchos Udaberri
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Terramundi
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Casa Labra
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Ad Hoc
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Hostaria Antica Roma
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Bottega Trattoria De Santis
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
La Fontana di Venere
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
i Clementini
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Sanacafe’
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Trattoria Cavalier Gino
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Trattoria Antica Hostaria da Angelino
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
Da Francesco
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
Il Cartoccio
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
[total]
50.0
50.0
50.0
50.0
50.0
50.0
50.0
50.0
61.0
84.0
Attribute
Cuisine(s)
International
Italian
Dutch
Japanese
Indonesian
French, Dutch
Tea Room, English
Thai
Vietnamese
Belgian
French
Creperie, Organic
French, Italian
Israeli
American
Creperie
European, French
British
Turkish
French, Steakhouse
Dessert, Mediterranean, Pizza
Bar, Mediterranean, Spanish, French
Contemporary, European, Mediterranean, Spanish
Mediterranean
Spanish
Indian
Basque, Spanish
Italian, Mediterranean
Healthy, Italian, Mediterranean, Vegetarian
Coffee Shop, Italian
[total]
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
2.0
3.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
2.0
1.0
1.0
1.0
2.0
1.0
1.0
1.0
1.0
1.0
2.0
2.0
1.0
2.0
1.0
3.0
1.0
2.0
1.0
1.0
1.0
41.0
2.0
9.0
2.0
2.0
2.0
2.0
2.0
2.0
2.0
1.0
6.0
2.0
1.0
1.0
2.0
2.0
2.0
3.0
1.0
1.0
1.0
2.0
1.0
2.0
2.0
2.0
1.0
2.0
2.0
2.0
64.0
0
0.5575
0
3.3452
0
0.5575
0
3.3452
0
0.5575
0
3.3452
0
0.5575
0
3.3452
0
0.5575
0
3.3452
0
0.5575
0
3.3452
0
0.5575
0
3.3452
0
0.5575
0
3.3452
32.2359
39.3047
11
3.3452
43.1929
25.2217
34
3.3452
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
1.0
1.0
1.0
1.0
1.0
5.0
2.0
2.0
4.0
5.0
3.0
16.0
10.0
8.0
6.0
6.0
9.0
39.0
0
265711.5417
0
1594269.25
0
265711.5417
0
1594269.25
0
265711.5417
0
1594269.25
0
265711.5417
0
1594269.25
0
265711.5417
0
1594269.25
0
265711.5417
0
1594269.25
0
265711.5417
0
1594269.25
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
1.0
1.0
1.0
1.0
4.0
3.0
2.0
6.0
4.0
15.0
14.0
14.0
7.0
3.0
38.0
0
1.9797
0
11.878
0
1.9797
0
11.878
0
1.9797
0
11.878
0
1.9797
0
11.878
0
1.9797
0
11.878
0
1.9797
0
11.878
0
1.9797
0
11.878
0
1.9797
0
11.878
97.184
78.1063
11
11.878
92.2296
103.111
34
11.878
33
17
0
1.8699
0
11.2195
0
1.8699
0
11.2195
0
1.8699
0
11.2195
0
1.8699
0
11.2195
0
1.8699
0
11.2195
0
1.8699
0
11.2195
0
1.8699
0
11.2195
0
1.8699
0
11.2195
99.9557
70.3843
11
11.2195
55.7676
85.9845
34
11.2195
22
18
Average meal price
mean
std. dev.
weight sum
precision
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
1.0
30.0
City
Amsterdam
Paris
London
Madrid
Rome
[total]
Population
mean
std. dev.
weight sum
precision
Strata
$$$$
$$$
$$
$
[total]
Number of reviews
mean
std. dev.
weight sum
precision
City ranking
mean
std. dev.
weight sum
precision
Time taken to build model: 0 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances
Incorrectly Classified Instances
Kappa statistic
Mean absolute error
Root mean squared error
Relative absolute error
Root relative squared error
Total Number of Instances
26
24
0.1065
0.085
0.2408
82.6293 %
112.9177 %
50
52
48
%
%
=== Detailed Accuracy By Class ===
TP Rate
0
0
0
0
0
0
0
0
0.364
0.588
0.4
0.52
Weighted Avg.
