Analysis of TripAdvisor`s Restaurant Data FINAL
Transcription
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 0.22979606156247911 Attrib Restaurant Name=Le Cinq -0.09277489849664183 Attrib Restaurant Name=L’Atelier du Parc -0.07019988246969361 Attrib Restaurant Name=Qui Plume la Lune 0.051538211641422825 Attrib Restaurant Name=Little Breizh -0.028016161569605676 Attrib Restaurant Name=Ristorante Al Caratello -0.030785606353993338 Attrib Restaurant Name=les fines gueules 0.05707268014025201 Attrib Restaurant Name=Mini Festin -0.18629079266865142 Attrib Restaurant Name=L’As du Fallafel 0.2527813535052964 Attrib Restaurant Name=Bugsy’s -0.04565303151143431 Attrib Restaurant Name=Creperie Bretonne -0.14262057698566227 Attrib Restaurant Name=The Ledbury -0.064170080302764 Attrib Restaurant Name=Whits -0.06913241660193452 Attrib Restaurant Name=Hawksmoor Seven Dials -0.021610626577187212 Attrib Restaurant Name=Koffmann’s 1.3095016475260548E-4 Attrib Restaurant Name=Cheneston’s at the Milestone Hotel -0.2155800367091669 Attrib Restaurant Name=Meze Mangal -0.0906544607220896 Attrib Restaurant Name=Le Relais De Venise 0.28122498711528054 Attrib Restaurant Name=Laughing Gravy Bar & Restaurant -0.14433865840524476 Attrib Restaurant Name=Hummus Bros 0.22461091400883093 Attrib Restaurant Name=Soho Joe 0.1894058872344945 Attrib Restaurant Name=Casanis Madrid -0.08765976900465257 Attrib Restaurant Name=Petit Comite -0.13025612540783277 Attrib Restaurant Name=Viridiana 0.20002211440584514 Attrib Restaurant Name=La Parra -0.0535793501301391 Attrib Restaurant Name=Malacatin -0.13594958374484667 Attrib Restaurant Name=Indian Aroma -0.019040629923853518 Attrib Restaurant Name=Nardino -0.08021559580880205 Attrib Restaurant Name=Pinchos Udaberri 0.11195840682086176 Attrib Restaurant Name=Terramundi 0.15895313671856348 Attrib Restaurant Name=Casa Labra 0.09915241620021027 Attrib Restaurant Name=Ad Hoc -0.024212238790795693 Attrib Restaurant Name=Hostaria Antica Roma 0.45269227649887217 Attrib Restaurant Name=Bottega Trattoria De Santis -0.10560655609468474 Attrib Restaurant Name=La Fontana di Venere -0.036445292772321815 Attrib Restaurant Name=i Clementini 0.004058692341053432 Attrib Restaurant Name=Sanacafe’ -0.06763935357407957 Attrib Restaurant Name=Trattoria Cavalier Gino -0.11065565307654107 Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino -0.2749920228560322 Attrib Restaurant Name=Da Francesco 0.17703752838314799 Attrib Restaurant Name=Il Cartoccio -0.15805123550739103 Attrib Cuisine(s)=International -0.08634489854418727 Attrib Cuisine(s)=Italian 0.14659068380354734 Attrib Cuisine(s)=Dutch 0.029362707199963742 Attrib Cuisine(s)=Japanese -0.03657508329475545 Attrib Cuisine(s)=Indonesian 0.037598263898773125 Attrib Cuisine(s)=French, Dutch -0.017149174528350117 Attrib Cuisine(s)=Tea Room, English -0.010976930644652988 Attrib Cuisine(s)=Thai 0.0027309662909947604 Attrib Cuisine(s)=Vietnamese 0.0028622089607845615 Attrib Cuisine(s)=Belgian 0.24635836182601512 Attrib Cuisine(s)=French -0.1912078563277864 Attrib Cuisine(s)=Creperie, Organic -0.03394599557124652 