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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '620846b6-c7fa-414a-920b-d72bae4dbe6a;uuid is '6e92b04f-9c84-40de-a2bb-b038b0c7ee9e';bid_timestamp is '2024-12-28 18:30:12';device_id is '620846b6-c7fa-414a-920b-d72bae4dbe6a';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 24.7576809957096;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 4.416667;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 52026 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 2.39;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-28 18:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '12 sessions in app 'com.Eventyr.WS', 925 ad_requests with mean bid_floor 1.2, 5 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'clorox.com' with mean price 0.2, 2 impressions of adomain 'hillspet.com' with mean price 0.3, 1 impressions of adomain 'jcjackson.com' with mean price 1.3, 2 impressions of adomain 'naturesbakery.com' with mean price 0.3, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 12.7, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.2, 1 impressions of adomain 'nutrafol.com' with mean price 0.3, 6 impressions of adomain 'revitalash.com' with mean price 0.3, 1 impressions of adomain 'tylenol.com' with mean price 0.5; 5 sessions in app 'com.PulsSoftware.WS', 244 ad_requests with mean bid_floor 52.3; 1 sessions in app 'com.an.lunchbox.diy.organizegame', 8 ad_requests with mean bid_floor 5.4; 5 sessions in app 'com.baf.connectballs', 19 ad_requests with mean bid_floor 4.5; 67 sessions in app 'com.color.link', 17324 ad_requests with mean bid_floor 21.0, 78 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'callapp.com' with mean price 0.0, 1 impressions of adomain 'colgate.com' with mean price 0.2, 2 impressions of adomain 'disneyplus.com' with mean price 0.3, 1 impressions of adomain 'dramabox.com' with mean price 0.0, 5 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'helloned.com' with mean price 0.1, 1 impressions of adomain 'illinoislottery.com' with mean price 0.0, 2 impressions of adomain 'jcjackson.com' with mean price 0.8, 1 impressions of adomain 'kbhome.com' with mean price 0.4, 4 impressions of adomain 'learnings.ai' with mean price 0.1, 1 impressions of adomain 'learnings.com.cn' with mean price 0.2, 1 impressions of adomain 'listerine.com' with mean price 0.2, 4 impressions of adomain 'mobilesafetytech.com' with mean price 0.9, 1 impressions of adomain 'nutrafol.com' with mean price 0.3, 1 impressions of adomain 'oneaday.com' with mean price 0.3, 1 impressions of adomain 'paramount.com' with mean price 0.0, 6 impressions of adomain 'pentlyconger.com' with mean price 1.2, 1 impressions of adomain 'raleighrad.com' with mean price 0.6, 1 impressions of adomain 'refreshbrand.com' with mean price 0.3, 2 impressions of adomain 'revitalash.com' with mean price 0.2, 1 impressions of adomain 'roblox.com' with mean price 0.0, 239 impressions of adomain 'roomstogo.com' with mean price 0.5, 2 impressions of adomain 'santanderus.com' with mean price 0.4, 5 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.2, 3 impressions of adomain 'sweetfrog.com' with mean price 0.5, 1 impressions of adomain 'tylenol.com' with mean price 0.5, 1 impressions of adomain 'yourcyberdefensehq.com' with mean price 1.2, 1 impressions of adomain 'zwop.com' with mean price 0.0, 1 impressions of adomain 'zyrtec.com' with mean price 0.3; 1 sessions in app 'com.fiogonia.spades', 1 ad_requests with mean bid_floor 14.6; 1 sessions in app 'com.iceors.color.joy', 1 ad_requests with mean bid_floor 13.8; 1 sessions in app 'com.lutech.ghostdetector', 1 ad_requests with mean bid_floor 123.5; 2 sessions in app 'com.mintgames.fancycolorpro', 38 ad_requests with mean bid_floor 10.1; 1 sessions in app 'com.music.game.dancing.hair.beat.race', 9 ad_requests with mean bid_floor 0.4; 8 sessions in app 'com.newpubco.spades', 807 ad_requests with mean bid_floor 14.7, 4 impressions of adomain 'amazon.com' with mean price 0.6, 1 impressions of adomain 'astrazeneca.com' with mean price 0.9, 1 impressions of adomain 'benfranklinplumbinggreenville.com' with mean price 0.4, 1 impressions of adomain 'charlestonhomeanddesign.com' with mean price 0.5, 1 impressions of adomain 'coldstonecreamery.com' with mean price 0.6, 1 impressions of adomain 'homespotter.com' with mean price 0.7, 1 impressions of adomain 'honda.com' with mean price 0.6, 1 impressions