the-algorithm/src/scala/com/twitter/timelines/prediction/common/aggregates/RectweetUserFeatureAggregat...

53 lines
1.8 KiB
Scala

package com.twitter.timelines.prediction.common.aggregates
import com.twitter.ml.api.Feature
import com.twitter.timelines.prediction.features.engagement_features.EngagementDataRecordFeatures
import com.twitter.timelines.prediction.features.itl.ITLFeatures
object RectweetUserFeatureAggregation {
val RectweetLabelsForAggregation: Set[Feature.Binary] =
Set(
ITLFeatures.IS_FAVORITED,
ITLFeatures.IS_RETWEETED,
ITLFeatures.IS_REPLIED,
ITLFeatures.IS_CLICKED,
ITLFeatures.IS_PROFILE_CLICKED,
ITLFeatures.IS_OPEN_LINKED,
ITLFeatures.IS_PHOTO_EXPANDED,
ITLFeatures.IS_VIDEO_PLAYBACK_50
)
val TweetFeatures: Set[Feature[_]] = Set(
ITLFeatures.HAS_IMAGE,
ITLFeatures.HAS_CARD,
ITLFeatures.HAS_NEWS,
ITLFeatures.REPLY_COUNT,
ITLFeatures.FAV_COUNT,
ITLFeatures.REPLY_COUNT,
ITLFeatures.RETWEET_COUNT,
ITLFeatures.MATCHES_UI_LANG,
ITLFeatures.MATCHES_SEARCHER_MAIN_LANG,
ITLFeatures.MATCHES_SEARCHER_LANGS,
ITLFeatures.TEXT_SCORE,
ITLFeatures.LINK_LANGUAGE,
ITLFeatures.NUM_HASHTAGS,
ITLFeatures.NUM_MENTIONS,
ITLFeatures.IS_SENSITIVE,
ITLFeatures.HAS_VIDEO,
ITLFeatures.HAS_LINK,
ITLFeatures.HAS_VISIBLE_LINK,
EngagementDataRecordFeatures.InNetworkFavoritesCount
// nice to have, but currently not hydrated in the RecommendedTweet payload
//EngagementDataRecordFeatures.InNetworkRetweetsCount,
//EngagementDataRecordFeatures.InNetworkRepliesCount
)
val ReciprocalLabels: Set[Feature.Binary] = Set(
ITLFeatures.IS_REPLIED_REPLY_IMPRESSED_BY_AUTHOR,
ITLFeatures.IS_REPLIED_REPLY_REPLIED_BY_AUTHOR,
ITLFeatures.IS_REPLIED_REPLY_FAVORITED_BY_AUTHOR,
ITLFeatures.IS_REPLIED_REPLY_RETWEETED_BY_AUTHOR,
ITLFeatures.IS_REPLIED_REPLY_QUOTED_BY_AUTHOR
)
}