FP Rate
0
0
0
0
0
0
0
0
0.179
0.563
0.178
0.44
Precision
0
0
0
0
0
0
0
0
0.364
0.69
0.2
0.569
Recall
0
0
0
0
0
0
0
0
0.364
0.588
0.4
0.52
=== Confusion Matrix ===
a
0
0
0
0
0
0
0
0
0
0
0
b
0
0
0
0
0
0
0
0
0
0
0
c
0
0
0
0
0
0
0
0
0
0
0
d
0
0
0
0
0
0
0
0
0
0
0
e
0
0
0
0
0
0
0
0
0
0
0
f
0
0
0
0
0
0
0
0
0
0
0
g
0
0
0
0
0
0
0
0
0
0
0
h
0
0
0
0
0
0
0
0
0
0
0
i j
0 0
0 0
0 0
0 0
0 0
0 0
0 0
0 0
4 6
7 20
0 3
k
0
0
0
0
0
0
0
0
1
7
2
|
|
|
|
|
|
|
|
|
|
|
<-- classified as
a = 0
b = 0.5
c = 1.0
d = 1.5
e = 2
f = 2.5
g = 3
h = 3.5
i = 4
j = 4.5
k = 5
F-Measure
0
0
0
0
0
0
0
0
0.364
0.635
0.267
0.538
ROC Area
?
?
?
?
?
?
?
?
0.66
0.54
0.836
0.596
Class
0
0.5
1.0
1.5
2
2.5
3
3.5
4
4.5
5
36
11
3
0 3623339.2045 2485184.4191
38262
265711.5417 1933654.9783 2053022.9725 2162572
0
11
34
1594269.25
1594269.25
1594269.25
159426
11
11
=== Run information ===
Scheme:weka.classifiers.trees.J48 -C 0.25 -M 2
Relation:
TripAdvisor Restaurants
Instances:
50
Attributes:
9
Restaurant Name
Cuisine(s)
Average meal price
City
Population
Strata
Number of reviews
City ranking
Star Rating
Test mode:10-fold cross-validation
=== Classifier model (full training set) ===
J48 pruned tree
-----------------: 4.5 (50.0/16.0)
Number of Leaves
:
1
Size of the tree :
1
Time taken to build model: 0.01 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances
Incorrectly Classified Instances
Kappa statistic
Mean absolute error
Root mean squared error
Relative absolute error
Root relative squared error
Total Number of Instances
32
18
-0.0638
0.0911
0.2215
88.5977 %
103.8862 %
50
64
36
%
%
=== Detailed Accuracy By Class ===
TP Rate
0
0
0
0
0
0
0
0
0
0.941
0
0.64
Weighted Avg.
FP Rate
0
0
0
0
0
0
0
0
0.051
1
0
0.691
Precision
0
0
0
0
0
0
0
0
0
0.667
0
0.453
Recall
0
0
0
0
0
0
0
0
0
0.941
0
0.64
=== Confusion Matrix ===
a
0
0
0
0
0
0
0
0
0
0
0
b
0
0
0
0
0
0
0
0
0
0
0
c
0
0
0
0
0
0
0
0
0
0
0
d
0
0
0
0
0
0
0
0
0
0
0
e
0
0
0
0
0
0
0
0
0
0
0
f
0
0
0
0
0
0
0
0
0
0
0
g
0
0
0
0
0
0
0
0
0
0
0
h
0
0
0
0
0
0
0
0
0
0
0
i j
0 0
0 0
0 0
0 0
0 0
0 0
0 0
0 0
0 11
2 32
0 5
k
0
0
0
0
0
0
0
0
0
0
0
|
|
|
|
|
|
|
|
|
|
|
<-- classified as
a = 0
b = 0.5
c = 1.0
d = 1.5
e = 2
f = 2.5
g = 3
h = 3.5
i = 4
j = 4.5
k = 5
F-Measure
0
0
0
0
0
0
0
0
0
0.78
0
0.531
ROC Area
?
?
