Question
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stringlengths 5.6k
45.5k
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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 .
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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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-9.85107422e-02 -1.44042969e-01 6.21643066e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.764752149227515';partition is '14';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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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 ;time_since_click is '0';hour is '2025-01-30 06:00:00+00:00';day_of_week is '3';os_version is 9;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 0;channel is 'USA/I/fyber/com.apps.forest/True/119';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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.]'
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0
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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 .
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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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7.38143921e-03 4.88891602e-02 8.98437500e-02 1.02294922e-01 7.01904297e-03 -6.13098145e-02 4.26635742e-02 2.69775391e-02 -5.58090210e-03 -5.50537109e-02 2.55432129e-02 4.24499512e-02 6.99615479e-03 2.60467529e-02 -1.29547119e-02 -2.10418701e-02 9.29565430e-02 -1.02661133e-01 4.82482910e-02 4.47998047e-02 -8.55255127e-03 -4.58068848e-02 -3.77845764e-03 -3.64379883e-02 -5.19409180e-02 5.79833984e-02 -4.51354980e-02 -9.86938477e-02 -1.85298920e-03 8.23211670e-03 -6.47544861e-04 4.98657227e-02 6.02416992e-02 -4.42199707e-02 5.13305664e-02 4.94689941e-02 -4.10461426e-02 -3.99017334e-03 -1.14212036e-02 2.92816162e-02 -3.29284668e-02 -7.06176758e-02 -5.87463379e-02 -2.42614746e-03 3.26843262e-02 6.99234009e-03 8.52050781e-02 -2.07672119e-02 -6.41632080e-03 -5.43823242e-02 -1.53503418e-02 -4.33349609e-02 -2.11334229e-02 -6.54907227e-02 6.45065308e-03 6.67724609e-02 9.15527344e-02 -3.66516113e-02 1.26953125e-02 8.61816406e-02 -1.67541504e-02 5.33752441e-02 1.37176514e-02 -9.85717773e-03 6.94656372e-03 -3.83911133e-02 -6.81762695e-02 -4.99572754e-02 -7.14721680e-02 -4.06265259e-03 3.38439941e-02 -6.36672974e-03 -4.50744629e-02 -3.20739746e-02 -1.07955933e-02 -3.95202637e-02 8.91113281e-02 5.11779785e-02 1.58691406e-02 -7.00683594e-02 3.17077637e-02 -4.18090820e-02 4.41589355e-02 -7.25708008e-02 5.59082031e-02 1.13754272e-02 -1.03073120e-02 -5.76477051e-02 2.56500244e-02 -1.43737793e-02 -5.96046448e-08 2.17742920e-02 -2.76565552e-04 7.51953125e-02 2.14691162e-02 7.67822266e-02 4.84008789e-02 1.87225342e-02 1.06445312e-01 -6.03637695e-02 -4.26940918e-02 4.53491211e-02 -3.34167480e-02 -1.24511719e-01 3.09448242e-02 2.92968750e-02 -2.51617432e-02 -1.26190186e-02 3.58886719e-02 -4.45556641e-02 -9.07592773e-02 -1.31149292e-02 4.73937988e-02 -1.27792358e-02 -5.56030273e-02 -1.40914917e-02 1.30538940e-02 4.35180664e-02 3.90319824e-02 1.20620728e-02 -1.30558014e-03 -3.92456055e-02 -1.00402832e-02 7.48062134e-03 -1.14929199e-01 7.84301758e-02 4.13208008e-02 -1.03393555e-01 -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.]'
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0
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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 .
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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 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 2.3663044e-05 2.8400421e-03 2.8285980e-03 2.8400421e-03 0.0000000e+00 0.0000000e+00 7.0989132e-05 0.0000000e+00 8.2850456e-05 1.1861324e-05 1.6076660e-01 2.0263672e-02 3.9428711e-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 3.5524368e-05 1.2779236e-03 1.2779236e-03 2.4261475e-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 7.0989132e-05 5.1345825e-03 3.8223267e-03 5.8708191e-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 1.1861324e-05 1.1861324e-05 1.1861324e-05 2.0110607e-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 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 3.8223267e-03 4.8141479e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.7750263e-04 1.4438629e-03 0.0000000e+00 2.0263672e-02 3.9428711e-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 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0
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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 .
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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.]'
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0
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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 .
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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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9.20867920e-03 1.26098633e-01 -6.78100586e-02 -1.74903870e-03 8.47778320e-02 -1.97753906e-02 -1.44897461e-01 -1.47724152e-03 1.42669678e-02 -8.10241699e-03 -2.90374756e-02 -1.28707886e-02 -6.37817383e-02 -9.05761719e-02 -2.99682617e-02 4.76379395e-02 -2.57720947e-02 -6.19506836e-02 -2.03094482e-02 -2.76947021e-02 2.47344971e-02 3.05786133e-02 2.13012695e-02 -1.10473633e-02 1.71203613e-02 9.71984863e-03 1.86614990e-02 -1.09008789e-01 1.27929688e-01 4.04663086e-02 -1.20117188e-01 -6.22558594e-02 6.54602051e-03 9.91821289e-03 -1.27334595e-02 -7.92236328e-02 5.90209961e-02 -1.30462646e-02 8.31298828e-02 2.19421387e-02 -8.15429688e-02 1.08337402e-02 1.38305664e-01 -1.36108398e-01 -4.89196777e-02 -1.41906738e-02 -5.27858734e-04 -1.33438110e-02 7.39746094e-02 1.00517273e-03 -2.02941895e-02 -1.76544189e-02 6.70776367e-02 4.75158691e-02 1.48193359e-01 -6.93359375e-02 -1.51977539e-01 7.15332031e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.541352133146178';partition is '111';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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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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-9.49096680e-03 -2.39868164e-02 7.74536133e-02 -4.20532227e-02 -7.91015625e-02 -1.72138214e-03 9.05609131e-03 -4.57153320e-02 -3.74450684e-02 1.02767944e-02 -6.32934570e-02 -1.28906250e-01 -4.53186035e-02 1.95465088e-02 1.59606934e-02 -8.03833008e-02 -5.92041016e-02 -2.97393799e-02 6.10046387e-02 7.08007812e-02 -4.05273438e-02 -3.68347168e-02 -9.02557373e-03 3.06549072e-02 9.23919678e-03 -1.02172852e-01 5.31921387e-02 5.00183105e-02 -8.95996094e-02 -4.95605469e-02 -1.31835938e-02 -9.77325439e-03 -7.14111328e-02 -7.34863281e-02 8.19702148e-02 9.28497314e-03 5.82580566e-02 2.48870850e-02 -3.62243652e-02 1.80206299e-02 1.46728516e-01 -1.00524902e-01 -3.06701660e-02 2.46582031e-02 1.42974854e-02 2.88238525e-02 4.29382324e-02 -2.82592773e-02 2.67639160e-02 2.11181641e-02 1.24359131e-02 2.08892822e-02 1.09069824e-01 -7.80639648e-02 -1.66015625e-01 3.64990234e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.468559953459124';partition is '87';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 '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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-7.96508789e-02 6.60400391e-02 6.41479492e-02 -8.43811035e-03 -4.69055176e-02 3.06892395e-03 -2.68554688e-02 2.98309326e-02 -7.09228516e-02 1.57165527e-02 1.44424438e-02 2.65197754e-02 -2.46429443e-02 1.74713135e-02 -1.34429932e-02 -5.96046448e-08 3.46984863e-02 1.38168335e-02 5.17272949e-02 2.60314941e-02 6.19201660e-02 3.84521484e-02 -7.64083862e-03 1.04003906e-01 -6.46362305e-02 -1.81274414e-02 8.48999023e-02 -2.34794617e-03 -7.47680664e-02 1.12609863e-02 2.44903564e-02 -4.38842773e-02 -1.98059082e-02 1.17416382e-02 -7.86132812e-02 -8.27026367e-02 -1.41220093e-02 2.96936035e-02 1.51596069e-02 -6.03637695e-02 -3.57666016e-02 -2.63519287e-02 2.92663574e-02 2.46734619e-02 3.08752060e-04 -1.80206299e-02 2.13623047e-02 7.28225708e-03 2.38189697e-02 -8.85620117e-02 1.06628418e-01 5.78002930e-02 -8.78295898e-02 -5.47180176e-02 -7.19070435e-03 2.07061768e-02 -4.75463867e-02 -6.51245117e-02 7.28149414e-02 8.04138184e-03 4.39147949e-02 2.69317627e-03 -8.55102539e-02 -1.79290771e-02 1.59912109e-01 -1.25732422e-01 -6.59179688e-02 1.74255371e-02 4.71878052e-03 -3.02886963e-02 8.11157227e-02 2.67028809e-02 -1.92413330e-02 3.27758789e-02 4.55932617e-02 4.58679199e-02 1.22680664e-01 -7.69042969e-02 -1.45507812e-01 7.04956055e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.505832800538702';partition is '49';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'f91e4c7b-f96b-4868-ac41-e937d7b1f84b';bid_timestamp is '2025-01-26 23:16:06';device_id is '61eb5560-13d5-47d6-a60a-03310451ac21';biddate is '2025-01-26';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 51.0063318872165;target_cpi is 1.20418972222637;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '4.416667';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 1310420 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.6;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '1310418';hour is '2025-01-26 23:00:00+00:00';day_of_week is '6';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 364;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 364;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_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.newpubco.spades_Android_CPA(120)_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.newpubco.spades_Android_CPA(145)_abdoul_V4_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_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' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_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(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' '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' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.partyup.blockjam_Android_CPA(10_games_played)_abdoul_V5_Appgrowth_New_100k_12_14_2024' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' '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_V5_100k' 'com.newpubco.spades_Android_CPA(140)_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(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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(dc_15roundended_before_d8)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_500k' '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_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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_V5_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_100k']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[1.25169754e-04 1.25169754e-04 1.25169754e-04 0.00000000e+00 6.25848770e-05 1.25169754e-04 0.00000000e+00 2.50339508e-04 2.75230408e-03 4.05273438e-01 4.98046875e-02 7.48046875e-01 0.00000000e+00 0.00000000e+00 5.25665283e-03 2.59094238e-02 9.60083008e-02 0.00000000e+00 2.50339508e-04 6.13021851e-03 0.00000000e+00 8.88824463e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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-2.33459473e-02 6.40869141e-02 1.68914795e-02 -9.54589844e-02 1.86462402e-02 2.21099854e-02 -2.35900879e-02 -4.35791016e-02 2.08435059e-02 -7.18383789e-02 -8.09936523e-02 -4.88891602e-02 3.93981934e-02 -1.63364410e-03 -7.45849609e-02 -2.53601074e-02 -1.11389160e-02 3.79943848e-02 5.19409180e-02 -2.85720825e-03 -8.97216797e-03 3.24249268e-03 1.97219849e-03 -1.11236572e-02 -9.66186523e-02 7.62939453e-02 4.09545898e-02 -1.08215332e-01 -5.05065918e-02 -2.99644470e-03 1.19476318e-02 -5.03234863e-02 -5.90820312e-02 6.79321289e-02 3.16772461e-02 9.02099609e-02 3.71170044e-03 -4.79431152e-02 3.04412842e-03 1.65527344e-01 -8.10546875e-02 -4.06494141e-02 1.31912231e-02 -2.27050781e-02 -1.03454590e-02 4.14123535e-02 -2.68249512e-02 2.34069824e-02 -1.05361938e-02 4.72412109e-02 4.77905273e-02 1.31713867e-01 -8.12377930e-02 -1.19323730e-01 5.28259277e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.133634133159221';partition is '54';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'c9f34dc4-b3cf-4641-857a-ece40d641994';bid_timestamp is '2025-01-28 15:09:45';device_id is '007abf56-3522-403f-9415-2868c9580bc7';biddate is '2025-01-28';country is 'USA';app is 'com.tilemaster.puzzle.block.match';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'bidmachine';raw_price is 0.051271096376024;target_cpi is 1.2;campaign is '58196';creative_id is '229142';session_duration is 0 ;seller_name is 'Boke-Higgs';seller_id is '325';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '42.4';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 'fisherman_introplayer';user_coefficient is 0.14;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-28 15:00:00+00:00';day_of_week is '1';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 0;channel is 'USA/V/bidmachine/com.tilemaster.puzzle.block.match/False/325';time_since_click_in_hours is 0;segments is '['loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'and.lihuhu.findmatch_Android_CPA(COMPLETE_LEVEL_10)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V4_2000k' 'and.lihuhu.findmatch_Android_CPA(COMPLETE_LEVEL_10)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2000k' 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2.69927979e-02 1.17004395e-01 -3.64379883e-02 -2.99682617e-02 9.33227539e-02 -2.51617432e-02 -1.32812500e-01 1.13067627e-02 1.36947632e-02 -2.37579346e-02 -3.14941406e-02 2.50549316e-02 -6.53076172e-02 -7.83081055e-02 -4.41589355e-02 1.58996582e-02 1.89208984e-02 -5.59997559e-02 -4.90112305e-02 -1.53732300e-02 5.70678711e-02 5.13305664e-02 1.26953125e-02 -2.60162354e-02 6.57653809e-03 -4.35256958e-03 -2.15649605e-04 -9.59472656e-02 4.71801758e-02 6.84204102e-02 -1.09313965e-01 -5.62744141e-02 2.62145996e-02 -2.49786377e-02 -2.78472900e-02 -6.60400391e-02 6.44531250e-02 3.54003906e-02 3.91235352e-02 -2.10113525e-02 -4.35485840e-02 2.98767090e-02 1.46362305e-01 -1.07421875e-01 -4.09851074e-02 -2.93254852e-04 -2.29454041e-03 -1.98974609e-02 6.47583008e-02 -4.08020020e-02 1.64184570e-02 -2.57873535e-03 1.21078491e-02 6.22253418e-02 1.33300781e-01 -1.08886719e-01 -1.50878906e-01 6.35375977e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.490804791821696';partition is '43';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 '0042bc93-fe9c-49c8-8bbd-3323c40023c2';bid_timestamp is '2025-01-28 17:03:09';device_id is 'c570a8b2-1ec9-4127-b3d1-3f4715cd9eb8';biddate is '2025-01-28';country is 'USA';app is 'com.shadihonekeupay.appzap';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'chartboost-android-sdk';raw_price is 2.07224448474833;target_cpi is 1.2;campaign is '58196';creative_id is '228773';session_duration is 276 ;seller_name is 'Chartboost SSP';seller_id is '98';content_type is 'vie';bid_floor is 1.3356 ;min_floor is 1.3356 ;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 'completed_gp';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-28 17:00:00+00:00';day_of_week is '1';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 0;channel is 'USA/I/chartboost-android-sdk/com.shadihonekeupay.appzap/False/98';time_since_click_in_hours is 0;segments is '['HDIP_iOS_USA_Cellular_100_users_LITE' 'HDIP_iOS_USA_200_users_LITE']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.269749611516989';partition is '94';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
|
0
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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 '9d1aa109-e39a-49c4-b977-2e393f1bb8bc';bid_timestamp is '2024-12-30 16:23:29';device_id is '4fc1f2a4-deb6-458b-a37d-1059cd7756a1';biddate is '2024-12-30';country is 'USA';app is 'com.mobilityware.CrazyEights';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'bidmachine';raw_price is 6.8645;target_cpi is 2;campaign is '57737';creative_id is '229142';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vi';bid_floor is 6.8545 ;min_floor is ;bidmachine_placement_value is '8';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 6439587 ;learning is 0 ;creative_theme is 'fisherman_introplayer';user_coefficient is 0.72;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-30 16:00:00+00:00';day_of_week is '0';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 1788;channel is 'USA/V/bidmachine/com.mobilityware.CrazyEights/False/192';time_since_click_in_hours is 0;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_100k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPI_abdoul_blackapps_V4_500k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_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.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_500k' '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' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(purchase)_abdoul_V5_MMP_100k_11_10_2024' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_100k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'bloom_com.blackout.spades_USA_80' '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(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.partyup.blockjam_Android_CPA(10_games_played)_abdoul_V5_Appgrowth_New_100k_12_14_2024' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_end_befored8)_abdoul_V3_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPI(purchase)_abdoul_V5_MMP_100k_11_10_2024' '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.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(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_500k' '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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_500k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' '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.spades_Android_CPA(108)_abdoul_V3_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_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_35roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V5_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_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 4.6133995e-05 0.0000000e+00 0.0000000e+00 9.2387199e-06 0.0000000e+00 0.0000000e+00 2.3055077e-04 4.6110153e-04 2.5543213e-02 4.6577454e-03 5.4052734e-01 1.7518997e-03 0.0000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'acaead48-dc00-4b54-88c7-1a49f7ec3e65';bid_timestamp is '2025-01-02 8:10:26';device_id is 'virt:cea77626d1659ee51c7aed4d7d9b1ee9';biddate is '2025-01-02';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 7.2226185449298;target_cpi is 3.8;campaign is '57677';creative_id is '228965';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 '';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 27 ;time_since_impression is 34882 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 27;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-02 08:00:00+00:00';day_of_week is '3';os_version is 9;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 9;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 4;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. 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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. 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 '0.105156948894503';partition is '98';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'e9b2938c-b6d0-4ea6-8e55-731c4a597fad';bid_timestamp is '2025-01-31 15:30:44';device_id is 'eba523d1-65ef-47ea-9517-7fced5d1fc36';biddate is '2025-01-31';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 8.9736533164978;target_cpi is 0.1;campaign is '58235';creative_id is '228773';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 '';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 15 ;time_since_impression is 522185 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1;prior_theme_impressions_count is 15;prior_tag_clicks_count is 2 ;time_since_click is '13130292';hour is '2025-01-31 15:00:00+00:00';day_of_week is '4';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 145;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 3647;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_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(147)_abdoul_V4_500k_rnd_A' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_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' 'com.newpubco.spades_Android_competitors_BM_adrequests_470k_29_01_2025' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_500k' '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(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' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V6_500k' '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' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(level_3)_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.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' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_95' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']';fast_imp_12h is 1;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 4.1842461e-05 1.3947487e-05 5.5789948e-05 6.0439110e-05 1.1718750e-01 2.7191162e-02 4.2578125e-01 9.9945068e-04 1.3017654e-04 1.8310547e-03 2.4681091e-03 2.4681091e-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 4.6491623e-06 1.4314651e-03 1.4314651e-03 1.3900757e-02 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 4.1842461e-05 1.3947487e-05 5.5789948e-05 9.2983246e-06 1.1138916e-01 2.5299072e-02 3.9624023e-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 2.7894974e-05 4.2877197e-03 4.6491623e-04 1.5304565e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.6491623e-06 0.0000000e+00 0.0000000e+00 3.3473969e-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 1.3947487e-05 7.4386597e-05 0.0000000e+00 7.9035759e-05 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 1.3900757e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.3473969e-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 2.5299072e-02 3.9624023e-01 0.0000000e+00 4.1842461e-05 0.0000000e+00 4.1842461e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 6.9284439e-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 2.5299072e-02 3.9624023e-01 2.5299072e-02 3.9624023e-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 9.2983246e-06 0.0000000e+00 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6.64672852e-02 -2.20031738e-02 -3.75671387e-02 -5.21545410e-02 1.40953064e-03 -1.34429932e-02 -5.96046448e-08 1.69982910e-02 1.04370117e-02 9.06372070e-02 3.41796875e-02 6.54296875e-02 3.15856934e-02 3.73229980e-02 1.12976074e-01 -4.01306152e-02 -4.08325195e-02 3.21044922e-02 -2.65502930e-02 -1.37817383e-01 3.47290039e-02 7.24411011e-03 1.89018250e-03 -3.75976562e-02 1.49154663e-02 -2.87933350e-02 -8.66699219e-02 -4.95605469e-02 4.90722656e-02 1.00803375e-03 -6.44531250e-02 -1.21612549e-02 1.52664185e-02 3.57666016e-02 4.05578613e-02 -9.17053223e-03 -1.46942139e-02 -2.69622803e-02 -2.10266113e-02 -3.77655029e-03 -9.74121094e-02 1.23962402e-01 3.12805176e-04 -9.73510742e-02 -8.86230469e-02 2.88391113e-02 1.26419067e-02 -2.37426758e-02 -4.41284180e-02 1.01013184e-01 2.09655762e-02 5.18188477e-02 -1.22985840e-02 -7.86132812e-02 -8.30078125e-03 1.53198242e-01 -1.01379395e-01 -3.37829590e-02 -1.67236328e-02 -1.54113770e-03 -1.09634399e-02 2.11791992e-02 -1.88751221e-02 9.39941406e-03 4.92477417e-03 -4.87899780e-03 5.19104004e-02 1.55639648e-01 -1.09375000e-01 -9.02099609e-02 4.98352051e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.739887339917907';partition is '64';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '74651e03-11d9-4dfe-8733-d1f352a0953d';bid_timestamp is '2025-01-30 18:25:43';device_id is 'c815d2b5-c1d5-487d-9826-78582abd7873';biddate is '2025-01-30';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 64.6498513295159;target_cpi is 3.02128965956051;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '';placement_historical_value is '44.791097';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 2 ;time_since_impression is 97306 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.27;prior_theme_impressions_count is 2;prior_tag_clicks_count is 2 ;time_since_click is '97301';hour is '2025-01-30 18:00:00+00:00';day_of_week is '3';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 27;channel is 'USA/I/bidmachine/com.blackout.gin/False/247';time_since_click_in_hours is 27;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(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' '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' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'bloom_com.fiogonia.spades_USA_7d' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.vitastudio.mahjong_Android_CPI_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' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' '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_40roundended_before_d8)_abdoul_V4_100k' '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.pixel.art.coloring.color.number_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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'bloom_com.fiogonia.spades_USA_1d' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_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.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_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(install)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_100k_21_12_2024' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_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(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_2000k' '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' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_01_08_2025' '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.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_50k_01_25_2025' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_100k_01_25_2025' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' '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' '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 '[4.2438507e-05 4.2438507e-05 4.2438507e-05 0.0000000e+00 4.2438507e-05 4.2438507e-05 0.0000000e+00 4.2438507e-05 6.7901611e-04 3.2177734e-01 1.2451172e-01 7.1875000e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.5463104e-04 2.5463104e-04 0.0000000e+00 4.2438507e-05 0.0000000e+00 0.0000000e+00 3.3950806e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.2438507e-05 1.7651367e-01 5.8563232e-02 2.5854492e-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 1.2731552e-04 1.3999939e-03 0.0000000e+00 1.9607544e-02 4.2438507e-05 4.2438507e-05 4.2438507e-05 0.0000000e+00 4.2438507e-05 2.5463104e-04 1.3476562e-01 6.5979004e-02 3.9086914e-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 1.6975403e-04 8.9111328e-03 0.0000000e+00 2.5161743e-02 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 8.4877014e-05 1.2731552e-04 0.0000000e+00 2.4475098e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.2438507e-05 0.0000000e+00 0.0000000e+00 3.3950806e-04 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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-5.80444336e-02 -9.15527344e-02 6.78710938e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.816468648845043';partition is '50';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'bce1d9bd-b760-494a-abee-6730d5135cd7';bid_timestamp is '2025-01-03 0:12:31';device_id is '40d05bbb-3c17-452e-aaf7-7c98a2a2a0d4';biddate is '2025-01-03';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 2.59243838653236;target_cpi is 3.8;campaign is '57677';creative_id is '228965';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'vie';bid_floor is 0.134156 ;min_floor is ;bidmachine_placement_value is '23.85';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 73 ;time_since_impression is 4060 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 0.4;prior_theme_impressions_count is 73;prior_tag_clicks_count is 10 ;time_since_click is '4058';hour is '2025-01-03 00:00:00+00:00';day_of_week is '4';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 1;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 1;segments is '['bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'bloom_com.fiogonia.spades_USA_7d' 'bloom_com.blackout.spades_USA_80' 'bloom_com.fiogonia.spades_USA_1d' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'bloom_com.blackout.spades_USA_1d' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'bloom_com.blackout.spades_USA_95' 'bloom_com.fiogonia.spades_USA_80']';fast_imp_12h is 4;fast_click_2h is 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'16';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '9a03a272-55f3-43be-96d8-5d0fbb3ecd3d';bid_timestamp is '2025-01-23 14:28:42';device_id is 'ca68703a-1b3a-4950-a085-cedc09090e75';biddate is '2025-01-23';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 2.99999999999999;target_cpi is 3.71999999999999;campaign is '58062';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 '1.696';placement_historical_value is '6.38968';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 12 ;time_since_impression is 141542 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 12;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-23 14:00:00+00:00';day_of_week is '3';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 39;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;segments is '['com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' '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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95']';fast_imp_12h is 1;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 9.7155571e-06 7.7486038e-06 1.5497208e-05 2.9087067e-05 1.6015625e-01 4.3029785e-02 4.4506836e-01 2.1708012e-04 5.4299831e-05 6.4563751e-04 0.0000000e+00 1.5497208e-05 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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-3.18603516e-02 1.81427002e-02 -5.62438965e-02 -1.36596680e-01 2.39410400e-02 -5.41687012e-02 7.58361816e-03 -1.13677979e-02 8.01086426e-03 1.09024048e-02 -3.89404297e-02 -1.26800537e-02 4.85839844e-02 -6.59790039e-02 1.33132935e-02 1.13372803e-02 6.26220703e-02 -1.01501465e-01 -3.44238281e-02 -5.02624512e-02 -3.00445557e-02 -2.30712891e-02 6.37207031e-02 2.45056152e-02 -1.52969360e-02 -1.30004883e-02 -7.71484375e-02 -1.49169922e-01 6.25610352e-02 5.20019531e-02 -5.01098633e-02 -3.11584473e-02 6.31713867e-02 4.58984375e-02 4.96520996e-02 7.93457031e-02 -2.04010010e-02 -3.26538086e-02 4.64172363e-02 4.43115234e-02 3.63464355e-02 -4.80270386e-03 -3.38745117e-02 -6.43920898e-03 -6.41479492e-02 3.10516357e-02 1.18713379e-02 5.06591797e-03 2.09503174e-02 -5.95092773e-03 -1.02355957e-01 -1.91192627e-02 1.27792358e-02 -9.24072266e-02 2.98767090e-02 -7.59887695e-02 2.72827148e-02 -2.54821777e-03 -0.00000000e+00 -1.14074707e-01 2.46047974e-03 -7.74383545e-03 4.04968262e-02 2.34527588e-02 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-3.01971436e-02 -4.74548340e-02 -5.41381836e-02 -1.85394287e-02 -5.78308105e-02 2.15759277e-02 7.24487305e-02 -2.33154297e-02 -1.76696777e-02 -1.62658691e-02 -6.85501099e-03 -4.48608398e-02 8.74023438e-02 7.20214844e-02 -2.88200378e-03 -5.67016602e-02 2.65045166e-02 -3.29895020e-02 6.39038086e-02 -6.38427734e-02 3.98254395e-02 8.03375244e-03 -2.88238525e-02 -5.99670410e-02 1.34201050e-02 -4.46166992e-02 -5.96046448e-08 2.55584717e-02 7.22885132e-03 9.89379883e-02 4.83398438e-02 9.82666016e-02 5.53512573e-03 1.97906494e-02 9.19189453e-02 -4.23583984e-02 -2.55279541e-02 7.19604492e-02 -6.18896484e-02 -1.36596680e-01 4.55856323e-03 1.55487061e-02 2.89344788e-03 -2.70996094e-02 1.66473389e-02 -3.68652344e-02 -9.40551758e-02 -3.75061035e-02 3.94897461e-02 -2.28271484e-02 -4.75158691e-02 -2.01721191e-02 -3.37219238e-03 2.03857422e-02 2.89306641e-02 3.88488770e-02 6.43539429e-03 1.29985809e-03 -1.65581703e-04 4.32739258e-02 -1.10473633e-01 1.32568359e-01 5.55419922e-02 -1.05407715e-01 -5.75866699e-02 4.01020050e-04 1.57623291e-02 -3.34472656e-02 -4.85839844e-02 7.46459961e-02 3.89671326e-03 6.37817383e-02 -2.52532959e-02 -9.77172852e-02 -1.78070068e-02 1.45263672e-01 -1.25488281e-01 -3.56445312e-02 -2.11029053e-02 -8.96453857e-03 -7.53021240e-03 6.54907227e-02 -4.39071655e-03 -7.85827637e-03 -1.35574341e-02 1.77307129e-02 3.27453613e-02 1.49658203e-01 -9.79614258e-02 -1.30371094e-01 8.76464844e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.20559307926073';partition is '95';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '851cb44b-31f4-42ef-a6fd-6b581ea35074';bid_timestamp is '2024-12-22 22:07:08';device_id is '9762905c-a324-40cf-b36d-b6cddf476602';biddate is '2024-12-22';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 5.29145384775425;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 '80.847457';placement_historical_value is '4.783812';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 70259 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.69;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '70257';hour is '2024-12-22 22:00:00+00:00';day_of_week is '6';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 19;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 20;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.aaaudi.biblecode_retargeting_Android_CPI_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_CPI_abdoul_V6_100k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' '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(140)_abdoul_mmp_V5_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(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_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(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_100min)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_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_40roundended_before_d8)_abdoul_mmp_light_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(140)_abdoul_mmp_V5_100k' '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(145)_abdoul_mmp_light_V6_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_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(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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_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(108)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ipu_168h_50)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' '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.