of adomain 'intuit.com' with mean price 0.5, 7 impressions of adomain 'livepalmettopointeapts.com' with mean price 0.6, 1 clicks of adomain 'metabolicmaintenance.com', 1 impressions of adomain 'metabolicmaintenance.com' with mean price 10.8, 4 impressions of adomain 'nianticlabs.com' with mean price 0.9, 1 impressions of adomain 'nutrafol.com' with mean price 0.3, 1 impressions of adomain 'spectrum.com' with mean price 0.9, 1 impressions of adomain 'subaru.com' with mean price 0.3; 1 sessions in app 'com.sh.tricky.relax.ticktock.mini.challenges.puzzle.games', 4 ad_requests with mean bid_floor 5.2; 10 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 422 ad_requests with mean bid_floor 13.3, 1 impressions of adomain 'metabolicmaintenance.com' with mean price 20.3; 4 sessions in app 'com.tarboosh.collectemall', 41 ad_requests with mean bid_floor 5.1; 1 sessions in app 'com.tripledot.solitaire', 2 ad_requests with mean bid_floor 2.3; 1 sessions in app 'com.tripledot.triple.tile.match.pair.game.three.master.object', 1 ad_requests with mean bid_floor 13.8; 3 sessions in app 'com.tripledot.woodoku', 4 ad_requests with mean bid_floor 8.3; 1 sessions in app 'com.trustedapp.filerecovery.photo.recovery', 1 ad_requests with mean bid_floor 5.2; 1 sessions in app 'easy.sudoku.puzzle.solver.free', 1 ad_requests with mean bid_floor 3.2; 4 sessions in app 'happy.paint.coloring.color.number', 85 ad_requests with mean bid_floor 49.3, 3 impressions of adomain 'amazon.com' with mean price 0.5, 2 impressions of adomain 'beiersdorf.com' with mean price 0.3, 1 impressions of adomain 'carando.com' with mean price 0.1, 7 impressions of adomain 'coca-colacompany.com' with mean price 2.2, 3 impressions of adomain 'depend.com' with mean price 0.2, 2 impressions of adomain 'eliquis.bmscustomerconnect.com' with mean price 0.1, 1 impressions of adomain 'ftc.net' with mean price 0.1, 2 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'homespotter.com' with mean price 0.5, 2 impressions of adomain 'huggies.com' with mean price 0.2, 1 impressions of adomain 'hyundaiusa.com' with mean price 0.2, 1 impressions of adomain 'kikkomanusa.com' with mean price 0.1, 1 impressions of adomain 'kitchenaid.com' with mean price 0.1, 1 impressions of adomain 'mondelezinternational.com' with mean price 0.1, 8 impressions of adomain 'nestle-watersna.com' with mean price 0.1, 1 impressions of adomain 'nutrafol.com' with mean price 0.3, 1 impressions of adomain 'schiffvitamins.com' with mean price 0.7, 1 impressions of adomain 'tylenol.com' with mean price 0.3, 20 impressions of adomain 'walmart.com' with mean price 1.3; 2 sessions in app 'in.playsimple.tripcross', 2 ad_requests with mean bid_floor 4.4; 18 sessions in app 'in.playsimple.wordsearch', 274 ad_requests with mean bid_floor 7.3; 8 sessions in app 'in.playsimple.wordtrip', 44 ad_requests with mean bid_floor 21.6; 1 sessions in app 'paint.by.number.pixel.art.coloring.drawing.puzzle', 1 ad_requests with mean bid_floor 6.6; 1 sessions in app 'roblox.clothes.skin.maker.editor', 11 ad_requests with mean bid_floor 7.7';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2025-01-02 19:49:19;dc_15roundended_before_d8_timestamp is 45657.7153240741;ag_retention_d1_timestamp is 2024-12-28 18:33:56;0_timestamp is 2024-12-28 18:33:56;time_since_impression_in_hours is 14;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.894727120349071;partition is 1342;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(dc_35roundended_before_d8)_abdoul_mmp_V6_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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_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(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.spades_Android_CPA(145)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_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_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_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(147)_abdoul_mmp_V6_500k' '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_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9e186fb4-7cdf-4524-9497-3fa05289baa2;uuid is '3ec50306-7c4c-4396-95f4-b792658c837c';bid_timestamp is '2024-12-26 16:12:45';device_id is '9e186fb4-7cdf-4524-9497-3fa05289baa2';biddate is '2024-12-26';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 18.500305741993;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 17.708625;third_party_bid_price