?
?
?
?
?
?
0.41
0.388
0.267
0.381
Class
0
0.5
1.0
1.5
2
2.5
3
3.5
4
4.5
5
Attrib City=Rome
0.03322675271923491
Attrib Population
-0.1108032720988261
Attrib Strata=$$$$
-0.05155521242531664
Attrib Strata=$$$
0.17193490846691567
Attrib Strata=$$
-0.030236100471331354
Attrib Strata=$
0.02134614543297585
Attrib Number of reviews
0.14998561791453774
Attrib City ranking
0.014741422667967
Sigmoid Node 28
Inputs
Weights
Threshold
0.016831086563347843
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
0.04880828813763196
Attrib Restaurant Name=Incanto
0.008391908287010679
Attrib Restaurant Name=Blauw aan de Wal
-0.0162270839572904
Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
0.026284529661747644
Attrib Restaurant Name=Kartika
-0.017855947169067715
Attrib Restaurant Name=Restaurant Tomaz
8.058102463732235E-4
Attrib Restaurant Name=Greenwoods
0.07217616817394444
Attrib Restaurant Name=Ko-Chang
0.035834308811930275
Attrib Restaurant Name=Welcome Vietnam Restaurant
0.006402725915505251
Attrib Restaurant Name=Manneken Pis Vlaamse Frites
-0.16053384456587755
Attrib Restaurant Name=Le Cinq
-0.03758123542690748
Attrib Restaurant Name=L’Atelier du Parc
-0.13279857006159454
Attrib Restaurant Name=Qui Plume la Lune
0.2322025602732374
Attrib Restaurant Name=Little Breizh
0.05299861617209711
Attrib Restaurant Name=Ristorante Al Caratello
0.00856694761952897
Attrib Restaurant Name=les fines gueules
-0.0014625132421458272
Attrib Restaurant Name=Mini Festin
0.43588615153803884
Attrib Restaurant Name=L’As du Fallafel
-0.2474173200966368
Attrib Restaurant Name=Bugsy’s
0.04367414481788267
Attrib Restaurant Name=Creperie Bretonne
0.11449048532293074
Attrib Restaurant Name=The Ledbury
0.05593102556179074
Attrib Restaurant Name=Whits
0.0250061992610003
Attrib Restaurant Name=Hawksmoor Seven Dials
3.6555569096113474E-5
Attrib Restaurant Name=Koffmann’s
-0.12472947208417699
Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
0.5051912953547921
Attrib Restaurant Name=Meze Mangal
0.33115682205941965
Attrib Restaurant Name=Le Relais De Venise
-0.2884737770180661
Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
0.14657628464598874
Attrib Restaurant Name=Hummus Bros
-0.35539974596509294
Attrib Restaurant Name=Soho Joe
-0.23494290174900404
Attrib Restaurant Name=Casanis Madrid
0.4410226490991586
Attrib Restaurant Name=Petit Comite
0.02839237424069264
Attrib Restaurant Name=Viridiana
-0.2766513600610353
Attrib Restaurant Name=La Parra
0.06808761731499192
Attrib Restaurant Name=Malacatin
0.0560064291852331
Attrib Restaurant Name=Indian Aroma
0.0280803658357364
Attrib Restaurant Name=Nardino
0.06069023516532479
Attrib Restaurant Name=Pinchos Udaberri
-0.22232365299152548
Attrib Restaurant Name=Terramundi
-0.11941025027017901
Attrib Restaurant Name=Casa Labra
-0.03649489970861158
Attrib Restaurant Name=Ad Hoc
0.03559358858132265
Attrib Restaurant Name=Hostaria Antica Roma
-0.43078719404139504
Attrib Restaurant Name=Bottega Trattoria De Santis
0.025318836414849992
Attrib Restaurant Name=La Fontana di Venere
0.004910176439255713
Attrib Restaurant Name=i Clementini
0.011923173211709853
Attrib Restaurant Name=Sanacafe’
0.06287163103463585
Attrib Restaurant Name=Trattoria Cavalier Gino
0.09020224921012159
Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino
0.1521464301071116
Attrib Restaurant Name=Da Francesco
-0.16193338891301093
Attrib Restaurant Name=Il Cartoccio
0.07896238555311501
Attrib Cuisine(s)=International
0.1986845236679435
Attrib Cuisine(s)=Italian
-0.17773837952128463
Attrib Cuisine(s)=Dutch
0.012191485350913245
Attrib Cuisine(s)=Japanese
0.04837603775011863
Attrib Cuisine(s)=Indonesian
0.05339164459620254
Attrib Cuisine(s)=French, Dutch
0.02422132129535833
Attrib Cuisine(s)=Tea Room, English
0.09184410017107515
Attrib Cuisine(s)=Thai
0.04492054843676677
Attrib Cuisine(s)=Vietnamese
0.079106788691681
Attrib Cuisine(s)=Belgian
-0.16825272485616738
Attrib Cuisine(s)=French
0.22442695094044582
Attrib Cuisine(s)=Creperie, Organic
0.014213176475188601
Attrib Cuisine(s)=French, Italian
0.4358883678551823
Attrib Cuisine(s)=Israeli
-0.2686726117553093
Attrib Cuisine(s)=American
0.06514964135071316
Attrib Cuisine(s)=Creperie
0.11734880004790063
Attrib Cuisine(s)=European, French
0.05154351109192607
Attrib Cuisine(s)=British
0.15819872849337058
Attrib Cuisine(s)=Turkish
0.31942530009521486
Attrib Cuisine(s)=French, Steakhouse
-0.28320815377345565
Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
-0.2252763411538721
Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
0.06957734778914904
Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
-0.30822714760667347
Attrib Cuisine(s)=Mediterranean
0.045654896457134345
Attrib Cuisine(s)=Spanish
-0.14056487022880992
Attrib Cuisine(s)=Indian
-0.005399643445593293
Attrib Cuisine(s)=Basque, Spanish
-0.2096209073612091
Attrib Cuisine(s)=Italian, Mediterranean
-0.02744910850192612
Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
0.0924966429087999
Attrib Cuisine(s)=Coffee Shop, Italian
0.16744422589959354
Attrib Average meal price
-0.18248278715745914
Attrib City=Amsterdam
0.03889110454310765
Attrib City=Paris
0.21985574490492987
Attrib City=London
-0.09673990581730366
Attrib City=Madrid
-0.11336646602125
Attrib City=Rome
-0.08647224768959152
Attrib Population
-0.04811419478405632
Attrib Strata=$$$$
0.3035709179438754
Attrib Strata=$$$
0.3048747207584411
Attrib Strata=$$
-0.1878087776577621
Attrib Strata=$
-0.2648300809053302
Attrib Number of reviews
-0.39369349289918165
Attrib City ranking
-0.36055459519114597
Sigmoid Node 29
Inputs
Weights
Threshold
0.014258721213445251
