Created
May 21, 2018 05:45
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3_online_feature
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// val featuresNeedScaled = immutable.List( | |
// "actor_rate_message_sent_over_match_latest_7_days", | |
// "actor_rate_chat_sent_over_match_latest_7_days", | |
// "actor_rate_5mmsg_sent_over_match_latest_7_days", | |
// "actor_rate_10mmsg_sent_over_match_latest_7_days", | |
// | |
// "receiver_rate_message_sent_over_match_latest_7_days", | |
// "receiver_rate_chat_sent_over_match_latest_7_days", | |
// "receiver_rate_5mmsg_sent_over_match_latest_7_days", | |
// "receiver_rate_10mmsg_sent_over_match_latest_7_days" | |
// ) | |
val featuresNeedBeCrossed = immutable.List( | |
"vip_status", | |
"constellation", | |
//"gender", | |
"mlc_type", | |
"bucketized_age", | |
"hide_contacts", | |
"work_active", | |
"study_active" | |
// "bucketized_count_swipe_latest_7_days", | |
// "bucketized_count_like_received_latest_7_days", | |
// "bucketized_count_like_giving_latest_7_days", | |
// "bucketized_count_match_latest_7_days", | |
// "bucketized_count_impression_latest_7_days", | |
// "bucketized_count_message_sent_latest_7_days", | |
// "bucketized_count_total_message_sent_latest_7_days", | |
// "bucketized_count_chat_sent_latest_7_days", | |
// "bucketized_count_5mmsg_sent_latest_7_days", | |
// "bucketized_count_10mmsg_sent_latest_7_days", | |
// "bucketized_rate_like_received_over_impression_latest_7_days", | |
// "bucketized_rate_like_giving_over_swipe_latest_7_days", | |
// "bucketized_rate_match_over_like_giving_latest_7_days", | |
// "bucketized_rate_match_over_swipe_latest_7_days", | |
// "bucketized_rate_5mmsg_sent_over_match_latest_7_days", | |
// "bucketized_rate_10mmsg_sent_over_match_latest_7_days", | |
// "bucketized_rate_chat_sent_over_impression_latest_7_days", | |
// "bucketized_rate_message_sent_over_match_latest_7_days", | |
// "bucketized_rate_chat_sent_over_match_latest_7_days" | |
) | |
val continuousFeatures = immutable.List( | |
// "actor_rate_like_received_over_impression_latest_7_days", | |
// "actor_rate_like_giving_over_swipe_latest_7_days", | |
// "actor_rate_match_over_like_giving_latest_7_days", | |
// "actor_rate_match_over_swipe_latest_7_days", | |
// "actor_rate_5mmsg_sent_over_match_latest_7_days", | |
// "actor_rate_10mmsg_sent_over_match_latest_7_days", | |
// "actor_rate_chat_sent_over_impression_latest_7_days", | |
// "actor_rate_message_sent_over_match_latest_7_days", | |
// "actor_rate_chat_sent_over_match_latest_7_days", | |
//"receiver_rate_like_received_over_impression_latest_7_days", | |
//"receiver_rate_like_giving_over_swipe_latest_7_days", | |
//"receiver_rate_match_over_like_giving_latest_7_days", | |
"receiver_rate_match_over_swipe_latest_7_days", | |
"receiver_rate_5mmsg_sent_over_match_latest_7_days", | |
"receiver_rate_10mmsg_sent_over_match_latest_7_days", | |
"receiver_rate_chat_sent_over_impression_latest_7_days", | |
"receiver_rate_message_sent_over_match_latest_7_days", | |
"receiver_rate_chat_sent_over_match_latest_7_days", | |
"receiver_popularity", | |
//"distance", | |
//"receiver_minutes_swiped_minus_last_active", | |
//"receiver_age", | |
"receiver_rate_distinct_5mmsg_sent_over_match_latest_7_days", | |
"receiver_rate_distinct_10mmsg_sent_over_match_latest_7_days", | |
"receiver_rate_distinct_chat_sent_over_impression_latest_7_days", | |
"receiver_rate_distinct_chat_sent_over_match_latest_7_days", | |
"receiver_rate_distinct_message_sent_over_match_latest_7_days", | |
"receiver_rate_distinct_5mmsg_sent_over_message_sent_latest_7_days", | |
"receiver_rate_distinct_10mmsg_sent_over_message_sent_latest_7_days", | |
"receiver_rate_distinct_message_sent_over_swipe_latest_7_days", | |
"receiver_ee_rate_like_received_over_impression_latest_7_days", | |
"receiver_ee_rate_like_giving_over_swipe_latest_7_days", | |
"receiver_ee_rate_match_over_swipe_latest_7_days" | |
) | |
val categorialFeatures = immutable.List( | |