is ;prior_tag_impressions_count is 11 ;time_since_impression is 25937 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.23;prior_theme_impressions_count is 11;prior_tag_clicks_count is 3 ;time_since_click is '26027';hour is '2024-12-26 16:00:00+00:00';day_of_week is '3';os_version is 13;user_behavior_stats_in_past is '5 sessions in app 'com.baliuapps.superapp', 65 ad_requests with mean bid_floor 9.0; 1 sessions in app 'com.baliuapps.superapp.light', 1 ad_requests with mean bid_floor 5.4; 2 sessions in app 'com.bngame.app.woodblock', 13 ad_requests with mean bid_floor 80.9; 21 sessions in app 'com.browserzheng.foundernews', 2408 ad_requests with mean bid_floor 8.7; 15 sessions in app 'com.cleanjunk.app.removecachefiles.saka', 138 ad_requests with mean bid_floor 6.9; 1 sessions in app 'com.cyber.fox', 5 ad_requests with mean bid_floor 6.2; 5 sessions in app 'com.fiogonia.spades', 284 ad_requests with mean bid_floor 47.0; 2 sessions in app 'com.gameSky.mszc', 16 ad_requests with mean bid_floor 5.2; 26 sessions in app 'com.hyilmaz.spades', 1364 ad_requests with mean bid_floor 6.9; 25 sessions in app 'com.image.conveimage', 8260 ad_requests with mean bid_floor 26.2; 1 sessions in app 'com.innplaylabs.animalkingdomraid', 63 ad_requests with mean bid_floor 340.8; 8 sessions in app 'com.jewelblast.puzzlelegend', 25 ad_requests with mean bid_floor 45.3; 2 sessions in app 'com.lumacleaner.amazonpro', 21 ad_requests with mean bid_floor 6.2; 75 sessions in app 'com.metropcs.metrozone', 172 ad_requests with mean bid_floor 119.1; 11 sessions in app 'com.neat.security.file', 156 ad_requests with mean bid_floor 6.2; 7 sessions in app 'com.newpubco.spades', 397 ad_requests with mean bid_floor 8.0, 1 impressions of adomain 'airproducts.com' with mean price 0.6, 11 impressions of adomain 'amazon.com' with mean price 1.0, 1 impressions of adomain 'azoproducts.com' with mean price 0.5, 1 impressions of adomain 'beiersdorf.com' with mean price 0.5, 1 impressions of adomain 'coca-cola.com' with mean price 0.6, 2 impressions of adomain 'depend.com' with mean price 0.7, 2 impressions of adomain 'disneyplus.com' with mean price 0.5, 1 impressions of adomain 'draftkings.com' with mean price 1.5, 1 impressions of adomain 'eastfalls.jefferson.edu' with mean price 0.6, 1 impressions of adomain 'haleon.com' with mean price 0.5, 1 impressions of adomain 'kelloggs.com' with mean price 1.9, 1 impressions of adomain 'kindsnacks.com' with mean price 0.4, 1 impressions of adomain 'mainlinehealth.org' with mean price 0.5, 1 impressions of adomain 'mccormick.com' with mean price 0.4, 1 impressions of adomain 'metamucil.com' with mean price 1.9, 1 impressions of adomain 'mondelezinternational.com' with mean price 0.5, 1 impressions of adomain 'nutrafol.com' with mean price 0.6, 2 impressions of adomain 'olay.com' with mean price 0.6, 1 impressions of adomain 'ozempic.com' with mean price 1.5, 1 impressions of adomain 'paypal.com' with mean price 1.8, 1 impressions of adomain 'perdue.com' with mean price 1.3, 1 impressions of adomain 'poise.com' with mean price 0.6, 3 impressions of adomain 'progressive.com' with mean price 0.6, 40 impressions of adomain 'swishersweets.com' with mean price 1.3, 4 impressions of adomain 'toyota.com' with mean price 0.7, 2 impressions of adomain 'vicks.com' with mean price 0.7, 1 impressions of adomain 'visitmaryland.org' with mean price 1.5, 2 impressions of adomain 'wawa.com' with mean price 0.5; 1 sessions in app 'com.pangle.savebeer', 59 ad_requests with mean bid_floor 17.0; 16 sessions in app 'com.pch.pchworld', 204 ad_requests with mean bid_floor 2.5; 1 sessions in app 'com.snapqr.scanmaster.qrcode', 129 ad_requests with mean bid_floor 5.7; 19 sessions in app 'com.spaceclean.quickcleaner', 270 ad_requests with mean bid_floor 98.7; 1 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 33 ad_requests with mean bid_floor 3.6; 1 sessions in app 'com.superaid.bricksbreakerballs', 9 ad_requests with mean bid_floor 91.2; 1 sessions in app 'com.tsoft.pdfreader', 2 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.use.specie.scratch.card', 706 ad_requests with mean bid_floor 54.0, 1 clicks of adomain 'ads.netapop.com', 1 impressions of adomain 'ads.netapop.com' with mean price 9.6, 1 impressions of adomain 'mycashquest.com' with mean price 30.4, 2 impressions of adomain 'rewards-locker.com' with mean price 43.3, 6 impressions of adomain 'ritzcarltonyachtcollection.com' with