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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' '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_retargeting_Android_CPA(147)_abdoul_V6_2000k' '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.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' '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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' '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 '[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.91109085e-04 2.49633789e-01 4.88281250e-03 5.41503906e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.58977509e-03 0.00000000e+00 2.24113464e-05 0.00000000e+00 0.00000000e+00 2.23994255e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.47630882e-05 1.05102539e-01 0.00000000e+00 1.90673828e-01 0.00000000e+00 0.00000000e+00 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-1.15432739e-02 -6.28051758e-02 4.71878052e-03 5.90515137e-02 -3.84216309e-02 -6.86645508e-02 -1.61895752e-02 -2.52532959e-02 -4.04052734e-02 9.52148438e-02 5.53588867e-02 -8.83483887e-03 -1.77612305e-02 2.61840820e-02 -5.04150391e-02 5.89599609e-02 -4.77294922e-02 4.39453125e-02 -4.13513184e-03 2.24304199e-03 -4.69665527e-02 2.44750977e-02 -1.13143921e-02 -5.96046448e-08 1.34887695e-02 3.40270996e-02 8.35571289e-02 3.92150879e-02 6.90307617e-02 2.97393799e-02 8.24737549e-03 8.83178711e-02 -3.83300781e-02 -1.35650635e-02 6.00585938e-02 -2.48413086e-02 -1.09130859e-01 1.12991333e-02 -1.39694214e-02 -3.87573242e-02 -3.97033691e-02 -1.73492432e-02 -4.99572754e-02 -9.66796875e-02 -5.20324707e-02 3.54309082e-02 -1.92642212e-04 -5.56640625e-02 -3.17955017e-03 -2.02331543e-02 5.62438965e-02 6.06079102e-02 -7.35473633e-03 -3.52783203e-02 -1.04904175e-02 1.20697021e-02 -1.03378296e-02 -1.10778809e-01 9.40551758e-02 6.40258789e-02 -1.39038086e-01 -6.48193359e-02 -8.19396973e-03 -1.45149231e-03 -3.72619629e-02 -5.85937500e-02 9.14916992e-02 -1.80816650e-02 8.97827148e-02 -2.92062759e-04 -8.50830078e-02 2.65045166e-02 1.66748047e-01 -9.23461914e-02 -2.83050537e-02 1.77764893e-02 1.64947510e-02 2.68173218e-03 3.91235352e-02 -2.39868164e-02 2.09350586e-02 -1.76239014e-02 9.21630859e-03 3.61938477e-02 1.34277344e-01 -1.25366211e-01 -1.39038086e-01 4.61425781e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.983533572373543';partition is '43';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '4a1611fc-043b-4675-9250-ecac1bf7b0c4';bid_timestamp is '2024-12-20 21:12:07';device_id is '15c8ddc1-ffe9-4a2d-9a3b-0299909d5507';biddate is '2024-12-20';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 'c6a6b770e6f9a39ac041d92d33282787';display_manager is 'bidmachine';raw_price is 3.17775006406009;target_cpi is 2;campaign is '57621';creative_id is '219049';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 '';placement_historical_value is '4.44747';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 8 ;time_since_impression is 386537 ;learning is 0 ;creative_theme is 'new3d';user_coefficient is 0.24;prior_theme_impressions_count is 8;prior_tag_clicks_count is 3 ;time_since_click is '3925623';hour is '2024-12-20 21:00:00+00:00';day_of_week is '4';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 107;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1090;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(140)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' '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(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(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_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' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' '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(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.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_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.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.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_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_CPI_abdoul_V6_500k' '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' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']';fast_imp_12h is 3;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.00000000e+00 1.97887421e-05 0.00000000e+00 0.00000000e+00 1.78813934e-06 3.29613686e-05 2.63452530e-05 7.24792480e-05 4.61339951e-05 2.55615234e-01 6.65283203e-02 4.95849609e-01 2.43902206e-04 0.00000000e+00 3.88860703e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.61611557e-06 0.00000000e+00 0.00000000e+00 5.93066216e-05 0.00000000e+00 1.78813934e-06 3.29613686e-05 2.63452530e-05 7.24792480e-05 1.31726265e-05 2.04101562e-01 4.93469238e-02 3.13476562e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.61611557e-06 5.27501106e-05 5.27501106e-05 5.27501106e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.97887421e-05 5.14221191e-02 1.71508789e-02 1.82373047e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.88860703e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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1.88636780e-03 5.57556152e-02 2.32849121e-02 -2.48718262e-02 2.69889832e-03 -4.37622070e-02 -1.07299805e-01 -1.36337280e-02 -7.06787109e-02 -2.00271606e-03 6.40258789e-02 -6.67572021e-03 -3.27148438e-02 -2.75878906e-02 -3.91006470e-03 -2.38800049e-02 7.40356445e-02 6.32934570e-02 1.76391602e-02 -1.25961304e-02 4.00695801e-02 -4.80651855e-02 1.21002197e-02 -9.25292969e-02 7.70263672e-02 -2.94647217e-02 -2.95104980e-02 -5.94787598e-02 4.08935547e-03 -2.36663818e-02 -5.96046448e-08 1.53350830e-02 3.40576172e-02 9.74731445e-02 3.76281738e-02 7.92236328e-02 2.99072266e-02 1.30920410e-02 1.21948242e-01 -4.70275879e-02 -2.18200684e-02 4.40063477e-02 -2.80151367e-02 -1.48071289e-01 2.85034180e-02 2.03514099e-03 -4.24385071e-04 -4.25109863e-02 -3.07312012e-02 -2.68249512e-02 -8.18481445e-02 -3.75061035e-02 4.60205078e-02 -7.26699829e-03 -8.03222656e-02 -1.22604370e-02 -5.58090210e-03 5.85632324e-02 7.55615234e-02 -7.79342651e-03 -3.52172852e-02 -4.57153320e-02 9.37652588e-03 -2.48870850e-02 -1.08398438e-01 1.00646973e-01 2.17895508e-02 -7.65991211e-02 -8.99658203e-02 -1.00479126e-02 -1.39999390e-03 -6.59179688e-02 -4.88586426e-02 7.12280273e-02 6.14547729e-03 6.63452148e-02 -1.61895752e-02 -7.76367188e-02 -5.27501106e-05 1.66870117e-01 -1.25976562e-01 -3.51562500e-02 1.15680695e-03 -6.14166260e-03 1.39312744e-02 3.53698730e-02 -2.60734558e-03 -4.02450562e-04 -1.76086426e-02 -7.46917725e-03 5.85021973e-02 1.54541016e-01 -1.07849121e-01 -9.63134766e-02 4.30908203e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.630131290739334';partition is '13';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '85074883-bc79-4f06-9ef6-9705631c0111';bid_timestamp is '2025-01-01 23:59:56';device_id is '5b600037-58d9-425f-98c0-f2e9dd7f888d';biddate is '2025-01-01';country is 'USA';app is 'spades.classic.card.free.online.offline.multiplayer';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 2.73453538909785;target_cpi is 0.942716205339596;campaign is '57724';creative_id is '229286';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;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 9 ;time_since_impression is 187697 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.05;prior_theme_impressions_count is 9;prior_tag_clicks_count is 7 ;time_since_click is '187682';hour is '2025-01-01 23:00:00+00:00';day_of_week is '2';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 52;channel is 'USA/I/bidmachine/spades.classic.card.free.online.offline.multiplayer/False/482';time_since_click_in_hours is 52;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_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_mmp_V5_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' '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.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_spades.classic.card.free.online.offline.multiplayer_USA_95' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V4_100k' '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(108)_abdoul_mmp_V5_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' '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(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' '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' '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.mobilityware.spider_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_all_V4_500k' 'com.screen.hipsters.re_Android_CPI_abdoul_V4_500k' '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_CPI_abdoul_mmp_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V3_500k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[6.71148300e-05 1.84535980e-04 1.34110451e-05 1.25765800e-05 1.31726265e-05 8.38637352e-05 6.71148300e-05 2.34842300e-04 2.01344490e-04 2.41577148e-01 5.28869629e-02 5.78613281e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.25765800e-05 1.17421150e-05 6.71148300e-05 5.03063202e-05 1.67727470e-04 1.67489052e-05 4.06188965e-02 7.54928589e-03 9.32617188e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.67489052e-05 0.00000000e+00 0.00000000e+00 2.18033791e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.67489052e-05 1.67489052e-05 1.67489052e-05 1.67489052e-05 1.67489052e-05 3.35574150e-05 1.00672245e-04 6.86035156e-02 6.40869141e-03 1.54418945e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.50634766e-02 2.46429443e-02 1.40991211e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.03063202e-05 6.74438477e-02 1.42898560e-02 1.89941406e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.17421150e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.36511230e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.33676147e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.18033791e-04 7.54928589e-03 9.32617188e-02 7.54928589e-03 9.32617188e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.54928589e-03 9.32617188e-02 0.00000000e+00 0.00000000e+00 1.67489052e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.66034698e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.39343262e-03 1.48315430e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.36511230e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.18033791e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.67489052e-05 2.98690796e-03 1.67489052e-05 1.67489052e-05 0.00000000e+00 0.00000000e+00 1.17421150e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.32617188e-02 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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 .
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OK ,I got an adtech request with following features: uuid is '88fe7e97-b817-44fe-9b3e-7345ce9db04a';bid_timestamp is '2025-02-03 10:20:01';device_id is '045c4d94-259d-4b8f-a6c2-72a66f4db462';biddate is '2025-02-03';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 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'bidmachine';raw_price is 5.81485322266473;target_cpi is 1.5937818332494;campaign is '58242';creative_id is '229452';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 've';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '';placement_historical_value is '7.478612';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 16 ;time_since_impression is 609564 ;learning is 0 ;creative_theme is 'general';user_coefficient is 0.87;prior_theme_impressions_count is 16;prior_tag_clicks_count is 3 ;time_since_click is '4636652';hour is '2025-02-03 10:00:00+00:00';day_of_week is '0';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 169;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1288;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'loppipoppi.yatzy_apps_embeddings_similarity' '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(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_competitors_BM_adrequests_470k_29_01_2025' '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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_apps_embeddings_similarity' 'bloom_com.blackout.spades_USA_80' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_100k' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_AG_100k_21_12_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(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_500k_08_20_2024' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';fast_imp_12h is 2;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.00000000e+00 2.28285789e-05 0.00000000e+00 0.00000000e+00 1.43051147e-06 1.51991844e-05 1.51991844e-05 1.21772289e-04 5.24997711e-04 2.02514648e-01 3.39050293e-02 6.47460938e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.24572754e-01 1.39526367e-01 0.00000000e+00 3.04579735e-05 1.24835968e-03 1.21772289e-04 3.89671326e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.52230263e-04 1.76525116e-03 1.62792206e-03 1.16821289e-01 3.04579735e-05 3.04579735e-05 3.04579735e-05 1.51991844e-05 0.00000000e+00 0.00000000e+00 5.63144684e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.62939453e-06 3.04579735e-05 1.55029297e-01 1.66320801e-02 3.85742188e-01 0.00000000e+00 1.54972076e-06 1.51991844e-05 1.51991844e-05 1.14142895e-04 7.61151314e-05 2.51464844e-02 6.89315796e-03 1.09741211e-01 3.80277634e-05 1.14154816e-03 3.65257263e-04 1.14154816e-03 4.56571579e-05 4.92477417e-03 1.13391876e-03 1.05438232e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.82628632e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.36849213e-05 1.39999390e-02 7.02285767e-03 2.11791992e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.28285789e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.28285789e-05 2.28285789e-05 2.28285789e-05 6.84857368e-05 7.62939453e-06 0.00000000e+00 0.00000000e+00 5.17368317e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.04579735e-05 2.28285789e-04 7.62939453e-06 5.70774078e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.28285789e-05 9.28401947e-04 0.00000000e+00 2.04658508e-03 7.62939453e-06 1.84917450e-03 1.06513500e-04 3.33976746e-03 1.58996582e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.88960266e-04 5.17368317e-04 0.00000000e+00 5.06591797e-02 5.99365234e-02 0.00000000e+00 6.35375977e-02 0.00000000e+00 3.76892090e-02 0.00000000e+00 1.27029419e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.80868530e-03 1.21154785e-01 0.00000000e+00 2.28285789e-05 0.00000000e+00 2.28285789e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.28285789e-05 0.00000000e+00 0.00000000e+00 3.95774841e-04 3.95774841e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.30514526e-03 6.89315796e-03 9.39941406e-02 6.89315796e-03 9.39941406e-02 0.00000000e+00 0.00000000e+00 2.73942947e-04 3.04460526e-04 0.00000000e+00 7.15255737e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.20772552e-04 7.26928711e-02 0.00000000e+00 1.14917755e-03 6.61849976e-04 0.00000000e+00 3.76586914e-02 0.00000000e+00 7.62939453e-06 0.00000000e+00 0.00000000e+00 6.08563423e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.12089920e-04 7.62939453e-06 7.61151314e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.28285789e-05 0.00000000e+00 7.45773315e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.57165527e-02 3.21533203e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.77108765e-03 0.00000000e+00 0.00000000e+00 7.62939453e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.71830368e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.61849976e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.90515137e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.32865524e-05 0.00000000e+00 5.93566895e-03 1.82628632e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.06591797e-02 5.17368317e-04 3.50646973e-02 0.00000000e+00 0.00000000e+00 1.21772289e-04 1.74999237e-03 1.59072876e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.71830368e-04 3.30924988e-03 1.60217285e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.04579735e-05 1.42288208e-03 0.00000000e+00 3.04579735e-05 5.32865524e-05 0.00000000e+00 7.38143921e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.28285789e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.65257263e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.74999237e-03 2.73942947e-04 1.90124512e-02 0.00000000e+00 1.17874146e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.06513500e-04 0.00000000e+00 8.67366791e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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'90';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '38575050-d3e8-479b-a129-3cd2bd956cb2';bid_timestamp is '2025-02-05 3:24:57';device_id is 'ee5f2a58-9f2f-4977-ade9-4db3d45d111f';biddate is '2025-02-05';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 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'fyber';raw_price is 40.4065224799497;target_cpi is 2;campaign is '58189';creative_id is '229452';session_duration is 165 ;seller_name is 'DT Exchange SSP (Fyber)';seller_id is '119';content_type is 'vi';bid_floor is 39.7076 ;min_floor is 39.7076 ;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 4.64;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-05 03:00:00+00:00';day_of_week is '2';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 0;channel is 'USA/I/fyber/com.blackout.spades/False/119';time_since_click_in_hours is 0;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(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.partyup.blockjam_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_IMP_MID_PRICE_AG_32k_01_31_2025' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' '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_competitors_BM_adrequests_470k_29_01_2025' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_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' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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(147)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.vitastudio.mahjong_Android_CPI_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.partyup.blockjam_Android_CPA(ag_retention_d1)_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.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' '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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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(108)_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' '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_CPI(install)_abdoul_V7_UNKNOWN_PRICE_AG_100k_01_25_2025' '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.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_100k_01_25_2025' '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. 0. 0. 0. 0. 0. 0. 0. 0.00254059 0.31420898 0.08007812 0.36645508 0. 0. 0. 0.07836914 0.07836914 0. 0.00127029 0.16137695 0.00338936 0.1685791 0. 0.00084734 0.00084734 0. 0.00042367 0.00508118 0.00508118 0.00508118 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00042367 0.26611328 0.07159424 0.31811523 0. 0. 0. 0. 0.00042367 0.00593185 0. 0.00593185 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00084734 0.03515625 0.00338936 0.03515625 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00042367 0.00211716 0. 0.00211716 0. 0. 0. 0. 0. 0. 0. 0. 0.00042367 0.1529541 0. 0.16015625 0. 0. 0. 0. 0. 0. 0.00508118 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.07159424 0.31811523 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.07159424 0.31811523 0.07159424 0.31811523 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00211716 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.01101685 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.03007507 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00677872 0.17871094 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00593185 0. 0.00593185 0. 0. 0. 0. 0. 0. 0.0241394 0. 0. 0. 0. 0. 0. 0.0241394 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00508118 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00338936 0.01101685 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.07159424 0.07159424 0.31811523 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00593185 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.01101685 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00211716 0. 0. 0.00211716 0. 0. 0. 0. 0. 0. 0. 0. 0. ]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[ 3.49121094e-02 -4.78820801e-02 1.12228394e-02 3.00788879e-03 -4.53186035e-02 -4.55627441e-02 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0.]';rnd is '0.963221809552437';partition is '78';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '3920979b-a653-4be2-ad9a-fcbb2be870a3';bid_timestamp is '2025-01-18 21:35:41';device_id is '5174e1cf-4c8f-4d44-b3b0-d9722b43fa5b';biddate is '2025-01-18';country is 'USA';app is 'com.playvalve.dominoes';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 51.4894282253634;target_cpi is 6.85324033593601;campaign is '57882';creative_id is '229286';session_duration is 0 ;seller_name is 'Playvalve';seller_id is '273';content_type is 'i';bid_floor is 6.0526 ;min_floor is 6.0526 ;bidmachine_placement_value is '32.615385';placement_historical_value is '51.548322';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 8 ;time_since_impression is 1449127 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 3.55;prior_theme_impressions_count is 8;prior_tag_clicks_count is 4 ;time_since_click is '1449111';hour is '2025-01-18 21:00:00+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 402;channel is 'USA/I/bidmachine/com.playvalve.dominoes/False/273';time_since_click_in_hours is 403;segments is '['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' 'de.empfohlen_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_180min)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_100k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_500k' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(af_ad_view)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' 'bloom_com.fiogonia.spades_USA_7d' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_500k' 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-2.42614746e-02 1.26464844e-01 -8.61206055e-02 7.57446289e-02 2.87322998e-02 2.90527344e-02 -3.66210938e-02 -4.79125977e-02 1.33056641e-02 -1.44729614e-02 5.94177246e-02 -3.36074829e-03 -8.09326172e-02 2.47039795e-02 -7.47299194e-03 1.23596191e-03 4.28466797e-02 6.48803711e-02 -3.63769531e-02 6.70166016e-02 6.09130859e-02 -8.05053711e-02 4.00161743e-03 -1.49993896e-02 3.27148438e-02 -4.14609909e-04 -1.00219727e-01 -1.48086548e-02 7.12394714e-04 3.72924805e-02 2.19573975e-02 1.62200928e-02 -4.52880859e-02 -3.36303711e-02 -2.55889893e-02 -4.35485840e-02 -5.94787598e-02 -3.75366211e-02 -5.30624390e-03 -2.34069824e-02 5.78308105e-02 4.73937988e-02 -6.04248047e-02 3.50036621e-02 1.72271729e-02 -2.25257874e-03 4.11987305e-02 -9.30786133e-03 -4.86450195e-02 -1.08108521e-02 -9.50317383e-02 -4.25720215e-02 -2.12249756e-02 -5.71594238e-02 2.21405029e-02 5.51147461e-02 6.64520264e-03 -5.71899414e-02 2.10876465e-02 -4.37622070e-02 -7.39135742e-02 9.87548828e-02 4.45861816e-02 -4.26483154e-03 -2.99835205e-02 4.60433960e-03 -6.67724609e-02 9.24072266e-02 -4.30603027e-02 3.68957520e-02 2.72369385e-02 3.10668945e-02 -4.66003418e-02 3.91235352e-02 2.20184326e-02 -5.96046448e-08 4.65393066e-02 4.91333008e-02 5.78613281e-02 4.71496582e-02 8.73413086e-02 1.13754272e-02 1.56307220e-03 1.09985352e-01 -2.34069824e-02 -3.72314453e-02 7.39746094e-02 -1.26876831e-02 -1.01379395e-01 -6.82830811e-03 4.12902832e-02 -1.07269287e-02 -2.58026123e-02 -3.80859375e-02 -6.84204102e-02 -8.42285156e-02 -3.97644043e-02 5.12390137e-02 -1.52511597e-02 -6.39038086e-02 -3.99780273e-02 -5.77163696e-03 4.13818359e-02 5.27038574e-02 -1.69525146e-02 -3.88183594e-02 4.47463989e-03 3.91845703e-02 -1.72882080e-02 -9.91821289e-02 9.97924805e-02 6.59790039e-02 -1.30493164e-01 -6.94580078e-02 -2.47497559e-02 3.27758789e-02 -1.30310059e-02 -2.55584717e-02 9.25903320e-02 -5.17845154e-04 6.74438477e-02 2.27355957e-02 -3.77502441e-02 -1.71203613e-02 1.47949219e-01 -7.03125000e-02 -7.64770508e-02 -9.70458984e-03 -5.05447388e-03 9.91821289e-03 7.25097656e-02 2.11029053e-02 4.98962402e-03 -3.56445312e-02 4.33654785e-02 5.20019531e-02 1.51611328e-01 -2.71148682e-02 -1.38183594e-01 8.11157227e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.00299375217704611';partition is '94';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'fba1ce92-3839-4174-8e91-addce67f3297';bid_timestamp is '2025-01-15 14:23:32';device_id is '0b628509-57a7-4e42-a916-6a43221faa10';biddate is '2025-01-15';country is 'USA';app is 'com.mobilityware.PyramidFree';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 2.004231;target_cpi is 3.63974989859674;campaign is '57948';creative_id is '228773';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vie';bid_floor is 1.994231 ;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 31 ;time_since_impression is 142599 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.46;prior_theme_impressions_count is 31;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-15 14:00:00+00:00';day_of_week is '2';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 39;channel is 'USA/I/bidmachine/com.mobilityware.PyramidFree/False/192';time_since_click_in_hours is 0;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(120)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_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.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V5_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_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.newpubco.spidersolitaire_Android_CPA(dc_40GameCompleted_BeforeD8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'bloom_com.fiogonia.yatzy_USA_7d' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_40GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_100k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.vitastudio.mahjong_apps_embeddings_similarity' '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.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'beetles.puzzle.solitaire_apps_embeddings_similarity' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'easy.sudoku.puzzle.solver.free_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';fast_imp_12h is 2;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[8.46385956e-06 8.46385956e-06 1.66893005e-06 0.00000000e+00 1.43051147e-06 4.22000885e-05 8.46385956e-06 5.06043434e-05 2.27808952e-04 2.44506836e-01 5.35583496e-02 7.60253906e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.44293213e-02 1.09313965e-01 0.00000000e+00 1.68681145e-05 0.00000000e+00 0.00000000e+00 6.16073608e-04 0.00000000e+00 0.00000000e+00 1.68681145e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.08616257e-06 3.37362289e-05 0.00000000e+00 3.37362289e-05 3.37362289e-05 3.39660645e-02 1.04675293e-02 8.64257812e-02 0.00000000e+00 0.00000000e+00 8.46385956e-06 8.46385956e-06 8.46385956e-06 1.43408775e-04 1.92993164e-01 4.07409668e-02 5.26855469e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.46385956e-06 3.37362289e-05 1.75170898e-02 2.33840942e-03 1.46118164e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.68681145e-05 0.00000000e+00 0.00000000e+00 6.66618347e-04 0.00000000e+00 0.00000000e+00 5.98907471e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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3.47328186e-03 -1.01623535e-02 9.81140137e-03 -1.14318848e-01 1.08825684e-01 3.42102051e-02 -1.18408203e-01 -6.24084473e-02 2.29797363e-02 -4.03976440e-03 -1.13067627e-02 -1.17416382e-02 9.86328125e-02 -1.56707764e-02 5.67016602e-02 2.32696533e-02 -8.27636719e-02 -3.01055908e-02 1.64062500e-01 -1.60766602e-01 -2.79998779e-02 -1.51672363e-02 -3.92198563e-04 -2.12097168e-02 6.23168945e-02 3.70144844e-05 9.20104980e-03 9.60230827e-05 2.71148682e-02 3.16162109e-02 1.46118164e-01 -6.46972656e-02 -1.05957031e-01 8.00170898e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.0621927804599816';partition is '8';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '29d995fe-f409-4da9-9ce1-3cb31d6b83d5';bid_timestamp is '2024-12-16 5:56:30';device_id is 'd14d3651-b5ea-4cd8-8767-902e561cf30a';biddate is '2024-12-16';country is 'USA';app is 'com.gma.water.sort.puzzle';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 25.6452434760407;target_cpi is 4;campaign is '57526';creative_id is '228773';session_duration is 0 ;seller_name is 'IEC Games MAX';seller_id is '185';content_type is 'vie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '';placement_historical_value is '16.657143';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 17393 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.26;prior_theme_impressions_count is 3;prior_tag_clicks_count is 2 ;time_since_click is '187064';hour is '2024-12-16 05:00:00+00:00';day_of_week is '0';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 4;channel is 'USA/I/bidmachine/com.gma.water.sort.puzzle/True/185';time_since_click_in_hours is 52;segments is '['com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_1d' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024']';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 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0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[ 1.36337280e-02 7.02667236e-03 -7.48291016e-02 -4.39453125e-02 -1.06994629e-01 -2.15759277e-02 4.41284180e-02 3.79028320e-02 2.33764648e-02 -1.24645233e-03 -4.25415039e-02 -5.41381836e-02 -8.43811035e-03 -1.37176514e-02 8.47778320e-02 -3.96347046e-03 -1.59168243e-03 -3.64990234e-02 -3.05747986e-03 1.57775879e-02 9.16137695e-02 -1.35955811e-02 3.43933105e-02 -3.99351120e-04 2.63671875e-02 -1.59301758e-02 -7.64770508e-02 -1.18923187e-03 1.00173950e-02 -1.77307129e-02 -1.66778564e-02 7.78198242e-02 3.61938477e-02 3.72314453e-02 6.45446777e-03 -9.69238281e-02 -8.56323242e-02 -6.94580078e-02 1.81121826e-02 -4.72717285e-02 -1.25656128e-02 -1.11618042e-02 -1.73797607e-02 3.60107422e-02 -1.62811279e-02 -1.74560547e-02 -9.36279297e-02 9.13696289e-02 4.90951538e-03 5.81970215e-02 3.69873047e-02 5.06591797e-02 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-2.60772705e-02 4.44641113e-02 1.77001953e-02 2.91824341e-03 2.59552002e-02 3.45458984e-02 2.45361328e-02 -7.36083984e-02 2.97851562e-02 -1.96380615e-02 1.10046387e-01 -3.89709473e-02 -1.85546875e-01 4.32128906e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.201038360689826';partition is '86';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '08569ac4-b26f-4c08-ba66-44749c4f0989';bid_timestamp is '2025-01-31 8:01:54';device_id is 'f31d0260-8e96-47c9-b2ec-79d082457f49';biddate is '2025-01-31';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-eu';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'fyber';raw_price is 13;target_cpi is 3.71999999999999;campaign is '58050';creative_id is '229286';session_duration is 2000 ;seller_name is 'Mars Media SSP';seller_id is '211';content_type is 'ie';bid_floor is 9.68016 ;min_floor is 9.68016 ;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 38 ;time_since_impression is 86528 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 38;prior_tag_clicks_count is 1 ;time_since_click is '2301763';hour is '2025-01-31 08:00:00+00:00';day_of_week is '4';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 24;channel is 'USA/I/fyber/com.blackout.spades/False/211';time_since_click_in_hours is 639;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' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_500k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' 'bloom_com.tripledot.solitaire_USA_95' '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_competitors_BM_adrequests_470k_29_01_2025' '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.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_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.blackout.spades_USA_80' '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(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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_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(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' '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(dc_15roundended_before_d8)_abdoul_V4_2000k' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95' 'bloom_com.fiogonia.dominoes_USA_1d' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[3.8146973e-06 3.8146973e-06 1.7881393e-07 0.0000000e+00 1.1920929e-07 9.4890594e-05 3.7908554e-05 1.1765957e-04 5.6922436e-05 8.7951660e-02 3.1524658e-02 4.0722656e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.7063828e-04 7.1960449e-02 0.0000000e+00 3.8146973e-06 0.0000000e+00 0.0000000e+00 1.3661385e-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 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 3.8146973e-06 0.0000000e+00 0.0000000e+00 2.2768974e-05 1.7881393e-07 1.1920929e-07 9.4890594e-05 3.7908554e-05 1.1765957e-04 1.1384487e-05 8.3496094e-02 3.0532837e-02 4.0209961e-01 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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-7.49511719e-02 -2.50701904e-02 5.06896973e-02 -3.25927734e-02 -1.35498047e-01 -2.72369385e-03 2.23083496e-02 -6.63399696e-05 -1.45797729e-02 2.45056152e-02 -4.44030762e-02 -9.09423828e-02 -5.67016602e-02 4.60815430e-02 -2.61535645e-02 -4.63256836e-02 -3.18603516e-02 3.78036499e-03 2.96478271e-02 3.41796875e-02 5.76782227e-02 -4.08649445e-04 1.40991211e-02 2.57682800e-03 3.41186523e-02 -1.09497070e-01 1.37207031e-01 4.88281250e-02 -1.14990234e-01 -7.72094727e-02 1.43508911e-02 8.32366943e-03 -2.66571045e-02 -5.18188477e-02 6.49414062e-02 -1.72729492e-02 6.60400391e-02 -8.76617432e-03 -9.71679688e-02 -1.14593506e-02 1.32080078e-01 -1.24084473e-01 -1.36108398e-02 -1.02920532e-02 -3.36885452e-04 -1.77764893e-02 7.67211914e-02 -5.37490845e-03 -1.21002197e-02 -1.53427124e-02 3.20129395e-02 2.49633789e-02 1.39770508e-01 -9.35058594e-02 -1.02600098e-01 8.02001953e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.337854138218163';partition is '95';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'dc82f86e-42fb-44f9-bb8d-daeaa5df48fa';bid_timestamp is '2025-01-30 10:57:55';device_id is '47d10fb6-2a1e-4201-9525-38d7e569078c';biddate is '2025-01-30';country is 'USA';app is 'com.uxto.gcd';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 245.085962802844;target_cpi is 25;campaign is '58204';creative_id is '228773';session_duration is 0 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vi';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 'completed_gp';user_coefficient is 5.92;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-30 10:00:00+00:00';day_of_week is '3';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 0;channel is 'USA/V/applovin/com.uxto.gcd/False/117';time_since_click_in_hours is 0;segments is '['com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V3_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.aaafun.watersort_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'loppipoppi.dominoes_Android_CPI_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V3_100k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'and.lihuhu.findmatch_apps_embeddings_similarity' 'bloom_com.blackout.spades_USA_1d' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'bloom_com.blackout.spades_USA_7d' 'com.pixel.art.coloring.color.number_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'bloom_com.blackout.spades_USA_30d' 'com.