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Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is 'c76d13cd-e392-4638-8d52-f50b66677a31';bid_timestamp is '2025-01-06 14:13:55';device_id is '1e86e619-95b6-4e03-9db6-837e3ef1b487';biddate is '2025-01-06';country is 'USA';app is 'com.blackout.gin';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 10.8435315778478;target_cpi is 2.5;campaign is '57717';creative_id is '228773';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '50.88';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 25 ;time_since_impression is 12573063 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.29;prior_theme_impressions_count is 25;prior_tag_clicks_count is 18 ;time_since_click is '20138414';hour is '2025-01-06 14:00:00+00:00';day_of_week is '0';os_version is 14;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 3492;channel is 'USA/I/bidmachine/com.blackout.gin/False/247';time_since_click_in_hours is 5594;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'bloom_com.fiogonia.spades_USA_1d' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_500k_08_20_2024' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'bloom_com.fiogonia.dominoes_USA_1d']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.81469727e-05 0.00000000e+00 6.67572021e-05 2.29001045e-04 2.39746094e-01 6.39648438e-02 8.48632812e-01 8.20636749e-04 2.57492065e-04 3.92913818e-03 0.00000000e+00 2.29001045e-04 1.90734863e-05 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0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is '12b177ad-904d-4620-a74d-a96d8260dc7f';bid_timestamp is '2025-01-30 6:59:03';device_id is 'a8815544-f327-4681-a165-3ecf7ff554ea';biddate is '2025-01-30';country is 'USA';app is 'com.apps.forest';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'fyber';raw_price is 0.0273103261336055;target_cpi is 0.3;campaign is '58188';creative_id is '229452';session_duration is 965 ;seller_name is 'DT Exchange SSP (Fyber)';seller_id is '119';content_type is 've';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'general';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 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0.]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.461491114200257';partition is '97';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is '8a9fbfad-830f-4190-b58a-16a444fe0845';bid_timestamp is '2024-12-21 0:40:18';device_id is '574228c0-86c1-4fd5-a784-9604aed4c3aa';biddate is '2024-12-21';country is 'USA';app is 'com.spades.solitaire.online.plus.offline.free.card.games';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 28.519889520551;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'vie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '80.847457';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 1 ;time_since_impression is 591665 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.6;prior_theme_impressions_count is 1;prior_tag_clicks_count is 2 ;time_since_click is '591649';hour is '2024-12-21 00:00:00+00:00';day_of_week is '5';os_version is 14;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 164;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 164;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_100k_frozen' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2M_14_11_2024' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_500k' 'bloom_com.fiogonia.yatzy_USA_7d' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_1M_14_11_2024' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[8.9693069e-04 8.9693069e-04 2.2423267e-04 4.4846535e-04 2.2423267e-04 8.9693069e-04 2.2423267e-04 8.9693069e-04 1.7938614e-03 4.0429688e-01 1.1883545e-01 4.3334961e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.1211634e-04 4.4846535e-04 0.0000000e+00 4.4846535e-04 2.2423267e-04 4.7760010e-02 6.2789917e-03 4.7760010e-02 3.3640862e-04 3.3640862e-04 4.4846535e-04 2.2423267e-04 4.4846535e-04 6.7281723e-04 1.0357666e-01 3.1829834e-02 1.2420654e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.2423267e-04 2.5122070e-01 8.0749512e-02 2.5976562e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.2423267e-04 2.2423267e-04 0.0000000e+00 2.2423267e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 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-7.06176758e-02 2.42004395e-02 1.25350952e-02 -2.34680176e-02 -5.64575195e-02 9.19189453e-02 2.52685547e-02 3.21350098e-02 -1.11465454e-02 -8.02612305e-02 -2.73437500e-02 1.76025391e-01 -1.23352051e-01 -2.96478271e-02 -1.92413330e-02 2.94303894e-03 7.85064697e-03 3.40576172e-02 -1.18315220e-04 -8.07189941e-03 1.79290771e-03 6.25991821e-03 2.66723633e-02 1.19995117e-01 -9.07592773e-02 -1.22741699e-01 6.96411133e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.503782160673781';partition is '68';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is '829acce0-ea59-4f00-a1d5-d82137a2bb0c';bid_timestamp is '2025-01-18 14:19:23';device_id is '5aade777-d0cf-4d70-9ec7-6b88d66007de';biddate is '2025-01-18';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 2.12992876666309;target_cpi is 1.05735195406926;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'i';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '21.2';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 11 ;time_since_impression is 879847 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.76;prior_theme_impressions_count is 11;prior_tag_clicks_count is 1 ;time_since_click is '23342635';hour is '2025-01-18 14:00:00+00:00';day_of_week is '5';os_version is 13;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 244;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 6484;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 7.0989132e-05 0.0000000e+00 8.2850456e-05 1.5377998e-04 1.7004395e-01 2.8198242e-02 4.0551758e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.2070618e-04 2.6855469e-03 0.0000000e+00 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0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is '6ddf79e0-8682-4d54-9b59-5a58cda909d8';bid_timestamp is '2024-12-15 1:03:06';device_id is 'bf278f5e-918b-4584-9585-21ada9ca8a71';biddate is '2024-12-15';country is 'USA';app is 