mean price 12.1; 1 sessions in app 'com.xingyun.catmatch.free', 80 ad_requests with mean bid_floor 40.8; 7 sessions in app 'cx.breeze.cleaner', 2676 ad_requests with mean bid_floor 18.1; 1 sessions in app 'in.crossy.daily_crossword', 1 ad_requests with mean bid_floor 10.0; 3 sessions in app 'in.playsimple.wordtrip', 14 ad_requests with mean bid_floor 7.3; 1 sessions in app 'net.peakgames.mobile.spades.android', 20 ad_requests with mean bid_floor 61.3; 2 sessions in app 'ske.arbc.we.neat', 13 ad_requests with mean bid_floor 6.4; 1 sessions in app 'uk.co.aifactory.spadesfree', 1 ad_requests with mean bid_floor 0.0';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2024-12-27 19:53:48;dc_15roundended_before_d8_timestamp is 45653.7253935185;ag_retention_d1_timestamp is 2024-12-26 16:17:11;0_timestamp is 2024-12-26 16:17:11;time_since_impression_in_hours is 7;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 7;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.309995223352078;partition is 143;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.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_retargeting_Android_CPI_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(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'embeddings_centroid_similarity_wordmakers_installs' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_100k' '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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' '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.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_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.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_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(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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_end_befored8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_100k' 'com.xentech.brickblast_retargeting_Android_CPI_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.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2mln' '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(ag_retention_d1)_abdoul_V4_100k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_100k_11_10_2024' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_New_100k_11_10_2024' '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(ag_retention_d1)_abdoul_V3_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.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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spidersolitaire_retargeting_Android_CPI_abdoul_V3_100k' 'bloom_com.fiogonia.spades_USA_1d' '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(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_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'bloom_com.fiogonia.dominoes_USA_7d' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.dekovir.wordrift_Android_CPA(1776)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' '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.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.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' '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.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_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPI_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_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' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' '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.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_impression_ad_0_1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_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_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_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_V4_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.xentech.brickblast_retargeting_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(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' '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' 'bloom_com.fiogonia.spades_USA_80' 'bloom_com.fiogonia.dominoes_USA_1d' 'com.redcell.goldandgoblins_Android_CPA(Tutorial)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'embeddings_centroid_similarity_installs_1191435163' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'f68206c7-b019-4097-8fcf-a17a3bb67792;uuid is '4438ad9b-2cca-435b-b4c8-af0bfed5d371';bid_timestamp