The 50 most popular meta data features as well as the 16 latent properties factors are excluded in this table.
You can sort the columns by clicking on the table headers.
| Feature Name | Brief Description |
|---|---|
| ci_aircondition | Has aircondition? (Crawled) |
| ci_bar | Has a bar? (Crawled) |
| ci_gym | Has a gym? (Crawled) |
| ci_itemgroup | Categorical group (Crawled) |
| ci_lat | Latitude (Crawled) |
| ci_lng | Longitude (Crawled) |
| ci_parking | Has a parking lot? (Crawled) |
| ci_partner | Is Trivago Partner? (Crawled) |
| ci_pets | Allows pets? (Crawled) |
| ci_pool | Has a Pool? (Crawled) |
| ci_rating_per_price | Rating price ratio (Crawled) |
| ci_restaurant | Has a restaurant? (Crawled) |
| ci_spa | Has a spa? (Crawled) |
| ci_stars | Number of stars (Crawled) |
| ci_stars_per_price | Stars price ratio (Crawled) |
| ci_superior | Is a superior hotel? (Crawled) |
| ci_wifi_lobby | Has WiFi in the lobby? (Crawled) |
| ci_wifi_room | Has Wifi in the room? (Crawled) |
| city | City identifier |
| combine_pop_click_per_impression_all_count | Click popularity / number of item impression * item count in session |
| combine_pop_click_per_view_all_count | Click popularity / number of item interactions * item count in session |
| day | Day of the week |
| device | Device identifier |
| distance_city | Haversine distance to city center |
| distance_last | Haversine distance to last poi, city center otherwise |
| distance_last_per_price | Distance price ratio |
| distance_last_per_rating | Distance rating ratio |
| features | Number of hotel properties |
| filter_count | Number of filters in the session |
| filter_current_match_session | Intersection of current filter column and item properties |
| filter_match_session | Intersection of all filters in session and item properties |
| hour | Hour of the day adjusted to platform timezone |
| hour_cat1 | Mapping to night, morning, afternoon, and evening |
| hour_cat2 | Shifted mapping to night, morning, afternoon, and evening |
| ii_count | Number of images |
| ii_partner_count | Number of partner sites providing images |
| ii_partner_max | Partern identifiert with maximum number of images |
| impressions | Item identifier |
| latent_sim_bprc_click128 | Cosine similarity for BPR latent vectors (128, only clicks) |
| latent_sim_bprc_click32 | Cosine similarity for BPR latent vectors (32, only clicks) |
| latent_sim_bprc_item128 | Cosine similarity for BPR latent vectors (128, all interactions) |
| latent_sim_bprc_item32 | Cosine similarity for BPR latent vectors (32, all interactions) |
| latent_sim_d2v_click32 | Cosine similarity for Doc2Vec latent vectors (32, only clicks) |
| latent_sim_d2v_item32 | Cosine similarity for Doc2Vec latent vectors (32, all interactions) |
| lc_ci_stars_permean1 | Stars / mean stars of 3 items (1 above and below) |
| lc_ci_stars_permean2 | Stars / mean stars of 5 items (2 above and below) |
| lc_ci_stars_permean3 | Stars / mean stars of 7 items (3 above and below) |
| lc_ci_stars_permean4 | Stars / mean stars of 9 items (4 above and below) |
| lc_ci_stars_post1 | Difference to stars of the item 1 below |
| lc_ci_stars_post2 | Difference to stars of the item 2 below |
| lc_ci_stars_post3 | Difference to stars of the item 3 below |
| lc_ci_stars_pre1 | Difference to stars of the item 1 above |
| lc_ci_stars_pre2 | Difference to stars of the item 2 above |
| lc_ci_stars_pre3 | Difference to stars of the item 3 above |
| lc_distance_last_permean1 | Distance / mean stars of 3 items (1 above and below) |
| lc_distance_last_permean2 | Distance / mean stars of 5 items (2 above and below) |
| lc_distance_last_permean3 | Distance / mean stars of 7 items (3 above and below) |
| lc_distance_last_permean4 | Distance / mean stars of 9 items (4 above and below) |
| lc_distance_last_post1 | Difference to distance of the item 1 below |
| lc_distance_last_post2 | Difference to distance of the item 2 below |
| lc_distance_last_post3 | Difference to distance of the item 3 below |
| lc_distance_last_pre1 | Difference to distance of the item 1 above |
| lc_distance_last_pre2 | Difference to distance of the item 2 above |
| lc_distance_last_pre3 | Difference to distance of the item 3 above |
| lc_prices_permean1 | Price / mean stars of 3 items (1 above and below) |
| lc_prices_permean2 | Price / mean stars of 5 items (2 above and below) |
| lc_prices_permean3 | Price / mean stars of 7 items (3 above and below) |
| lc_prices_permean4 | Price / mean stars of 9 items (4 above and below) |
| lc_prices_post1 | Difference to price of the item 1 below |
| lc_prices_post2 | Difference to price of the item 2 below |
| lc_prices_post3 | Difference to price of the item 3 below |
| lc_prices_pre1 | Difference to price of the item 1 above |
| lc_prices_pre2 | Difference to price of the item 2 above |
| lc_prices_pre3 | Difference to price of the item 3 above |