'com.inspiredsquare.jupiter';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'bidmachine';raw_price is 5.01179499551653;target_cpi is 2;campaign is '57577';creative_id is '229142';session_duration is 2000 ;seller_name is 'Inspired Square MAX';seller_id is '187';content_type is 've';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '19.413919';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 5 ;time_since_impression is 87048 ;learning is 0 ;creative_theme is 'fisherman_introplayer';user_coefficient is 0.33;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '14611213';hour is '2024-12-15 01:00:00+00:00';day_of_week is '6';os_version is 14;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 24;channel is 'USA/I/bidmachine/com.inspiredsquare.jupiter/False/187';time_since_click_in_hours is 4059;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(offer)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(offer)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_500k_08_20_2024' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_100k' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'explore' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k']';fast_imp_12h is 1;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.0073185e-05 5.0663948e-06 1.0073185e-05 3.3855438e-04 2.3645020e-01 5.7647705e-02 8.2910156e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.4969788e-03 7.8659058e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.0073185e-05 0.0000000e+00 0.0000000e+00 5.5551529e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.5139580e-05 2.7523041e-03 0.0000000e+00 1.3839722e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.0411949e-05 1.1389160e-01 2.0046234e-03 1.4392090e-01 1.0073185e-05 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... 0. 0. 0.]';rnd is '0.230762607477751';partition is '113';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is 'e83ec907-ac33-4f37-829b-34eb7905d7f9';bid_timestamp is '2025-01-09 16:41:04';device_id is '9e8647fc-79eb-4dfe-98a8-231ba2de1952';biddate is '2025-01-09';country is 'USA';app is 'com.mobilityware.GinRummySolitaire';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 5.04707;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vi';bid_floor is 5.03707 ;min_floor is ;bidmachine_placement_value is '';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 60 ;time_since_impression is 157265 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.6;prior_theme_impressions_count is 60;prior_tag_clicks_count is 6 ;time_since_click is '157261';hour is '2025-01-09 16:00:00+00:00';day_of_week is '3';os_version is 13;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 43;channel is 'USA/V/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 44;segments is '['bloom_com.bbumgames.spadesroyale_USA_1d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(purchase)_abdoul_V6_MMP_100k_11_10_2024' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.murka.scatterslots_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'explore' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V6_500k' 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'0.541352133146178';partition is '111';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is '7662d8c7-7e84-4e33-9c0f-c696db0e4cea';bid_timestamp is '2024-12-19 2:10:10';device_id is '965c8b4a-b35d-4fed-8d14-28b17179901b';biddate is '2024-12-19';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 10.2787084656465;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'vie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '';placement_historical_value is '8.603634';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 4 ;time_since_impression is 264990 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.18;prior_theme_impressions_count is 4;prior_tag_clicks_count is 3 ;time_since_click is '264986';hour is '2024-12-19 02:00:00+00:00';day_of_week is '3';os_version is 11;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 73;channel is 'USA/I/bidmachine/com.blackout.spades/True/247';time_since_click_in_hours is 74;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_500k_frozen' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 0;fast_click_2h is 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'87';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
0
Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is the predict whether the bidding request tunes into impression or not .
OK ,I got an adtech request with following features: uuid is '883c4f95-9e2e-46e7-95ba-8b9d13e70380';bid_timestamp is '2025-01-09 20:20:49';device_id is '8cf88185-64cf-44fd-a6cc-3c3481eaf4be';biddate is '2025-01-09';country is 'USA';app is 'com.spades.solitaire.online.plus.offline.free.card.games';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 3.31340234734181;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'vie';bid_floor is 2.1465 ;min_floor is ;bidmachine_placement_value is '70.666667';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 28 ;time_since_impression is 41620 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.41;prior_theme_impressions_count is 28;prior_tag_clicks_count is 41 ;time_since_click is '41595';hour is '2025-01-09 20:00:00+00:00';day_of_week is '3';os_version is 13;dc_35roundended_before_d8 is '0';dc_15roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is ;0_timestamp is ;time_since_impression_in_hours is 11;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 12;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_AG_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k']';fast_imp_12h is 1;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.58445740e-04 2.58445740e-04 1.22785568e-05 4.76837158e-06 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0
"Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is (...TRUNCATED)
"OK ,I got an adtech request with following features: uuid is 'f91e4c7b-f96b-4868-ac41-e937d7b1f84b'(...TRUNCATED)
0
"Consider an adtech bidding request that comes to AdExchange with set of attributes and the goal is (...TRUNCATED)
"OK ,I got an adtech request with following features: uuid is 'c9f34dc4-b3cf-4641-857a-ece40d641994'(...TRUNCATED)
0
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