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2M' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_50k_01_25_2025' 'com.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_100k_01_25_2025' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2mln']';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 0.00000000e+00 0.00000000e+00 4.21762466e-04 1.81274414e-02 4.42810059e-02 1.13830566e-02 6.40625000e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.76379395e-02 8.43524933e-04 4.21524048e-03 1.18896484e-01 2.95104980e-02 1.86767578e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.43524933e-04 4.21762466e-04 0.00000000e+00 0.00000000e+00 3.16162109e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.43524933e-04 0.00000000e+00 0.00000000e+00 8.43048096e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.68704987e-03 0.00000000e+00 0.00000000e+00 4.93469238e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.21762466e-04 2.53105164e-03 0.00000000e+00 0.00000000e+00 1.66992188e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.53105164e-03 8.43524933e-04 8.43524933e-04 5.18798828e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.69696045e-03 4.34265137e-02 1.05438232e-02 3.28125000e-01 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-1.99279785e-02 -3.15856934e-02 4.95605469e-02 1.38015747e-02 -2.53295898e-02 -2.16674805e-02 -5.29785156e-02 -2.56347656e-02 6.82983398e-02 3.06854248e-02 -3.77197266e-02 1.60522461e-02 7.14874268e-03 -2.01873779e-02 -4.44335938e-02 1.24389648e-01 -7.47680664e-03 -8.78295898e-02 -2.35595703e-02 4.72412109e-02 4.81567383e-02 -7.62939453e-02 -4.21447754e-02 -4.22058105e-02 -6.90917969e-02 -1.34429932e-02 2.08282471e-02 1.45874023e-02 1.44195557e-02 2.27355957e-02 -6.61621094e-02 -7.56835938e-02 5.91125488e-02 -1.34201050e-02 1.39160156e-02 4.90188599e-04 4.26330566e-02 -2.20947266e-02 -0.00000000e+00 -9.55810547e-02 4.59289551e-02 -3.93676758e-02 -9.01699066e-04 7.57446289e-02 1.64642334e-02 2.06756592e-02 9.49707031e-02 1.78070068e-02 -2.03132629e-03 -4.16259766e-02 3.56445312e-02 3.06549072e-02 -1.38778687e-02 -2.44293213e-02 1.81121826e-02 1.09619141e-01 -1.06048584e-02 5.93566895e-02 3.87573242e-02 -4.65698242e-02 1.37451172e-01 -6.83593750e-02 3.43627930e-02 3.14941406e-02 -1.09329224e-02 -3.72314453e-02 -3.50341797e-02 -1.27563477e-02 -7.01904297e-03 1.02966309e-01 2.70843506e-02 -1.01318359e-01 3.34472656e-02 1.57623291e-02 -5.23681641e-02 5.15441895e-02 6.68334961e-02 -3.84826660e-02 6.05010986e-03 1.08215332e-01 -8.80126953e-02 4.34265137e-02 4.74929810e-03 5.77087402e-02 2.62908936e-02 -8.06884766e-02 -1.39007568e-02 -7.09838867e-02 4.47387695e-02 4.20837402e-02 9.90295410e-03 -4.04834747e-04 -4.56542969e-02 2.02941895e-02 1.15633011e-04 1.76715851e-03 -5.86853027e-02 -3.13720703e-02 -3.46679688e-02 1.22680664e-01 6.38427734e-02 -6.37817383e-02 2.22167969e-02 5.19409180e-02 4.71878052e-03 4.71191406e-02 7.59124756e-03 -1.34811401e-02 1.55029297e-02 -9.63134766e-02 -1.85108185e-03 1.09786987e-02 -3.72009277e-02 3.35388184e-02 4.91638184e-02 -3.32946777e-02 -7.07397461e-02 -3.28979492e-02 -2.89154053e-02 -7.51953125e-02 1.12121582e-01 -7.68184662e-04 -4.50134277e-03 -5.24291992e-02 -2.63977051e-02 -8.18481445e-02 5.49926758e-02 -1.32904053e-02 4.30297852e-02 -3.37219238e-02 3.70788574e-02 -2.27813721e-02 6.32934570e-02 1.07955933e-02 -5.96046448e-08 8.81958008e-02 -2.00958252e-02 2.24151611e-02 1.97906494e-02 6.32934570e-02 -4.53948975e-03 -1.25122070e-02 9.06982422e-02 -2.68096924e-02 -2.95104980e-02 8.33129883e-02 -1.94854736e-02 -1.00158691e-01 2.68707275e-02 2.00500488e-02 -7.34863281e-02 -3.49426270e-02 2.47650146e-02 -8.99047852e-02 -7.94067383e-02 -3.55834961e-02 7.68280029e-03 3.63540649e-03 -2.13470459e-02 -1.12380981e-02 -1.15661621e-02 9.68627930e-02 2.56958008e-02 -2.16064453e-02 -2.74505615e-02 -2.22320557e-02 3.08799744e-03 3.61328125e-02 -1.04370117e-01 1.79290771e-02 9.06372070e-02 -6.89697266e-02 -3.92456055e-02 2.40936279e-02 -1.79138184e-02 -2.44140625e-02 -7.36083984e-02 1.07971191e-01 1.11618042e-02 4.64782715e-02 -7.61795044e-03 -5.26123047e-02 4.94995117e-02 1.69433594e-01 -8.44726562e-02 -8.38623047e-02 2.11029053e-02 -1.24588013e-02 -3.79943848e-02 6.70776367e-02 1.13296509e-02 2.43377686e-02 -4.61730957e-02 5.09338379e-02 1.30462646e-02 9.57641602e-02 -1.53732300e-02 -1.47827148e-01 4.49829102e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.460358809915353';partition is '123';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'fe591f07-3904-4d98-9816-c5affadb2ea7';bid_timestamp is '2024-12-30 23:07:40';device_id is 'b7dd5077-5f6f-4796-b6cf-c30e32927c60';biddate is '2024-12-30';country is 'USA';app is 'com.peoplefun.wordsolitaire';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 6.97026974225054;target_cpi is 2;campaign is '57738';creative_id is '228773';session_duration is 0 ;seller_name is 'PeopleFun MAX';seller_id is '188';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '84.8';placement_historical_value is '8.982752';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 2170927 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.73;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '2170908';hour is '2024-12-30 23:00:00+00:00';day_of_week is '0';os_version is 15;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 603;channel is 'USA/V/bidmachine/com.peoplefun.wordsolitaire/False/188';time_since_click_in_hours is 603;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_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.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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_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.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' '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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_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.spades_Android_CPA(147)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_1M_14_11_2024' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_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.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_500k' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' '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 '[1.4615059e-04 2.9230118e-04 1.4615059e-04 0.0000000e+00 9.7393990e-05 1.4615059e-04 0.0000000e+00 4.3821335e-04 4.3821335e-04 2.1215820e-01 8.0810547e-02 3.1616211e-01 0.0000000e+00 0.0000000e+00 4.9667358e-03 0.0000000e+00 1.7528534e-03 0.0000000e+00 1.4615059e-04 8.7642670e-04 0.0000000e+00 8.7642670e-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 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 1.4615059e-04 9.7393990e-05 1.4615059e-04 0.0000000e+00 4.3821335e-04 2.9230118e-04 1.9836426e-01 6.7077637e-02 3.0224609e-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 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 1.4615059e-04 1.3732910e-02 1.3732910e-02 1.3732910e-02 0.0000000e+00 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2.68859863e-02 7.35473633e-02 1.02462769e-02 2.33154297e-02 1.39846802e-02 -2.37579346e-02 1.07482910e-01 -1.13342285e-01 8.37402344e-02 4.76074219e-02 3.44848633e-02 1.50299072e-03 3.64112854e-03 -3.46984863e-02 -3.78723145e-02 5.78308105e-02 -4.94689941e-02 -8.95385742e-02 1.45492554e-02 -1.14822388e-02 6.42395020e-03 6.34765625e-02 3.17382812e-02 -4.65393066e-02 7.00073242e-02 4.19006348e-02 -3.07769775e-02 -2.29034424e-02 -4.13208008e-02 4.58679199e-02 -4.22973633e-02 -7.12280273e-02 -5.36499023e-02 2.85186768e-02 5.53588867e-02 -1.45874023e-02 9.71069336e-02 -4.88586426e-02 7.27844238e-03 -5.98449707e-02 -3.73840332e-02 -1.11846924e-02 3.41033936e-03 -2.16064453e-02 -3.79371643e-03 5.75256348e-02 7.09838867e-02 3.83186340e-03 -1.18560791e-02 5.76477051e-02 -2.65350342e-02 8.24584961e-02 -1.51062012e-02 2.36129761e-03 -1.69830322e-02 -4.38842773e-02 -1.04553223e-01 -2.11791992e-02 -8.31909180e-02 2.93579102e-02 6.96411133e-02 -3.87954712e-03 -2.08587646e-02 -1.30538940e-02 -9.94873047e-03 -2.45056152e-02 3.62548828e-02 7.13500977e-02 1.59606934e-02 -4.84619141e-02 3.74755859e-02 -3.02276611e-02 5.39245605e-02 -6.32324219e-02 6.67724609e-02 -1.69525146e-02 -1.12991333e-02 -4.99572754e-02 -8.58306885e-06 -4.89425659e-03 -5.96046448e-08 2.31781006e-02 -4.57000732e-03 9.51538086e-02 4.30297852e-02 5.64880371e-02 2.43377686e-02 1.84173584e-02 9.61303711e-02 -3.26538086e-02 -6.61010742e-02 4.34570312e-02 -8.46862793e-03 -1.48071289e-01 2.26287842e-02 3.20129395e-02 -4.74929810e-03 -3.25012207e-02 1.25961304e-02 -2.36968994e-02 -7.48901367e-02 -5.10253906e-02 4.81262207e-02 -2.27203369e-02 -5.87463379e-02 -7.00378418e-03 1.49154663e-02 3.77197266e-02 3.80859375e-02 -2.88391113e-03 -9.54437256e-03 3.70979309e-03 -4.55093384e-03 -3.30810547e-02 -1.04675293e-01 1.10351562e-01 2.28118896e-02 -1.24450684e-01 -8.41064453e-02 2.51159668e-02 5.75866699e-02 -3.34472656e-02 -2.19116211e-02 7.07397461e-02 3.50952148e-02 9.22241211e-02 2.51312256e-02 -5.86547852e-02 6.74438477e-03 1.34887695e-01 -1.11572266e-01 -3.15856934e-02 -1.72328949e-03 -4.12368774e-03 -1.70898438e-02 1.12609863e-02 -1.49230957e-02 2.86712646e-02 -1.82037354e-02 5.39398193e-03 5.80444336e-02 1.28540039e-01 -5.78308105e-02 -9.15527344e-02 6.56127930e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.871892151900895';partition is '14';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
|
0
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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 '6c5ca677-97fe-4a44-9497-592f27d0a515';bid_timestamp is '2025-01-29 2:04:13';device_id is 'virt:b4b41157e95c0f3235c98542a548c0a2';biddate is '2025-01-29';country is 'USA';app is 'com.scopely.wheeloffortune';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is 'c6a6b770e6f9a39ac041d92d33282787';display_manager is 'bidmachine';raw_price is 2.07649810805044;target_cpi is 1.2;campaign is '58196';creative_id is '219049';session_duration is 0 ;seller_name is 'Scopely MAX';seller_id is '173';content_type is 'vp';bid_floor is 0.53 ;min_floor is ;bidmachine_placement_value is '6.523077';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 'new3d';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-29 02:00:00+00:00';day_of_week is '2';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 0;channel is 'USA/I/bidmachine/com.scopely.wheeloffortune/False/173';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.795908094420271';partition is '26';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 '349bb34a-7cf0-40ab-a832-d860f8153671';bid_timestamp is '2025-01-22 22:05:41';device_id is '1c27fd8d-d73d-4aa6-bddf-f14ed26d8bf7';biddate is '2025-01-22';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 2.99999999999999;target_cpi is 3.71999999999999;campaign is '58062';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';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 13 ;time_since_impression is 87455 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 13;prior_tag_clicks_count is 5 ;time_since_click is '2573337';hour is '2025-01-22 22:00:00+00:00';day_of_week is '2';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.blackout.spades/False/247';time_since_click_in_hours is 715;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' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_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.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.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.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' '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(145)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_100k' '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' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[7.6293945e-06 7.6293945e-06 1.2516975e-06 0.0000000e+00 8.3446503e-07 1.5258789e-05 1.0192394e-05 2.2888184e-05 3.3080578e-05 3.2128906e-01 5.4656982e-02 3.6279297e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 6.7443848e-03 6.7443848e-03 0.0000000e+00 2.5629997e-06 1.2695789e-05 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-1.05346680e-01 1.11450195e-01 8.65936279e-03 -1.15173340e-01 -6.79321289e-02 4.58908081e-03 1.78527832e-02 -3.35083008e-02 -4.41284180e-02 8.74633789e-02 2.44140625e-02 7.62939453e-02 -2.42919922e-02 -7.98950195e-02 7.53402710e-03 1.54418945e-01 -1.23657227e-01 -2.57568359e-02 -4.78363037e-03 -4.63485718e-03 4.16946411e-03 2.77862549e-02 -2.27813721e-02 3.65638733e-03 -3.50236893e-04 -8.43811035e-03 6.16149902e-02 1.25488281e-01 -1.33178711e-01 -1.02905273e-01 5.32226562e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.773008006157818';partition is '48';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '06859616-2245-4141-ab78-5b4e212679f6';bid_timestamp is '2025-02-02 23:30:02';device_id is '29ac0f62-c127-4994-a5c7-42bb84d8d1bc';biddate is '2025-02-02';country is 'USA';app is 'com.cu001.watersort';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'chartboost-android-sdk';raw_price is 16.2116404015206;target_cpi is 0.3;campaign is '58188';creative_id is '229452';session_duration is 3 ;seller_name is 'Chartboost SSP';seller_id is '98';content_type is 'vi';bid_floor is 0.34185 ;min_floor is 0.34185 ;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 2.82;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-02 23:00:00+00:00';day_of_week is '6';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 0;channel is 'USA/I/chartboost-android-sdk/com.cu001.watersort/False/98';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0. 0. 0. 0. 0. 0. 0. 0. 0.00054312 0.28881836 0.28881836 0.28881836 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.00054312 0.28881836 0.28881836 0.28881836 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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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1.09634399e-02 2.06909180e-02 -7.70568848e-03 4.86450195e-02 7.90596008e-04 -5.74588776e-04 2.06451416e-02 3.14331055e-02 1.99279785e-02 1.12670898e-01 -9.36279297e-02 -1.45629883e-01 1.19552612e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.819201335171636';partition is '26';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '4a6abf71-678c-4b2e-8e8c-8d5b2043494f';bid_timestamp is '2025-01-20 20:51:42';device_id is '874cbe46-4bc1-410c-a1f4-5b7893f0af5a';biddate is '2025-01-20';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 2.99999999999999;target_cpi is 3.71999999999999;campaign is '58062';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '29.68';placement_historical_value is '8.487277';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 9 ;time_since_impression is 273048 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 9;prior_tag_clicks_count is 6 ;time_since_click is '273040';hour is '2025-01-20 20:00:00+00:00';day_of_week is '0';os_version is 12;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 75;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 76;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(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(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_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' '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' '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(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 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-2.62260437e-03 6.32324219e-02 1.47247314e-02 -2.43682861e-02 -3.14331055e-02 -5.14602661e-03 -5.43975830e-03 5.67321777e-02 6.21337891e-02 1.72424316e-02 -3.77502441e-02 5.70983887e-02 -5.69763184e-02 4.15344238e-02 -5.40466309e-02 4.98962402e-02 -8.53729248e-03 -3.63464355e-02 -6.43920898e-02 -2.43377686e-02 -4.55017090e-02 -5.96046448e-08 -3.78799438e-03 1.88293457e-02 9.03930664e-02 4.20227051e-02 7.24487305e-02 4.54101562e-02 3.35388184e-02 1.15051270e-01 -7.27539062e-02 -2.70538330e-02 6.89086914e-02 -4.82482910e-02 -1.28417969e-01 3.16772461e-02 5.68771362e-03 7.50732422e-03 -2.34527588e-02 1.83868408e-02 -2.46887207e-02 -8.65478516e-02 -5.75256348e-02 5.47790527e-02 1.77669525e-03 -6.05163574e-02 -5.41687012e-03 1.44424438e-02 1.40457153e-02 4.02832031e-03 2.11639404e-02 -1.90429688e-02 -3.59191895e-02 -1.73282623e-03 6.12735748e-04 -1.16394043e-01 1.11022949e-01 1.58538818e-02 -8.51440430e-02 -6.06079102e-02 -3.26538086e-03 7.38906860e-03 -7.04193115e-03 -3.27148438e-02 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '57280fbb-1fda-4d55-83a9-53cdca0798d3';bid_timestamp is '2025-02-05 13:01:48';device_id is 'f198921b-e1e7-49c4-ac2b-6081f5d51ff4';biddate is '2025-02-05';country is 'USA';app is 'com.bbumgames.spadesroyale';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 7.141529557044;target_cpi is 1.77279667408803;campaign is '58255';creative_id is '229286';session_duration is 0 ;seller_name is 'Voodoo MAX';seller_id is '170';content_type is 'i';bid_floor is 5.536 ;min_floor is 0.0106 ;bidmachine_placement_value is '';placement_historical_value is '5.29017';third_party_bid_price is 5.536;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 21 ;time_since_impression is 3130279 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.25;prior_theme_impressions_count is 21;prior_tag_clicks_count is 3 ;time_since_click is '3130269';hour is '2025-02-05 13:00:00+00:00';day_of_week is '2';os_version is 10;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 869;channel is 'USA/I/bidmachine/com.bbumgames.spadesroyale/False/170';time_since_click_in_hours is 870;segments is '['bloom_com.bbumgames.spadesroyale_USA_1d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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(147)_abdoul_V4_500k_rnd_A' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_competitors_BM_adrequests_470k_29_01_2025' '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(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_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' 'bloom_com.bbumgames.spadesroyale_USA_80' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'bloom_com.bbumgames.spadesroyale_USA_7d' 'com.newpubco.spades_Android_Moloco_bundles_q965_300k_03_02_2025' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_competitors_BM_62k_01_02_2025' 'bloom_com.bbumgames.spadesroyale_USA_30d' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.bbumgames.spadesroyale_USA_95' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.0000000e+00 7.0631504e-05 0.0000000e+00 0.0000000e+00 3.5285950e-05 0.0000000e+00 0.0000000e+00 7.0631504e-05 2.1183491e-04 1.3330078e-01 2.7572632e-02 4.0112305e-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 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-1.16333008e-01 7.98797607e-03 8.59069824e-03 -1.29165649e-02 -8.88061523e-02 1.88446045e-02 -1.92718506e-02 -2.84729004e-02 -1.02081299e-02 1.02294922e-01 -4.85229492e-02 5.38940430e-02 -3.16467285e-02 1.07788086e-01 -5.96008301e-02 -7.96508789e-02 -5.37109375e-02 1.25961304e-02 -1.70745850e-02 1.74713135e-02 4.66308594e-02 -3.79333496e-02 1.48696899e-02 -6.98852539e-02 -8.97827148e-02 5.93566895e-02 5.65490723e-02 -2.48260498e-02 3.93981934e-02 6.68334961e-03 -2.45094299e-03 5.11169434e-02 4.98046875e-02 -7.86590576e-03 -7.53784180e-02 2.87017822e-02 5.79223633e-02 2.85339355e-02 6.03485107e-03 -1.35040283e-02 8.50677490e-03 -1.24938965e-01 -2.39715576e-02 3.54003906e-02 1.98822021e-02 1.94244385e-02 2.38037109e-02 -8.88061523e-02 -4.66613770e-02 8.06427002e-03 -4.73937988e-02 9.13085938e-02 -3.57666016e-02 8.53729248e-03 -3.27758789e-02 -0.00000000e+00 -1.24145508e-01 -7.05718994e-04 -3.44543457e-02 5.04455566e-02 -4.86450195e-02 1.08795166e-02 5.88073730e-02 1.13037109e-01 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-3.96347046e-03 -5.40466309e-02 -2.17628479e-03 5.71899414e-02 -2.87780762e-02 -5.15136719e-02 1.82189941e-02 -3.72009277e-02 -3.84521484e-02 7.05566406e-02 2.39257812e-02 -1.96228027e-02 -4.23583984e-02 2.34375000e-02 -5.35583496e-02 5.13000488e-02 -3.90930176e-02 1.74255371e-02 2.51770020e-02 3.72619629e-02 2.16293335e-03 2.02941895e-02 -1.22375488e-02 -5.96046448e-08 1.29776001e-02 9.68933105e-03 5.91430664e-02 6.45141602e-02 5.94482422e-02 2.98004150e-02 2.22930908e-02 5.09948730e-02 -2.04315186e-02 -4.23278809e-02 6.18896484e-02 2.22015381e-02 -6.56738281e-02 2.73590088e-02 -1.27944946e-02 -7.70568848e-03 -4.66003418e-02 -2.16064453e-02 -6.27441406e-02 -1.06262207e-01 -2.91900635e-02 4.16564941e-02 1.18713379e-02 -3.93371582e-02 -6.28051758e-02 -3.96966934e-04 2.17132568e-02 7.09228516e-02 -1.92718506e-02 -4.11376953e-02 9.32312012e-03 1.15280151e-02 -7.08618164e-02 -9.75952148e-02 6.73217773e-02 6.59790039e-02 -1.04370117e-01 -6.79931641e-02 -2.31781006e-02 2.49633789e-02 -4.37622070e-02 -2.52838135e-02 8.97827148e-02 -2.88963318e-04 6.67724609e-02 2.26898193e-02 -5.38635254e-02 2.89916992e-02 1.43066406e-01 -1.33544922e-01 -7.26318359e-02 6.17980957e-02 -1.51672363e-02 -2.57873535e-02 5.99365234e-02 -3.04260254e-02 1.85966492e-03 3.00750732e-02 3.62854004e-02 -4.44412231e-03 9.77172852e-02 -4.37927246e-02 -1.32568359e-01 3.36303711e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.230295357459062';partition is '120';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '72f1f9c4-b8e5-4c73-8beb-912f5ecf8b96';bid_timestamp is '2025-01-08 17:56:02';device_id is '2fcc8e84-d417-46bd-947b-015c52c7126b';biddate is '2025-01-08';country is 'USA';app is 'com.dish.wireless.boostone';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'TRUE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'ironsource';raw_price is 2.08520478716465;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 0 ;seller_name is 'Ironsource SSP';seller_id is '137';content_type is 'vi';bid_floor is 0.518384 ;min_floor is 0.518384 ;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 23 ;time_since_impression is 86346 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.83;prior_theme_impressions_count is 23;prior_tag_clicks_count is 2 ;time_since_click is '1882031';hour is '2025-01-08 17:00:00+00:00';day_of_week is '2';os_version is 10;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 23;channel is 'USA/V/ironsource/com.dish.wireless.boostone/True/137';time_since_click_in_hours is 523;segments is '['bloom_com.bbumgames.spadesroyale_USA_1d' '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.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_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.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' '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(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'explore' '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_CPI_abdoul_V6_500k' '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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';fast_imp_12h is 1;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 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.9836426e-03 1.0034180e-01 2.1820068e-02 6.3720703e-01 0.0000000e+00 0.0000000e+00 7.7667236e-03 0.0000000e+00 0.0000000e+00 6.5429688e-02 1.6522408e-04 9.9182129e-04 0.0000000e+00 1.6527176e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 6.5429688e-02 3.3044815e-04 0.0000000e+00 0.0000000e+00 1.6809082e-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 6.6089630e-04 6.6108704e-03 0.0000000e+00 3.8848877e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.3044815e-04 8.5632324e-02 2.1316528e-02 2.9101562e-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 6.6089630e-04 8.1024170e-03 4.9591064e-04 1.3928223e-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 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 1.6522408e-04 1.6527176e-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 3.6354065e-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 4.9591064e-04 4.9591064e-04 4.9591064e-04 4.9591064e-04 0.0000000e+00 0.0000000e+00 7.7667236e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.2097168e-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 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1.43508911e-02 -2.20489502e-02 4.76074219e-02 7.14111328e-02 -5.31921387e-02 7.05337524e-03 -4.34570312e-02 -3.35693359e-02 -1.10107422e-01 9.68017578e-02 2.27050781e-02 -1.19400024e-02 -3.83300781e-02 -4.26330566e-02 -1.79290771e-02 4.25415039e-02 -4.39147949e-02 7.88879395e-03 1.43508911e-02 6.56127930e-02 -1.67541504e-02 3.82080078e-02 -3.52783203e-02 -5.96046448e-08 6.27441406e-02 -2.79846191e-02 3.45153809e-02 -5.21087646e-03 6.33544922e-02 1.42135620e-02 -2.55889893e-02 5.49926758e-02 -2.66265869e-02 -2.51464844e-02 1.24267578e-01 -1.69525146e-02 -5.97534180e-02 -1.21688843e-02 3.86657715e-02 -9.84497070e-02 -1.55639648e-02 9.49096680e-03 -9.61303711e-02 -1.03637695e-01 -9.74178314e-04 -1.03988647e-02 -1.95312500e-02 -4.21752930e-02 -1.50985718e-02 -6.76727295e-03 -2.38800049e-03 4.89425659e-03 -3.20739746e-02 -1.05133057e-02 3.42102051e-02 2.06451416e-02 6.38427734e-02 -6.78710938e-02 7.59887695e-02 8.42895508e-02 -5.47790527e-02 -1.93405151e-03 7.81250000e-03 -1.73645020e-02 -4.04663086e-02 -7.47070312e-02 3.22265625e-02 1.19857788e-02 7.11059570e-02 -9.98687744e-03 -3.71398926e-02 -6.96659088e-04 1.37573242e-01 -1.01440430e-01 -8.98437500e-02 -1.40075684e-02 1.41372681e-02 -6.76879883e-02 9.12475586e-02 2.32849121e-02 -6.13021851e-03 -5.59387207e-02 5.06591797e-02 -2.45361328e-02 1.23596191e-01 -1.31149292e-02 -2.06420898e-01 1.00341797e-01]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.276946434922128';partition is '15';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '7adb6684-bfde-4eca-bd54-6ad69cb8e7ff';bid_timestamp is '2025-01-31 16:42:46';device_id is '266eb046-de79-4f89-ab2e-f367d946536d';biddate is '2025-01-31';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 22.7536418435599;target_cpi is 1.40609920024871;campaign is '58208';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 1.6006 ;min_floor is 1.6006 ;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 26 ;time_since_impression is 844061 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.16;prior_theme_impressions_count is 26;prior_tag_clicks_count is 7 ;time_since_click is '4376930';hour is '2025-01-31 16:00:00+00:00';day_of_week is '4';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 234;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1216;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'bloom_com.blackout.spades_GBR_80' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_100k_11_10_2024' '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.vitastudio.mahjong_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_competitors_BM_adrequests_470k_29_01_2025' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_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(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(112)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_apps_embeddings_similarity' 'com.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_80' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' '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_CPA(ag_retention_d1)_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(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_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_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' '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' '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(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_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_CPI_abdoul_V6_500k' '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' 'bloom_com.blackout.spades_USA_95' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'bloom_com.fiogonia.dominoes_USA_1d' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']';fast_imp_12h is 2;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0. 0. 0. 0. 0. 0. 0. 0. 0.02406311 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0.02406311 0. 0. 0.6977539 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.02406311 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.6977539 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.04812622 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.04812622 0. 0.04812622 0. 0. 0. 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.04812622 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[-5.67932129e-02 -2.28118896e-02 -1.19934082e-02 -4.41589355e-02 -9.59472656e-02 -6.17675781e-02 3.46374512e-02 1.76391602e-02 4.36401367e-02 -2.33917236e-02 -6.57348633e-02 -6.43920898e-02 -8.45336914e-03 -2.45208740e-02 7.30590820e-02 -2.35137939e-02 8.18481445e-02 -2.27508545e-02 -3.08990479e-02 -5.34057617e-03 1.69067383e-02 -4.52575684e-02 2.97088623e-02 -2.83508301e-02 6.10961914e-02 -3.21044922e-02 -9.08203125e-02 2.37884521e-02 -1.50451660e-02 -4.88281250e-02 -2.19268799e-02 1.14746094e-01 6.57958984e-02 2.40325928e-02 4.06799316e-02 -1.01196289e-01 -1.03698730e-01 -6.64672852e-02 9.75036621e-03 -1.33666992e-02 -5.73425293e-02 -3.11851501e-03 -2.80303955e-02 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-6.17218018e-03 -4.23583984e-02 8.16040039e-02 -5.21850586e-03 8.58764648e-02 1.75018311e-02 -8.03222656e-02 3.33862305e-02 1.27441406e-01 -1.14807129e-01 -5.50231934e-02 2.53295898e-02 -5.27954102e-03 3.25012207e-02 7.88574219e-02 -1.42364502e-02 -1.21383667e-02 -2.13470459e-02 3.17382812e-02 3.92150879e-02 1.27807617e-01 -5.27343750e-02 -1.36962891e-01 7.56225586e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.946689890535021';partition is '10';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '3b02aa21-fbf0-4fb8-8c2a-3bc2099202e6';bid_timestamp is '2025-01-31 22:17:42';device_id is '29475796-dafe-4986-8853-315a1bd1a06f';biddate is '2025-01-31';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 2.5;target_cpi is 3.71999999999999;campaign is '58062';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '';placement_historical_value is '2.444243';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 30 ;time_since_impression is 93206 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 30;prior_tag_clicks_count is 8 ;time_since_click is '954641';hour is '2025-01-31 22:00:00+00:00';day_of_week is '4';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 25;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 265;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.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_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_competitors_BM_adrequests_470k_29_01_2025' '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(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' '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' 'bloom_com.fiogonia.dominoes_USA_7d' '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(140)_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_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_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(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' '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' 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-5.21240234e-02 -3.74755859e-02 4.80041504e-02 -2.89916992e-02 -1.20483398e-01 2.63214111e-02 8.17108154e-03 1.90925598e-03 -1.25808716e-02 -5.78880310e-04 -2.13470459e-02 -7.43408203e-02 -1.85089111e-02 6.54296875e-02 7.22885132e-03 -6.70166016e-02 -2.22015381e-02 1.02920532e-02 3.61938477e-02 6.75048828e-02 2.46429443e-02 -9.43756104e-03 -2.31018066e-02 -1.47151947e-03 -6.42395020e-03 -1.05346680e-01 1.23779297e-01 1.35269165e-02 -1.30249023e-01 -7.42187500e-02 -5.90896606e-03 2.33154297e-02 -5.26428223e-03 -4.37927246e-02 8.09326172e-02 1.73492432e-02 6.68334961e-02 -2.55737305e-02 -6.52465820e-02 -2.22167969e-02 1.52954102e-01 -9.12475586e-02 -2.49786377e-02 -1.39045715e-03 -1.27410889e-02 -1.49536133e-02 2.39562988e-02 -3.21350098e-02 -7.65991211e-03 4.68444824e-02 -3.07769775e-02 3.09143066e-02 1.43798828e-01 -1.13037109e-01 -6.88476562e-02 5.46264648e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.672983671497759';partition is '60';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
|
0
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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 .