Attrib Cuisine(s)=French, Italian -0.14166896166399728 Attrib Cuisine(s)=Israeli 0.25034350033753755 Attrib Cuisine(s)=American -0.039614502755445785 Attrib Cuisine(s)=Creperie -0.130837127122613 Attrib Cuisine(s)=European, French -0.02697959243598708 Attrib Cuisine(s)=British -0.19625964379232547 Attrib Cuisine(s)=Turkish -0.09789445807928998 Attrib Cuisine(s)=French, Steakhouse 0.31785724266634 Attrib Cuisine(s)=Dessert, Mediterranean, Pizza 0.15981676124616098 Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French -0.05878998387219347 Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish 0.1616677139349071 Attrib Cuisine(s)=Mediterranean -0.060534656285636985 Attrib Cuisine(s)=Spanish 0.10234400999085289 Attrib Cuisine(s)=Indian -0.0654239854208405 Attrib Cuisine(s)=Basque, Spanish 0.161187571664977 Attrib Cuisine(s)=Italian, Mediterranean -0.06056818815775981 Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian -0.07079548636426711 Attrib Cuisine(s)=Coffee Shop, Italian -0.18457374451236536 Attrib Average meal price 0.05035954149850645 Attrib City=Amsterdam -0.021185099515872156 Attrib City=Paris -0.13518780255294188 Attrib City=London 0.02203176474312124 Attrib City=Madrid 0.06768411386900222 Attrib City=Rome 0.049052224107972775 Attrib Population 0.03861777800525459 Attrib Strata=$$$$ -0.16258029021724743 Attrib Strata=$$$ -0.16171156285974939 Attrib Strata=$$ 0.14039089557040854 Attrib Strata=$ 0.20918335940375804 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 0.005569117754084065 Attrib Restaurant Name=Incanto -0.05501487322836476 Attrib Restaurant Name=Blauw aan de Wal -0.005244968776245154 Attrib Restaurant Name=Teppanyaki Restaurant Sazanka -0.022371193279428384 Attrib Restaurant Name=Kartika 0.016643562063123653 Attrib Restaurant Name=Restaurant Tomaz -0.08811069359410506 Attrib Restaurant Name=Greenwoods -0.022138273369955424 Attrib Restaurant Name=Ko-Chang -0.06514649318928113 Attrib Restaurant Name=Welcome Vietnam Restaurant -0.08930774294196689 Attrib Restaurant Name=Manneken Pis Vlaamse Frites 0.26120318920531965 Attrib Restaurant Name=Le Cinq -0.02669628987387966 Attrib Restaurant Name=L’Atelier du Parc -0.002420534936533855 Attrib Restaurant Name=Qui Plume la Lune -0.008327260428987338 Attrib Restaurant Name=Little Breizh -0.009661805653955826 Attrib Restaurant Name=Ristorante Al Caratello -0.020626575710830285 Attrib Restaurant Name=les fines gueules 0.009478892300155651 Attrib Restaurant Name=Mini Festin -0.27151989346154487 Attrib Restaurant Name=L’As du Fallafel 0.30781229483854644 Attrib Restaurant Name=Bugsy’s -0.046576785758487844 Attrib Restaurant Name=Creperie Bretonne -0.14639738542329936 Attrib Restaurant Name=The Ledbury -0.018816500903756767 Attrib Restaurant Name=Whits -0.13256905784490425 Attrib Restaurant Name=Hawksmoor Seven Dials -0.03147949872099793 Attrib Restaurant Name=Koffmann’s -0.010407688815787186 Attrib Restaurant Name=Cheneston’s at the Milestone Hotel -0.40494721638562625 Attrib Restaurant Name=Meze Mangal -0.15928447713299138 Attrib Restaurant Name=Le Relais De Venise 