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
0.0013444774786896129
Attrib Restaurant Name=Incanto
-0.06427839311701947
Attrib Restaurant Name=Blauw aan de Wal
0.04046825120675897
Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
-1.5273374748699812E-5
Attrib Restaurant Name=Kartika
0.01200299865572467
Attrib Restaurant Name=Restaurant Tomaz
-0.07484571634827149
Attrib Restaurant Name=Greenwoods
-0.08522352687591205
Attrib Restaurant Name=Ko-Chang
-0.06776770804127588
Attrib Restaurant Name=Welcome Vietnam Restaurant
-0.02907418469838329
Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
0.0027309662909947604
Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.05035954149850645
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib Population
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Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.1511757425742346
Attrib City ranking
0.15644763332638648
Sigmoid Node 30
Inputs
Weights
Threshold
0.008784305635760528
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Creperie, Organic
6.373225427121277E-5
Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.09854335721395607
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib Population
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Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.35269734363047084
Attrib City ranking
0.27355053289430026
Sigmoid Node 31
Inputs
Weights
Threshold
-0.03454740740334482
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.1545562200414995
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib Population
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Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.14315654914263265
Attrib City ranking
0.08372288736863238
Sigmoid Node 32
Inputs
Weights
Threshold
0.03955794142780117
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=Basque, Spanish
0.10183162896351407
Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
-0.08506461186552913
Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
-0.19033440786491718
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
0.05008980662320557
Attrib Strata=$$$$
0.05554173303644514
Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
-0.17520541269962142
Attrib City ranking
-0.0034592768139170317
Sigmoid Node 33
Inputs
Weights
Threshold
-0.01953248231544296
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=Ristorante Al Caratello
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=Da Francesco
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.06391712772134149
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
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Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.005062864355622155
Attrib City ranking
0.00673040927364054
Sigmoid Node 34
Inputs
Weights
Threshold
-2.6526770723779266E-4
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=Ristorante Al Caratello
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=The Ledbury
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Attrib Restaurant Name=Whits
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Restaurant Name=Ad Hoc
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=Bottega Trattoria De Santis
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Attrib Restaurant Name=La Fontana di Venere
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Attrib Restaurant Name=Sanacafe’
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Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.05526277942355023
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
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Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.060479118918943205
Attrib City ranking
0.00622480283415347
Sigmoid Node 35
Inputs
Weights
Threshold
-0.0410259254754636
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=Ristorante Al Caratello
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=The Ledbury
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Attrib Restaurant Name=Whits
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Restaurant Name=Ad Hoc
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=Bottega Trattoria De Santis
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Attrib Restaurant Name=La Fontana di Venere
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Attrib Restaurant Name=i Clementini
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Attrib Restaurant Name=Trattoria Cavalier Gino
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Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino
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Attrib Restaurant Name=Da Francesco
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
-0.15892759193671113
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
0.2784678226914148
Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.21282591268775866
Attrib City ranking
0.26857234777677186
Sigmoid Node 36
Inputs
Weights
Threshold
-0.03245731574028566
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Restaurant Name=Ad Hoc
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=Bottega Trattoria De Santis
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Attrib Restaurant Name=La Fontana di Venere
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Attrib Restaurant Name=i Clementini
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
0.01655986488928811
Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
0.021003680439456846
Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
-0.10332541639482204