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OK ,I got an adtech request with following features: uuid is '16b8a5c5-a9a5-453f-97f9-0484e92110a5';bid_timestamp is '2025-01-10 23:36:36';device_id is 'c84b362a-1941-469e-802a-bd6077d187be';biddate is '2025-01-10';country is 'USA';app is 'com.mobilityware.GinRummySolitaire';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 6.40451185266797;target_cpi is 2.5;campaign is '57880';creative_id is '229286';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'ie';bid_floor is 3.9 ;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 20 ;time_since_impression is 5555 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.45;prior_theme_impressions_count is 20;prior_tag_clicks_count is 6 ;time_since_click is '11149';hour is '2025-01-10 23:00:00+00:00';day_of_week is '4';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 1;channel is 'USA/I/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 3;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_500k' '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.murka.scatterslots_Android_CPI_abdoul_blackapps_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_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.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' 'bloom_com.fiogonia.yatzy_USA_7d' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_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(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_100k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' '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.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'b7aba5b7-d466-44e3-a1ed-34949661506a';bid_timestamp is '2025-01-27 14:23:37';device_id is 'virt:c88537aa40bc25a0245cf76d7eee5435';biddate is '2025-01-27';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 2.5;target_cpi is 3.71999999999999;campaign is '58062';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '42.4';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 'newversion';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-27 14:00:00+00:00';day_of_week is '0';os_version is 12;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 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.686633735130813';partition is '107';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'e71d8a22-17bd-4387-87e2-1e8c5da63bf6';bid_timestamp is '2025-01-05 3:41:32';device_id is '22e10b6e-1302-450b-994d-6f191aabb1e2';biddate is '2025-01-05';country is 'USA';app is 'com.arabola.bacolom';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'chartboost-android-sdk';raw_price is 5.98839999999999;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 1645 ;seller_name is 'Chartboost SSP';seller_id is '98';content_type is 'vi';bid_floor is 5.9784 ;min_floor is 5.9784 ;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 10 ;time_since_impression is 8645 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2;prior_theme_impressions_count is 10;prior_tag_clicks_count is 2 ;time_since_click is '30753';hour is '2025-01-05 03:00:00+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 2;channel is 'USA/I/chartboost-android-sdk/com.arabola.bacolom/False/98';time_since_click_in_hours is 9;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_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.klondikesolitaire_Android_CPI_abdoul_V4_100k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_100k' 'com.newpubco.spidersolitaire_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPI_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'embeddings_centroid_similarity_wordmakers_installs' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_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.redcell.goldandgoblins_Android_CPA(progress_simple)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(threshold)_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.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_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_V3_100k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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.Eventyr.WS_retargeting_Android_CPI_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.redcell.goldandgoblins_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_start_befored8)_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_100k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V3_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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(141)_abdoul_mmp_light_V6_2000k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_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(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'loppipoppi.numbermatch_Android_CPI_abdoul_V3_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_all_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_500k_08_20_2024' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_abdoul_V3_500k' '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(148)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' 'com.Eventyr.WS_Android_CPI_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_100k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_4level_start_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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.spades_Android_CPA(108)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2M' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_2000k' '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_CPI_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 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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 .
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OK ,I got an adtech request with following features: uuid is '6c933a2d-17d8-4f56-8784-0aa07d3efc21';bid_timestamp is '2025-01-18 8:25:12';device_id is '51453451-7c2f-4bd9-8109-829f76064bc3';biddate is '2025-01-18';country is 'USA';app is 'com.mobilityware.Dominoes';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 21.300090073238;target_cpi is 1.00523532552911;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'ie';bid_floor is 15.6 ;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 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.06;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-18 08:00:00+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 0;channel is 'USA/I/bidmachine/com.mobilityware.Dominoes/False/192';time_since_click_in_hours is 0;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'de.empfohlen_Android_CPI_abdoul_V4_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.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' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' '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' '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' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_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(141)_abdoul_mmp_light_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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' '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(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2M' '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.murka.scatterslots_Android_CPI_abdoul_V5_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_500k' 'bloom_com.fiogonia.spades_USA_80' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2mln']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.0000000e+00 7.9333782e-05 0.0000000e+00 0.0000000e+00 2.6464462e-05 0.0000000e+00 0.0000000e+00 2.3794174e-04 1.1100769e-03 2.2741699e-01 1.6381836e-01 8.1152344e-01 0.0000000e+00 0.0000000e+00 2.2369385e-02 1.7608643e-02 3.2196045e-02 0.0000000e+00 2.3794174e-04 0.0000000e+00 0.0000000e+00 1.2374878e-02 3.1733513e-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 3.7750244e-02 5.4740906e-03 4.7027588e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 7.9333782e-05 0.0000000e+00 0.0000000e+00 7.9333782e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.1733513e-04 1.2408447e-01 1.1633301e-01 1.3269043e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 7.9333782e-05 4.5776367e-02 4.0069580e-02 3.7817383e-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 3.9649010e-04 1.8157959e-02 3.1733513e-04 2.5170898e-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 1.5866756e-04 1.6660690e-03 1.5859604e-03 1.9836426e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 9.5176697e-04 0.0000000e+00 0.0000000e+00 2.3794174e-04 0.0000000e+00 0.0000000e+00 1.2374878e-02 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 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 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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0.0000000e+00]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[-3.05480957e-02 -4.12597656e-02 -2.53753662e-02 -2.78930664e-02 -5.10864258e-02 -3.82690430e-02 8.25805664e-02 9.96398926e-03 5.31311035e-02 1.43127441e-02 -3.64074707e-02 -2.65197754e-02 -7.83538818e-03 -3.63464355e-02 5.96618652e-02 -3.73840332e-02 7.20214844e-02 -5.22460938e-02 -4.37622070e-02 -2.25372314e-02 1.27868652e-02 1.18789673e-02 1.43356323e-02 5.08499146e-03 4.36096191e-02 -2.90985107e-02 -8.08715820e-02 2.76947021e-02 -2.44445801e-02 -4.17175293e-02 -3.80134583e-03 1.15539551e-01 5.35888672e-02 4.07791138e-03 3.78417969e-02 -9.44213867e-02 -1.16943359e-01 -7.61108398e-02 -2.96325684e-02 -1.94854736e-02 -2.49176025e-02 3.41186523e-02 -2.34680176e-02 7.48443604e-03 -8.70971680e-02 -4.38537598e-02 -6.90307617e-02 4.58374023e-02 2.05230713e-02 7.55615234e-02 1.58309937e-04 5.70068359e-02 2.83966064e-02 4.61120605e-02 -1.19995117e-01 4.16870117e-02 -2.19917297e-03 4.02526855e-02 1.33666992e-02 7.97119141e-02 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2.39410400e-02 3.00903320e-02 2.89306641e-02 8.63037109e-02 -3.56445312e-02 -1.26098633e-01 5.03845215e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.118512183395869';partition is '32';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'c2e1697a-15da-4c41-9f7b-c933d5b628af';bid_timestamp is '2025-01-09 6:55:43';device_id is 'fb4c2c8a-3525-49ef-b8be-121394e61a8c';biddate is '2025-01-09';country is 'USA';app is 'com.block.juggle';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'applovin';raw_price is 5.82520827502888;target_cpi is 2;campaign is '57517';creative_id is '229142';session_duration is 0 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vi';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '4.042373';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 5176 ;learning is 0 ;creative_theme is 'fisherman_introplayer';user_coefficient is 1.39;prior_theme_impressions_count is 1;prior_tag_clicks_count is 7 ;time_since_click is '5125';hour is '2025-01-09 06:00:00+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 1;channel is 'USA/V/applovin/com.block.juggle/False/117';time_since_click_in_hours is 1;segments is '['com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.hearts_Android_CPI_abdoul_V4_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(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_1d' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_500k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 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... 0. 0. 0.]';rnd is '0.540226833276107';partition is '59';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '8a905d4b-b045-46ab-a0c5-7212c3c9206d';bid_timestamp is '2025-01-11 12:24:29';device_id is 'a1d6c94e-7e17-4f71-9f91-ccfb1a591d3d';biddate is '2025-01-11';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 13.2612816460124;target_cpi is 1.80293221630873;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '10.176';placement_historical_value is '';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 160183 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.72;prior_theme_impressions_count is 4;prior_tag_clicks_count is 3 ;time_since_click is '160179';hour is '2025-01-11 12:00:00+00:00';day_of_week is '5';os_version is 9;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 44;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 44;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(consent_management)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(af_level_achieved)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V4_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.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_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' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V6_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.redcell.goldandgoblins_Android_CPA(offer)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_light_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.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPI_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(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA_prog2_abdoul_500k_08_20_2024' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' '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(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_abdoul_V4_2000k' '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(145)_abdoul_mmp_light_V6_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_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' '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.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' '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(141)_abdoul_mmp_light_V6_100k' '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_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog2)_abdoul_V4_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_1d' '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(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(Tutorial)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_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(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(120)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V4_2000k' 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6.92749023e-02 -4.31823730e-02 -6.87255859e-02 -2.40516663e-03 2.42462158e-02 -1.39770508e-02 -3.89404297e-02 5.95092773e-03 -8.56323242e-02 -6.73217773e-02 -4.19006348e-02 1.85241699e-02 4.18853760e-03 -6.06079102e-02 -1.69525146e-02 -2.54669189e-02 6.53686523e-02 3.29895020e-02 -3.76701355e-03 7.48443604e-03 -1.10321045e-02 -3.60012054e-04 2.77709961e-02 -1.05712891e-01 1.04064941e-01 6.60400391e-02 -1.02966309e-01 -3.33862305e-02 1.63421631e-02 4.35180664e-02 -5.99060059e-02 -5.37719727e-02 5.83190918e-02 1.77307129e-02 5.59997559e-02 1.93939209e-02 -1.08703613e-01 1.35726929e-02 1.45996094e-01 -1.12182617e-01 -5.91735840e-02 2.93273926e-02 -2.84423828e-02 5.52368164e-03 6.34765625e-02 -1.13754272e-02 1.63269043e-02 1.36613846e-04 3.90319824e-02 1.48696899e-02 1.08520508e-01 -9.02709961e-02 -1.32690430e-01 7.14111328e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.948416879347871';partition is '29';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
|
0
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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 '3b475bfb-b465-4ac6-9830-ee4ef09d9511';bid_timestamp is '2024-12-31 5:46:04';device_id is 'acfe2bf8-591d-4d11-9337-8c22b4b4ab18';biddate is '2024-12-31';country is 'USA';app is 'com.mobilityware.Dominoes';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 10.7169726508192;target_cpi is 2;campaign is '57737';creative_id is '228773';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vie';bid_floor is 1.57304 ;min_floor is ;bidmachine_placement_value is '1.5';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 'completed_gp';user_coefficient is 1.63;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-31 05:00:00+00:00';day_of_week is '1';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 0;channel is 'USA/I/bidmachine/com.mobilityware.Dominoes/False/192';time_since_click_in_hours is 0;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_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_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' '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(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_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' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' '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(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_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(145)_abdoul_mmp_V5_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_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.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';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 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-5.44433594e-02 -4.45556641e-02 7.52563477e-02 3.11737061e-02 1.10054016e-03 -6.67724609e-02 -2.06298828e-02 -7.57446289e-02 5.77392578e-02 -7.41577148e-02 5.95397949e-02 -2.81372070e-02 -6.56509399e-03 -4.77294922e-02 3.73229980e-02 -2.10418701e-02 -5.96046448e-08 5.38940430e-02 -8.05854797e-04 7.28149414e-02 3.08837891e-02 6.30493164e-02 3.43894958e-03 8.16345215e-03 7.17773438e-02 -1.58233643e-02 -3.02124023e-02 1.27182007e-02 -1.93881989e-03 -1.30615234e-01 1.40686035e-02 -3.66210938e-04 -4.05883789e-02 -3.84826660e-02 -1.24359131e-02 -5.78918457e-02 -8.60595703e-02 -2.44140625e-02 3.02734375e-02 -1.56250000e-02 -7.31201172e-02 -8.56018066e-03 -6.87408447e-03 6.23168945e-02 6.67724609e-02 1.78222656e-02 -1.42288208e-02 -2.37579346e-02 1.62506104e-02 4.48989868e-03 -1.18347168e-01 8.79516602e-02 5.99365234e-02 -7.48901367e-02 -7.09838867e-02 1.21459961e-02 -8.65936279e-03 -3.98864746e-02 -2.43225098e-02 1.03332520e-01 1.36337280e-02 7.12280273e-02 -2.24761963e-02 -4.46166992e-02 -7.94219971e-03 1.62841797e-01 -1.02478027e-01 -5.23681641e-02 2.32238770e-02 3.41796875e-03 5.37109375e-03 2.78167725e-02 -1.57928467e-02 5.17272949e-03 -1.92070007e-03 3.31115723e-02 8.33892822e-03 1.34887695e-01 -6.84204102e-02 -1.29882812e-01 3.69567871e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.881661003965819';partition is '96';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '6f92de75-a937-4917-aab7-cfa04a9b8a85';bid_timestamp is '2025-01-22 1:40:23';device_id is '7a8810b4-689e-4291-9cac-4b0f322d4199';biddate is '2025-01-22';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 25.7969652478664;target_cpi is 2;campaign is '58071';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '1.6112';placement_historical_value is '23.336231';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 85362 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.54;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-22 01:00:00+00:00';day_of_week is '2';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 23;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;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.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_80' '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.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' '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(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_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(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' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(Level_20)_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(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' '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.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_500k' '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' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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.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.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';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 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '2895fd3c-0a8e-4192-85e4-66e29391473b';bid_timestamp is '2025-01-02 13:18:45';device_id is '6b915d3a-76a1-4d73-bef9-cad69036bcd5';biddate is '2025-01-02';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 12.5915881732969;target_cpi is 3.8;campaign is '57677';creative_id is '228965';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 '22.083333';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 214844 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1.77;prior_theme_impressions_count is 25;prior_tag_clicks_count is 2 ;time_since_click is '34440282';hour is '2025-01-02 13:00:00+00:00';day_of_week is '3';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 59;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 9567;segments is '['bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k']';fast_imp_12h is 3;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 7.1465969e-05 7.1465969e-05 7.1465969e-05 3.5738945e-04 4.0832520e-02 2.9174805e-02 3.7939453e-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 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'b0747116-f7dd-45ca-a11e-c5db39f1abc0';bid_timestamp is '2025-01-13 10:19:17';device_id is '92ea78f8-ebba-4f0d-9322-7ecdd06e255d';biddate is '2025-01-13';country is 'USA';app is 'com.mobilityware.PyramidFree';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '59a6d4e161ebc6c75b0cd11727a4d9c5';display_manager is 'bidmachine';raw_price is 37.3011547913639;target_cpi is 25.5159748575688;campaign is '57720';creative_id is '229350';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vi';bid_floor is 15.6 ;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 27 ;time_since_impression is 26920060 ;learning is 0 ;creative_theme is 'general';user_coefficient is 1.23;prior_theme_impressions_count is 27;prior_tag_clicks_count is 4 ;time_since_click is '31089823';hour is '2025-01-13 10:00:00+00:00';day_of_week is '0';os_version is 12;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 7477;channel is 'USA/V/bidmachine/com.mobilityware.PyramidFree/False/192';time_since_click_in_hours is 8636;segments is '['com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_100k_08_20_2024' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' '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' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_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' '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.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' '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_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.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' '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_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_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(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(install)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_100k_21_12_2024' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V3_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' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.pieyel.scrabble_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' '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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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.ballytechnologies.quickhitslots_Android_CPI_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.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.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_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' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_100k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.00000000e+00 1.16229057e-05 0.00000000e+00 0.00000000e+00 1.16229057e-05 0.00000000e+00 0.00000000e+00 1.16229057e-05 3.48806381e-04 1.63696289e-01 3.28369141e-02 6.83105469e-01 0.00000000e+00 0.00000000e+00 1.08146667e-03 1.08871460e-02 3.87878418e-02 0.00000000e+00 3.48687172e-05 2.79188156e-04 0.00000000e+00 5.93185425e-04 1.08146667e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.16229057e-05 3.34167480e-02 9.81903076e-03 3.76892090e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.16229057e-05 0.00000000e+00 0.00000000e+00 1.16229057e-05 6.97970390e-05 1.67541504e-02 4.09317017e-03 5.94482422e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.30428505e-05 4.59594727e-02 7.10678101e-03 2.33886719e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.48687172e-05 0.00000000e+00 0.00000000e+00 2.31552124e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.04665756e-04 6.32324219e-02 1.08413696e-02 3.33251953e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.16229057e-05 4.28009033e-03 9.65118408e-04 1.66168213e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.32458115e-05 1.16229057e-05 0.00000000e+00 2.32458115e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.48687172e-05 2.79188156e-04 0.00000000e+00 5.93185425e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.36089325e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.65118408e-04 1.66168213e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.53674316e-04 1.17919922e-01 9.53674316e-04 1.17919922e-01 0.00000000e+00 0.00000000e+00 1.89495087e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.08007812e-03 2.09350586e-01 7.08007812e-03 2.09350586e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.15108490e-03 9.01489258e-02 0.00000000e+00 3.95298004e-04 0.00000000e+00 0.00000000e+00 7.02285767e-03 0.00000000e+00 1.76715851e-03 0.00000000e+00 0.00000000e+00 5.42297363e-02 5.42297363e-02 0.00000000e+00 0.00000000e+00 8.02516937e-04 0.00000000e+00 1.16229057e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.33705139e-03 0.00000000e+00 1.33705139e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.15108490e-03 8.99047852e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.32458115e-05 2.43377686e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.37233734e-03 0.00000000e+00 1.08146667e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.58119202e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.39594078e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.08146667e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.32458115e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.53674316e-04 1.17919922e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.69750977e-02 2.90870667e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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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 .
