package com.twitter.timelines.prediction.features.itl import com.twitter.dal.personal_data.thriftjava.PersonalDataType._ import com.twitter.ml.api.Feature.Binary import com.twitter.ml.api.Feature.Continuous import com.twitter.ml.api.Feature.Discrete import com.twitter.ml.api.Feature.SparseBinary import scala.collection.JavaConverters._ object ITLFeatures { // engagement val IS_RETWEETED = new Binary("itl.engagement.is_retweeted", Set(PublicRetweets, PrivateRetweets).asJava) val IS_FAVORITED = new Binary("itl.engagement.is_favorited", Set(PublicLikes, PrivateLikes).asJava) val IS_REPLIED = new Binary("itl.engagement.is_replied", Set(PublicReplies, PrivateReplies).asJava) // v1: post click engagements: fav, reply val IS_GOOD_CLICKED_CONVO_DESC_V1 = new Binary( "itl.engagement.is_good_clicked_convo_desc_favorited_or_replied", Set( PublicLikes, PrivateLikes, PublicReplies, PrivateReplies, EngagementsPrivate, EngagementsPublic).asJava) // v2: post click engagements: click val IS_GOOD_CLICKED_CONVO_DESC_V2 = new Binary( "itl.engagement.is_good_clicked_convo_desc_v2", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_GOOD_CLICKED_CONVO_DESC_FAVORITED = new Binary( "itl.engagement.is_good_clicked_convo_desc_favorited", Set(PublicLikes, PrivateLikes).asJava) val IS_GOOD_CLICKED_CONVO_DESC_REPLIED = new Binary( "itl.engagement.is_good_clicked_convo_desc_replied", Set(PublicReplies, PrivateReplies).asJava) val IS_GOOD_CLICKED_CONVO_DESC_RETWEETED = new Binary( "itl.engagement.is_good_clicked_convo_desc_retweeted", Set(PublicRetweets, PrivateRetweets, EngagementsPrivate, EngagementsPublic).asJava) val IS_GOOD_CLICKED_CONVO_DESC_CLICKED = new Binary( "itl.engagement.is_good_clicked_convo_desc_clicked", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_GOOD_CLICKED_CONVO_DESC_FOLLOWED = new Binary("itl.engagement.is_good_clicked_convo_desc_followed", Set(EngagementsPrivate).asJava) val IS_GOOD_CLICKED_CONVO_DESC_SHARE_DM_CLICKED = new Binary( "itl.engagement.is_good_clicked_convo_desc_share_dm_clicked", Set(EngagementsPrivate).asJava) val IS_GOOD_CLICKED_CONVO_DESC_PROFILE_CLICKED = new Binary( "itl.engagement.is_good_clicked_convo_desc_profile_clicked", Set(EngagementsPrivate).asJava) val IS_GOOD_CLICKED_CONVO_DESC_UAM_GT_0 = new Binary( "itl.engagement.is_good_clicked_convo_desc_uam_gt_0", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_GOOD_CLICKED_CONVO_DESC_UAM_GT_1 = new Binary( "itl.engagement.is_good_clicked_convo_desc_uam_gt_1", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_GOOD_CLICKED_CONVO_DESC_UAM_GT_2 = new Binary( "itl.engagement.is_good_clicked_convo_desc_uam_gt_2", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_GOOD_CLICKED_CONVO_DESC_UAM_GT_3 = new Binary( "itl.engagement.is_good_clicked_convo_desc_uam_gt_3", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_TWEET_DETAIL_DWELLED = new Binary( "itl.engagement.is_tweet_detail_dwelled", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_TWEET_DETAIL_DWELLED_8_SEC = new Binary( "itl.engagement.is_tweet_detail_dwelled_8_sec", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_TWEET_DETAIL_DWELLED_15_SEC = new Binary( "itl.engagement.is_tweet_detail_dwelled_15_sec", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_TWEET_DETAIL_DWELLED_25_SEC = new Binary( "itl.engagement.is_tweet_detail_dwelled_25_sec", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_TWEET_DETAIL_DWELLED_30_SEC = new Binary( "itl.engagement.is_tweet_detail_dwelled_30_sec", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_PROFILE_DWELLED = new Binary( "itl.engagement.is_profile_dwelled", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_PROFILE_DWELLED_10_SEC = new Binary( "itl.engagement.is_profile_dwelled_10_sec", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_PROFILE_DWELLED_20_SEC = new Binary( "itl.engagement.is_profile_dwelled_20_sec", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_PROFILE_DWELLED_30_SEC = new Binary( "itl.engagement.is_profile_dwelled_30_sec", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_FULLSCREEN_VIDEO_DWELLED = new Binary( "itl.engagement.is_fullscreen_video_dwelled", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_FULLSCREEN_VIDEO_DWELLED_5_SEC = new Binary( "itl.engagement.is_fullscreen_video_dwelled_5_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_FULLSCREEN_VIDEO_DWELLED_10_SEC = new Binary( "itl.engagement.is_fullscreen_video_dwelled_10_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_FULLSCREEN_VIDEO_DWELLED_20_SEC = new Binary( "itl.engagement.is_fullscreen_video_dwelled_20_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_FULLSCREEN_VIDEO_DWELLED_30_SEC = new Binary( "itl.engagement.is_fullscreen_video_dwelled_30_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_LINK_DWELLED_15_SEC = new Binary( "itl.engagement.is_link_dwelled_15_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_LINK_DWELLED_30_SEC = new Binary( "itl.engagement.is_link_dwelled_30_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_LINK_DWELLED_60_SEC = new Binary( "itl.engagement.is_link_dwelled_60_sec", Set(MediaEngagementActivities, EngagementTypePrivate, EngagementsPrivate).asJava) val IS_QUOTED = new Binary("itl.engagement.is_quoted", Set(PublicRetweets, PrivateRetweets).asJava) val IS_RETWEETED_WITHOUT_QUOTE = new Binary( "itl.engagement.is_retweeted_without_quote", Set(PublicRetweets, PrivateRetweets).asJava) val IS_CLICKED = new Binary( "itl.engagement.is_clicked", Set(EngagementsPrivate, TweetsClicked, LinksClickedOn).asJava) val IS_PROFILE_CLICKED = new Binary( "itl.engagement.is_profile_clicked", Set(EngagementsPrivate, TweetsClicked, ProfilesViewed, ProfilesClicked).asJava) val IS_DWELLED = new Binary("itl.engagement.is_dwelled", Set(EngagementsPrivate).asJava) val IS_DWELLED_IN_BOUNDS_V1 = new Binary("itl.engagement.is_dwelled_in_bounds_v1", Set(EngagementsPrivate).asJava) val DWELL_NORMALIZED_OVERALL = new Continuous("itl.engagement.dwell_normalized_overall", Set(EngagementsPrivate).asJava) val DWELL_CDF_OVERALL = new Continuous("itl.engagement.dwell_cdf_overall", Set(EngagementsPrivate).asJava) val DWELL_CDF = new Continuous("itl.engagement.dwell_cdf", Set(EngagementsPrivate).asJava) val IS_DWELLED_1S = new Binary("itl.engagement.is_dwelled_1s", Set(EngagementsPrivate).asJava) val IS_DWELLED_2S = new Binary("itl.engagement.is_dwelled_2s", Set(EngagementsPrivate).asJava) val IS_DWELLED_3S = new Binary("itl.engagement.is_dwelled_3s", Set(EngagementsPrivate).asJava) val IS_DWELLED_4S = new Binary("itl.engagement.is_dwelled_4s", Set(EngagementsPrivate).asJava) val IS_DWELLED_5S = new Binary("itl.engagement.is_dwelled_5s", Set(EngagementsPrivate).asJava) val IS_DWELLED_6S = new Binary("itl.engagement.is_dwelled_6s", Set(EngagementsPrivate).asJava) val IS_DWELLED_7S = new Binary("itl.engagement.is_dwelled_7s", Set(EngagementsPrivate).asJava) val IS_DWELLED_8S = new Binary("itl.engagement.is_dwelled_8s", Set(EngagementsPrivate).asJava) val IS_DWELLED_9S = new Binary("itl.engagement.is_dwelled_9s", Set(EngagementsPrivate).asJava) val IS_DWELLED_10S = new Binary("itl.engagement.is_dwelled_10s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_1S = new Binary("itl.engagement.is_skipped_1s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_2S = new Binary("itl.engagement.is_skipped_2s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_3S = new Binary("itl.engagement.is_skipped_3s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_4S = new Binary("itl.engagement.is_skipped_4s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_5S = new Binary("itl.engagement.is_skipped_5s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_6S = new Binary("itl.engagement.is_skipped_6s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_7S = new