0.39691711305588356 Attrib Restaurant Name=Laughing Gravy Bar & Restaurant -0.24576133995390037 Attrib Restaurant Name=Hummus Bros 0.36878688336997345 Attrib Restaurant Name=Soho Joe 0.2956978933830131 Attrib Restaurant Name=Casanis Madrid -0.1807082908362499 Attrib Restaurant Name=Petit Comite -0.08364503696136782 Attrib Restaurant Name=Viridiana 0.3157273910301472 Attrib Restaurant Name=La Parra -0.1214681120388283 Attrib Restaurant Name=Malacatin -0.19122839653831253 Attrib Restaurant Name=Indian Aroma -0.07749456972402545 Attrib Restaurant Name=Nardino -0.10411106013966569 Attrib Restaurant Name=Pinchos Udaberri 0.25312540766192937 Attrib Restaurant Name=Terramundi 0.13917467691356475 Attrib Restaurant Name=Casa Labra 0.16278525688582135 Attrib Restaurant Name=Ad Hoc -0.060866334326675646 Attrib Restaurant Name=Hostaria Antica Roma 0.5772175633006487 Attrib Restaurant Name=Bottega Trattoria De Santis -0.1000222809653991 Attrib Restaurant Name=La Fontana di Venere -0.06285403941441468 Attrib Restaurant Name=i Clementini -0.024805570198090078 Attrib Restaurant Name=Sanacafe’ -0.04195262461780836 Attrib Restaurant Name=Trattoria Cavalier Gino -0.10854940523904819 Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino -0.30110676549664167 Attrib Restaurant Name=Da Francesco 0.23876644818905088 Attrib Restaurant Name=Il Cartoccio -0.1764409846564189 Attrib Cuisine(s)=International -0.062481050701905745 Attrib Cuisine(s)=Italian 0.23478877301443205 Attrib Cuisine(s)=Dutch -0.040160611019212665 Attrib Cuisine(s)=Japanese -0.026777342309726965 Attrib Cuisine(s)=Indonesian 0.04423601288496106 Attrib Cuisine(s)=French, Dutch -0.07157130368081005 Attrib Cuisine(s)=Tea Room, English -0.045089817350255953 Attrib Cuisine(s)=Thai -0.0033985815379802215 Attrib Cuisine(s)=Vietnamese -0.06459094493175116 Attrib Cuisine(s)=Belgian 0.28167742506633664 Attrib Cuisine(s)=French -0.3317962756605747 Attrib Cuisine(s)=Creperie, Organic 6.373225427121277E-5 Attrib Cuisine(s)=French, Italian -0.3062982475039974 Attrib Cuisine(s)=Israeli 0.35904066016017416 Attrib Cuisine(s)=American -0.09374614775030764 Attrib Cuisine(s)=Creperie -0.1558134477306732 Attrib Cuisine(s)=European, French -0.009440856272230352 Attrib Cuisine(s)=British -0.25886744291198643 Attrib Cuisine(s)=Turkish -0.19574407518717502 Attrib Cuisine(s)=French, Steakhouse 0.4471475421276276 Attrib Cuisine(s)=Dessert, Mediterranean, Pizza 0.21082962269364108 Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French -0.10573314241767764 Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish 0.3253360918428476 Attrib Cuisine(s)=Mediterranean -0.16425108003272604 Attrib Cuisine(s)=Spanish 0.1614088683029193 Attrib Cuisine(s)=Indian -0.04250060808738584 Attrib Cuisine(s)=Basque, Spanish 0.1830230671220956 Attrib Cuisine(s)=Italian, Mediterranean -0.052036942713624794 Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian -0.05056561642117704 Attrib Cuisine(s)=Coffee Shop, Italian -0.21123732349301466 Attrib Average meal price 0.09854335721395607 Attrib City=Amsterdam -0.021467299695113365 Attrib City=Paris -0.21646430020292876 Attrib City=London 0.0565680260774123 Attrib City=Madrid 0.1765667929373318 Attrib City=Rome 0.04362082085287299 Attrib Population 0.07326155686778843 Attrib Strata=$$$$ -0.287945669650489 Attrib Strata=$$$ -0.2510017392479544 Attrib Strata=$$ 0.23206621483136325 Attrib Strata=$ 0.25520277713269407 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 0.02246546144564358 Attrib Restaurant Name=Incanto 0.04823855306732512 Attrib Restaurant Name=Blauw aan de Wal -0.04506935464339555 Attrib Restaurant Name=Teppanyaki Restaurant Sazanka -0.015427019862266135 Attrib Restaurant 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Restaurant Name=Whits 0.08005993056020667 Attrib Restaurant Name=Hawksmoor Seven Dials 0.06732135226156354 Attrib Restaurant Name=Koffmann’s 0.09879752103669878 Attrib Restaurant Name=Cheneston’s at the Milestone Hotel -0.2703088478518994 Attrib Restaurant Name=Meze Mangal -0.2694314535871602 Attrib Restaurant Name=Le Relais De Venise -0.006368131826895213 Attrib Restaurant Name=Laughing Gravy Bar & Restaurant 0.0770761791440962 Attrib Restaurant Name=Hummus Bros 0.044514257862934614 Attrib Restaurant Name=Soho Joe -0.026753285539961293 Attrib Restaurant Name=Casanis Madrid -0.30273490374836276 Attrib Restaurant Name=Petit Comite 0.036064450794946544 Attrib Restaurant Name=Viridiana 0.009858151870653706 Attrib Restaurant Name=La Parra 0.09250032655466012 Attrib Restaurant Name=Malacatin 0.06764911142000266 Attrib Restaurant Name=Indian Aroma 0.05029726609885 Attrib Restaurant Name=Nardino 0.06846396704078185 Attrib Restaurant Name=Pinchos Udaberri -0.021577235685115888 Attrib 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Attrib Restaurant Name=L’As du Fallafel 0.10746552413811979 Attrib Restaurant Name=Bugsy’s -0.10737241310185498 Attrib Restaurant Name=Creperie Bretonne -0.1549829167016876 Attrib Restaurant Name=The Ledbury -0.17613310490944217 Attrib Restaurant Name=Whits -0.22161055042558875 Attrib Restaurant Name=Hawksmoor Seven Dials -0.06179389729391286 Attrib Restaurant Name=Koffmann’s -0.16465413559183134 Attrib Restaurant Name=Cheneston’s at the Milestone Hotel 0.2671448968675566 Attrib Restaurant Name=Meze Mangal 0.3557468289304368 Attrib Restaurant Name=Le Relais De Venise 0.15891439495590373 Attrib Restaurant Name=Laughing Gravy Bar & Restaurant -0.21621763326483187 Attrib Restaurant Name=Hummus Bros -0.025738982778735518 Attrib Restaurant Name=Soho Joe 0.021507956271699102 Attrib Restaurant Name=Casanis Madrid 0.4074140972363424 Attrib Restaurant Name=Petit Comite -0.10142317603801104 Attrib Restaurant Name=Viridiana 0.07629513162608315 Attrib Restaurant Name=La Parra -0.09565664848236902 Attrib Restaurant Name=Malacatin -0.07333797343825708 Attrib Restaurant Name=Indian Aroma -0.031319617077100986 Attrib Restaurant Name=Nardino -0.06584654225945426 Attrib Restaurant Name=Pinchos Udaberri 0.05748340790159888 Attrib Restaurant Name=Terramundi 0.023134165739140095 Attrib Restaurant Name=Casa Labra 0.06929835823330319 Attrib Restaurant Name=Ad Hoc 0.0029128792722840097 Attrib Restaurant