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OK ,I got an adtech request with following features: uuid is '7931ba62-4f9d-470c-bfc4-c123dacfca81';bid_timestamp is '2024-12-10 22:01:26';device_id is '524804b2-6f00-406c-9b03-29899e9b09bd';biddate is '2024-12-10';country is 'USA';app is 'com.audiomack';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '2851a908110924fd9f5942320a0d5b3b';display_manager is 'bidmachine';raw_price is 19.0843732561916;target_cpi is 215.905918851397;campaign is '57533';creative_id is '229285';session_duration is 0 ;seller_name is 'Audiomack IS';seller_id is '143';content_type is 'ie';bid_floor is 5.3106 ;min_floor is 5.3106 ;bidmachine_placement_value is '27.894736';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 474729 ;learning is 0 ;creative_theme is 'newversion_2025';user_coefficient is 0.41;prior_theme_impressions_count is 3;prior_tag_clicks_count is 3 ;time_since_click is '474642';hour is '2024-12-10 22:00:00+00:00';day_of_week is '1';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 131;channel is 'USA/I/bidmachine/com.audiomack/False/143';time_since_click_in_hours is 132;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.koolgames.bubblepopper_Android_CPI_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(af_level_achieved)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_100k' 'com.murka.scatterslots_Android_CPI_abdoul_blackapps_V4_500k' '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.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_500k' '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.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_100k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_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(108)_abdoul_mmp_light_V6_100k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_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(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.koolgames.bubblepopper_Android_CPI_abdoul_V4_500k' '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.redcell.goldandgoblins_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_500k' 'com.hutchgames.formularacing_Android_CPA(session)_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.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V3_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' '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' '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.koolgames.bubblepopper_Android_CPA(dc_8level_end_befored8)_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2mln' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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(108)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V4_2000k' '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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']';fast_imp_12h is 2;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 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.3345947e-03 3.7255859e-01 6.1370850e-02 7.6269531e-01 2.5787354e-02 7.4768066e-03 5.3131104e-02 1.1672974e-03 7.3699951e-03 0.0000000e+00 3.6478043e-05 1.4591217e-04 0.0000000e+00 1.4591217e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.6478043e-05 1.6050339e-03 0.0000000e+00 8.3923340e-03 0.0000000e+00 3.2830238e-04 0.0000000e+00 0.0000000e+00 1.2878418e-02 2.5366211e-01 2.6382446e-02 4.3920898e-01 1.4591217e-04 0.0000000e+00 0.0000000e+00 1.5945435e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.0943413e-04 2.5100708e-02 1.8493652e-02 3.4881592e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.4591217e-04 1.5068054e-02 2.0790100e-03 2.1270752e-02 7.2956085e-05 1.1310577e-03 0.0000000e+00 1.5502930e-02 2.5534630e-04 4.4136047e-03 1.5687943e-03 2.1850586e-02 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 2.1886826e-04 3.3172607e-02 0.0000000e+00 5.1696777e-02 3.6478043e-05 2.2621155e-03 0.0000000e+00 5.6915283e-03 7.2956085e-05 5.1069260e-04 0.0000000e+00 6.9694519e-03 2.1886826e-04 6.3858032e-03 1.3494492e-03 2.6412964e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.0874023e-02 3.1013489e-03 4.5989990e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.9182434e-04 1.0505676e-02 8.3923340e-03 5.3741455e-02 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 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 0.0000000e+00 0.0000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '9e527285-0418-4824-9d2f-dca608d0bf34';bid_timestamp is '2025-01-04 7:54:12';device_id is 'fa33f9e3-04c8-4e22-a001-b1d0d22e8a96';biddate is '2025-01-04';country is 'USA';app is 'com.LoopGames.Domino';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is 'ef7cdf78f425a0a5825c624a0ab03ca8';display_manager is 'bidmachine';raw_price is 19.8829075639809;target_cpi is 8.18842376811271;campaign is '57720';creative_id is '229348';session_duration is 0 ;seller_name is 'Loop Games';seller_id is '303';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '66.25';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 534539 ;learning is 0 ;creative_theme is 'general';user_coefficient is 0.78;prior_theme_impressions_count is 3;prior_tag_clicks_count is 1 ;time_since_click is '9748470';hour is '2025-01-04 07:00:00+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 148;channel is 'USA/V/bidmachine/com.LoopGames.Domino/False/303';time_since_click_in_hours is 2708;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_100k' '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.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'bloom_com.LoopGames.Domino_USA_30d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' 'bloom_com.fiogonia.spades_USA_7d' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_120)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' '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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'com.mobilityware.spider_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_10)_abdoul_V3_500k' 'bloom_com.LoopGames.Domino_USA_80' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' 'bloom_com.fiogonia.spades_USA_1d' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_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.spades_Android_CPA(141)_abdoul_V3_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' '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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_500k' '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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(ag_retention_d7)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'beetles.puzzle.solitaire_apps_embeddings_similarity' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'bloom_com.fuzzymobilegames.spades_USA_1d' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' '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' 'bloom_com.LoopGames.Domino_USA_1d' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_100k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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(148)_abdoul_mmp_V6_500k' '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' 'bloom_com.LoopGames.Domino_USA_7d' '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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_120)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'bloom_com.LoopGames.Domino_USA_95']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.26497650e-05 1.58667564e-04 7.56978989e-06 7.56978989e-06 1.98483467e-05 6.80088997e-05 6.80088997e-05 1.81317329e-04 4.30583954e-04 4.04052734e-02 9.97161865e-03 6.98730469e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.04086304e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.04086304e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.02195549e-05 2.26497650e-05 2.26497650e-05 6.80088997e-05 9.06586647e-05 6.95800781e-03 1.65462494e-03 3.67919922e-01 0.00000000e+00 2.26497650e-05 0.00000000e+00 0.00000000e+00 2.26497650e-05 1.81317329e-04 7.23266602e-03 0.00000000e+00 1.70654297e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.13248825e-05 1.13248825e-05 7.56978989e-06 4.53591347e-05 4.53591347e-05 6.80088997e-05 4.53591347e-05 1.08566284e-02 3.74031067e-03 5.37109375e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.26497650e-05 0.00000000e+00 2.26497650e-05 1.13368034e-04 1.53427124e-02 4.57763672e-03 1.06384277e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.57558441e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.92642212e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.03840637e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.18188477e-02 0.00000000e+00 5.18188477e-02 0.00000000e+00 6.32476807e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.59985352e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.57558441e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.26497650e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.65462494e-03 3.27880859e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.38037109e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.07177734e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.57763672e-03 9.38720703e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.48303223e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.38720703e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.61167908e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.29355621e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.80897522e-03 0.00000000e+00 3.61938477e-02 0.00000000e+00 3.61938477e-02 0.00000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '4a8a1c57-4c13-428f-afdc-124ba517e9dc';bid_timestamp is '2025-01-04 0:43:45';device_id is '4e3e56f8-17b4-4dcc-9a17-58b58c3932c8';biddate is '2025-01-04';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'ironsource';raw_price is 12.2041529894423;target_cpi is 2;campaign is '57767';creative_id is '228773';session_duration is 0 ;seller_name is 'Ironsource SSP';seller_id is '137';content_type is 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;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 4 ;time_since_impression is 1923088 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.75;prior_theme_impressions_count is 4;prior_tag_clicks_count is 2 ;time_since_click is '16962020';hour is '2025-01-04 00:00:00+00:00';day_of_week is '5';os_version is 10;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 534;channel is 'USA/V/ironsource/com.blackout.spades/False/137';time_since_click_in_hours is 4712;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V6_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.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.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' '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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' '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(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' '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' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V6_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 '[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.44514847e-05 0.00000000e+00 3.44514847e-05 7.23838806e-04 2.65136719e-01 1.06994629e-01 5.93261719e-01 0.00000000e+00 0.00000000e+00 5.51223755e-04 6.13403320e-03 7.20214844e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.89029694e-05 1.02478027e-01 6.27441406e-02 1.32446289e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.44514847e-05 0.00000000e+00 0.00000000e+00 2.13623047e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.89029694e-05 1.56097412e-02 0.00000000e+00 1.56402588e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.03354454e-04 8.69750977e-02 3.52783203e-02 1.97021484e-01 3.44514847e-05 0.00000000e+00 0.00000000e+00 6.89029694e-05 6.89029694e-05 4.82320786e-04 1.03354454e-04 2.96401978e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.44514847e-05 0.00000000e+00 3.44514847e-05 2.75611877e-04 5.94482422e-02 8.85772705e-03 2.42309570e-01 0.00000000e+00 0.00000000e+00 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2.62298584e-02 1.87988281e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.60522461e-02 2.44712830e-03 3.71093750e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.44514847e-05 1.37805939e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 9.02557373e-03 9.02557373e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.56860352e-02 0.00000000e+00 5.51223755e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is 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6.14013672e-02]';user_embedding_v2_lm_384_all-MiniLM-L6-v2 is '[-2.29797363e-02 -3.15246582e-02 -5.66101074e-03 -3.35388184e-02 -5.78613281e-02 -6.51855469e-02 8.10546875e-02 3.93371582e-02 4.25109863e-02 -1.85241699e-02 -3.94287109e-02 -5.49926758e-02 7.74383545e-03 -2.72064209e-02 5.74951172e-02 -6.67724609e-02 9.88769531e-02 -1.52969360e-02 -6.70776367e-02 -2.81333923e-03 2.48107910e-02 -1.68304443e-02 6.14318848e-02 -1.59454346e-02 7.67211914e-02 -6.60400391e-02 -8.41674805e-02 1.48315430e-02 -4.11987305e-04 -3.58581543e-02 -2.49786377e-02 8.88061523e-02 6.76879883e-02 -1.40609741e-02 4.30297852e-02 -1.16333008e-01 -1.29028320e-01 -2.60009766e-02 -1.89361572e-02 1.58081055e-02 -5.75256348e-02 1.26571655e-02 -3.20434570e-02 6.19125366e-03 -6.62231445e-02 -3.23486328e-02 -3.20739746e-02 6.52465820e-02 5.62744141e-02 9.19189453e-02 -2.12402344e-02 4.48913574e-02 1.00860596e-02 1.43508911e-02 -1.02111816e-01 -2.82745361e-02 -4.72717285e-02 8.26358795e-04 3.30505371e-02 7.11669922e-02 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1.29028320e-01 -6.44531250e-02 -1.20300293e-01 5.81054688e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.688231037458051';partition is '37';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'c05c8bdc-ebb4-4797-8f44-1a0a579a0e0e';bid_timestamp is '2025-01-30 18:35:23';device_id is 'faf48112-76a7-4079-bb39-73840a10ae21';biddate is '2025-01-30';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 2.77142720250747;target_cpi is 3.09903494923031;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '44.166667';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 79 ;time_since_impression is 93470 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.88;prior_theme_impressions_count is 79;prior_tag_clicks_count is 25 ;time_since_click is '1095829';hour is '2025-01-30 18:00:00+00:00';day_of_week is '3';os_version is 12;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 25;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 304;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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2M_14_11_2024' '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_competitors_BM_adrequests_470k_29_01_2025' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' '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(ag_retention_d1)_abdoul_V4_100k' '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(dc_30RoundEnded_BeforeD8)_abdoul_V7_Baseline_AG_100k_01_25_2025' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' '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(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(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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_1M_14_11_2024' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_500k' '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(148)_abdoul_mmp_light_V6_2000k' '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.murka.scatterslots_Android_CPI_abdoul_V6_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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_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.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' 'embeddings_centroid_similarity_klondikesolitaire_installs' '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']';fast_imp_12h is 3;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[3.0088425e-04 3.8671494e-04 4.2319298e-06 0.0000000e+00 5.0067902e-06 1.0166168e-03 0.0000000e+00 1.1034012e-03 1.4328957e-04 2.1386719e-01 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-6.01806641e-02 -5.26733398e-02 -2.50549316e-02 -4.20379639e-03 8.00170898e-02 8.76464844e-02 -7.44018555e-02 2.60009766e-02 6.48803711e-02 2.52532959e-02 1.14364624e-02 1.78985596e-02 -1.21688843e-03 -2.82096863e-03 -1.03210449e-01 1.88598633e-02 -3.73535156e-02 -2.55889893e-02 4.16946411e-03 7.00683594e-02 -3.03459167e-03 -3.15856934e-02 -2.73742676e-02 -2.10113525e-02 -4.39147949e-02 5.24597168e-02 3.31726074e-02 -1.78527832e-02 -3.52783203e-02 -5.27954102e-03 -4.54101562e-02 3.80554199e-02 -7.72705078e-02 5.39779663e-03 5.36499023e-02 4.27551270e-02 -9.45281982e-03 3.02276611e-02 -1.98059082e-02 -5.96046448e-08 3.24707031e-02 2.52532959e-02 5.66711426e-02 1.18560791e-02 7.21435547e-02 -2.25830078e-03 2.84729004e-02 7.55004883e-02 -3.35083008e-02 -2.15454102e-02 9.06982422e-02 -2.16102600e-03 -6.72607422e-02 -3.08990479e-02 -6.70242310e-03 -2.53906250e-02 -2.58941650e-02 -1.38931274e-02 -6.35375977e-02 -6.04248047e-02 1.17797852e-02 2.77099609e-02 -1.72271729e-02 -9.07592773e-02 -1.94854736e-02 -2.94494629e-02 5.90209961e-02 6.86035156e-02 1.03073120e-02 -5.56030273e-02 1.02920532e-02 1.15585327e-03 2.26593018e-02 -9.35058594e-02 7.59277344e-02 7.67822266e-02 -6.72607422e-02 -3.86962891e-02 -8.71276855e-03 6.67190552e-03 -4.06799316e-02 -5.35888672e-02 6.27441406e-02 -1.19934082e-02 8.14208984e-02 5.61523438e-03 -7.28759766e-02 -1.42822266e-02 1.68579102e-01 -1.30249023e-01 -6.09741211e-02 2.52227783e-02 6.03866577e-03 5.30719757e-04 6.19506836e-02 2.47573853e-03 1.45416260e-02 3.26232910e-02 5.32531738e-02 2.82440186e-02 1.09863281e-01 -6.29272461e-02 -1.43676758e-01 6.43310547e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.397587667849144';partition is '49';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '945c6446-f8bf-432e-8889-34e0c3c1998d';bid_timestamp is '2025-02-03 22:40:25';device_id is '9fab5e27-1213-4e0c-9908-ff2e63658a53';biddate is '2025-02-03';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 2.5;target_cpi is 3.71999999999999;campaign is '58062';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 '';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 97 ;time_since_impression is 246170 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 97;prior_tag_clicks_count is 12 ;time_since_click is '2073593';hour is '2025-02-03 22:00:00+00:00';day_of_week is '0';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 68;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 576;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(dc_30RoundEnded_BeforeD8)_abdoul_V7_HYP2_AG_100k_01_25_2025' '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_competitors_BM_305k_30_01_2025' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'bloom_com.fiogonia.spades_USA_7d' '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_competitors_BM_adrequests_470k_29_01_2025' '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(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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_80' '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' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' '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(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_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(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' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' '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(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_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' '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_CPI(install)_abdoul_V6_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_01_08_2025' '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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[1.6868114e-05 1.6868114e-05 4.1723251e-07 0.0000000e+00 4.1723251e-07 7.2622299e-04 5.0663948e-05 7.2622299e-04 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-8.53881836e-02 -2.05993652e-02 -6.40869141e-02 1.33395195e-04 -3.29589844e-02 2.63824463e-02 6.96411133e-02 1.10229492e-01 -6.35986328e-02 2.40783691e-02 7.73315430e-02 2.32124329e-03 2.86254883e-02 8.45336914e-03 -1.15432739e-02 -4.74853516e-02 -5.15441895e-02 -9.33837891e-02 -3.30810547e-02 -7.46459961e-02 1.15051270e-02 5.62133789e-02 -1.69982910e-02 -4.89501953e-02 -6.54983521e-03 -1.41372681e-02 -2.28118896e-02 5.27343750e-02 5.42602539e-02 8.94927979e-03 -5.74340820e-02 3.16467285e-02 -4.38537598e-02 8.11157227e-02 -6.66503906e-02 4.29687500e-02 8.69750977e-03 -2.24456787e-02 -6.65893555e-02 1.11923218e-02 -3.41491699e-02 -5.96046448e-08 -6.21414185e-03 3.28979492e-02 9.38720703e-02 3.93981934e-02 9.93041992e-02 3.64685059e-02 2.22778320e-02 1.05590820e-01 -4.68444824e-02 -2.59399414e-02 5.62133789e-02 -1.87988281e-02 -1.44165039e-01 3.27453613e-02 4.07104492e-02 1.62506104e-03 -2.54364014e-02 4.15039062e-03 -3.22875977e-02 -7.26318359e-02 -4.83398438e-02 7.94067383e-02 -1.27410889e-02 -5.03234863e-02 -3.08990479e-02 2.38990784e-03 2.92968750e-02 2.74505615e-02 3.55834961e-02 2.07214355e-02 -2.31475830e-02 -8.65173340e-03 7.91168213e-03 -1.13037109e-01 9.93041992e-02 3.35693359e-02 -8.83178711e-02 -5.56945801e-02 2.07061768e-02 -1.22604370e-02 -2.83660889e-02 -3.94287109e-02 1.06689453e-01 2.74085999e-03 5.19104004e-02 -1.98059082e-02 -6.75048828e-02 -7.98034668e-03 1.46728516e-01 -1.26220703e-01 -2.49938965e-02 8.86535645e-03 -2.35748291e-02 2.36816406e-02 6.53076172e-02 -2.62756348e-02 2.13241577e-03 6.91604614e-03 -2.40936279e-02 5.56030273e-02 1.62475586e-01 -9.65576172e-02 -9.06372070e-02 4.34875488e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.710587007761178';partition is '86';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '008357e2-023a-4e0f-b20c-994eedb63e0a';bid_timestamp is '2024-12-18 12:40:49';device_id is '1c0e39b3-7319-443d-b203-d2e8cf676b9c';biddate is '2024-12-18';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 3.05899074670414;target_cpi is 1.62027646354964;campaign is '57620';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 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '3.392';placement_historical_value is '3.295116';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 6 ;time_since_impression is 364594 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.29;prior_theme_impressions_count is 6;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-18 12:00:00+00:00';day_of_week is '2';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 101;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;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_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(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' '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_15roundended_before_d8)_abdoul_V4_500k' '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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' '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(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(108)_abdoul_V4_2000k' '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_V4_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 2;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.0000000e+00 9.0003014e-06 0.0000000e+00 0.0000000e+00 1.0132790e-06 2.7000904e-05 2.7000904e-05 8.0943108e-05 9.8884106e-05 2.1240234e-01 5.5603027e-02 4.5751953e-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 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0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 6.2942505e-05 2.0682812e-04 4.2663574e-02 3.6206055e-01 4.2663574e-02 3.6206055e-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 1.2741089e-02 9.3322754e-02 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 1.7623901e-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 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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 .
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OK ,I got an adtech request with following features: uuid is 'f5224994-c3b8-46dd-96be-4ad1db295630';bid_timestamp is '2025-01-17 19:38:38';device_id is '3cee2cac-8c2d-43e4-a22f-1bf5309ae433';biddate is '2025-01-17';country is 'USA';app is 'bible.wordgame.words.connect.crossword.cookies';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '71ee91ab3c537d1ad0f7a9438868f199';display_manager is 'bidmachine';raw_price is 11.2587546016419;target_cpi is 4.22195639036325;campaign is '57882';creative_id is '222568';session_duration is 1 ;seller_name is 'Learnings.ai';seller_id is '126';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '251.184835';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 27 ;time_since_impression is 156799 ;learning is 0 ;creative_theme is 'general';user_coefficient is 1.60999999999999;prior_theme_impressions_count is 27;prior_tag_clicks_count is 9 ;time_since_click is '1625719';hour is '2025-01-17 19:00:00+00:00';day_of_week is '4';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 43;channel is 'USA/V/bidmachine/bible.wordgame.words.connect.crossword.cookies/False/126';time_since_click_in_hours is 452;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'bloom_bible.wordgame.words.connect.crossword.cookies_USA_30d' '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.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'bloom_bible.wordgame.words.connect.crossword.cookies_USA_95' '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' 'bloom_com.fiogonia.spades_USA_7d' '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' 'bloom_bible.wordgame.words.connect.crossword.cookies_USA_1d' '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(120)_abdoul_mmp_V5_2000k' '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' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' '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' '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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_all_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_100k_21_12_2024' '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(148)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' '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(120)_abdoul_mmp_V5_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' '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_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'bloom_com.fiogonia.spades_USA_80']';fast_imp_12h is 1;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[1.0430813e-05 1.0430813e-05 1.0430813e-05 0.0000000e+00 1.0430813e-05 1.0430813e-05 0.0000000e+00 1.0430813e-05 1.1497736e-04 2.5390625e-01 4.7698975e-02 8.0859375e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.7179718e-03 1.5884399e-02 0.0000000e+00 3.1352043e-05 3.6792755e-03 1.5048981e-03 3.1433105e-02 0.0000000e+00 3.3016205e-03 3.0670166e-02 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 1.0430813e-05 1.0430813e-05 1.0430813e-05 0.0000000e+00 1.0430813e-05 1.0430813e-05 1.3439941e-01 2.1743774e-02 3.4643555e-01 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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'21';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '1cbbf1c1-710d-433d-8e49-6b3681598935';bid_timestamp is '2024-12-24 12:39:50';device_id is 'virt:600a0cdb543e1d452dc781fd9b72b572';biddate is '2024-12-24';country is 'USA';app is 'com.spades.solitaire.online.plus.offline.free.card.games';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '43e044771964a045282738def7125086';display_manager is 'applovin';raw_price is 3.02365285140662;target_cpi is 1.25;campaign is '57677';creative_id is '228965';session_duration is 9 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vi';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '2.373134';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 59858 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-24 12:00:00+00:00';day_of_week is '1';os_version is 9;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 16;channel is 'USA/V/applovin/com.spades.solitaire.online.plus.offline.free.card.games/False/117';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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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.]';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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.140414009686568';partition is '101';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'cea0eeb8-e3d7-4c9a-b4c5-8e902bc0f369';bid_timestamp is '2025-01-21 18:10:35';device_id is '2fbd347c-a73d-4963-b250-ba9b56f66486';biddate is '2025-01-21';country is 'USA';app is 'com.findmyphone.bywhistle.easilyfindphone.whistlephonefinder';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'chartboost-android-sdk';raw_price is 4.66339999999999;target_cpi is 2;campaign is '58071';creative_id is '229286';session_duration is 2000 ;seller_name is 'Chartboost SSP';seller_id is '98';content_type is 'ie';bid_floor is 4.65339999999999 ;min_floor is 4.65339999999999 ;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 8 ;time_since_impression is 9244 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 3.73;prior_theme_impressions_count is 8;prior_tag_clicks_count is 2 ;time_since_click is '13073';hour is '2025-01-21 18:00:00+00:00';day_of_week is '1';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 2;channel is 'USA/I/chartboost-android-sdk/com.findmyphone.bywhistle.easilyfindphone.whistlephonefinder/False/98';time_since_click_in_hours is 4;segments is '['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.murka.scatterslots_Android_CPI_abdoul_V4_2000k' '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' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_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.spades_Android_CPA(120)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_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_CPI_abdoul_V4_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' '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' '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.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_100k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' '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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_100k' '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_CPI_abdoul_V4_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.vitastudio.mahjong_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_1d' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' '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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V4_500k' 'com.partyup.blockjam_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' '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.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_01_08_2025' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.partyup.blockjam_Android_CPI_abdoul_V4_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' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_100k' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '527c81c2-b05b-440a-b8ee-eb5cbe759e9b';bid_timestamp is '2025-01-06 13:51:39';device_id is '8272b787-733e-4a16-878d-3471c3624293';biddate is '2025-01-06';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 81.0983752504668;target_cpi is 2.95004972600239;campaign is '57724';creative_id is '229286';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '35.333333';placement_historical_value is '77.791341';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 20 ;time_since_impression is 221179 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.24;prior_theme_impressions_count is 20;prior_tag_clicks_count is 5 ;time_since_click is '221177';hour is '2025-01-06 13:00:00+00:00';day_of_week is '0';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 61;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 61;segments is '['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.Eventyr.WS_retargeting_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_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.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_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' '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(140)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_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.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' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_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(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_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(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_500k' '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(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 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6.36596680e-02 -2.06604004e-02 1.81121826e-02 1.31072998e-02 3.72009277e-02 1.44119263e-02 3.72924805e-02 -9.43756104e-03 -5.96046448e-08 2.11944580e-02 -1.73797607e-02 3.57055664e-02 6.46362305e-02 5.15747070e-02 4.97741699e-02 -6.09207153e-03 3.97949219e-02 -9.91058350e-03 -3.53431702e-03 7.37915039e-02 2.07977295e-02 -7.15942383e-02 -3.19213867e-02 7.81250000e-03 -6.46972656e-02 -1.09558105e-01 -5.89370728e-03 -1.00524902e-01 -8.75854492e-02 -5.27038574e-02 -2.41241455e-02 -2.21252441e-02 -3.75556946e-03 -3.08990479e-02 -2.94952393e-02 7.86132812e-02 5.69152832e-02 -3.61938477e-02 -1.26495361e-02 -3.39050293e-02 1.38244629e-02 2.36816406e-02 -1.10290527e-01 5.75561523e-02 7.16552734e-02 -4.99877930e-02 -1.37786865e-02 -2.13813782e-03 1.10931396e-02 -7.80639648e-02 -7.22045898e-02 4.69970703e-02 -1.43966675e-02 1.00463867e-01 -5.41687012e-03 -6.43920898e-02 4.59594727e-02 1.53076172e-01 -1.43676758e-01 -3.17993164e-02 1.12762451e-02 -1.21688843e-02 -9.03320312e-03 4.90722656e-02 4.52575684e-02 3.60107422e-02 -2.89916992e-02 5.01708984e-02 1.11541748e-02 1.30981445e-01 -6.56738281e-02 -1.50634766e-01 4.42199707e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.937452134349453';partition is '121';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'c007b4a9-f031-4dc2-8352-680db06b7a00';bid_timestamp is '2024-12-14 13:14:00';device_id is 'e3b4d4bd-eff4-40a7-a5de-92b6c22af15a';biddate is '2024-12-14';country is 'USA';app is 'pinochle.card.game.trick.solitaire.spades.bridge.bid.meld.multiplayer.game';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 4.49224174953997;target_cpi is 2;campaign is '57577';creative_id is '228773';session_duration is 1435 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vi';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '0.0318';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 2050298 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.59;prior_theme_impressions_count is 3;prior_tag_clicks_count is 1 ;time_since_click is '3724267';hour is '2024-12-14 13:00:00+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 569;channel is 'USA/I/applovin/pinochle.card.game.trick.solitaire.spades.bridge.bid.meld.multiplayer.game/False/117';time_since_click_in_hours is 1035;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2M_14_11_2024' '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(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 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-1.09619141e-01 6.28051758e-02 2.20794678e-02 2.82135010e-02 -4.51660156e-02 -1.78985596e-02 -2.78778076e-02 4.64782715e-02 -4.46777344e-02 4.19311523e-02 4.30297852e-02 7.62939453e-02 -8.49914551e-03 1.85852051e-02 8.56018066e-03 -5.96046448e-08 2.89306641e-02 3.99780273e-02 1.34506226e-02 1.19934082e-02 4.28161621e-02 4.66613770e-02 -4.59289551e-02 9.38110352e-02 -1.37481689e-02 2.28118896e-03 9.58862305e-02 -3.01361084e-03 -7.26928711e-02 -5.06591797e-02 -3.97872925e-03 -4.17785645e-02 -5.38635254e-02 -1.28707886e-02 -5.90515137e-02 -6.97021484e-02 7.30991364e-04 1.24282837e-02 5.87768555e-02 -3.64379883e-02 -4.05883789e-02 -1.81427002e-02 5.82275391e-02 5.22613525e-03 -3.19213867e-02 -4.83093262e-02 3.57971191e-02 4.05883789e-02 2.71911621e-02 -4.42810059e-02 9.39941406e-02 6.81762695e-02 -7.52563477e-02 -1.28479004e-02 -6.50405884e-03 3.08227539e-02 -4.23583984e-02 -1.14624023e-01 2.99530029e-02 -3.45458984e-02 5.08422852e-02 -1.06887817e-02 -5.22155762e-02 1.11923218e-02 1.29516602e-01 -8.87451172e-02 -3.45153809e-02 3.71093750e-02 1.03988647e-02 4.15802002e-03 8.97827148e-02 5.98144531e-02 1.32675171e-02 -3.83605957e-02 6.74438477e-02 1.35955811e-02 1.30493164e-01 3.30505371e-02 -1.77856445e-01 6.85424805e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[ 0.18615723 -0.0690918 0.2788086 ... -0.0218811 -0.01792908 0.03503418]';rnd is '0.739996638378451';partition is '89';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '8e74b4cf-bea0-4a14-9f08-a0f57c1e8f3d';bid_timestamp is '2025-01-09 7:35:58';device_id is '1b3132ad-2bd4-477b-aaac-5da896c906cc';biddate is '2025-01-09';country is 'USA';app is 'com.EG.CannonBallDuel';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'chartboost-android-sdk';raw_price is 15.299108271535;target_cpi is 2.62532446728488;campaign is '57724';creative_id is '229286';session_duration is 0 ;seller_name is 'Chartboost SSP';seller_id is '98';content_type is 'ie';bid_floor is 13.2606 ;min_floor is 13.2606 ;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 8 ;time_since_impression is 13266206 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.54;prior_theme_impressions_count is 8;prior_tag_clicks_count is 2 ;time_since_click is '13346551';hour is '2025-01-09 07:00:00+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 3685;channel is 'USA/I/chartboost-android-sdk/com.EG.CannonBallDuel/True/98';time_since_click_in_hours is 3707;segments is '['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_100k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_500k' '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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_100k_08_20_2024' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_all_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_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.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_500k' 'com.newpubco.klondikesolitaire_apps_embeddings_similarity' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_apps_embeddings_similarity' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'bloom_com.fiogonia.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_100k' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '31679276-a9f9-42e7-a2d2-2b23ab22c454';bid_timestamp is '2025-01-18 6:53:03';device_id is '8cc712b6-8d41-49a6-9f5a-a1611af56e7d';biddate is '2025-01-18';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '43e044771964a045282738def7125086';display_manager is 'unity sdk';raw_price is 14.9999999999999;target_cpi is 3.71999999999999;campaign is '58056';creative_id is '228965';session_duration is 19 ;seller_name is 'Unity SSP';seller_id is '113';content_type is 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;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 10 ;time_since_impression is 158579 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 10;prior_tag_clicks_count is 1 ;time_since_click is '13314474';hour is '2025-01-18 06:00:00+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 44;channel is 'USA/V/unity sdk/com.blackout.spades/False/113';time_since_click_in_hours is 3698;segments is '['com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V3_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_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V6_500k' '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.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.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_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.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_80' '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_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' '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(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_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.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' '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(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' '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(ag_retention_d1)_abdoul_V4_2000k' '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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_2000k' 'com.block.juggle_Android_CPI_abdoul_V3_500k' '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.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_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.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95']';fast_imp_12h is 1;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 0.0000000e+00 0.0000000e+00 0.0000000e+00 8.5067749e-04 2.6757812e-01 5.7586670e-02 7.2607422e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.7441978e-04 4.3892860e-04 0.0000000e+00 5.4895878e-05 0.0000000e+00 0.0000000e+00 1.0973215e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.4895878e-05 3.0727386e-03 1.0700226e-03 6.5574646e-03 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-4.89196777e-02 -2.79541016e-02 9.08813477e-02 2.57110596e-02 7.62939453e-02 5.90896606e-03 -5.71289062e-02 6.06918335e-03 1.55883789e-01 -1.29638672e-01 -5.05065918e-02 1.77001953e-02 -1.46713257e-02 1.62506104e-02 5.42602539e-02 -3.46946716e-03 -8.71276855e-03 2.87322998e-02 -3.77655029e-03 3.75061035e-02 1.38183594e-01 -1.13952637e-01 -1.31225586e-01 5.78613281e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.791024641553141';partition is '59';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'f8f337e5-436d-490d-a171-3b0388f730ff';bid_timestamp is '2024-12-27 14:01:37';device_id is '62fc02a9-b638-424c-8526-ec6341449606';biddate is '2024-12-27';country is 'USA';app is 'com.block.juggle';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 11.1127370343886;target_cpi is 2;campaign is '57716';creative_id is '228773';session_duration is 0 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vie';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '6.328358';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 3956209 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.66;prior_theme_impressions_count is 3;prior_tag_clicks_count is 2 ;time_since_click is '3956206';hour is '2024-12-27 14:00:00+00:00';day_of_week is '4';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 1098;channel is 'USA/I/applovin/com.block.juggle/True/117';time_since_click_in_hours is 1099;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_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(146)_abdoul_mmp_V5_2000k' 'bloom_com.fiogonia.spades_USA_7d' '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(147)_abdoul_mmp_V5_500k' '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(140)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' '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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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(ag_retention_d1)_abdoul_V6_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_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_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(dc_35roundended_before_d8)_abdoul_mmp_V5_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_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 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-1.85699463e-02 -1.63421631e-02 3.55834961e-02 1.32568359e-01 -1.05361938e-02 -1.24084473e-01 5.49926758e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.0982031692777846';partition is '62';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '1e5dfd1d-8005-432e-8f59-db7495b61def';bid_timestamp is '2025-01-28 17:22:57';device_id is 'f0a96270-389c-48b1-9799-4bd9ac109516';biddate is '2025-01-28';country is 'USA';app is 'com.amazing.farm.world.app';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'bidmachine';raw_price is 0.0687181622465093;target_cpi is 0.3;campaign is '58188';creative_id is '229452';session_duration is 0 ;seller_name is 'Givvy MAX';seller_id is '191';content_type is 've';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '1.396899';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 ;time_since_click is '0';hour is '2025-01-28 17:00:00+00:00';day_of_week is '1';os_version is 9;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 0;channel is 'USA/I/bidmachine/com.amazing.farm.world.app/True/191';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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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
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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 .