Binary("itl.engagement.is_skipped_7s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_8S = new Binary("itl.engagement.is_skipped_8s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_9S = new Binary("itl.engagement.is_skipped_9s", Set(EngagementsPrivate).asJava) val IS_SKIPPED_10S = new Binary("itl.engagement.is_skipped_10s", Set(EngagementsPrivate).asJava) val IS_FOLLOWED = new Binary("itl.engagement.is_followed", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_IMPRESSED = new Binary("itl.engagement.is_impressed", Set(EngagementsPrivate).asJava) val IS_OPEN_LINKED = new Binary("itl.engagement.is_open_linked", Set(EngagementsPrivate, LinksClickedOn).asJava) val IS_PHOTO_EXPANDED = new Binary( "itl.engagement.is_photo_expanded", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_VIDEO_VIEWED = new Binary("itl.engagement.is_video_viewed", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_VIDEO_PLAYBACK_50 = new Binary( "itl.engagement.is_video_playback_50", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_VIDEO_QUALITY_VIEWED = new Binary( "itl.engagement.is_video_quality_viewed", Set(EngagementsPrivate, EngagementsPublic).asJava ) val IS_BOOKMARKED = new Binary("itl.engagement.is_bookmarked", Set(EngagementsPrivate).asJava) val IS_SHARED = new Binary("itl.engagement.is_shared", Set(EngagementsPrivate).asJava) val IS_SHARE_MENU_CLICKED = new Binary("itl.engagement.is_share_menu_clicked", Set(EngagementsPrivate).asJava) // Negative engagements val IS_DONT_LIKE = new Binary("itl.engagement.is_dont_like", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_BLOCK_CLICKED = new Binary( "itl.engagement.is_block_clicked", Set(TweetsClicked, EngagementsPrivate, EngagementsPublic).asJava) val IS_BLOCK_DIALOG_BLOCKED = new Binary( "itl.engagement.is_block_dialog_blocked", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_MUTE_CLICKED = new Binary("itl.engagement.is_mute_clicked", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_MUTE_DIALOG_MUTED = new Binary("itl.engagement.is_mute_dialog_muted", Set(EngagementsPrivate).asJava) val IS_REPORT_TWEET_CLICKED = new Binary( "itl.engagement.is_report_tweet_clicked", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_CARET_CLICKED = new Binary("itl.engagement.is_caret_clicked", Set(TweetsClicked, EngagementsPrivate).asJava) val IS_NOT_ABOUT_TOPIC = new Binary("itl.engagement.is_not_about_topic", Set(EngagementsPrivate).asJava) val IS_NOT_RECENT = new Binary("itl.engagement.is_not_recent", Set(EngagementsPrivate).asJava) val IS_NOT_RELEVANT = new Binary("itl.engagement.is_not_relevant", Set(EngagementsPrivate).asJava) val IS_SEE_FEWER = new Binary("itl.engagement.is_see_fewer", Set(EngagementsPrivate).asJava) val IS_UNFOLLOW_TOPIC = new Binary("itl.engagement.is_unfollow_topic", Set(EngagementsPrivate).asJava) val IS_FOLLOW_TOPIC = new Binary("itl.engagement.is_follow_topic", Set(EngagementsPrivate).asJava) val IS_NOT_INTERESTED_IN_TOPIC = new Binary("itl.engagement.is_not_interested_in_topic", Set(EngagementsPrivate).asJava) val IS_HOME_LATEST_VISITED = new Binary("itl.engagement.is_home_latest_visited", Set(EngagementsPrivate).asJava) // This derived label is the logical OR of IS_DONT_LIKE, IS_BLOCK_CLICKED, IS_MUTE_CLICKED and IS_REPORT_TWEET_CLICKED val IS_NEGATIVE_FEEDBACK = new Binary("itl.engagement.is_negative_feedback", Set(EngagementsPrivate).asJava) // Reciprocal engagements for reply forward engagement val