Name=Hostaria Antica Roma 0.3406603862392952 Attrib Restaurant Name=Bottega Trattoria De Santis -0.049951075574557725 Attrib Restaurant Name=La Fontana di Venere -0.08261974063690536 Attrib Restaurant Name=i Clementini -0.048243527670823065 Attrib Restaurant Name=Sanacafe’ -0.0574008158117422 Attrib Restaurant Name=Trattoria Cavalier Gino -0.10138310765558965 Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino -0.20837833645115394 Attrib Restaurant Name=Da Francesco 0.24732012622680155 Attrib Restaurant Name=Il Cartoccio -0.20546073529920753 Attrib Cuisine(s)=International 0.15787136186511974 Attrib Cuisine(s)=Italian -0.03331356646073713 Attrib Cuisine(s)=Dutch 0.0046905478123108165 Attrib Cuisine(s)=Japanese -0.059336514486797 Attrib Cuisine(s)=Indonesian 0.04719982855342295 Attrib Cuisine(s)=French, Dutch 0.005318373189017501 Attrib Cuisine(s)=Tea Room, English -0.07064305188094928 Attrib Cuisine(s)=Thai 0.0036871032615973034 Attrib Cuisine(s)=Vietnamese -0.08620291042506587 Attrib Cuisine(s)=Belgian 0.20932461256507573 Attrib Cuisine(s)=French -0.01872952695848233 Attrib Cuisine(s)=Creperie, Organic -0.06125437423977776 Attrib Cuisine(s)=French, Italian 0.3085596053383077 Attrib Cuisine(s)=Israeli 0.07946688266259554 Attrib Cuisine(s)=American -0.17632285486851518 Attrib Cuisine(s)=Creperie -0.12237947552207788 Attrib Cuisine(s)=European, French -0.11873769807883344 Attrib Cuisine(s)=British -0.26717456663667477 Attrib Cuisine(s)=Turkish 0.32317342864004445 Attrib Cuisine(s)=French, Steakhouse 0.22784932008500677 Attrib Cuisine(s)=Dessert, Mediterranean, Pizza 0.06120553203553439 Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French -0.11828422836015035 Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish 0.07489248861659595 Attrib Cuisine(s)=Mediterranean -0.08281568686287222 Attrib Cuisine(s)=Spanish -0.012626833595473081 Attrib Cuisine(s)=Indian -0.0010811572901371883 Attrib Cuisine(s)=Basque, Spanish 0.10183162896351407 Attrib Cuisine(s)=Italian, Mediterranean 0.008200648546437069 Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian -0.08506461186552913 Attrib Cuisine(s)=Coffee Shop, Italian -0.1855955711137021 Attrib Average meal price -0.19033440786491718 Attrib City=Amsterdam -0.1154891628692547 Attrib City=Paris 0.01544718113286584 Attrib City=London 0.03355803459733709 Attrib City=Madrid 0.11752350917678131 Attrib City=Rome -0.019219168791351007 Attrib Population 0.05008980662320557 Attrib Strata=$$$$ 0.05554173303644514 Attrib Strata=$$$ -0.14918611655208067 Attrib Strata=$$ 0.03174441000643874 Attrib Strata=$ -0.019903869592046118 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 0.00821904639820513 Attrib Restaurant Name=Incanto 0.06887271373943861 Attrib Restaurant Name=Blauw aan de Wal -0.003769716986668394 Attrib Restaurant Name=Teppanyaki Restaurant Sazanka 0.07061975831761459 Attrib Restaurant Name=Kartika 0.0637565992386201 Attrib Restaurant Name=Restaurant Tomaz 0.04199927635273566 Attrib Restaurant Name=Greenwoods 0.09145700985907956 Attrib Restaurant Name=Ko-Chang 0.005676018254834583 Attrib Restaurant