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OK ,I got an adtech request with following features: uuid is 'c368243a-9cc6-42a2-8f38-aa8415172d63';bid_timestamp is '2024-12-12 22:43:24';device_id is '0a50d9d0-0dad-476c-8911-0e0d310668b1';biddate is '2024-12-12';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 '8900eee72ff68de0959ad05f3e9fea6a';display_manager is 'bidmachine';raw_price is 15.0093348450879;target_cpi is 4.83522131698832;campaign is '57533';creative_id is '229282';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'i';bid_floor is 0.0106 ;min_floor is 0.0106 ;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 10 ;time_since_impression is 71645 ;learning is 0 ;creative_theme is 'list';user_coefficient is 3.62;prior_theme_impressions_count is 10;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-12 22:00:00+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 19;channel is 'USA/I/bidmachine/com.blackout.spades/True/247';time_since_click_in_hours is 0;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_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_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(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(140)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_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' 'bloom_com.blackout.spades_USA_30d' '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' 'bloom_com.blackout.spades_USA_95' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k']';fast_imp_12h is 3;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 1.53183937e-05 1.53183937e-05 1.53183937e-05 1.53303146e-04 1.13037109e-01 2.94036865e-02 6.08886719e-01 4.08887863e-05 0.00000000e+00 4.60147858e-05 3.25965881e-03 3.49044800e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.53183937e-05 9.19699669e-05 0.00000000e+00 1.31835938e-02 0.00000000e+00 5.12599945e-06 0.00000000e+00 0.00000000e+00 5.12599945e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.12599945e-06 0.00000000e+00 0.00000000e+00 1.01923943e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.12599945e-06 4.45556641e-03 2.64739990e-03 1.04003906e-01 0.00000000e+00 0.00000000e+00 1.53183937e-05 1.53183937e-05 1.53183937e-05 1.01923943e-05 8.77685547e-02 2.43988037e-02 2.91503906e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.01923943e-05 5.10811806e-05 0.00000000e+00 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0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.04443932e-04 0.00000000e+00 1.01923943e-05 0.00000000e+00 5.12599945e-06 0.00000000e+00 0.00000000e+00 9.19699669e-05 1.53183937e-05 2.43988037e-02 2.91015625e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.01923943e-05 0.00000000e+00 0.00000000e+00 3.01599503e-04 6.53076172e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.15255737e-05 0.00000000e+00 0.00000000e+00 2.43988037e-02 2.91259766e-01 2.43988037e-02 2.91015625e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.17775726e-05 0.00000000e+00 2.76088715e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.53183937e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.09569931e-04 2.25830078e-03 2.21710205e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.64739990e-03 1.04003906e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.12599945e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.40304565e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.73125076e-04 7.17926025e-03 3.73125076e-04 7.17926025e-03 2.21710205e-02 5.12599945e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.12599945e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.04443932e-05 1.62841797e-01 0.00000000e+00 0.00000000e+00 1.39770508e-02 0.00000000e+00 0.00000000e+00 9.19699669e-05 0.00000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '14d4e140-9dcc-4c5c-ab79-e0f1ca4ce25a';bid_timestamp is '2025-01-11 2:15:15';device_id is 'a2e8cda5-728f-49ab-8222-fbe218f3c9c4';biddate is '2025-01-11';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 1.6879316061542;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 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '18.656';placement_historical_value is '2.153891';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 19 ;time_since_impression is 6263 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.23;prior_theme_impressions_count is 19;prior_tag_clicks_count is 4 ;time_since_click is '6249';hour is '2025-01-11 02:00:00+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 1;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 2;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(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.dekovir.wordrift_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' '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.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.klondikesolitaire_Android_CPA(110)_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.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_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' 'bloom_com.blackout.spades_USA_80' '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' '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(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_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(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_CPI(install)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' '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(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(120)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' '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_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'bloom_com.fiogonia.spades_USA_80']';fast_imp_12h is 3;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '7ae3ac10-ce1b-40f3-ba1e-5e9727757a62';bid_timestamp is '2025-01-29 12:26:38';device_id is '9e326478-1e5e-4244-a3b6-47027c8e004a';biddate is '2025-01-29';country is 'USA';app is 'com.skillapps.heelcareinurdu.pedicuretips.totkayinurdu';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is '96e2debf7a6e443eab1a9dc799f3d3a2';display_manager is 'chartboost-android-sdk';raw_price is 0.268507648941465;target_cpi is 0.3;campaign is '58188';creative_id is '229453';session_duration is 0 ;seller_name is 'Chartboost SSP';seller_id is '98';content_type is 'vi';bid_floor is 0.2226 ;min_floor is 0.2226 ;bidmachine_placement_value is '0.237314';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 ;time_since_click is '0';hour is '2025-01-29 12:00:00+00:00';day_of_week is '2';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 0;channel is 'USA/I/chartboost-android-sdk/com.skillapps.heelcareinurdu.pedicuretips.totkayinurdu/True/98';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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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.]';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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.907825747471954';partition is '24';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '3c4cb26e-82d7-4561-8ee0-da8c5e524187';bid_timestamp is '2024-12-18 17:41:47';device_id is 'ca7f4227-c708-4cf0-a9db-5670fcd401ad';biddate is '2024-12-18';country is 'USA';app is 'com.blackout.spades';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 6.27913190983235;target_cpi is 3;campaign is '57621';creative_id is '228773';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'vi';bid_floor is 5.20387 ;min_floor is 1.6006 ;bidmachine_placement_value is '5.86098';placement_historical_value is '6.082817';third_party_bid_price is 5.20386955880807;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 10 ;time_since_impression is 539589 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.34;prior_theme_impressions_count is 10;prior_tag_clicks_count is 5 ;time_since_click is '707032';hour is '2024-12-18 17:00:00+00:00';day_of_week is '2';os_version is 12;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 149;channel is 'USA/V/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 196;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' 'loppipoppi.dominoes_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' '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(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' '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_V3_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(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPA_dc_8EndGame_BeforeD8_abdoul_100k_07_18_2024' '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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' '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(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' '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(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' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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(108)_abdoul_V3_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_CPI_abdoul_V6_500k' '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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 2;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[5.5193901e-05 5.5193901e-05 7.8678131e-06 7.8678131e-06 7.8678131e-06 1.2874603e-04 1.2874603e-04 1.2874603e-04 9.1969967e-05 3.3691406e-01 1.5173340e-01 3.6132812e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.2947998e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.2947998e-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 1.8417835e-05 2.9312134e-02 2.1331787e-02 3.5430908e-02 7.8678131e-06 7.8678131e-06 1.2874603e-04 1.2874603e-04 1.2874603e-04 1.8417835e-05 3.0712891e-01 1.3037109e-01 3.2568359e-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 1.8417835e-05 1.2874603e-04 0.0000000e+00 1.2874603e-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 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.6776066e-05 1.4710426e-04 3.6776066e-05 1.4710426e-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 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 1.3037109e-01 3.2568359e-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 5.2947998e-03 0.0000000e+00 0.0000000e+00 1.3037109e-01 3.2568359e-01 1.3037109e-01 3.2568359e-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 3.6776066e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 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-1.78833008e-02 5.40466309e-02 -2.75878906e-02 -1.06079102e-01 2.61840820e-02 3.30810547e-02 8.24737549e-03 -7.62939453e-04 2.83813477e-03 -4.13513184e-02 -6.57958984e-02 -4.01306152e-02 5.21545410e-02 -2.34222412e-03 -7.31201172e-02 -2.63061523e-02 -5.00106812e-03 1.99432373e-02 5.90820312e-02 2.60162354e-03 1.79672241e-03 -2.56042480e-02 -4.74548340e-03 1.70440674e-02 -1.19506836e-01 1.08520508e-01 3.35693359e-02 -8.73413086e-02 -7.38525391e-02 1.52969360e-02 2.34222412e-02 -2.59704590e-02 -1.08108521e-02 6.39648438e-02 2.32543945e-02 4.18090820e-02 -2.15911865e-02 -9.06982422e-02 -1.31683350e-02 1.34277344e-01 -1.07177734e-01 -3.16772461e-02 9.41467285e-03 -1.67541504e-02 -6.61468506e-03 5.01098633e-02 1.38092041e-02 1.45111084e-02 4.55322266e-02 2.94342041e-02 8.25195312e-02 1.07727051e-01 -8.86840820e-02 -1.14624023e-01 5.27343750e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.909719806785055';partition is '101';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
|
0
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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 'ddea4961-1254-4bb8-9ab4-ad7e1d8ad201';bid_timestamp is '2025-01-03 22:48:50';device_id is 'd4aecadf-5269-48d2-9fc9-75de72b244b8';biddate is '2025-01-03';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 8.371408;target_cpi is 2;campaign is '57768';creative_id is '228773';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vi';bid_floor is 8.361408 ;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 16 ;time_since_impression is 267540 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.77;prior_theme_impressions_count is 16;prior_tag_clicks_count is 4 ;time_since_click is '267536';hour is '2025-01-03 22:00:00+00:00';day_of_week is '4';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 74;channel is 'USA/V/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 74;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' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_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' '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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' '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.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_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(147)_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_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' '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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' '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' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_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.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.86102295e-05 2.86102295e-05 7.15255737e-06 9.53674316e-06 7.15255737e-06 1.14321709e-04 8.57710838e-05 1.14321709e-04 2.85863876e-04 1.14196777e-01 2.63519287e-02 4.75585938e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.34887695e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.71608543e-05 8.57710838e-05 0.00000000e+00 4.28676605e-04 7.15255737e-06 7.15255737e-06 1.14321709e-04 8.57710838e-05 1.14321709e-04 1.14321709e-04 1.03820801e-01 1.90429688e-02 4.60693359e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.86102295e-05 2.00080872e-03 1.02901459e-03 5.45883179e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.86102295e-05 6.94656372e-03 5.94711304e-03 6.94656372e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.86102295e-05 1.20067596e-03 3.43084335e-04 1.80053711e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.86102295e-05 1.14321709e-04 0.00000000e+00 1.14321709e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.71694565e-04 3.43084335e-04 1.80053711e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.17272949e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.02901459e-03 5.45883179e-03 6.03103638e-03 1.88476562e-01 6.03103638e-03 1.88476562e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.43508911e-02 2.83203125e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.02901459e-03 5.45883179e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.68826294e-03 1.72607422e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.30081177e-02 2.67089844e-01 1.02901459e-03 5.45883179e-03 0.00000000e+00 5.94711304e-03 6.94656372e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.43508911e-02 2.83203125e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.68826294e-03 4.68826294e-03 1.72485352e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.68826294e-03 1.72485352e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.94656372e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.28717041e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.30081177e-02 2.67089844e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.14321709e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[ 1.58386230e-02 -2.95410156e-02 -1.00250244e-02 -3.41796875e-03 -7.14111328e-02 -5.56640625e-02 6.12182617e-02 4.01306152e-02 5.06591797e-02 6.56890869e-03 -5.27648926e-02 -2.98004150e-02 -5.66482544e-03 -9.59014893e-03 6.07299805e-02 -5.18188477e-02 8.29467773e-02 -5.05065918e-02 -4.50744629e-02 8.95977020e-04 3.40576172e-02 -8.76617432e-03 1.02539062e-02 -3.15856934e-03 6.59790039e-02 -4.26635742e-02 -7.63549805e-02 3.58581543e-02 -1.17874146e-02 -4.95605469e-02 -6.00280762e-02 9.94262695e-02 4.26330566e-02 1.42669678e-02 8.52966309e-03 -1.05468750e-01 -1.31469727e-01 -6.78710938e-02 2.16827393e-02 1.14669800e-02 -2.63519287e-02 1.12762451e-02 -2.38189697e-02 8.49151611e-03 -9.02099609e-02 -4.89501953e-02 -4.67224121e-02 7.08618164e-02 5.59997559e-02 1.10778809e-01 -2.77252197e-02 4.96826172e-02 2.91900635e-02 -2.75850296e-04 -8.06884766e-02 1.51672363e-02 -3.94592285e-02 -1.30004883e-02 1.73645020e-02 6.26831055e-02 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-2.56500244e-02 2.78472900e-02 2.16522217e-02 1.28540039e-01 -9.86328125e-02 -1.52832031e-01 6.82373047e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.0840810365494474';partition is '29';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'b38f7a3c-543f-4867-bb29-ef018dcc8e13';bid_timestamp is '2024-12-20 23:37:00';device_id is '50d1f631-7ecb-4555-b908-5bc21297e63c';biddate is '2024-12-20';country is 'USA';app is 'com.blackout.spades';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 20.1861536130309;target_cpi is 2;campaign is '57621';creative_id is '228773';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '10.884676';placement_historical_value is '';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 430506 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.83;prior_theme_impressions_count is 4;prior_tag_clicks_count is 2 ;time_since_click is '430503';hour is '2024-12-20 23:00:00+00:00';day_of_week is '4';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 119;channel is 'USA/V/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 120;segments is '['bloom_com.bbumgames.spadesroyale_USA_1d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_abdoul_V4_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_CPI_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_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(108)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_80' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_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(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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' 'com.block.juggle_Android_CPI_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_1d' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_100k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' '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.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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_2000k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.43186951e-05 2.43186951e-05 1.21593475e-05 2.43186951e-05 1.21593475e-05 4.86969948e-05 2.43186951e-05 4.86969948e-05 1.09577179e-03 1.24572754e-01 2.30102539e-02 4.37255859e-01 4.86850739e-04 2.19106674e-04 2.31361389e-03 0.00000000e+00 1.19304657e-03 1.29241943e-02 7.30156898e-05 2.70271301e-03 9.25064087e-04 8.32366943e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.29241943e-02 4.86969948e-05 0.00000000e+00 0.00000000e+00 3.89575958e-04 0.00000000e+00 3.65257263e-04 3.91769409e-03 0.00000000e+00 1.21231079e-02 2.43186951e-05 0.00000000e+00 2.43186951e-05 7.30156898e-05 0.00000000e+00 0.00000000e+00 1.60694122e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.86969948e-05 5.28335571e-03 9.73701477e-04 8.22448730e-03 1.21593475e-05 1.21593475e-05 4.86969948e-05 2.43186951e-05 4.86969948e-05 9.73939896e-05 1.10107422e-01 2.08129883e-02 3.98193359e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0.00000000e+00 0.00000000e+00 0.00000000e+00 1.67942047e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.26552582e-03 0.00000000e+00 0.00000000e+00 3.16381454e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.31361389e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.62832642e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.86969948e-05 0.00000000e+00 2.53105164e-03 0.00000000e+00 2.53105164e-03 0.00000000e+00 0.00000000e+00 6.81400299e-04 8.66699219e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.84125519e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.26552582e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '2ae3033f-4c25-4b6e-945b-f981013991c7';bid_timestamp is '2025-01-17 21:40:55';device_id is '110b5079-c36b-4ff2-8a82-f9f8ba99dad7';biddate is '2025-01-17';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 4.71084669415247;target_cpi is 2.07602703404422;campaign is '57948';creative_id is '228965';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '30.916667';placement_historical_value is '4.453353';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 23 ;time_since_impression is 114771 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 0.46;prior_theme_impressions_count is 23;prior_tag_clicks_count is 7 ;time_since_click is '188423';hour is '2025-01-17 21:00:00+00:00';day_of_week is '4';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 31;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 52;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(120)_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.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' 'de.empfohlen_Android_CPI_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' '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(108)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_start_befored8)_abdoul_V3_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' '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.aaaudi.wordmaker_Android_CPI_abdoul_V4_500k' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V3_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.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' '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(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V3_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.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V3_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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(141)_abdoul_V6_100k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_start_befored8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' '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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_start_befored8)_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' '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.spades_Android_CPA(141)_abdoul_V4_100k' '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(install)_abdoul_V6_AG_100k_01_08_2025' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k']';fast_imp_12h is 3;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.9516220e-04 2.9516220e-04 1.4066696e-05 3.6895275e-05 1.4066696e-05 8.8500977e-04 3.3712387e-04 8.8500977e-04 3.3712387e-04 4.1918945e-01 5.5664062e-02 6.7968750e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.4980774e-03 4.8484802e-03 0.0000000e+00 1.2648106e-04 2.3010254e-02 8.7661743e-03 9.9670410e-02 0.0000000e+00 2.1453857e-02 8.6303711e-02 0.0000000e+00 4.2140484e-05 0.0000000e+00 0.0000000e+00 2.1076202e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'd1db9d24-391f-4090-8f94-efc4692a642a';bid_timestamp is '2024-12-10 21:05:11';device_id is '930a6d0f-51fb-4b36-a06e-fbb873e371eb';biddate is '2024-12-10';country is 'USA';app is 'com.blackout.spades';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 10.5662732385098;target_cpi is 1.5;campaign is '57530';creative_id is '228773';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '502.369668';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 7 ;time_since_impression is 58198 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.46;prior_theme_impressions_count is 7;prior_tag_clicks_count is 4 ;time_since_click is '4726952';hour is '2024-12-10 21:00:00+00:00';day_of_week is '1';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 16;channel is 'USA/V/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1313;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_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' '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_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' '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(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' '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(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' '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' '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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' '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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 3;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[0.0000000e+00 1.4817715e-04 0.0000000e+00 0.0000000e+00 2.9623508e-05 0.0000000e+00 0.0000000e+00 1.8513203e-04 1.8513203e-04 2.6904297e-01 8.3068848e-02 6.8212891e-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 3.7014484e-05 0.0000000e+00 0.0000000e+00 4.8136711e-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 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0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[-1.98364258e-02 -5.01403809e-02 -1.92565918e-02 2.52532959e-02 -2.43530273e-02 -2.23846436e-02 9.72900391e-02 1.68151855e-02 4.98046875e-02 -4.95605469e-02 -3.57971191e-02 -4.22058105e-02 -1.40991211e-02 6.31809235e-04 5.28564453e-02 -8.21533203e-02 9.68627930e-02 -1.38473511e-02 -1.25579834e-02 -8.75473022e-04 -2.28729248e-02 1.07269287e-02 1.53427124e-02 -2.28118896e-03 1.74999237e-03 -7.47070312e-02 -7.08618164e-02 3.81469727e-02 -4.15649414e-02 -8.09936523e-02 -3.35083008e-02 1.11694336e-01 7.07397461e-02 -9.78469849e-04 -1.24740601e-02 -9.16137695e-02 -9.45434570e-02 -4.58374023e-02 -7.72857666e-03 4.62341309e-02 -8.22143555e-02 -2.33054161e-04 -2.60162354e-02 -1.23977661e-02 -3.79028320e-02 -1.15966797e-01 -7.85522461e-02 1.08215332e-01 7.07397461e-02 1.17736816e-01 -5.87463379e-02 2.63671875e-02 -2.91824341e-03 -4.86145020e-02 -8.09326172e-02 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-2.48565674e-02 -2.14576721e-03 4.23583984e-02 -1.63574219e-02 3.43933105e-02 1.37329102e-02 4.85229492e-03 4.67834473e-02 1.11022949e-01 -1.02905273e-01 -9.94873047e-02 5.63964844e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[ 0.2788086 -0.24194336 0.3474121 ... 0.02714539 0.00735092 -0.0017271 ]';rnd is '0.793902108601204';partition is '25';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '85410236-23fb-41ce-9487-6835a6edf788';bid_timestamp is '2025-01-14 3:44:17';device_id is 'b1b00b03-7608-4b96-b29c-f4ae2c8278e4';biddate is '2025-01-14';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 10.4589994235031;target_cpi is 1.6778816274744;campaign is '57945';creative_id is '228773';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'vi';bid_floor is 3.9 ;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 64 ;time_since_impression is 4594 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.48;prior_theme_impressions_count is 64;prior_tag_clicks_count is 8 ;time_since_click is '21109';hour is '2025-01-14 03:00:00+00:00';day_of_week is '1';os_version is 10;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 1;channel is 'USA/V/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 6;segments is '['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_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.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' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' '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_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.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' '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.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' '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.hearts_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'bloom_com.fiogonia.yatzy_USA_7d' '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_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPI_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(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_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' '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.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_500k' '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.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'HDIP_iOS_USA_WiFi_100_users_LITE' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.newpubco.hearts_Android_CPI_abdoul_V6_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.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' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 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8.08715820e-02 1.18103027e-02 5.49621582e-02 -1.64184570e-02 -4.57153320e-02 -1.36795044e-02 1.43432617e-01 -1.03454590e-01 -2.02026367e-02 -3.27148438e-02 -1.70745850e-02 8.43811035e-03 4.08630371e-02 1.64413452e-03 -1.93405151e-03 -3.28779221e-04 3.35502625e-03 5.21545410e-02 1.59423828e-01 -8.41064453e-02 -1.16577148e-01 5.97229004e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.691229774995416';partition is '43';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'd23798aa-ae34-4843-8a52-8a44af5623a0';bid_timestamp is '2025-01-11 17:17:09';device_id is 'cf482be9-16f1-4a09-a960-a93f4e67c46d';biddate is '2025-01-11';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 176.682810993364;target_cpi is 15;campaign is '57923';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 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '1.6112';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 'completed_gp';user_coefficient is 0.8;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-11 17:00:00+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 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;segments is '['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.murka.scatterslots_Android_CPI_abdoul_V4_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.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' '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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' '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.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' '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' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '1c3a34fd-34e0-424d-b1f9-7e0549f2c117';bid_timestamp is '2025-01-16 18:05:14';device_id is '452eb504-c328-4f60-854d-b3cba1a5fe9a';biddate is '2025-01-16';country is 'USA';app is 'kidultlovin.word.zen';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 1.62506230520147;target_cpi is 12.1714254153165;campaign is '57948';creative_id is '228773';session_duration is 0 ;seller_name is 'Learnings.ai';seller_id is '126';content_type is 'vie';bid_floor is 0.0106 ;min_floor is 0.0106 ;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 46 ;time_since_impression is 55110 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.16;prior_theme_impressions_count is 46;prior_tag_clicks_count is 16 ;time_since_click is '55051';hour is '2025-01-16 18:00:00+00:00';day_of_week is '3';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 15;channel is 'USA/I/bidmachine/kidultlovin.word.zen/False/126';time_since_click_in_hours is 15;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(120)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'bloom_kidultlovin.word.zen_USA_80' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'bloom_kidultlovin.word.zen_USA_7d' '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' 'bloom_kidultlovin.word.zen_USA_30d' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' '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' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'bloom_com.fiogonia.spades_USA_1d' 'bloom_com.fiogonia.yatzy_USA_7d' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V3_500k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(112)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'bloom_kidultlovin.word.zen_USA_95' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' '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_CPI_abdoul_mmp_V5_2000k' 'bloom_com.fiogonia.spades_USA_80' 'bloom_kidultlovin.word.zen_USA_1d' 'bloom_com.fiogonia.dominoes_USA_1d']';fast_imp_12h is 4;fast_click_2h is 2';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[9.95397568e-06 9.95397568e-06 4.76837158e-07 5.36441803e-07 4.76837158e-07 1.65700912e-05 6.61611557e-06 1.65700912e-05 1.90734863e-05 1.22070312e-01 2.99835205e-02 4.26025391e-01 1.74045563e-05 0.00000000e+00 6.12735748e-05 0.00000000e+00 4.38690186e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '27489dba-fd9f-487d-a3a9-60d040d545eb';bid_timestamp is '2025-01-07 12:11:42';device_id is '9c8d5d7d-0851-4680-aec0-613ebe1bef48';biddate is '2025-01-07';country is 'USA';app is 'gin.rummy.ginrummy.free.online.offline.classic.card.game';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 6.74520613392815;target_cpi is 2.5;campaign is '57717';creative_id is '228773';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 've';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '22.083333';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 23 ;time_since_impression is 338584 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.39;prior_theme_impressions_count is 23;prior_tag_clicks_count is 6 ;time_since_click is '338562';hour is '2025-01-07 12:00:00+00:00';day_of_week is '1';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 94;channel is 'USA/I/bidmachine/gin.rummy.ginrummy.free.online.offline.classic.card.game/False/482';time_since_click_in_hours is 94;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' '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' 'bloom_gin.rummy.ginrummy.free.online.offline.classic.card.game_USA_80' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_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(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' '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.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'bloom_gin.rummy.ginrummy.free.online.offline.classic.card.game_USA_30d' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' '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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_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.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V4_500k' 'bloom_gin.rummy.ginrummy.free.online.offline.classic.card.game_USA_95']';fast_imp_12h is 2;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 3.5464764e-05 0.0000000e+00 3.5464764e-05 5.6743622e-04 1.3024902e-01 4.1625977e-02 6.0595703e-01 2.0847321e-03 6.5612793e-04 6.0386658e-03 1.3374329e-02 3.4820557e-02 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 8.8810921e-06 0.0000000e+00 0.0000000e+00 6.7377090e-04 0.0000000e+00 0.0000000e+00 4.9638748e-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 2.6583672e-05 1.2855530e-03 9.4890594e-04 1.9416809e-03 0.0000000e+00 0.0000000e+00 3.5464764e-05 0.0000000e+00 3.5464764e-05 1.3303757e-04 8.6608887e-02 2.7130127e-02 2.3486328e-01 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5.14831543e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.111276242651063';partition is '14';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'a1d1e861-5930-43d4-a2c1-f4ca648bd057';bid_timestamp is '2024-12-27 22:14:59';device_id is '3c049440-74d4-4bd1-a80b-3750768f1342';biddate is '2024-12-27';country is 'USA';app is 'com.vitastudio.mahjong';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 18.2698385397388;target_cpi is 4.69798920188982;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Learnings.ai';seller_id is '126';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '33.491312';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 7 ;time_since_impression is 145070 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.87;prior_theme_impressions_count is 7;prior_tag_clicks_count is 2 ;time_since_click is '145059';hour is '2024-12-27 22:00:00+00:00';day_of_week is '4';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 40;channel is 'USA/I/bidmachine/com.vitastudio.mahjong/False/126';time_since_click_in_hours is 40;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_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_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_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(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.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_mmp_and_ag_with_new_features_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_2000k' '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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_2000k' '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.spades_Android_CPA(108)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' '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.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V3_500k' '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']';fast_imp_12h is 1;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 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.25577164e-04 1.43798828e-01 3.10821533e-02 4.96582031e-01 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6.49414062e-02 -2.74085999e-03 -1.20315552e-02 -3.91540527e-02 -6.66618347e-04 -1.82495117e-02 -5.96046448e-08 4.11071777e-02 -1.63269043e-02 1.07482910e-01 6.66046143e-03 7.36083984e-02 9.18579102e-03 2.61077881e-02 1.21154785e-01 -4.40368652e-02 -2.63977051e-02 5.85632324e-02 -3.26538086e-02 -1.37451172e-01 1.67541504e-02 1.19400024e-02 -2.88238525e-02 -1.73950195e-02 1.53656006e-02 -4.87976074e-02 -9.19189453e-02 -3.29284668e-02 5.70373535e-02 -4.60815430e-03 -8.46557617e-02 -1.74102783e-02 1.41525269e-02 5.20629883e-02 4.31518555e-02 -3.47900391e-02 -2.86407471e-02 -5.65719604e-03 1.16119385e-02 4.68444824e-03 -1.10412598e-01 8.79516602e-02 2.97241211e-02 -1.14074707e-01 -7.48291016e-02 1.75781250e-02 -2.20108032e-03 -3.29895020e-02 -5.52062988e-02 8.12377930e-02 3.06396484e-02 7.61718750e-02 -8.14056396e-03 -4.29687500e-02 -2.27508545e-02 1.43188477e-01 -1.01318359e-01 -5.14221191e-02 -1.28707886e-02 1.20773315e-02 -6.79492950e-06 2.93273926e-02 1.10549927e-02 1.44882202e-02 -1.26571655e-02 9.75036621e-03 3.33251953e-02 1.33178711e-01 -1.01196289e-01 -1.31591797e-01 8.19091797e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.862430031885844';partition is '95';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '2202189b-8284-456e-b2ca-f5c21a00c1e1';bid_timestamp is '2025-01-22 1:32:42';device_id is '4b957988-7416-4260-9596-c87ee724dd01';biddate is '2025-01-22';country is 'USA';app is 'spades.solitaire.card.games.free';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'applovin';raw_price is 61.2073887207006;target_cpi is 2.5;campaign is '57880';creative_id is '229286';session_duration is 417 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'ie';bid_floor is 36.688801 ;min_floor is 36.688801 ;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 15 ;time_since_impression is 18283 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 3.8;prior_theme_impressions_count is 15;prior_tag_clicks_count is 13 ;time_since_click is '18274';hour is '2025-01-22 01:00:00+00:00';day_of_week is '2';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 5;channel is 'USA/I/applovin/spades.solitaire.card.games.free/False/117';time_since_click_in_hours is 5;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_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.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'bloom_spades.solitaire.card.games.free_USA_80' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_100k' '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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' '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.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_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' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' 'bloom_com.fiogonia.spades_USA_1d' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' '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(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_2000k' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '4dac085b-4161-45e9-ad41-0a36dabaafb3';bid_timestamp is '2024-12-12 14:33:47';device_id is '682c696d-4512-4da3-ac31-b1b440c9b7d0';biddate is '2024-12-12';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 9.0377508597025;target_cpi is 4.1112931218002;campaign is '57540';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 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '21.2';placement_historical_value is '8.878899';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 6 ;time_since_impression is 60649 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.76;prior_theme_impressions_count is 6;prior_tag_clicks_count is 4 ;time_since_click is '76692';hour is '2024-12-12 14:00:00+00:00';day_of_week is '3';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 16;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 21;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' 'bm_clickers_newpubco_klondikesolitaire_similar_apps_for_Moloco_Liftoff_Smadex' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'bloom_com.tripledot.solitaire_USA_95' '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_CPA(140)_abdoul_V4_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(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' '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(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' '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.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' 'bloom_com.fiogonia.spades_USA_1d' '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(141)_abdoul_mmp_light_V6_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.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' '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_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' '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(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' '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' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' '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.newpubco.spades_Android_CPI_abdoul_V6_500k' '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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k']';fast_imp_12h is 3;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '53081b3d-1266-42b3-9744-ccbc0e2eaedb';bid_timestamp is '2025-01-27 14:36:05';device_id is 'virt:f3fcf7a0000b06e57e35b6ebd9e98e59';biddate is '2025-01-27';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 2.5;target_cpi is 3.71999999999999;campaign is '58062';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '59.36';placement_historical_value is '2.271284';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 'newversion';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-27 14:00:00+00:00';day_of_week is '0';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 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;segments is '[]';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 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0. 0. 0. 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.164538499314529';partition is '2';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '812c677c-6f91-49b0-9c01-5e709221a6c6';bid_timestamp is '2025-01-03 20:23:06';device_id is '977bfb8f-8325-41cd-b227-e96f72390779';biddate is '2025-01-03';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 6.65064412992351;target_cpi is 1.35748482417643;campaign is '57724';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 '59.36';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 1356381 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.57;prior_theme_impressions_count is 3;prior_tag_clicks_count is 2 ;time_since_click is '1356374';hour is '2025-01-03 20:00:00+00:00';day_of_week is '4';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 376;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 377;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(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_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_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.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' '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(147)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_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(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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' '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(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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_7d' '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(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 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[3.15904617e-05 3.15904617e-05 1.05500221e-05 0.00000000e+00 1.05500221e-05 4.73260880e-05 0.00000000e+00 4.73260880e-05 1.73687935e-04 3.70361328e-01 1.21276855e-01 3.72070312e-01 3.63111496e-04 0.00000000e+00 1.53064728e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.57952309e-05 4.97741699e-02 0.00000000e+00 4.97741699e-02 1.05500221e-05 1.05500221e-05 4.73260880e-05 0.00000000e+00 4.73260880e-05 3.15904617e-05 3.19335938e-01 1.20727539e-01 3.19335938e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.57952309e-05 0.00000000e+00 0.00000000e+00 1.73687935e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.15904617e-05 5.04970551e-04 4.89234924e-04 2.09999084e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.89165497e-05 7.10487366e-04 6.31213188e-05 7.10487366e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.53064728e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.53064728e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.68220901e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.20727539e-01 3.19824219e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.42028046e-04 1.73687935e-04 0.00000000e+00 1.73687935e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.20727539e-01 3.19335938e-01 1.20727539e-01 3.19335938e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.57952309e-05 1.57952309e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.68220901e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.73260880e-05 9.47117805e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '3043a49a-303e-44da-a224-a18c9cf43fbf';bid_timestamp is '2025-01-20 20:38:46';device_id is '0893efe7-7026-4074-80ea-bee80e448538';biddate is '2025-01-20';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 2.99999999999999;target_cpi is 3.71999999999999;campaign is '58062';creative_id is '228965';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 've';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '29.68';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 152968 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 28;prior_tag_clicks_count is 7 ;time_since_click is '406165';hour is '2025-01-20 20:00:00+00:00';day_of_week is '0';os_version is 12;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 42;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 113;segments is '['loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_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' '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_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' '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' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_2000k' '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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95']';fast_imp_12h is 2;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[4.4107437e-06 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'f4bd2f9b-4d0f-472d-a463-23fa767e1ebd';bid_timestamp is '2024-12-28 15:07:24';device_id is 'b6f92711-8107-4ee6-abd6-feb6b9b1e3e4';biddate is '2024-12-28';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 3.3676270053313;target_cpi is 4;campaign is '57677';creative_id is '228965';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 '5.476667';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 9 ;time_since_impression is 46043 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 0.48;prior_theme_impressions_count is 9;prior_tag_clicks_count is 2 ;time_since_click is '567611';hour is '2024-12-28 15:00:00+00:00';day_of_week is '5';os_version is 15;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 12;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 158;segments is '['bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80']';fast_imp_12h is 2;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[5.10811806e-05 5.10811806e-05 6.37769699e-06 6.37769699e-06 6.37769699e-06 2.04443932e-04 2.04443932e-04 2.04443932e-04 1.02221966e-04 2.64648438e-01 1.88476562e-01 2.64648438e-01 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-9.50927734e-02 2.87017822e-02 1.02310181e-02 -2.16865540e-03 -3.73840332e-02 1.19094849e-02 -9.48333740e-03 -5.96046448e-08 3.41415405e-03 4.39453125e-02 7.75756836e-02 5.57899475e-04 8.25805664e-02 2.50091553e-02 1.73091888e-03 1.11877441e-01 -2.02484131e-02 -3.85437012e-02 6.30493164e-02 -5.31311035e-02 -1.02539062e-01 1.67846680e-02 3.72314453e-02 6.05583191e-04 -6.14624023e-02 -1.37405396e-02 -4.43420410e-02 -9.19799805e-02 -2.00195312e-02 4.94689941e-02 -1.23291016e-02 -5.93261719e-02 -2.89001465e-02 2.97355652e-03 1.77917480e-02 4.20837402e-02 1.00326538e-02 4.22286987e-03 -2.34031677e-03 6.76727295e-03 3.51867676e-02 -1.21948242e-01 1.25976562e-01 3.96423340e-02 -8.20922852e-02 -6.84204102e-02 4.98046875e-02 2.26898193e-02 -3.00140381e-02 -3.48205566e-02 6.57958984e-02 2.55775452e-03 8.17260742e-02 -1.09100342e-02 -6.86645508e-02 -2.73742676e-02 1.31103516e-01 -1.06323242e-01 -3.70788574e-02 -9.49859619e-04 -1.16043091e-02 1.12457275e-02 6.39648438e-02 3.87382507e-03 -5.08499146e-03 1.81274414e-02 2.60925293e-02 6.58569336e-02 1.24877930e-01 -7.04345703e-02 -1.14135742e-01 7.45239258e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.697750568089625';partition is '82';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'a87d844b-0d20-4334-a1b6-5f944cd4ebf5';bid_timestamp is '2024-12-16 3:12:42';device_id is '4da7fb95-f0f3-49b0-9bfc-88f128c05424';biddate is '2024-12-16';country is 'USA';app is 'com.hyilmaz.spades';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'ironsource';raw_price is 13.9560559764504;target_cpi is 1;campaign is '57530';creative_id is '229142';session_duration is 2000 ;seller_name is 'Ironsource SSP';seller_id is '137';content_type is 'vi';bid_floor is 6.3706 ;min_floor is 6.3706 ;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 56 ;time_since_impression is 42823 ;learning is 0 ;creative_theme is 'fisherman_introplayer';user_coefficient is 1.1;prior_theme_impressions_count is 56;prior_tag_clicks_count is 17 ;time_since_click is '42006965';hour is '2024-12-16 03:00:00+00:00';day_of_week is '0';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/V/ironsource/com.hyilmaz.spades/False/137';time_since_click_in_hours is 11669;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(148)_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.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' '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_V5_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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(108)_abdoul_V4_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.newpubco.spades_Android_CPA(146)_abdoul_V4_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(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_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' '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(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_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(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' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' '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(108)_abdoul_V4_2000k' '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(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' '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_CPA(146)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k']';fast_imp_12h is 1;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 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.5980682e-04 2.6342773e-01 6.0333252e-02 6.6943359e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 6.1302185e-03 6.1302185e-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 5.5968761e-05 2.7980804e-03 0.0000000e+00 5.6533813e-03 0.0000000e+00 0.0000000e+00 0.0000000e+00 8.3982944e-05 2.1133423e-02 8.1157684e-04 3.2135010e-02 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 1.3995171e-04 1.6589355e-01 4.7180176e-02 4.4335938e-01 1.1193752e-04 4.6730042e-03 2.2678375e-03 4.9247742e-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 2.8014183e-05 3.0779839e-04 0.0000000e+00 3.0779839e-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 5.5968761e-05 6.8420410e-02 1.0047913e-02 1.8273926e-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 8.3982944e-05 2.2387505e-04 2.8014183e-05 2.2387505e-04 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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0.0000000e+00 2.2678375e-03 4.6730042e-03 0.0000000e+00 0.0000000e+00 5.5968761e-05 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 5.5968761e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.2463074e-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 5.5968761e-05 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 3.2135010e-02 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 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 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 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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 .