IS_REPLIED_REPLY_IMPRESSED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_impressed_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_FAVORITED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_favorited_by_author", Set(PublicLikes, PrivateLikes, EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_QUOTED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_quoted_by_author", Set(PublicRetweets, PrivateRetweets, EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_REPLIED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_replied_by_author", Set(PublicReplies, PrivateReplies, EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_RETWEETED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_retweeted_by_author", Set(PublicRetweets, PrivateRetweets, EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_BLOCKED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_blocked_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_FOLLOWED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_followed_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_UNFOLLOWED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_unfollowed_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_MUTED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_muted_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) val IS_REPLIED_REPLY_REPORTED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_reported_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) // This derived label is the logical OR of REPLY_REPLIED, REPLY_FAVORITED, REPLY_RETWEETED val IS_REPLIED_REPLY_ENGAGED_BY_AUTHOR = new Binary( "itl.engagement.is_replied_reply_engaged_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava) // Reciprocal engagements for fav forward engagement val IS_FAVORITED_FAV_FAVORITED_BY_AUTHOR = new Binary( "itl.engagement.is_favorited_fav_favorited_by_author", Set(EngagementsPrivate, EngagementsPublic, PrivateLikes, PublicLikes).asJava ) val IS_FAVORITED_FAV_REPLIED_BY_AUTHOR = new Binary( "itl.engagement.is_favorited_fav_replied_by_author", Set(EngagementsPrivate, EngagementsPublic, PrivateReplies, PublicReplies).asJava ) val IS_FAVORITED_FAV_RETWEETED_BY_AUTHOR = new Binary( "itl.engagement.is_favorited_fav_retweeted_by_author", Set(EngagementsPrivate, EngagementsPublic, PrivateRetweets, PublicRetweets).asJava ) val IS_FAVORITED_FAV_FOLLOWED_BY_AUTHOR = new Binary( "itl.engagement.is_favorited_fav_followed_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava ) // This derived label is the logical OR of FAV_REPLIED, FAV_FAVORITED, FAV_RETWEETED, FAV_FOLLOWED val IS_FAVORITED_FAV_ENGAGED_BY_AUTHOR = new Binary( "itl.engagement.is_favorited_fav_engaged_by_author", Set(EngagementsPrivate, EngagementsPublic).asJava ) // define good profile click by considering following engagements (follow, fav, reply, retweet, etc.) at profile page val IS_PROFILE_CLICKED_AND_PROFILE_FOLLOW = new Binary( "itl.engagement.is_profile_clicked_and_profile_follow", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate, Follow).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_FAV = new Binary( "itl.engagement.is_profile_clicked_and_profile_fav", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate, PrivateLikes, PublicLikes).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_REPLY = new Binary( "itl.engagement.is_profile_clicked_and_profile_reply", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate, PrivateReplies, PublicReplies).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_RETWEET = new Binary( "itl.engagement.is_profile_clicked_and_profile_retweet", Set( ProfilesViewed, ProfilesClicked, EngagementsPrivate, PrivateRetweets, PublicRetweets).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_TWEET_CLICK = new Binary( "itl.engagement.is_profile_clicked_and_profile_tweet_click", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate, TweetsClicked).