| lc_ri_rating_index_permean1 | Rating / mean stars of 3 items (1 above and below) |
| lc_ri_rating_index_permean2 | Rating / mean stars of 5 items (2 above and below) |
| lc_ri_rating_index_permean3 | Rating / mean stars of 7 items (3 above and below) |
| lc_ri_rating_index_permean4 | Rating / mean stars of 9 items (4 above and below) |
| lc_ri_rating_index_post1 | Difference to rating of the item 1 below |
| lc_ri_rating_index_post2 | Difference to rating of the item 2 below |
| lc_ri_rating_index_post3 | Difference to rating of the item 3 below |
| lc_ri_rating_index_pre1 | Difference to rating of the item 1 above |
| lc_ri_rating_index_pre2 | Difference to rating of the item 2 above |
| lc_ri_rating_index_pre3 | Difference to rating of the item 3 above |
| lc_ri_rating_percentage_permean1 | Exact rating / mean stars of 3 items (1 above and below) |
| lc_ri_rating_percentage_permean2 | Exact rating / mean stars of 5 items (2 above and below) |
| lc_ri_rating_percentage_permean3 | Exact rating / mean stars of 7 items (3 above and below) |
| lc_ri_rating_percentage_permean4 | Exact rating / mean stars of 9 items (4 above and below) |
| lc_ri_rating_percentage_post1 | Difference to exact rating of the item 1 below |
| lc_ri_rating_percentage_post2 | Difference to exact rating of the item 2 below |
| lc_ri_rating_percentage_post3 | Difference to exact rating of the item 3 below |
| lc_ri_rating_percentage_pre1 | Difference to exact rating of the item 1 above |
| lc_ri_rating_percentage_pre2 | Difference to exact rating of the item 2 above |
| lc_ri_rating_percentage_pre3 | Difference to exact rating of the item 3 above |
| num_impressions | Number of items in displayed list |
| platform | Platform identifier |
| pop_all | Number of all item interactions |
| pop_all_per_impression | Number of all item interactions / number of item impressions |
| pop_click | Number of item clicks |
| pop_click_per_deal | Number of item clicks / item deal interactions |
| pop_click_per_image | Number of item clicks / item image interactions |
| pop_click_per_impression | Number of item clicks / item impressions |
| pop_click_per_rating | Number of item clicks / item rating interactions |
| pop_click_per_view | Number of item clicks / item interactions (not click) |
| pop_click_per_view_sessions | Number of sessions with item clicks / sessions with item interactions (not click) |
| pop_deal | Number of item deal interactions |
| pop_deal_per_impression | Number of item deal interactions / item impressions |
| pop_image | Number of item image interactions |
| pop_image_per_impression | Number of item image interactions / item impressions |
| pop_impressions | Number of impression |
| pop_platform_* | Same as pop but for the specific platform |
| pop_rating | Number of item rating interactions |
| pop_rating_per_impression | Number of item rating interactions / item impressions |
| pop_view | Number of item interactions (no click) |
| pop_view_per_impression | Number of item interactions (no click) / item impressions |
| pos_city_max | Maximum clicked position in city |
| pos_city_mean | Mean clicked position in city |
| pos_city_mean_dist | Difference to mean clicked position in city |
| pos_city_min | Min clicked position in city |
| pos_city_platform_max | Maximum clicked position in city for the platform |
| pos_city_platform_mean | Mean clicked position in city for the platform |
| pos_city_platform_mean_dist | Difference to mean clicked position in city for the platform |
| pos_city_platform_min | Min clicked position in city for the platform |
| pos_click_city_count | Clicks on this position in the city |
| pos_click_city_platform_count | Clicks on this position in the city for the platform |
| pos_click_city_platform_ratio | Clicks on this position in the city on the platform / clicks for the city on the platform |
| pos_click_city_ratio | Clicks on this position in the city / clicks for the city |
| pos_click_count | Clicks on this position |
| pos_click_device_count | Clicks on this position on this device |
| pos_click_device_ratio | Clicks on this position on this device / clicks on this device |
| pos_click_platform_count | Clicks on this position on this platform |
| pos_click_platform_ratio | Clicks on this position on this platform / Clicks on this platform |
| pos_click_ratio | Clicks on this position / overall clicks |
| pos_device_mean | Mean clicked position on this device type |
| pos_device_mean_dist | Difference to mean clicked position on this device type |
| pos_invfilter_count | Current list different without indicating log entry |
| pos_item_dist | Difference to mean item click position |
| pos_item_max | Maximum item click position |
| pos_item_mean | Mean item click position |
| pos_item_min | Min item click position |
| pos_platform_mean | Mean clicked position on this platform |