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OK ,I got an adtech request with following features: uuid is '2baa6cc8-49f3-434b-8dd2-39e0f81eefb9';bid_timestamp is '2024-12-25 14:30:59';device_id is 'eee0de02-6b67-4c78-92cb-c2399a4b8ac2';biddate is '2024-12-25';country is 'USA';app is 'com.screw.pin.nuts.bolts.jam.puzzle';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 7.12140173634483;target_cpi is 11.1374201833009;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Maverick Mobile MAX';seller_id is '222';content_type is 'i';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '22.993492';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 37 ;time_since_impression is 264331 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.3;prior_theme_impressions_count is 37;prior_tag_clicks_count is 4 ;time_since_click is '264321';hour is '2024-12-25 14:00:00+00:00';day_of_week is '2';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 73;channel is 'USA/I/bidmachine/com.screw.pin.nuts.bolts.jam.puzzle/True/222';time_since_click_in_hours is 73;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(140)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_100k' '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(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'similar_categories_installed_newpubco_klondikesolitaire' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'easy.sudoku.puzzle.solver.free_Android_CPI(install)_abdoul_V5_MMP_100k_21_10_2024' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_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.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'easy.sudoku.puzzle.solver.free_Android_CPI(install)_abdoul_V5_MMP_100k_21_12_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.aaaudi.biblecode_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_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(145)_abdoul_mmp_light_V6_2000k' '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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' '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(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' '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(108)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_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' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' '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.newpubco.spades_Android_CPI_abdoul_V6_500k' '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' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k']';fast_imp_12h is 1;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.84314156e-05 2.84314156e-05 3.15904617e-06 4.76837158e-06 3.15904617e-06 6.40153885e-05 2.13384628e-05 6.40153885e-05 1.35183334e-04 3.29833984e-01 4.69360352e-02 4.95117188e-01 1.42455101e-05 1.42455101e-05 1.42455101e-05 7.74383545e-03 1.43508911e-02 0.00000000e+00 1.42455101e-05 9.24468040e-05 9.24468040e-05 1.77860260e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.30481339e-06 5.30481339e-06 2.84314156e-05 2.13384628e-05 2.84314156e-05 1.42455101e-05 2.08129883e-01 4.00695801e-02 2.08129883e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.09295273e-06 0.00000000e+00 0.00000000e+00 4.28009033e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.43051147e-06 0.00000000e+00 1.43051147e-06 3.55839729e-05 0.00000000e+00 3.55839729e-05 7.82608986e-05 1.16088867e-01 5.61141968e-03 1.68579102e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.09295273e-06 0.00000000e+00 0.00000000e+00 3.05891037e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.25448608e-03 1.25217438e-03 2.25448608e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.13384628e-05 3.36456299e-03 0.00000000e+00 1.11389160e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.09295273e-06 0.00000000e+00 0.00000000e+00 8.53538513e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.00695801e-02 2.08129883e-01 1.25217438e-03 2.56729126e-03 1.25217438e-03 2.56729126e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.26428223e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.00695801e-02 2.08129883e-01 4.00695801e-02 2.08129883e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 8.17775726e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.19421387e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.11206055e-01 1.11206055e-01 1.11206055e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.04288483e-04 2.21557617e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 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0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.25217438e-03 2.56729126e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.25217438e-03 2.92968750e-03 0.00000000e+00 1.42455101e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.75678253e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 7.04288483e-04 1.10351562e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.28009033e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.70707703e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.82830811e-03 2.80517578e-01 6.82830811e-03 2.80517578e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.13043594e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.13384628e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.00695801e-02 4.00695801e-02 2.08129883e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 2.96936035e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.05891037e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.55839729e-05 2.70366669e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.55839729e-05 2.20537186e-04 7.04288483e-04 2.21801758e-01 0.00000000e+00 0.00000000e+00 1.11206055e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]';user_embedding_v3_lm_384_all-MiniLM-L6-v2 is '[-4.59289551e-02 -2.41394043e-02 -2.12860107e-02 9.75036621e-03 -5.66711426e-02 -4.60510254e-02 7.99560547e-02 2.95715332e-02 3.91235352e-02 -1.53064728e-03 -5.27648926e-02 -3.77197266e-02 -3.01170349e-03 -1.30157471e-02 4.88891602e-02 -3.43322754e-02 4.37622070e-02 1.97601318e-02 -2.23693848e-02 -1.02844238e-02 1.15661621e-02 1.80664062e-02 2.71453857e-02 -1.08432770e-03 7.70874023e-02 -4.09545898e-02 -1.02844238e-01 -4.12368774e-03 3.10897827e-03 -2.00653076e-02 -2.77862549e-02 1.08215332e-01 3.18298340e-02 -2.22473145e-02 2.23541260e-02 -7.25097656e-02 -1.05895996e-01 -2.02484131e-02 -9.39941406e-03 4.20331955e-04 -9.74121094e-02 4.03594971e-03 -5.14526367e-02 -2.60467529e-02 -6.62841797e-02 -8.69140625e-02 -6.43310547e-02 1.22070312e-01 4.92858887e-02 1.00585938e-01 -8.92333984e-02 4.24804688e-02 8.69750977e-03 -3.87573242e-02 -9.10034180e-02 4.69665527e-02 -2.04925537e-02 -2.99682617e-02 -8.60595703e-03 5.07507324e-02 -4.15649414e-02 -2.05535889e-02 -2.00653076e-02 6.73217773e-02 5.79357147e-04 5.40161133e-02 -5.76782227e-02 -8.81195068e-03 -1.87530518e-02 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0.]';rnd is '0.0396021378029707';partition is '22';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '84aa1d95-d73f-4002-987f-12a662ca70df';bid_timestamp is '2024-12-29 16:00:19';device_id is '2732c7e8-0caa-4386-a3be-1eaafe6eb65e';biddate is '2024-12-29';country is 'USA';app is 'com.ofazz.clever';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 1.31056049512852;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 124 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vi';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '1.107463';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 12 ;time_since_impression is 729319 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.58;prior_theme_impressions_count is 12;prior_tag_clicks_count is 6 ;time_since_click is '729287';hour is '2024-12-29 16:00:00+00:00';day_of_week is '6';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 202;channel is 'USA/V/applovin/com.ofazz.clever/False/117';time_since_click_in_hours is 203;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(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_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_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_100k_11_10_2024' '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.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.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' '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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_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(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_New_100k_11_10_2024' '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.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_500k' '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(108)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_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(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 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9.71221924e-03 -4.61120605e-02 2.01721191e-02 -4.34265137e-02 7.23876953e-02 -4.98046875e-02 5.69458008e-02 5.57708740e-03 2.35443115e-02 -3.04107666e-02 2.83813477e-02 -2.28729248e-02 -5.96046448e-08 4.83322144e-03 7.92694092e-03 5.95397949e-02 4.01000977e-02 9.41162109e-02 2.28118896e-02 -1.57928467e-02 1.06323242e-01 -2.48870850e-02 -1.32751465e-02 9.12475586e-02 -7.88879395e-03 -1.03759766e-01 -1.10931396e-02 1.74713135e-02 -3.83605957e-02 -3.96118164e-02 2.27050781e-02 -7.70263672e-02 -8.45947266e-02 -6.67724609e-02 4.09545898e-02 1.42135620e-02 -6.25610352e-02 -1.74713135e-02 -2.11029053e-02 7.02514648e-02 6.48803711e-02 -2.90679932e-02 -2.98156738e-02 -2.37426758e-02 1.03836060e-02 1.08032227e-02 -1.03210449e-01 8.63647461e-02 5.63659668e-02 -1.27563477e-01 -6.00280762e-02 -2.54669189e-02 5.98144531e-03 -3.01971436e-02 -5.47180176e-02 7.30590820e-02 1.76544189e-02 8.36791992e-02 9.52148438e-03 -5.32531738e-02 2.38952637e-02 1.74682617e-01 -1.27929688e-01 -4.39453125e-02 -1.29470825e-02 -2.23388672e-02 -1.28021240e-02 5.18798828e-02 8.58306885e-03 1.35345459e-02 -2.61077881e-02 3.58276367e-02 2.69775391e-02 1.18347168e-01 -5.37414551e-02 -1.24328613e-01 7.80029297e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.745714772505426';partition is '5';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'a368fc45-9fd1-433d-9e6d-37636d9e4b85';bid_timestamp is '2024-12-13 14:32:37';device_id is '0064c303-5485-4249-b413-40ff391f1932';biddate is '2024-12-13';country is 'USA';app is 'com.health.datarecord.heart.pro';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 7.6320420139874;target_cpi is 4;campaign is '57526';creative_id is '228773';session_duration is 5 ;seller_name is 'Applovin SSP';seller_id is '117';content_type is 'vi';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is '0.0106';placement_historical_value is '';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 4231 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 3.35;prior_theme_impressions_count is 4;prior_tag_clicks_count is 1 ;time_since_click is '2081455';hour is '2024-12-13 14:00:00+00:00';day_of_week is '4';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 1;channel is 'USA/I/applovin/com.health.datarecord.heart.pro/False/117';time_since_click_in_hours is 578;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPI_abdoul_blackapps_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.xentech.brickblast_retargeting_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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 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-5.04684448e-03 -1.07421875e-02 2.42309570e-02 3.64379883e-02 -6.11877441e-02 1.55868530e-02 7.24487305e-02 -8.20922852e-02 -2.90222168e-02 -1.30081177e-02 -3.34930420e-03 -2.56195068e-02 -5.82580566e-02 5.07507324e-02 -1.60522461e-02 9.86938477e-02 1.84478760e-02 -1.10626221e-02 9.01031494e-03 1.24755859e-01 -7.47070312e-02 -8.81347656e-02 7.14111328e-02 1.15814209e-02 2.12554932e-02 6.59179688e-02 4.28161621e-02 3.17687988e-02 -6.50634766e-02 9.82055664e-02 1.60980225e-02 1.11877441e-01 -2.49633789e-02 -1.57226562e-01 4.60815430e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.364673827101654';partition is '62';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '2ae0a85a-d2f5-4b7c-9245-0f6bcde576d9';bid_timestamp is '2024-12-26 19:57:48';device_id is 'ffb52485-751b-494f-9374-7b1cd169f4cc';biddate is '2024-12-26';country is 'USA';app is 'com.mobilityware.freecell';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 7.97632530267063;target_cpi is 6.36695942211437;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'i';bid_floor is 5.681146 ;min_floor is ;bidmachine_placement_value is '0.7';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 7 ;time_since_impression is 165510 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.92;prior_theme_impressions_count is 7;prior_tag_clicks_count is 5 ;time_since_click is '260984';hour is '2024-12-26 19:00:00+00:00';day_of_week is '3';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 45;channel is 'USA/I/bidmachine/com.mobilityware.freecell/False/192';time_since_click_in_hours is 72;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' '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(146)_abdoul_mmp_V5_2000k' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_100k' '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(145)_abdoul_mmp_V6_500k' '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(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'bloom_com.fiogonia.spades_USA_1d' '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(145)_abdoul_V4_2000k' '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(145)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_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(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(dc_40roundended_before_d8)_abdoul_mmp_V6_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' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'bloom_com.fiogonia.spades_USA_80']';fast_imp_12h is 1;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[1.9788742e-05 1.9788742e-05 6.6161156e-06 6.6161156e-06 6.6161156e-06 2.9742718e-05 2.9742718e-05 2.9742718e-05 1.1885166e-04 1.5942383e-01 3.1768799e-02 5.1220703e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.9016266e-03 1.9016266e-03 0.0000000e+00 9.8943710e-06 0.0000000e+00 0.0000000e+00 2.2780895e-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 0.0000000e+00 9.8943710e-06 7.9274178e-05 0.0000000e+00 7.9274178e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 6.6161156e-06 6.6161156e-06 2.9742718e-05 2.9742718e-05 2.9742718e-05 5.9425831e-05 1.4331055e-01 2.7770996e-02 4.9121094e-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 1.9788742e-05 1.5899658e-02 3.9825439e-03 2.0767212e-02 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 2.9742718e-05 1.3864040e-04 9.8943710e-06 2.2780895e-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 9.8943710e-06 2.2780895e-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 7.9274178e-05 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 3.8433075e-03 2.0523071e-02 2.0523071e-02 3.8433075e-03 2.0523071e-02 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.7074585e-02 3.0664062e-01 1.7074585e-02 3.0664062e-01 0.0000000e+00 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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 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 2.9742718e-05 2.2780895e-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 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 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 9.8943710e-06 2.0802021e-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 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 3.8433075e-03 2.0523071e-02 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 1.7074585e-02 3.0664062e-01 3.8433075e-03 2.0523071e-02 0.0000000e+00 0.0000000e+00 7.9274178e-05 1.0688782e-02 1.0688782e-02 1.8444824e-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 1.4865398e-04 1.3475418e-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 1.7044067e-02 3.0566406e-01 0.0000000e+00 0.0000000e+00 1.3864040e-04 2.5749207e-04 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '690f824a-2e8e-4c64-aeab-03a7e993fc3f';bid_timestamp is '2024-12-10 3:54:32';device_id is '4df4a421-4255-427c-87df-37030e349ab8';biddate is '2024-12-10';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 8.74651167541742;target_cpi is 2;campaign is '57530';creative_id is '228773';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '25.44';placement_historical_value is '9.791602';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 2 ;time_since_impression is 512919 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.14;prior_theme_impressions_count is 2;prior_tag_clicks_count is 1 ;time_since_click is '2338668';hour is '2024-12-10 03:00:00+00:00';day_of_week is '1';os_version is 12;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 142;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 650;segments is '['com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' '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.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_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.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' '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(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k']';fast_imp_12h is 0;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[4.2843819e-04 6.4277649e-04 2.1421909e-04 0.0000000e+00 2.1421909e-04 4.2843819e-04 0.0000000e+00 6.4277649e-04 1.7137527e-03 3.7915039e-01 1.9653320e-01 6.1523438e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.1422119e-03 0.0000000e+00 2.1421909e-04 0.0000000e+00 0.0000000e+00 4.3487549e-02 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 2.1421909e-04 2.1421909e-04 2.1421909e-04 0.0000000e+00 2.1421909e-04 6.4277649e-04 3.5766602e-01 1.8615723e-01 5.1123047e-01 0.0000000e+00 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'0.84746719179419';partition is '14';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '7a138140-e5fb-4256-85fb-3745092bd44f';bid_timestamp is '2025-01-23 3:26:42';device_id is '12647797-203f-457d-93ab-22016baa5edf';biddate is '2025-01-23';country is 'USA';app is 'com.mobilityware.Dominoes';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 9.62399181899481;target_cpi is 0.973611323778624;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is '192';content_type is 'ie';bid_floor is 1.5 ;min_floor is ;bidmachine_placement_value is '0.8';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 8 ;time_since_impression is 259517 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.5;prior_theme_impressions_count is 8;prior_tag_clicks_count is 2 ;time_since_click is '2503691';hour is '2025-01-23 03:00:00+00:00';day_of_week is '3';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 72;channel is 'USA/I/bidmachine/com.mobilityware.Dominoes/False/192';time_since_click_in_hours is 695;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' '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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' 'bloom_com.fiogonia.spades_USA_7d' '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_light_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_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(120)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'com.hutchgames.formularacing_Android_CPA(session)_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.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'bloom_com.fiogonia.spades_USA_1d' '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_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'f23ee563-bea6-4221-81b6-ec84f874656a';bid_timestamp is '2025-01-28 18:09:21';device_id is 'cf3786f2-4319-40f1-99bd-acdc2cfc9b8b';biddate is '2025-01-28';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 21.5058041899598;target_cpi is 1.2;campaign is '58196';creative_id is '228773';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'vi';bid_floor is 1.07325 ;min_floor is ;bidmachine_placement_value is '22.083333';placement_historical_value is '4.4925';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 39317840 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.98;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '39317803';hour is '2025-01-28 18:00:00+00:00';day_of_week is '1';os_version is 10;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 10921;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 10922;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'de.empfohlen_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'Android_retargeting_IAP_abdoul_500k_05_28_2024' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(loop_ipu50)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'de.empfohlen_Android_CPA(App Opened)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'net.supertreat.solitaire_Android_CPI_abdoul_V4_500k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.ballytechnologies.f88_Android_CPI_abdoul_V3_500k' 'de.empfohlen_Android_CPA(App Opened)_abdoul_V4_2000k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ipu_168h_50)_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V3_500k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V4_500k' 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0
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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 .