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
0.02698874091803258
Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
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Attrib City ranking
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Sigmoid Node 37
Inputs
Weights
Threshold
0.04904232657121518
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=Ristorante Al Caratello
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=The Ledbury
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Attrib Restaurant Name=Whits
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Restaurant Name=Ad Hoc
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=La Fontana di Venere
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Attrib Restaurant Name=Sanacafe’
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Attrib Restaurant Name=Da Francesco
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
0.024701798698357796
Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
-0.026071844796218973
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
0.001102022268824255
Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
-0.13010486198816065
Attrib City ranking
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Sigmoid Node 38
Inputs
Weights
Threshold
-0.009626830371508292
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=Ristorante Al Caratello
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=The Ledbury
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Attrib Restaurant Name=Whits
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Restaurant Name=Ad Hoc
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=Bottega Trattoria De Santis
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Attrib Restaurant Name=La Fontana di Venere
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Attrib Restaurant Name=i Clementini
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Attrib Restaurant Name=Sanacafe’
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Attrib Restaurant Name=Trattoria Cavalier Gino
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Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino
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Attrib Restaurant Name=Da Francesco
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
0.04278528307297388
Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
0.08499781523718143
Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
0.007631651497000558
Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
0.06452858652419582
Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
0.13055671406453773
Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
1.1170032092747621E-4
Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.14855107061169934
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
-0.16222454829828908
Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.09955167968534365
Attrib City ranking
0.10665565745393633
Sigmoid Node 39
Inputs
Weights
Threshold
0.031031959580079725
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Greenwoods
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Attrib Restaurant Name=Ko-Chang
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Le Cinq
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Attrib Restaurant Name=L’Atelier du Parc
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Attrib Restaurant Name=Qui Plume la Lune
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Attrib Restaurant Name=Little Breizh
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Attrib Restaurant Name=Ristorante Al Caratello
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Attrib Restaurant Name=les fines gueules
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=The Ledbury
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Attrib Restaurant Name=Whits
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Koffmann’s
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Attrib Restaurant Name=Cheneston’s at the Milestone Hotel
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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Attrib Restaurant Name=Pinchos Udaberri
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Attrib Restaurant Name=Terramundi
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Attrib Restaurant Name=Casa Labra
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Attrib Restaurant Name=Ad Hoc
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Attrib Restaurant Name=Hostaria Antica Roma
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Attrib Restaurant Name=Bottega Trattoria De Santis
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Attrib Restaurant Name=La Fontana di Venere
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Attrib Restaurant Name=i Clementini
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Attrib Restaurant Name=Sanacafe’
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Attrib Restaurant Name=Trattoria Cavalier Gino
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Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino
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Attrib Restaurant Name=Da Francesco
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Attrib Restaurant Name=Il Cartoccio
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Attrib Cuisine(s)=International
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Attrib Cuisine(s)=Italian
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Attrib Cuisine(s)=Dutch
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Attrib Cuisine(s)=Japanese