// "actor_bucketized_age", | |
// "actor_bucketized_count_swipe_latest_7_days", | |
// "actor_bucketized_count_like_received_latest_7_days", | |
// "actor_bucketized_count_like_giving_latest_7_days", | |
// "actor_bucketized_count_match_latest_7_days", | |
// "actor_bucketized_count_impression_latest_7_days", | |
// "actor_bucketized_count_message_sent_latest_7_days", | |
// "actor_bucketized_count_total_message_sent_latest_7_days", | |
// "actor_bucketized_count_chat_sent_latest_7_days", | |
// "actor_bucketized_count_5mmsg_sent_latest_7_days", | |
// "actor_bucketized_count_10mmsg_sent_latest_7_days", | |
// "actor_bucketized_rate_like_received_over_impression_latest_7_days", | |
// "actor_bucketized_rate_like_giving_over_swipe_latest_7_days", | |
// "actor_bucketized_rate_match_over_like_giving_latest_7_days", | |
// "actor_bucketized_rate_match_over_swipe_latest_7_days", | |
// "actor_bucketized_rate_5mmsg_sent_over_match_latest_7_days", | |
// "actor_bucketized_rate_10mmsg_sent_over_match_latest_7_days", | |
// "actor_bucketized_rate_chat_sent_over_impression_latest_7_days", | |
// "actor_bucketized_rate_message_sent_over_match_latest_7_days", | |
// "actor_bucketized_rate_chat_sent_over_match_latest_7_days", | |
"receiver_bucketized_age", | |
"receiver_bucketized_count_swipe_latest_7_days", | |
"receiver_bucketized_count_like_received_latest_7_days", | |
"receiver_bucketized_count_like_giving_latest_7_days", | |
"receiver_bucketized_count_match_latest_7_days", | |
"receiver_bucketized_count_impression_latest_7_days", | |
"receiver_bucketized_count_message_sent_latest_7_days", | |
"receiver_bucketized_count_total_message_sent_latest_7_days", | |
"receiver_bucketized_count_chat_sent_latest_7_days", | |
"receiver_bucketized_count_5mmsg_sent_latest_7_days", | |
"receiver_bucketized_count_10mmsg_sent_latest_7_days", | |
//"receiver_bucketized_rate_like_received_over_impression_latest_7_days", | |
//"receiver_bucketized_rate_like_giving_over_swipe_latest_7_days", | |
//"receiver_bucketized_rate_match_over_like_giving_latest_7_days", | |
"receiver_bucketized_rate_match_over_swipe_latest_7_days", | |
"receiver_bucketized_rate_5mmsg_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_10mmsg_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_chat_sent_over_impression_latest_7_days", | |
"receiver_bucketized_rate_message_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_chat_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_distinct_5mmsg_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_distinct_10mmsg_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_distinct_chat_sent_over_impression_latest_7_days", | |
"receiver_bucketized_rate_distinct_chat_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_distinct_message_sent_over_match_latest_7_days", | |
"receiver_bucketized_rate_distinct_5mmsg_sent_over_message_sent_latest_7_days", | |
"receiver_bucketized_rate_distinct_10mmsg_sent_over_message_sent_latest_7_days", | |
"receiver_bucketized_rate_distinct_message_sent_over_swipe_latest_7_days", | |
"receiver_bucketized_ee_rate_like_received_over_impression_latest_7_days", | |
"receiver_bucketized_ee_rate_like_giving_over_swipe_latest_7_days", | |
"receiver_bucketized_ee_rate_match_over_swipe_latest_7_days", | |
"bucketized_receiver_popularity", | |
// "bucketized_receiver_minutes_swiped_minus_last_active", | |
// "bucketized_distance", | |
"bucketized_fine_receiver_minutes_swiped_minus_last_active", | |
"bucketized_fine_distance", | |
// "actor_vip_status", | |
// "actor_constellation", | |
// "actor_city", | |
// "actor_mlc_type", | |
"receiver_gender", | |
"receiver_vip_status", | |
"receiver_constellation", | |
// "receiver_city", | |
"receiver_mlc_type", | |
"receiver_hide_contacts", | |
"receiver_work_active", | |
"receiver_study_active" | |
) | |
val isSameFeatures = immutable.List( | |
"city", | |
"bucketized_age" | |
) |
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