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_SHARE_DM_CLICK = new Binary( "itl.engagement.is_profile_clicked_and_profile_share_dm_click", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) // This derived label is the union of all binary features above val IS_PROFILE_CLICKED_AND_PROFILE_ENGAGED = new Binary( "itl.engagement.is_profile_clicked_and_profile_engaged", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate, EngagementsPublic).asJava) // define bad profile click by considering following engagements (user report, tweet report, mute, block, etc) at profile page val IS_PROFILE_CLICKED_AND_PROFILE_USER_REPORT_CLICK = new Binary( "itl.engagement.is_profile_clicked_and_profile_user_report_click", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_TWEET_REPORT_CLICK = new Binary( "itl.engagement.is_profile_clicked_and_profile_tweet_report_click", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_MUTE = new Binary( "itl.engagement.is_profile_clicked_and_profile_mute", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) val IS_PROFILE_CLICKED_AND_PROFILE_BLOCK = new Binary( "itl.engagement.is_profile_clicked_and_profile_block", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) // This derived label is the union of bad profile click engagements and existing negative feedback val IS_NEGATIVE_FEEDBACK_V2 = new Binary( "itl.engagement.is_negative_feedback_v2", Set(ProfilesViewed, ProfilesClicked, EngagementsPrivate).asJava) // engagement for following user from any surface area val IS_FOLLOWED_FROM_ANY_SURFACE_AREA = new Binary( "itl.engagement.is_followed_from_any_surface_area", Set(EngagementsPublic, EngagementsPrivate).asJava) // Relevance prompt tweet engagements val IS_RELEVANCE_PROMPT_YES_CLICKED = new Binary("itl.engagement.is_relevance_prompt_yes_clicked", Set(EngagementsPrivate).asJava) // Reply downvote engagements val IS_REPLY_DOWNVOTED = new Binary("itl.engagement.is_reply_downvoted", Set(EngagementsPrivate).asJava) val IS_REPLY_DOWNVOTE_REMOVED = new Binary("itl.engagement.is_reply_downvote_removed", Set(EngagementsPrivate).asJava) // features from RecommendedTweet val RECTWEET_SCORE = new Continuous("itl.recommended_tweet_features.rectweet_score") val NUM_FAVORITING_USERS = new Continuous("itl.recommended_tweet_features.num_favoriting_users") val NUM_FOLLOWING_USERS = new Continuous("itl.recommended_tweet_features.num_following_users") val CONTENT_SOURCE_TYPE = new Discrete("itl.recommended_tweet_features.content_source_type") val RECOS_SCORE = new Continuous( "itl.recommended_tweet_features.recos_score", Set(EngagementScore, UsersRealGraphScore, UsersSalsaScore).asJava) val AUTHOR_REALGRAPH_SCORE = new Continuous( "itl.recommended_tweet_features.realgraph_score", Set(UsersRealGraphScore).asJava) val AUTHOR_SARUS_SCORE = new Continuous( "itl.recommended_tweet_features.sarus_score", Set(EngagementScore, UsersSalsaScore).asJava) val NUM_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.num_interacting_users", Set(EngagementScore).asJava ) val MAX_REALGRAPH_SCORE_OF_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.max_realgraph_score_of_interacting_users", Set(UsersRealGraphScore, EngagementScore).asJava ) val SUM_REALGRAPH_SCORE_OF_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.sum_realgraph_score_of_interacting_users", Set(UsersRealGraphScore, EngagementScore).asJava ) val AVG_REALGRAPH_SCORE_OF_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.avg_realgraph_score_of_interacting_users", Set(UsersRealGraphScore, EngagementScore).asJava ) val MAX_SARUS_SCORE_OF_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.max_sarus_score_of_interacting_users", Set(EngagementScore, UsersSalsaScore).asJava ) val SUM_SARUS_SCORE_OF_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.sum_sarus_score_of_interacting_users", Set(EngagementScore, UsersSalsaScore).asJava ) val AVG_SARUS_SCORE_OF_INTERACTING_USERS = new Continuous( "itl.recommended_tweet_features.avg_sarus_score_of_interacting_users", Set(EngagementScore, UsersSalsaScore).asJava ) val NUM_INTERACTING_FOLLOWINGS = new Continuous( "itl.recommended_tweet_features.num_interacting_followings", Set(EngagementScore).asJava ) // features from HydratedTweetFeatures val REAL_GRAPH_WEIGHT = new Continuous("itl.hydrated_tweet_features.real_graph_weight", Set(UsersRealGraphScore).asJava) val