Name=Welcome Vietnam Restaurant 0.07944871963095675 Attrib Restaurant Name=Manneken Pis Vlaamse Frites -0.17377161631833968 Attrib Restaurant Name=Le Cinq 0.17519457356804471 Attrib Restaurant Name=L’Atelier du Parc 0.18132857762533794 Attrib Restaurant Name=Qui Plume la Lune -0.3844483245408378 Attrib Restaurant Name=Little Breizh -0.006037563909685642 Attrib Restaurant Name=Ristorante Al Caratello -0.01898518250331015 Attrib Restaurant Name=les fines gueules 0.01781642434240526 Attrib Restaurant Name=Mini Festin -0.15410422710568308 Attrib Restaurant Name=L’As du Fallafel -0.13051330762186633 Attrib Restaurant Name=Bugsy’s 0.07617950558925171 Attrib Restaurant Name=Creperie Bretonne 0.12100296869067471 Attrib Restaurant Name=The Ledbury 0.06290550778844103 Attrib Restaurant Name=Whits 0.17813256817207626 Attrib Restaurant Name=Hawksmoor Seven Dials 0.05273090346412714 Attrib Restaurant Name=Koffmann’s 0.10003703658619649 Attrib Restaurant Name=Cheneston’s at the Milestone Hotel -0.1292425043224137 Attrib Restaurant Name=Meze Mangal -0.21077883157747834 Attrib Restaurant Name=Le Relais De Venise -0.1813220422613491 Attrib Restaurant Name=Laughing Gravy Bar & Restaurant 0.13294206084156343 Attrib Restaurant Name=Hummus Bros -0.013063389482102339 Attrib Restaurant Name=Soho Joe 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Attrib Restaurant Name=Trattoria Antica Hostaria da Angelino 0.1836389897424945 Attrib Restaurant Name=Da Francesco -0.24279729823684487 Attrib Restaurant Name=Il Cartoccio 0.12194008860074865 Attrib Cuisine(s)=International -0.1449300522241472 Attrib Cuisine(s)=Italian -0.02286746082935288 Attrib Cuisine(s)=Dutch 0.020218007450306493 Attrib Cuisine(s)=Japanese 0.01940322556313947 Attrib Cuisine(s)=Indonesian 0.014980121443361841 Attrib Cuisine(s)=French, Dutch 0.03573686899444575 Attrib Cuisine(s)=Tea Room, English 0.042265690761203865 Attrib Cuisine(s)=Thai 0.03177042636476104 Attrib Cuisine(s)=Vietnamese 0.019462145398387917 Attrib Cuisine(s)=Belgian -0.14281066733223538 Attrib Cuisine(s)=French 0.06560188374052309 Attrib Cuisine(s)=Creperie, Organic 0.05680476364441236 Attrib Cuisine(s)=French, Italian -0.10982546903016188 Attrib Cuisine(s)=Israeli -0.16567078414922712 Attrib Cuisine(s)=American 0.07408682629624067 Attrib Cuisine(s)=Creperie 0.1461824888087473 Attrib Cuisine(s)=European, French 0.09930465288236642 Attrib Cuisine(s)=British 0.15213400089250817 Attrib Cuisine(s)=Turkish -0.20632400858309147 Attrib Cuisine(s)=French, Steakhouse -0.22048535176152098 Attrib Cuisine(s)=Dessert, Mediterranean, Pizza -0.09786903796136842 Attrib Cuisine(s)=Bar, Mediterranean, Spanish, French 0.10217794795135522 Attrib Cuisine(s)=Contemporary, European, Mediterranean, Spanish -0.12404099294233924 Attrib Cuisine(s)=Mediterranean 0.16500766820083354 Attrib Cuisine(s)=Spanish -0.024812800522901895 Attrib Cuisine(s)=Indian 0.06759348833492841 Attrib Cuisine(s)=Basque, Spanish -0.12543364649441327 Attrib Cuisine(s)=Italian, Mediterranean 0.04406653617150114 Attrib Cuisine(s)=Healthy, Italian, Mediterranean, Vegetarian 