is '2025-01-18 8:43:27';device_id is 'f68206c7-b019-4097-8fcf-a17a3bb67792';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 28 ;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 ;prior_tag_impressions_count is 5 ;time_since_impression is 156081 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '23104204';hour is '2025-01-18 08:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '8 sessions in app 'archery.clash.tournament', 122 ad_requests with mean bid_floor 1.5; 5 sessions in app 'com.GybeGames.ColorBlockJam', 52 ad_requests with mean bid_floor 1.7, 1 impressions of adomain 'amazon.com' with mean price 0.6, 1 impressions of adomain 'justins.com' with mean price 0.8, 5 impressions of adomain 'kcprofessional.com' with mean price 0.5, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.3, 3 impressions of adomain 'thesimplygoodfoodscompany.com' with mean price 0.5; 1 sessions in app 'com.RealGC.eurobus', 4 ad_requests with mean bid_floor 0.0; 6 sessions in app 'com.behefun.homemhmg', 6 ad_requests with mean bid_floor 5.6; 34 sessions in app 'com.blackout.spades', 7766 ad_requests with mean bid_floor 29.5, 1 impressions of adomain '7-eleven.com' with mean price 0.6, 1 impressions of adomain 'afandpa.org' with mean price 0.3, 1 impressions of adomain 'all-laundry.com' with mean price 0.4, 24 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'atproperties.com' with mean price 1.1, 3 impressions of adomain 'baleaf.com' with mean price 0.5, 1 impressions of adomain 'biotechdonedifferently.com' with mean price 0.7, 1 impressions of adomain 'bose.com' with mean price 0.5, 2 impressions of adomain 'checkout51.com' with mean price 0.4, 1 impressions of adomain 'chickenofthesea.com' with mean price 0.4, 1 impressions of adomain 'clorox.com' with mean price 0.3, 1 impressions of adomain 'covergirl.com' with mean price 0.2, 1 impressions of adomain 'depend.com' with mean price 0.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.3, 1 impressions of adomain 'divisiond.com' with mean price 0.4, 1 impressions of adomain 'dyson.com' with mean price 0.6, 2 impressions of adomain 'galderma.com' with mean price 0.4, 1 impressions of adomain 'google.com' with mean price 0.2, 2 impressions of adomain 'grandecosmetics.com' with mean price 1.1, 1 impressions of adomain 'hims.com' with mean price 0.5, 1 impressions of adomain 'hormelfoods.com' with mean price 0.4, 1 impressions of adomain 'internationalpaper.com' with mean price 0.7, 1 impressions of adomain 'lancome-usa.com' with mean price 0.9, 1 impressions of adomain 'laneige.com' with mean price 2.5, 1 impressions of adomain 'marcus.com' with mean price 0.1, 4 impressions of adomain 'mettowerseattle.com' with mean price 0.2, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.2, 1 impressions of adomain 'nutramaxlabs.com' with mean price 0.4, 1 impressions of adomain 'orgain.com' with mean price 0.4, 1 impressions of adomain 'peacocktv.com' with mean price 0.4, 26 impressions of adomain 'pearcommerce.com' with mean price 0.3, 1 impressions of adomain 'pharmavite.com' with mean price 0.4, 1 impressions of adomain 'progressive.com' with mean price 0.4, 2 impressions of adomain 'reserveatbucklinhill.com' with mean price 0.2, 1 impressions of adomain 'samhsa.gov' with mean price 0.8, 1 impressions of adomain 'snow.com' with mean price 0.3, 1 impressions of adomain 'thedanforthseattle.com' with mean price 0.2, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2; 48 sessions in app 'com.easybrain.backgammon.board.games', 10679 ad_requests with mean bid_floor 10.1, 1 impressions of adomain '1800flowers.com' with mean price 1.7, 1 impressions of adomain '3m.com' with mean price 0.1, 1 impressions of adomain '7-eleven.com' with mean price 0.4, 3 impressions of adomain 'a2milk.com' with mean price 0.2, 1 impressions of adomain 'abigames.com.vn' with mean price 1.3, 1 impressions of adomain 'adbiblio.com' with mean price 1.6, 7 impressions of adomain 'adidas.com' with mean price 0.2, 5 impressions of adomain 'alignprobiotics.com' with mean price 1.0, 17 impressions of adomain 'amazon.com' with mean price 0.1, 1 impressions of adomain 'apextoolgroup.com' with mean price 0.2, 1 impressions of adomain 'armra.com' with mean price 0.1, 1 impressions of adomain 'ashleyfurniture.com' with mean price 0.1, 1 impressions of adomain 'asus.com' with mean price 0.1, 2 impressions of adomain 'avenlur.com' with mean price 0.1, 1 impressions of