| pos_platform_mean_dist | Difference to mean clicked position on this platform |
| pos_session_2last | Second last interaction position in session |
| pos_session_altering | Last interaction position smaller than second last position? |
| pos_session_click_2last | Second last clicked position in session |
| pos_session_click_altering | Last clicked position smaller than second last position? |
| pos_session_click_direction | pos_session_click_last - pos_session_click_2last |
| pos_session_click_dist | Difference to last clicked position |
| pos_session_click_last | Last clicked position |
| pos_session_click_max | Max clicked position in session |
| pos_session_click_mean | Mean clicked position in session |
| pos_session_click_min | Min clicked position in session |
| pos_session_direction | pos_session_last - pos_session_2last |
| pos_session_dist | Difference to last interaction position |
| pos_session_last | Last interaction position |
| pos_session_max | Max interaction position in session |
| pos_session_mean | Mean interaction position in session |
| pos_session_min | Min interaction position in session |
| pos_session_click_wrong_* | Similar to pos_session_click_*. Ignoring problems in the data, where the last displayed list doesnt fit the previous interactions. |
| position | Position in displayed list |
| price_city_all_dist | Difference to mean price in city for all item interactions |
| price_city_all_mean | Mean price in city for all item interactions |
| price_city_all_minmax_dist | Min-max normalized price in city for all item interactions |
| price_city_all_permean | Price / mean price in city for all item interactions |
| price_city_click_dist | Difference to mean price in city for all item clicks |
| price_city_click_mean | Mean price in city for all item clicks |
| price_city_click_minmax_dist | Min-max normalized price in city for all item clicks |
| price_city_click_permean | Price / mean price in city for all item clicks |
| price_city_impressions_dist | Difference to mean price in city for all item impressions |
| price_city_impressions_mean | Mean price in city for all item impressions |
| price_city_impressions_minmax_dist | Min-max normalized price in city for all item impressions |
| price_city_impressions_permean | Price / price in city for all item impressions |
| price_city_platform_* | Same as price_city_* for a specific paltform |
| price_city_view_dist | Difference to mean price in city for all item interactions (no click) |
| price_city_view_mean | Mean price in city for all item interactions (no click) |
| price_city_view_minmax_dist | Min-max normalized price in city for all item interactions (no click) |
| price_city_view_permean | Price / mean price in city for all item interactions (no click) |
| price_item_* | Same as price_city_* for a specific item |
| price_platform_* | Same as price_city_* for a specific platform |
| price_list_impressions_dist | Difference to mean price of displayed hotel list |
| price_list_impressions_mean | Mean price of displayed hotel list |
| price_list_impressions_permean | Price / mean price of displayed hotel list |
| properties_match_session_intersect | Intersection of all hotel properties in session / properties of candidate item |
| properties_match_session_union | Jaccard index of the union of all hotel properties in session and the properties of the candidate item |
| rank_distance | Ranking (1 to 25) by distance |
| rank_distance_price | Ranking (1 to 25) by distance price ratio |
| rank_distance_rating | Ranking (1 to 25) by distance rating ratio |
| rank_pop_count | Ranking (1 to 25) by item click, view, impression popularity |
| rank_pop_relative | Ranking (1 to 25) by item click session ratio, click per view, click per impression |
| rank_prices | Ranking (1 to 25) by prices |
| rank_rating | Ranking (1 to 25) by rating |
| rank_rating_price | Ranking (1 to 25) by rating price ratio |
| rank_sum | Borda count over the ranking features for the displayed list |
| ratio_rating_click_count | Number of clicks on rating |
| ratio_rating_click_ratio | Clicks on rating / overall clicks |
| ratio_rating_click_device_* | Similar to ratio_rating_click_* for specific device |
| ratio_rating_click_platform_* | Similar to ratio_rating_click_* for specific platform |
| ratio_rating_click_city_* | Similar to ratio_rating_click_* for specific city |
| ratio_stars_* | Similar to ratio_rating_* |
| ri_awards | Has an award? (crawled) |
| ri_breakfast | Has breakfast included? (crawled) |
| ri_cleanliness | Rating for cleanliness (crawled) |
| ri_comfort | Rating for comfort (crawled) |
| ri_facilities | Rating for facilities (crawled) |
| ri_food_and_drinks | Rating for food and drinks (crawled) |
| ri_hotel_condition | Rating for condition (crawled) |
| ri_location | Rating for location (crawled) |
| ri_rating_advertiser | Is a rating advertised? (crawled) |