SARUS_GRAPH_WEIGHT = new Continuous("itl.hydrated_tweet_features.sarus_graph_weight") val FROM_TOP_ENGAGED_USER = new Binary("itl.hydrated_tweet_features.from_top_engaged_user") val FROM_TOP_INFLUENCER = new Binary("itl.hydrated_tweet_features.from_top_influencer") val TOPIC_SIM_SEARCHER_INTERSTED_IN_AUTHOR_KNOWN_FOR = new Continuous( "itl.hydrated_tweet_features.topic_sim_searcher_interested_in_author_known_for" ) val TOPIC_SIM_SEARCHER_AUTHOR_BOTH_INTERESTED_IN = new Continuous( "itl.hydrated_tweet_features.topic_sim_searcher_author_both_interested_in" ) val TOPIC_SIM_SEARCHER_AUTHOR_BOTH_KNOWN_FOR = new Continuous( "itl.hydrated_tweet_features.topic_sim_searcher_author_both_known_for" ) val USER_REP = new Continuous("itl.hydrated_tweet_features.user_rep") val NORMALIZED_PARUS_SCORE = new Continuous("itl.hydrated_tweet_features.normalized_parus_score") val CONTAINS_MEDIA = new Binary("itl.hydrated_tweet_features.contains_media") val FROM_NEARBY = new Binary("itl.hydrated_tweet_features.from_nearby") val TOPIC_SIM_SEARCHER_INTERESTED_IN_TWEET = new Continuous( "itl.hydrated_tweet_features.topic_sim_searcher_interested_in_tweet" ) val MATCHES_UI_LANG = new Binary( "itl.hydrated_tweet_features.matches_ui_lang", Set(ProvidedLanguage, InferredLanguage).asJava) val MATCHES_SEARCHER_MAIN_LANG = new Binary( "itl.hydrated_tweet_features.matches_searcher_main_lang", Set(ProvidedLanguage, InferredLanguage).asJava ) val MATCHES_SEARCHER_LANGS = new Binary( "itl.hydrated_tweet_features.matches_searcher_langs", Set(ProvidedLanguage, InferredLanguage).asJava) val HAS_CARD = new Binary( "itl.hydrated_tweet_features.has_card", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_IMAGE = new Binary( "itl.hydrated_tweet_features.has_image", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_NATIVE_IMAGE = new Binary( "itl.hydrated_tweet_features.has_native_image", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_VIDEO = new Binary("itl.hydrated_tweet_features.has_video") val HAS_CONSUMER_VIDEO = new Binary( "itl.hydrated_tweet_features.has_consumer_video", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_PRO_VIDEO = new Binary( "itl.hydrated_tweet_features.has_pro_video", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_PERISCOPE = new Binary( "itl.hydrated_tweet_features.has_periscope", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_VINE = new Binary( "itl.hydrated_tweet_features.has_vine", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_NATIVE_VIDEO = new Binary( "itl.hydrated_tweet_features.has_native_video", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_LINK = new Binary( "itl.hydrated_tweet_features.has_link", Set(UrlFoundFlag, PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val LINK_COUNT = new Continuous( "itl.hydrated_tweet_features.link_count", Set(CountOfPrivateTweetEntitiesAndMetadata, CountOfPublicTweetEntitiesAndMetadata).asJava) val URL_DOMAINS = new SparseBinary( "itl.hydrated_tweet_features.url_domains", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_VISIBLE_LINK = new Binary( "itl.hydrated_tweet_features.has_visible_link", Set(UrlFoundFlag, PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_NEWS = new Binary( "itl.hydrated_tweet_features.has_news", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_TREND = new Binary( "itl.hydrated_tweet_features.has_trend", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val BLENDER_SCORE = new Continuous("itl.hydrated_tweet_features.blender_score", Set(EngagementScore).asJava) val PARUS_SCORE = new Continuous("itl.hydrated_tweet_features.parus_score", Set(EngagementScore).asJava) val TEXT_SCORE = new Continuous("itl.hydrated_tweet_features.text_score", Set(EngagementScore).asJava) val BIDIRECTIONAL_REPLY_COUNT = new Continuous( "itl.hydrated_tweet_features.bidirectional_reply_count", Set(CountOfPrivateReplies, CountOfPublicReplies).asJava ) val UNIDIRECTIONAL_REPLY_COUNT = new Continuous( "itl.hydrated_tweet_features.unidirectional_reply_count", Set(CountOfPrivateReplies, CountOfPublicReplies).asJava ) val BIDIRECTIONAL_RETWEET_COUNT = new Continuous( "itl.hydrated_tweet_features.bidirectional_retweet_count", Set(CountOfPrivateRetweets, CountOfPublicRetweets).asJava ) val UNIDIRECTIONAL_RETWEET_COUNT = new Continuous( "itl.hydrated_tweet_features.unidirectional_retweet_count", Set(CountOfPrivateRetweets, CountOfPublicRetweets).asJava ) val BIDIRECTIONAL_FAV_COUNT = new Continuous( "itl.hydrated_tweet_features.bidirectional_fav_count", Set(CountOfPrivateLikes, CountOfPublicLikes).asJava ) val UNIDIRECTIONAL_FAV_COUNT = new Continuous( "itl.hydrated_tweet_features.unidirectional_fav_count", Set(CountOfPrivateLikes, CountOfPublicLikes).asJava ) val CONVERSATION_COUNT = new Continuous("itl.hydrated_tweet_features.conversation_count") val FAV_COUNT = new Continuous( "itl.hydrated_tweet_features.fav_count", Set(CountOfPrivateLikes, CountOfPublicLikes).asJava) val REPLY_COUNT = new Continuous( "itl.hydrated_tweet_features.reply_count", Set(CountOfPrivateReplies, CountOfPublicReplies).asJava) val RETWEET_COUNT = new Continuous( "itl.hydrated_tweet_features.retweet_count", Set(CountOfPrivateRetweets, CountOfPublicRetweets).asJava) val PREV_USER_TWEET_ENGAGEMENT = new Continuous( "itl.hydrated_tweet_features.prev_user_tweet_enagagement", Set(EngagementScore, EngagementsPrivate, EngagementsPublic).asJava ) val IS_SENSITIVE = new Binary("itl.hydrated_tweet_features.is_sensitive") val HAS_MULTIPLE_MEDIA = new Binary( "itl.hydrated_tweet_features.has_multiple_media", Set(PublicTweetEntitiesAndMetadata, PrivateTweetEntitiesAndMetadata).asJava) val HAS_MULTIPLE_HASHTAGS_OR_TRENDS = new Binary( "itl.hydrated_tweet_features.has_multiple_hashtag_or_trend", Set( UserVisibleFlag, CountOfPrivateTweetEntitiesAndMetadata, CountOfPublicTweetEntitiesAndMetadata).asJava) val IS_AUTHOR_PROFILE_EGG = new Binary("itl.hydrated_tweet_features.is_author_profile_egg", Set(ProfileImage).asJava) val IS_AUTHOR_NEW = new Binary("itl.hydrated_tweet_features.is_author_new", Set(UserType, UserState).asJava) val NUM_MENTIONS = new Continuous( "itl.hydrated_tweet_features.num_mentions", Set( UserVisibleFlag, CountOfPrivateTweetEntitiesAndMetadata, CountOfPublicTweetEntitiesAndMetadata).asJava) val NUM_HASHTAGS = new Continuous( "itl.hydrated_tweet_features.num_hashtags", Set(CountOfPrivateTweetEntitiesAndMetadata, CountOfPublicTweetEntitiesAndMetadata).asJava) val LANGUAGE = new Discrete( "itl.hydrated_tweet_features.language", Set(ProvidedLanguage, InferredLanguage).asJava) val LINK_LANGUAGE = new Continuous( "itl.hydrated_tweet_features.link_language", Set(ProvidedLanguage, InferredLanguage).asJava) val IS_AUTHOR_NSFW = new Binary("itl.hydrated_tweet_features.is_author_nsfw", Set(UserType).asJava) val IS_AUTHOR_SPAM = new Binary("itl.hydrated_tweet_features.is_author_spam", Set(UserType).asJava) val IS_AUTHOR_BOT = new Binary("itl.hydrated_tweet_features.is_author_bot", Set(UserType).asJava) val IS_OFFENSIVE = new Binary("itl.hydrated_tweet_features.is_offensive") val FROM_VERIFIED_ACCOUNT = new Binary("itl.hydrated_tweet_features.from_verified_account", Set(UserVerifiedFlag).asJava) val EMBEDS_IMPRESSION_COUNT = new Continuous( "itl.hydrated_tweet_features.embeds_impression_count", Set(CountOfImpression).asJava) val EMBEDS_URL_COUNT = new Continuous("itl.hydrated_tweet_features.embeds_url_count", Set(UrlFoundFlag).asJava) val FAV_COUNT_V2 = new Continuous( "recap.earlybird.fav_count_v2", Set(CountOfPrivateLikes, CountOfPublicLikes).asJava) val RETWEET_COUNT_V2 = new Continuous( "recap.earlybird.retweet_count_v2", Set(CountOfPrivateRetweets, CountOfPublicRetweets).asJava) val REPLY_COUNT_V2 = new Continuous( "recap.earlybird.reply_count_v2", Set(CountOfPrivateReplies, CountOfPublicReplies).asJava) }