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OK ,I got an adtech request with following features: uuid is '92d873a9-07db-4967-b2f6-3cc976e270a6';bid_timestamp is '2025-01-07 10:53:54';device_id is '325d275c-be7d-4c10-804f-146e1faa631e';biddate is '2025-01-07';country is 'USA';app is 'spades.classic.card.free.online.offline.multiplayer';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 63.8923436037123;target_cpi is 3.12711559050722;campaign is '57724';creative_id is '229286';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '';placement_historical_value is '77.981108';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 10 ;time_since_impression is 27238877 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.86;prior_theme_impressions_count is 10;prior_tag_clicks_count is 6 ;time_since_click is '31602670';hour is '2025-01-07 10:00:00+00:00';day_of_week is '1';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 7566;channel is 'USA/I/bidmachine/spades.classic.card.free.online.offline.multiplayer/False/482';time_since_click_in_hours is 8779;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 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-8.68225098e-03 -7.27844238e-03 -2.14080811e-02 -9.78851318e-03 4.50439453e-02 6.30493164e-02 -4.77218628e-03 -3.62243652e-02 2.74963379e-02 2.06451416e-02 5.99670410e-03 -9.17358398e-02 6.79931641e-02 6.26220703e-02 -1.05468750e-01 -1.15737915e-02 -2.83813477e-02 6.25228882e-03 -2.83660889e-02 -6.95800781e-02 6.43310547e-02 8.30841064e-03 9.03320312e-02 6.19506836e-03 -5.03234863e-02 1.95617676e-02 1.67114258e-01 -1.29028320e-01 -5.98144531e-02 1.73645020e-02 1.94854736e-02 -4.35180664e-02 6.82983398e-02 -3.31497192e-03 4.02221680e-02 -1.15776062e-03 4.18090820e-02 4.19998169e-03 1.03820801e-01 -1.51443481e-02 -1.32690430e-01 5.89904785e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.499518782123267';partition is '24';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '71c7e98e-eeb4-4b32-8deb-85dce2ee6d53';bid_timestamp is '2025-01-05 7:45:45';device_id is 'ee2cc898-86be-4c3e-8654-326fa2e28cce';biddate is '2025-01-05';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 2.51067394465116;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 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '22.083333';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 27 ;time_since_impression is 7929 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.31;prior_theme_impressions_count is 27;prior_tag_clicks_count is 14 ;time_since_click is '7926';hour is '2025-01-05 07:00:00+00:00';day_of_week is '6';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 2;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 2;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'bloom_com.fiogonia.spades_USA_7d' '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(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' '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(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' 'bloom_com.fiogonia.spades_USA_1d' '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(147)_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(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V5_2000k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_2000k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 3;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[2.1219254e-05 2.1219254e-05 1.4305115e-06 1.4305115e-06 1.3113022e-06 3.1828880e-05 2.5510788e-05 3.3974648e-05 2.5510788e-05 6.6955566e-02 8.7356567e-03 4.3701172e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.4972687e-03 3.1127930e-03 0.0000000e+00 4.2319298e-06 8.5234642e-06 8.5234642e-06 3.8206577e-05 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 2.1457672e-06 9.5546246e-05 0.0000000e+00 9.5546246e-05 1.4305115e-06 1.3113022e-06 3.1828880e-05 2.5510788e-05 3.3974648e-05 1.0609627e-05 6.6772461e-02 8.7203979e-03 4.3676758e-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 6.3776970e-06 2.3365021e-05 1.4841557e-05 5.5193901e-05 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 6.3776970e-06 6.3717365e-05 2.1457672e-06 7.8558922e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.1457672e-06 0.0000000e+00 0.0000000e+00 2.9742718e-05 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 1.2674332e-03 2.5097656e-01 1.2755394e-05 1.2755394e-05 1.2755394e-05 1.2755394e-05 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 8.5234642e-06 0.0000000e+00 0.0000000e+00 8.7203979e-03 4.3676758e-01 8.7203979e-03 4.3676758e-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 1.8477440e-04 1.5368652e-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 1.9133091e-05 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 1.2958050e-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 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 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 1.2755394e-05 1.2755394e-05 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 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 2.1457672e-06 7.2746277e-03 3.2043457e-02 0.0000000e+00 7.2708130e-03 3.2043457e-02 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 2.1457672e-06 1.6772747e-04 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.2319298e-06 1.2755394e-05 4.2319298e-06 1.2755394e-05 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 9.5546246e-05 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 7.4539185e-03 1.8579102e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 8.5372925e-03 8.5372925e-03 2.8320312e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 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'2';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 '684b08ea-5344-4607-9a94-4b4981f5faba';bid_timestamp is '2025-01-18 5:31:25';device_id is '27895d44-8775-4188-b61c-e9e7f9232ae8';biddate is '2025-01-18';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '43e044771964a045282738def7125086';display_manager is 'unity sdk';raw_price is 14.9999999999999;target_cpi is 3.71999999999999;campaign is '58056';creative_id is '228965';session_duration is 1487 ;seller_name is 'Unity SSP';seller_id is '113';content_type is 'vi';bid_floor is 3.1906 ;min_floor is 3.1906 ;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 2 ;time_since_impression is 304180 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 2;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-18 05:00:00+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 84;channel is 'USA/V/unity sdk/com.blackout.spades/False/113';time_since_click_in_hours is 0;segments is '['com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_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' 'bloom_com.tripledot.solitaire_USA_95' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' 'bloom_com.fiogonia.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V5_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V5_2000k' '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.klondikesolitaire_Android_CPA(112)_abdoul_V4_2000k' 'com.aaaudi.biblecode_Android_CPA(10level_complete_beforeD8)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.aaaudi.biblecode_Android_CPA(10level_complete_beforeD8)_abdoul_V3_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_500k']';fast_imp_12h is 1;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 1.9490719e-05 1.9490719e-05 1.9490719e-05 2.0503998e-04 3.6181641e-01 1.3793945e-01 7.2802734e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 3.6315918e-03 3.6315918e-03 0.0000000e+00 2.9265881e-05 8.2015991e-04 4.8756599e-05 1.8348694e-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 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-2.18963623e-02 -7.40966797e-02 1.01562500e-01 2.76184082e-02 -7.75909424e-03 -1.33590698e-02 1.35803223e-02 -5.83801270e-02 8.64868164e-02 -4.65393066e-02 2.82897949e-02 1.02281570e-04 3.94592285e-02 -1.05972290e-02 5.28869629e-02 -1.71813965e-02 -5.96046448e-08 4.39147949e-02 -2.63519287e-02 8.48999023e-02 2.06146240e-02 9.80834961e-02 2.63366699e-02 -3.78417969e-02 1.17614746e-01 -1.48696899e-02 -2.95410156e-02 1.04187012e-01 4.49371338e-03 -9.63134766e-02 3.07312012e-02 2.97851562e-02 -4.99572754e-02 -3.30505371e-02 3.47328186e-03 -7.17163086e-02 -6.60400391e-02 -3.45764160e-02 1.63726807e-02 -1.71051025e-02 -6.64062500e-02 -6.87255859e-02 7.90405273e-03 4.36096191e-02 7.03735352e-02 -3.74755859e-02 -1.33666992e-02 1.15108490e-03 -8.80432129e-03 -1.79290771e-03 -1.19445801e-01 7.44628906e-02 7.00683594e-02 -9.38110352e-02 -1.08215332e-01 1.54876709e-03 -1.12686157e-02 -2.31933594e-02 -6.76269531e-02 1.19689941e-01 4.96292114e-03 2.04925537e-02 -6.53839111e-03 -4.78515625e-02 -2.61840820e-02 1.49047852e-01 -8.99047852e-02 -6.68945312e-02 -2.98614502e-02 -2.49938965e-02 -2.00805664e-02 7.46459961e-02 -1.24435425e-02 2.84423828e-02 -1.69830322e-02 4.53491211e-02 7.05566406e-02 1.59790039e-01 -5.80444336e-02 -1.50878906e-01 6.32934570e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.176128785583066';partition is '5';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'e1c6bddd-47bd-4feb-bcc7-0985269c5fa6';bid_timestamp is '2024-12-09 15:17:06';device_id is 'b17f8f07-f743-4614-97e2-78889a695163';biddate is '2024-12-09';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 3.29013405584163;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 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '33.92';placement_historical_value is '';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 8 ;time_since_impression is 27307450 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.1;prior_theme_impressions_count is 8;prior_tag_clicks_count is 1 ;time_since_click is '31887438';hour is '2024-12-09 15:00:00+00:00';day_of_week is '0';os_version is 12;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 7585;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 8858;segments is '['com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' '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(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' '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_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 2;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 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.3596497e-04 1.9885254e-01 2.4642944e-02 7.7294922e-01 0.0000000e+00 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-4.29382324e-02 4.82482910e-02 -8.75244141e-02 5.40542603e-03 5.37872314e-04 -0.00000000e+00 -8.33129883e-02 4.28771973e-02 -4.17709351e-03 6.45751953e-02 -2.64282227e-02 4.45861816e-02 1.27105713e-02 5.60607910e-02 9.58251953e-02 8.63647461e-03 -3.17077637e-02 5.09948730e-02 -4.48303223e-02 -1.16653442e-02 -5.20629883e-02 4.46319580e-03 7.76367188e-02 -1.04598999e-02 4.01000977e-02 -3.58963013e-03 -3.53622437e-03 1.21215820e-01 -7.84912109e-02 4.42199707e-02 3.04260254e-02 -4.43696976e-04 -4.01611328e-02 -2.20184326e-02 -3.98254395e-02 -4.29382324e-02 6.61010742e-02 -2.53906250e-02 -7.78198242e-02 3.44543457e-02 -9.79614258e-03 -1.90124512e-02 3.51257324e-02 5.97839355e-02 -4.85229492e-02 6.78100586e-02 6.26220703e-02 -4.27856445e-02 -4.31060791e-03 -2.32086182e-02 5.38024902e-02 -4.58068848e-02 -1.00219727e-01 -7.62329102e-02 4.75158691e-02 4.73937988e-02 -4.33349609e-02 9.18579102e-02 -3.00445557e-02 6.87408447e-03 -7.04345703e-02 -2.45056152e-02 -3.72009277e-02 -3.11279297e-02 -4.59289551e-02 2.64587402e-02 7.75146484e-02 1.35620117e-01 -4.29382324e-02 -1.07288361e-03 4.81262207e-02 -1.27029419e-02 3.83300781e-02 4.94766235e-03 -2.70080566e-02 -1.83868408e-02 -6.25000000e-02 -9.46044922e-02 -1.60980225e-02 -7.58056641e-02 5.43212891e-03 5.60607910e-02 2.69889832e-03 -3.79943848e-02 -1.13601685e-02 -6.82449341e-03 -2.19421387e-02 2.92816162e-02 5.48095703e-02 2.37884521e-02 -5.54199219e-02 4.76074219e-02 -7.14111328e-02 4.58068848e-02 -7.11669922e-02 8.16650391e-02 1.07288361e-03 -1.78222656e-02 -4.80957031e-02 7.78675079e-04 -2.10418701e-02 -5.96046448e-08 1.15966797e-02 2.52685547e-02 1.01196289e-01 1.95159912e-02 5.38024902e-02 3.53698730e-02 2.52075195e-02 1.17187500e-01 -5.77087402e-02 -3.35693359e-02 5.13610840e-02 -5.45959473e-02 -1.22375488e-01 2.92816162e-02 -3.25584412e-03 1.12380981e-02 -3.15551758e-02 1.31759644e-02 -4.12597656e-02 -8.82568359e-02 -3.85742188e-02 4.65393066e-02 1.44958496e-02 -6.35375977e-02 -1.65405273e-02 -2.75421143e-03 2.87170410e-02 4.28466797e-02 1.27506256e-03 -2.30560303e-02 -1.88903809e-02 5.02586365e-04 1.70745850e-02 -1.12304688e-01 1.17004395e-01 4.55474854e-03 -8.71582031e-02 -6.57348633e-02 -2.97355652e-03 3.42712402e-02 -3.54614258e-02 -2.52990723e-02 7.93457031e-02 2.01416016e-02 7.47680664e-02 -1.31149292e-02 -1.03820801e-01 -1.50203705e-03 1.22009277e-01 -1.06872559e-01 -3.11737061e-02 1.81484222e-03 -8.20922852e-03 6.27136230e-03 2.29339600e-02 1.48773193e-02 1.65100098e-02 2.02331543e-02 -6.32476807e-03 4.53186035e-02 1.16088867e-01 -1.20361328e-01 -9.00268555e-02 6.31713867e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.92013141151643';partition is '48';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '97428ba0-273f-4855-8bfe-c7be8b3e360e';bid_timestamp is '2025-01-13 18:24:12';device_id is '270f8dbe-dde9-4fc0-9d6c-2b5168010fe8';biddate is '2025-01-13';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 34.2567206823914;target_cpi is 2.69729695238698;campaign is '57882';creative_id is '229286';session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is '247';content_type is 'ie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is '42.4';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 105644 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.94;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '105600';hour is '2025-01-13 18:00:00+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 29;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 29;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(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.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' '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(ag_retention_d1)_abdoul_V4_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_80' '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(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_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(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_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' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'explore' '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.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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[1.1485815e-04 1.1485815e-04 2.8729439e-05 2.8729439e-05 2.8729439e-05 2.2971630e-04 2.2971630e-04 2.2971630e-04 2.2971630e-04 2.9736328e-01 7.9101562e-02 3.6083984e-01 0.0000000e+00 0.0000000e+00 4.0779114e-03 1.4934540e-03 1.4934540e-03 0.0000000e+00 5.7458878e-05 2.0675659e-03 0.0000000e+00 2.0675659e-03 0.0000000e+00 2.0675659e-03 2.0675659e-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 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 2.8729439e-05 2.8729439e-05 2.2971630e-04 2.2971630e-04 2.2971630e-04 1.1485815e-04 2.9711914e-01 7.8979492e-02 3.6059570e-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 5.7458878e-05 1.1485815e-04 1.1485815e-04 1.1485815e-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 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 5.7458878e-05 1.1485815e-04 0.0000000e+00 1.1485815e-04 4.0779114e-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 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 7.8979492e-02 3.6035156e-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 7.8979492e-02 3.6035156e-01 7.8979492e-02 3.6035156e-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 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 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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3.49121094e-02 -1.30615234e-02 -3.69567871e-02 6.61010742e-02 1.38427734e-01 -6.84204102e-02 -6.17370605e-02 1.69677734e-02 5.95855713e-03 -5.69152832e-02 3.78723145e-02 -3.98559570e-02 1.98211670e-02 -2.61688232e-02 5.65338135e-03 1.16271973e-02 1.54296875e-01 -3.57666016e-02 -1.39160156e-01 3.28063965e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.0800478826189446';partition is '80';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '365f5a91-3288-43a4-9f7c-75c24c0762be';bid_timestamp is '2025-02-04 23:51:48';device_id is '5b9ac497-2325-40ef-867e-e1d498810a21';biddate is '2025-02-04';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 1.92030107671312;target_cpi is 1.76800232208664;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 '2.12';placement_historical_value is '1.831842';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 7 ;time_since_impression is 517364 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.7;prior_theme_impressions_count is 7;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-04 23:00:00+00:00';day_of_week is '1';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 143;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;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(dc_30RoundEnded_BeforeD8)_abdoul_V7_HYP2_AG_100k_01_25_2025' '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_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' '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_competitors_BM_adrequests_470k_29_01_2025' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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(140)_abdoul_V4_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.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(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(146)_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(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.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_competitors_BM_62k_01_02_2025' 'com.mobilityware.spider_Android_CPA(Level_20)_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(108)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' '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' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' '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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']';fast_imp_12h is 3;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 1.7690659e-04 1.2636185e-04 1.7690659e-04 7.5817108e-05 3.2641602e-01 1.4575195e-01 3.2641602e-01 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.0108948e-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 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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'ec5af2a7-bb1f-4e29-9c42-723d42aeb179';bid_timestamp is '2025-01-28 15:10:43';device_id is 'virt:56cd856fac4165fc80fc028a8c991911';biddate is '2025-01-28';country is 'USA';app is 'com.fugo.wow';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'bidmachine';raw_price is 4.0663900345746;target_cpi is 1.2;campaign is '58196';creative_id is '229142';session_duration is 23 ;seller_name is 'Fugo Games';seller_id is '290';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;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 2 ;time_since_impression is 7845610 ;learning is 0 ;creative_theme is 'fisherman_introplayer';user_coefficient is 1;prior_theme_impressions_count is 2;prior_tag_clicks_count is 1 ;time_since_click is '7845805';hour is '2025-01-28 15:00:00+00:00';day_of_week is '1';os_version is 12;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 2179;channel is 'USA/V/bidmachine/com.fugo.wow/False/290';time_since_click_in_hours is 2179;segments is '[]';fast_imp_12h is 1;fast_click_2h is 0';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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_v2_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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 '0.152461462435052';partition is '88';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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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 .
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OK ,I got an adtech request with following features: uuid is '5724f13c-0346-4996-bcc5-0e6ee3e7bf97';bid_timestamp is '2024-12-25 23:08:34';device_id is 'f5d91a42-fc37-40c8-bb5d-c2f7c2517251';biddate is '2024-12-25';country is 'USA';app is 'com.gsn.android.tripeaks';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 18.0981199263595;target_cpi is 3.67844363046902;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'GSN MAX';seller_id is '186';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '';placement_historical_value is '15.811857';third_party_bid_price is ;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 3 ;time_since_impression is 984622 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.86;prior_theme_impressions_count is 3;prior_tag_clicks_count is 2 ;time_since_click is '984593';hour is '2024-12-25 23:00:00+00:00';day_of_week is '2';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 273;channel is 'USA/I/bidmachine/com.gsn.android.tripeaks/True/186';time_since_click_in_hours is 273;segments is '['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(creativeId)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI_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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' 'bloom_com.fiogonia.spades_USA_7d' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_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' '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(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_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(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_start_befored8)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(5_mine_0_day)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_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(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_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.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' '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' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(creativeId)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_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' 'bloom_com.gsn.android.tripeaks_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' '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(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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_500k_08_20_2024' 'com.mobilityware.spider_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_start_befored8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_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(ag_retention_d1)_abdoul_V4_2000k' '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.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.redcell.goldandgoblins_Android_CPA(af_login)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_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_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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_V5_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k']';fast_imp_12h is 1;fast_click_2h is 1';user_embedding_v8_Abdoul_v2_l1_l3_feature_importance_476 is '[6.94394112e-05 6.94394112e-05 3.47495079e-05 0.00000000e+00 3.47495079e-05 6.94394112e-05 0.00000000e+00 6.94394112e-05 4.51564789e-04 1.46240234e-01 2.39257812e-02 6.15722656e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.47495079e-05 1.73687935e-04 0.00000000e+00 4.16755676e-04 0.00000000e+00 6.94394112e-05 6.14318848e-02 8.88824463e-03 2.41943359e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.47495079e-05 0.00000000e+00 0.00000000e+00 7.85064697e-03 3.47495079e-05 3.47495079e-05 6.94394112e-05 0.00000000e+00 6.94394112e-05 1.04188919e-04 8.32519531e-02 1.50375366e-02 3.54003906e-01 0.00000000e+00 0.00000000e+00 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-8.53881836e-02 -5.20324707e-02 -7.20825195e-02 1.94549561e-02 7.43408203e-02 -5.71823120e-03 -2.03857422e-02 -3.61022949e-02 -1.51367188e-02 -2.23083496e-02 5.42602539e-02 3.68347168e-02 -5.88226318e-03 -4.04052734e-02 2.51617432e-02 -4.99267578e-02 1.66015625e-02 -7.23266602e-02 6.10046387e-02 -2.18811035e-02 -3.93295288e-03 -5.56030273e-02 2.49328613e-02 -7.38906860e-03 -5.96046448e-08 5.06896973e-02 1.15814209e-02 7.43408203e-02 5.66711426e-02 6.71386719e-02 -2.79235840e-03 -7.07626343e-03 1.17797852e-01 -5.53894043e-02 -4.06799316e-02 6.00891113e-02 -3.43627930e-02 -1.11083984e-01 -9.53674316e-04 2.78625488e-02 -3.27110291e-04 -4.16259766e-02 2.10876465e-02 -5.73730469e-02 -7.56835938e-02 -6.73217773e-02 3.32641602e-02 -1.80053711e-02 -4.47692871e-02 -2.40783691e-02 1.25427246e-02 4.44946289e-02 6.17980957e-02 1.70593262e-02 1.95007324e-02 -3.10363770e-02 1.44424438e-02 8.83483887e-03 -1.23535156e-01 8.75244141e-02 5.82275391e-02 -6.43310547e-02 -7.66601562e-02 3.74755859e-02 1.57165527e-02 -3.15246582e-02 -2.37884521e-02 7.62939453e-02 2.70690918e-02 5.98754883e-02 -1.70288086e-02 -6.32324219e-02 -1.66511536e-03 1.82373047e-01 -1.13037109e-01 -2.65197754e-02 1.47705078e-02 -1.56707764e-02 2.00500488e-02 6.45141602e-02 -1.96647644e-03 7.68661499e-04 2.87055969e-03 9.81903076e-03 4.37927246e-02 1.41601562e-01 -8.52050781e-02 -1.00646973e-01 7.40966797e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.871296544488758';partition is '46';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'c1ce9bba-d357-443c-b67b-09116588b34f';bid_timestamp is '2024-12-24 3:25:52';device_id is 'a22065e2-4b31-4e3f-b061-0ebf4b381468';biddate is '2024-12-24';country is 'USA';app is 'freecell.solitaire.free.cardgame.king.spades.klondike.no.ads.pro.patience';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 3.01388101652264;target_cpi is 2;campaign is '57621';creative_id is '228773';session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is '482';content_type is 've';bid_floor is 0.0106 ;min_floor is 0.0106 ;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 2 ;time_since_impression is 308664 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.16;prior_theme_impressions_count is 2;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-24 03:00:00+00:00';day_of_week is '1';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 85;channel is 'USA/I/bidmachine/freecell.solitaire.free.cardgame.king.spades.klondike.no.ads.pro.patience/False/482';time_since_click_in_hours is 0;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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_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.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(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_40GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' '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.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' '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(145)_abdoul_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_30d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' '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 '[0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 4.4703484e-05 1.1205673e-05 7.8260899e-05 8.9406967e-05 2.1484375e-01 6.3415527e-02 4.9707031e-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 1.1205673e-05 0.0000000e+00 0.0000000e+00 1.1175871e-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 2.2351742e-05 1.1205673e-05 1.0845947e-01 3.8269043e-02 3.3691406e-01 0.0000000e+00 0.0000000e+00 4.4703484e-05 1.1205673e-05 5.5909157e-05 2.2351742e-05 1.0607910e-01 2.5131226e-02 1.5991211e-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 1.1205673e-05 6.7055225e-05 3.3557415e-05 6.7055225e-05 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.1205673e-05 0.0000000e+00 0.0000000e+00 1.1205673e-05 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 2.2351742e-05 1.9001961e-04 0.0000000e+00 1.9001961e-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 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 0.0000000e+00 1.1175871e-04 0.0000000e+00 0.0000000e+00 3.3691406e-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 3.8269043e-02 3.3691406e-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 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7.04345703e-02 1.29165649e-02 9.72747803e-03 -3.58886719e-02 -7.03811646e-04 -2.66571045e-02 -1.33911133e-01 9.01489258e-02 2.31781006e-02 -9.48486328e-02 -8.30078125e-02 2.11029053e-02 2.05993652e-02 -5.49697876e-03 -1.89666748e-02 1.10717773e-01 5.56182861e-03 6.81762695e-02 -6.95800781e-03 -7.75146484e-02 -8.54492188e-03 1.63940430e-01 -1.19201660e-01 -3.25012207e-02 -2.30255127e-02 -4.48226929e-03 -2.86293030e-03 1.46026611e-02 -1.88903809e-02 1.73339844e-02 8.76617432e-03 -1.68914795e-02 3.45153809e-02 1.32446289e-01 -1.19934082e-01 -9.37500000e-02 4.98657227e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.772652494921177';partition is '93';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 '7325c99d-c430-44c0-aacf-5209ba3d03b1';bid_timestamp is '2024-12-27 22:58:06';device_id is '8872dd66-ff96-4f6f-b5e4-043ec5cfb6d5';biddate is '2024-12-27';country is 'USA';app is 'archery.clash.tournament';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 4.87817489266291;target_cpi is 2.23453820219366;campaign is '57661';creative_id is '229286';session_duration is 0 ;seller_name is 'Voodoo MAX';seller_id is '170';content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '1.797995';placement_historical_value is '4.895681';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 'newversion';user_coefficient is 0.67;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-27 22:00:00+00:00';day_of_week is '4';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 0;channel is 'USA/I/bidmachine/archery.clash.tournament/False/170';time_since_click_in_hours is 0;segments is '['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_100k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_500k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_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.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_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.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_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(108)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_loop_180min)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' 'bloom_com.fiogonia.spades_USA_1d' '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(140)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' '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(147)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V4_2000k' '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(145)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'com.Eventyr.WS_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_50)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_500k' '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(147)_abdoul_mmp_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_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.spades_retargeting_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_loop_winNormalLevel_40)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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(108)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' '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.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_100k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 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-1.01867676e-01 3.31726074e-02 6.51855469e-02 -3.68881226e-03 -2.09960938e-02 3.74221802e-03 -1.43814087e-02 -5.96046448e-08 1.27410889e-02 1.49002075e-02 5.35888672e-02 3.78723145e-02 1.03942871e-01 2.14385986e-02 4.85992432e-03 7.80639648e-02 -5.18798828e-02 3.47328186e-03 6.25610352e-02 -3.16162109e-02 -6.76269531e-02 2.25372314e-02 3.14636230e-02 -1.15203857e-02 -2.18505859e-02 -5.95092773e-03 -3.03497314e-02 -4.78820801e-02 -2.02178955e-02 6.54907227e-02 -2.11486816e-02 -3.05480957e-02 -5.46264648e-02 -7.82012939e-03 3.51562500e-02 6.45751953e-02 3.32946777e-02 2.33268738e-03 -1.51348114e-03 1.65557861e-02 -6.72531128e-03 -1.15966797e-01 8.59985352e-02 5.73120117e-02 -1.16638184e-01 -5.50231934e-02 1.72138214e-03 2.87322998e-02 -5.98754883e-02 -5.38940430e-02 1.15478516e-01 1.51138306e-02 2.96783447e-02 1.40762329e-02 -8.91723633e-02 -7.10449219e-02 1.45629883e-01 -1.24084473e-01 -8.81958008e-03 3.80554199e-02 1.40838623e-02 -7.99560547e-03 5.87463379e-02 3.93371582e-02 -1.09710693e-02 4.95300293e-02 8.52966309e-03 6.02416992e-02 1.11389160e-01 -7.05566406e-02 -7.89794922e-02 5.20019531e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.0697835658834324';partition is '25';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is '7f73f0a9-36a7-44c5-ad0d-297926c78c3a';bid_timestamp is '2025-01-06 1:24:42';device_id is 'd601e1d1-33bb-4e6c-8ff2-f87fe01c0d0e';biddate is '2025-01-06';country is 'USA';app is 'com.peoplefun.wordcross';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '371ba116f2bc6b71ad7881c3120e914f';display_manager is 'bidmachine';raw_price is 23.5777243149889;target_cpi is 6.46413594482376;campaign is '57720';creative_id is '229360';session_duration is 0 ;seller_name is 'PeopleFun MAX';seller_id is '188';content_type is 'vi';bid_floor is 10.623 ;min_floor is 0.0106 ;bidmachine_placement_value is '';placement_historical_value is '8.395079';third_party_bid_price is 10.623;embedding_version is 'v2_lm_384_all-MiniLM-L6-v2' ;prior_tag_impressions_count is 5 ;time_since_impression is 417986 ;learning is 0 ;creative_theme is 'general';user_coefficient is 0.76;prior_theme_impressions_count is 5;prior_tag_clicks_count is 4 ;time_since_click is '1193517';hour is '2025-01-06 01:00:00+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 116;channel is 'USA/V/bidmachine/com.peoplefun.wordcross/False/188';time_since_click_in_hours is 332;segments is '['bloom_com.bbumgames.spadesroyale_USA_1d' '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.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'bloom_com.peoplefun.wordcross_USA_80' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' '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' '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(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_500k' '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.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' '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_40roundended_before_d8)_abdoul_V4_100k' '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(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_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' 'bloom_com.peoplefun.wordcross_USA_1d' 'bloom_com.blackout.spades_USA_80' '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.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPI_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.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_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.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'bloom_com.peoplefun.wordcross_USA_7d' '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.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_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' '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(141)_abdoul_V6_100k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.peoplefun.wordcross_USA_30d' 'bloom_com.blackout.spades_USA_1d' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_2000k' 'bloom_com.peoplefun.wordcross_USA_95' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' '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.spidersolitaire_Android_CPA(ag_retention_d1)_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_d7)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_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_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_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' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 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-8.10546875e-02 -1.69277191e-03 1.80816650e-02 4.87899780e-03 4.40673828e-02 7.87353516e-03 -1.96075439e-03 -8.14056396e-03 -7.26928711e-02 -4.05120850e-03 7.72476196e-03 -3.91540527e-02 -2.75115967e-02 6.21032715e-02 -4.04663086e-02 -3.99169922e-02 7.06100464e-03 -3.75366211e-02 -6.05163574e-02 8.31298828e-02 2.96478271e-02 -1.26876831e-02 -5.34973145e-02 1.49307251e-02 -6.92138672e-02 4.79431152e-02 -3.70483398e-02 2.82745361e-02 3.61633301e-02 3.24707031e-02 4.85610962e-03 2.37274170e-02 8.17871094e-03 -5.96046448e-08 7.09915161e-03 1.88140869e-02 2.99377441e-02 2.94799805e-02 7.38525391e-02 2.75993347e-03 -1.20162964e-03 5.15441895e-02 -5.33142090e-02 -3.20739746e-02 1.17248535e-01 -5.20019531e-02 -8.62426758e-02 -8.27789307e-03 -9.26208496e-03 -2.90679932e-02 -1.35269165e-02 -4.52423096e-03 -7.33642578e-02 -5.88378906e-02 -2.42424011e-03 4.15954590e-02 7.15942383e-02 -1.00585938e-01 -2.06909180e-02 -5.41381836e-02 6.51855469e-02 2.38037109e-02 -1.44729614e-02 -5.31005859e-02 -1.90429688e-02 3.42712402e-02 2.11181641e-02 -1.22314453e-01 1.00219727e-01 4.25720215e-02 -7.38525391e-02 -5.17883301e-02 -8.67462158e-03 4.17785645e-02 -3.12194824e-02 -4.99267578e-02 3.82080078e-02 -2.67982483e-03 5.30700684e-02 -5.15365601e-03 -2.04010010e-02 2.13623047e-02 1.35498047e-01 -8.47778320e-02 -7.06176758e-02 2.46734619e-02 -1.11770630e-03 -1.36032104e-02 6.15539551e-02 2.32086182e-02 -2.77099609e-02 4.73937988e-02 2.79998779e-02 3.79028320e-02 1.22558594e-01 -7.92846680e-02 -1.30004883e-01 6.68334961e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.0331968902211289';partition is '54';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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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 .
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OK ,I got an adtech request with following features: uuid is 'e1a142be-c216-45e7-a710-46e830e0bed4';bid_timestamp is '2025-01-04 18:20:33';device_id is '26acc825-a646-4842-986f-dde364d5123b';biddate is '2025-01-04';country is 'USA';app is 'com.AliceTile.Story.Secret.and';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 1.52017950713799;target_cpi is 2;campaign is '57517';creative_id is '228773';session_duration is 0 ;seller_name is 'Starve AppMaster2023';seller_id is '466';content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is '5.191153';placement_historical_value is '1.805734';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 1873042 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.33;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '1873026';hour is '2025-01-04 18:00:00+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 520;channel is 'USA/V/bidmachine/com.AliceTile.Story.Secret.and/False/466';time_since_click_in_hours is 520;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.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(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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' '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(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_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' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' '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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' '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']';fast_imp_12h is 1;fast_click_2h is 1';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 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.26481056e-04 2.67822266e-01 1.19384766e-01 5.15625000e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.84570312e-01 3.90380859e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.40666962e-05 4.92553711e-02 2.30407715e-02 6.41479492e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.40666962e-05 1.56372070e-01 8.57543945e-02 1.56372070e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.40666962e-05 0.00000000e+00 0.00000000e+00 4.49419022e-04 0.00000000e+00 0.00000000e+00 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-1.04919434e-01 5.70983887e-02 1.41220093e-02 -1.05957031e-01 -6.00280762e-02 -1.10931396e-02 9.08660889e-03 -1.61285400e-02 -4.12902832e-02 9.90600586e-02 1.63574219e-02 7.15942383e-02 -1.43356323e-02 -5.96618652e-02 -2.50244141e-02 1.65649414e-01 -1.13281250e-01 -2.23083496e-02 -2.41851807e-02 9.10949707e-03 -1.50146484e-02 2.89764404e-02 -1.37233734e-03 1.36184692e-02 -5.17272949e-03 -2.07519531e-03 1.03271484e-01 1.18286133e-01 -1.02661133e-01 -8.05053711e-02 5.96313477e-02]';user_embedding_v6_Abdoul_v4_PCA_1300 is '[0. 0. 0. ... 0. 0. 0.]';rnd is '0.727290551980677';partition is '98';user_embedding_v9_Abdoul_v6_l1_l11_feature_importance_1060 is '[0. 0. 0. ... 0. 0. 0.]'
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0
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