| ri_rating_count | Number of ratings (crawled) |
| ri_rating_index | Rating from 1 to 5 (crawled) |
| ri_rating_percentage | Exact rating in percent (crawled) |
| ri_room | Rating for rooms (crawled) |
| ri_service | Rating for service (crawled) |
| ri_tested | Is tested? (crawled) |
| ri_value_for_money | Value for money score (crawled) |
| session_all_count | Session length |
| session_{action}_count | Number of actions of type {actions} in the session |
| session_{action}_count_rel | Number of actions of type {actions} in the session / session length |
| session_dwell | Sum of dwell times |
| session_dwell_max | Maximum dwell time |
| session_dwell_mean | Mean dwell time |
| session_dwell_min | Min dwell time |
| session_item_{action}_count | Number of actions for the item of type {actions} in the session |
| session_item_{action}_count_rel | Number of actions for the item of type {actions} in the session / session length |
| session_item_{action}_linear | Cummulative sum for item actions of type {actions}, when applying a linear decay to the session steps starting with 1 for the last step |
| session_item_{action}_mrr | Cummulative sum for item actions of type {actions}, when applying an mrr-like decay to the session steps starting with 1 for the last step |
| session_item_dwell | Sum of item dwell times |
| session_item_dwell_max | Maximum dwell time for the item |
| session_item_dwell_mean | Mean dwell time for the item |
| session_item_dwell_min | Min dwell time for the item |
| session_item_max_step | Maximum step for the item in the session |
| session_item_max_time | Distance to last interaction for item in the session in seconds |
| session_item_min_step | Min step for the item in the session |
| session_item_min_time | Distance to first interaction for item in the session in seconds |
| session_last_action | Last interaction type in the session |
| session_last_all_filter | Last filter applied in the session |
| session_last_all_poi | Last poi selected in the session |
| session_last_all_sort | Last sorting applied in the session |
| session_last_filter | Last filter applied in the session for the same city |
| session_last_poi | Last poi selected in the session for the same city |
| session_last_sort | Last sorting applied in the session for the same city |
| session_size | Session length |
| session_sort_{reference} | Occured search/filter reference {reference} in the session |
| session_city_* | Similar to session_item_* but for the specific city instead of the item |
| user_all_count | Number of all user interactions |
| user_item_all_count | Number of user interactions for the item excluding the current session |
| user_item_all_count_rel | Number of user interactions for the item / all user interactions |
| user_distance_click_last_mean | Mean clicked distance for the user |
| user_distance_click_last_mean_dist | Difference to mean clicked distance for the user |
| user_distance_all_last_mean | Mean distance of all interactions for the user |
| user_distance_all_last_mean_dist | Difference to mean distance of all interactions for the user |
| user_distance_city_* | Same as user_distance_* for a specific city |
| user_price_all_mean | Mean price of all interactions for the user |
| user_price_all_mean_dist | Difference to mean price of all interactions for the user |
| user_price_all_city_all_permean_dist | Difference of price to mean price of all user interactions, both normalized by mean impression price in the city |
| user_price_all_city_impressions_permean_dist | Difference of price to mean price of all user interactions, both normalized by mean interaction price in the city |
| user_price_all_platform_all_permean_dist | Difference of price to mean price of all user interactions, both normalized by mean impression price on the platform |
| user_price_all_platform_impressions_permean_dist | Difference of price to mean price of all user interactions, both normalized by mean interaction price on the platform |
| user_price_all_city_platform_all_permean_dist | Difference of price to mean price of all user interactions, both normalized by mean impression price for the city on the platform |
| user_price_all_city_platform_impressions_permean_dist | Difference of price to mean price of all user interactions, both normalized by mean interaction price for the city on the platform |
| user_price_click_* | Same as user_price_all_* for only click events |
| user_price_city_* | Similar to user_price_*, but for the current city |
| user_rating_click_mean | Mean clicked rating for the user |
| user_rating_click_mean_dist | Difference to mean clicked rating for the user |
| user_rating_all_mean | Mean rating of all interactions for the user |
| user_rating_all_mean_dist | Difference to mean rating of all interactions for the user |
| user_rating_city_* | Similar to user_rating_* for a specific city |