0.07737965909220781 Attrib Cuisine(s)=Coffee Shop, Italian 0.10164746009900133 Attrib Average meal price 0.06391712772134149 Attrib City=Amsterdam 0.13964492666385675 Attrib City=Paris 0.04153518410854525 Attrib City=London -0.08169385228951664 Attrib City=Madrid -0.13177703142094235 Attrib City=Rome 0.08345561250210602 Attrib Population -0.16971947148007 Attrib Strata=$$$$ -0.005981059716788621 Attrib Strata=$$$ 0.25311027802493363 Attrib Strata=$$ -0.12470120134100167 Attrib Strata=$ -0.12463208044491703 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 -0.013958025229031348 Attrib Restaurant Name=Incanto 0.04960615941178139 Attrib Restaurant Name=Blauw aan de Wal -0.02155095276886884 Attrib Restaurant Name=Teppanyaki Restaurant Sazanka 0.009417230741267471 Attrib Restaurant Name=Kartika 0.0029010740572317046 Attrib Restaurant Name=Restaurant Tomaz 0.016408054222252593 Attrib Restaurant Name=Greenwoods -0.01080828691608066 Attrib Restaurant Name=Ko-Chang 0.008952977768150665 Attrib Restaurant Name=Welcome Vietnam Restaurant 0.026099472726527885 Attrib Restaurant Name=Manneken Pis Vlaamse Frites 0.058587471961347164 Attrib Restaurant Name=Le Cinq -0.015582584938088615 Attrib Restaurant Name=L’Atelier du Parc -0.0298345377966023 Attrib Restaurant Name=Qui Plume la Lune 0.01320570565433059 Attrib Restaurant Name=Little Breizh 0.05031887190622313 Attrib Restaurant Name=Ristorante Al Caratello -0.030954818977762814 Attrib Restaurant Name=les fines gueules 0.04696375532776854 Attrib Restaurant Name=Mini Festin -0.09675166171343112 Attrib Restaurant Name=L’As du Fallafel 0.03981703898305498 Attrib Restaurant Name=Bugsy’s 0.04985096616865118 Attrib Restaurant Name=Creperie Bretonne 0.03127510959804966 Attrib Restaurant Name=The Ledbury 0.04953113863397784 Attrib Restaurant Name=Whits 0.02998669511235178 Attrib Restaurant Name=Hawksmoor Seven Dials 0.04362850819953533 Attrib Restaurant Name=Koffmann’s 0.05637466698022559 Attrib Restaurant Name=Cheneston’s at the Milestone Hotel -0.049020109066093484 Attrib Restaurant Name=Meze Mangal -0.03207953735097495 Attrib Restaurant Name=Le Relais De Venise 0.060541918028025325 Attrib Restaurant Name=Laughing Gravy Bar & Restaurant 0.02470570693316433 Attrib Restaurant Name=Hummus Bros 0.05477115220813535 Attrib Restaurant Name=Soho Joe 0.015764435411588677 Attrib Restaurant Name=Casanis Madrid -0.0975196895744559 Attrib Restaurant Name=Petit Comite 0.0020844365344456785 Attrib Restaurant Name=Viridiana -0.026863563628172216 Attrib Restaurant Name=La Parra 0.023487646931206963 Attrib Restaurant Name=Malacatin -0.0526303366277072 Attrib Restaurant Name=Indian Aroma 0.025690349565967063 Attrib Restaurant Name=Nardino -0.018016101201670166 Attrib Restaurant Name=Pinchos Udaberri 0.04831566678432178 Attrib Restaurant Name=Terramundi -0.0233086742445436 Attrib Restaurant Name=Casa Labra -0.01364985154834487 Attrib Restaurant Name=Ad Hoc 0.004692039393110458 Attrib Restaurant Name=Hostaria Antica Roma 0.01990499476855979 Attrib Restaurant Name=Bottega Trattoria De Santis 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