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Attrib Cuisine(s)=Indonesian
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Attrib Cuisine(s)=French, Dutch
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Attrib Cuisine(s)=Tea Room, English
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Attrib Cuisine(s)=Thai
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Attrib Cuisine(s)=Vietnamese
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Attrib Cuisine(s)=Belgian
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Attrib Cuisine(s)=French
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Attrib Cuisine(s)=Creperie, Organic
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Attrib Cuisine(s)=French, Italian
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Attrib Cuisine(s)=Israeli
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Attrib Cuisine(s)=American
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Attrib Cuisine(s)=Creperie
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Attrib Cuisine(s)=European, French
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Attrib Cuisine(s)=British
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Attrib Cuisine(s)=Turkish
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Attrib Cuisine(s)=French, Steakhouse
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Attrib Cuisine(s)=Dessert, Mediterranean, Pizza
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Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French
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Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish
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Attrib Cuisine(s)=Mediterranean
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Attrib Cuisine(s)=Spanish
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Attrib Cuisine(s)=Indian
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Attrib Cuisine(s)=Basque, Spanish
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Attrib Cuisine(s)=Italian, Mediterranean
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Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian
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Attrib Cuisine(s)=Coffee Shop, Italian
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Attrib Average meal price
0.31526813408460597
Attrib City=Amsterdam
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Attrib City=Paris
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Attrib City=London
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Attrib City=Madrid
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Attrib City=Rome
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Attrib Population
-0.12985077376964288
Attrib Strata=$$$$
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Attrib Strata=$$$
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Attrib Strata=$$
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Attrib Strata=$
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Attrib Number of reviews
0.3110360746775531
Attrib City ranking
0.11303240144319132
Sigmoid Node 40
Inputs
Weights
Threshold
0.0010573977417632108
Attrib Restaurant Name=Brasserie Vlaming - Amsterdam
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Attrib Restaurant Name=Incanto
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Attrib Restaurant Name=Blauw aan de Wal
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Attrib Restaurant Name=Teppanyaki Restaurant Sazanka
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Attrib Restaurant Name=Kartika
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Attrib Restaurant Name=Restaurant Tomaz
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Attrib Restaurant Name=Welcome Vietnam Restaurant
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Attrib Restaurant Name=Manneken Pis Vlaamse Frites
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Attrib Restaurant Name=Mini Festin
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Attrib Restaurant Name=L’As du Fallafel
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Attrib Restaurant Name=Bugsy’s
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Attrib Restaurant Name=Creperie Bretonne
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Attrib Restaurant Name=Whits
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Attrib Restaurant Name=Hawksmoor Seven Dials
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Attrib Restaurant Name=Meze Mangal
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Attrib Restaurant Name=Le Relais De Venise
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Attrib Restaurant Name=Laughing Gravy Bar & Restaurant
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Attrib Restaurant Name=Hummus Bros
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Attrib Restaurant Name=Soho Joe
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Attrib Restaurant Name=Casanis Madrid
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Attrib Restaurant Name=Petit Comite
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Attrib Restaurant Name=Viridiana
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Attrib Restaurant Name=La Parra
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Attrib Restaurant Name=Malacatin
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Attrib Restaurant Name=Indian Aroma
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Attrib Restaurant Name=Nardino
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