adomain 'bankersbox.com' with mean price 0.1, 1 impressions of adomain 'becu.org' with mean price 1.4, 4 impressions of adomain 'beiersdorf.com' with mean price 0.4, 1 impressions of adomain 'benbridge.com' with mean price 0.5, 1 impressions of adomain 'childrenscancer.org' with mean price 0.7, 1 impressions of adomain 'clifbar.com' with mean price 0.1, 1 impressions of adomain 'covergirl.com' with mean price 0.1, 1 impressions of adomain 'deltadentalwa.com' with mean price 0.1, 3 impressions of adomain 'divisiond.com' with mean price 0.6, 28 impressions of adomain 'duracell.com' with mean price 0.1, 4 impressions of adomain 'econugenics.com' with mean price 3.8, 1 impressions of adomain 'farxiga-hcp.com' with mean price 1.6, 2 impressions of adomain 'fepblue.org' with mean price 0.1, 1 impressions of adomain 'godirectinc.com' with mean price 0.1, 13 impressions of adomain 'goldbond.com' with mean price 0.3, 1 impressions of adomain 'hardrockgames.com' with mean price 1.3, 4 impressions of adomain 'honda.com' with mean price 3.7, 11 impressions of adomain 'huggies.com' with mean price 0.1, 1 impressions of adomain 'instagram.com' with mean price 0.1, 1 impressions of adomain 'kraftheinzcompany.com' with mean price 0.2, 1 impressions of adomain 'lenovo.com' with mean price 0.1, 10 impressions of adomain 'luiss.it' with mean price 0.1, 2 impressions of adomain 'mastercard.com' with mean price 0.1, 1 impressions of adomain 'maybelline.com' with mean price 0.1, 1 impressions of adomain 'megafood.com' with mean price 0.1, 1 impressions of adomain 'mh-majointhejourney.com' with mean price 1.1, 3 impressions of adomain 'mondelezinternational.com' with mean price 0.2, 1 impressions of adomain 'mouser.com' with mean price 1.2, 2 impressions of adomain 'myfembreehcp.com' with mean price 5.9, 1 impressions of adomain 'nationalgeographic.org' with mean price 5.9, 1 impressions of adomain 'naturesbakery.com' with mean price 0.3, 3 impressions of adomain 'nestnewyork.com' with mean price 0.1, 1 impressions of adomain 'newpub.co' with mean price 1.3, 2 impressions of adomain 'nordicnaturals.com' with mean price 0.2, 1 impressions of adomain 'nyxcosmetics.com' with mean price 0.1, 1 impressions of adomain 'olay.com' with mean price 1.2, 1 impressions of adomain 'pandaexpress.com' with mean price 0.2, 4 impressions of adomain 'patagonia.com' with mean price 0.1, 1 impressions of adomain 'pcaskin.com' with mean price 0.1, 4 impressions of adomain 'pepto-bismol.com' with mean price 0.8, 2 impressions of adomain 'philosophy.com' with mean price 0.1, 1 impressions of adomain 'poise.com' with mean price 0.1, 10 impressions of adomain 'progressive.com' with mean price 0.2, 1 impressions of adomain 'prosserhealth.org' with mean price 0.9, 1 impressions of adomain 'protalitynutrition.com' with mean price 0.1, 1 impressions of adomain 'raymarine.com' with mean price 0.4, 1 impressions of adomain 'redbull.com' with mean price 0.1, 1 impressions of adomain 'regeneron.com' with mean price 0.1, 1 impressions of adomain 'reynoldsconsumerproducts.com' with mean price 0.2, 11 impressions of adomain 'roborock.com' with mean price 1.6, 1 impressions of adomain 'rouvy.com' with mean price 0.1, 3 impressions of adomain 'samsung.com' with mean price 0.3, 4 impressions of adomain 'santanderus.com' with mean price 0.3, 1 impressions of adomain 'scottbrand.com' with mean price 0.5, 3 impressions of adomain 'seattleu.edu' with mean price 0.9, 1 impressions of adomain 'sling.com' with mean price 6.0, 1 impressions of adomain 'sony.com' with mean price 0.1, 1 impressions of adomain 'stocorp.com' with mean price 0.2, 8 impressions of adomain 'subaru.com' with mean price 0.1, 1 impressions of adomain 'surveymonkey.com' with mean price 0.1, 4 impressions of adomain 'temptationstreats.com' with mean price 1.3, 1 impressions of adomain 'theratears.com' with mean price 1.4, 1 impressions of adomain 'thomsonreuters.com' with mean price 0.1, 2 impressions of adomain 'tjx.com' with mean price 0.1, 2 impressions of adomain 'traveltexas.com' with mean price 0.1, 2 impressions of adomain 'ugg.com' with mean price 0.2, 1 impressions of adomain 'ulta.com' with mean price 0.1, 2 impressions of adomain 'umass.edu' with mean price 0.1, 5 impressions of adomain 'unilever.com' with mean price 0.3, 1 impressions of adomain 'unleashingourpotential.com' with mean price 0.1, 1 impressions of adomain 'upsimples.com' with mean price 0.1, 2 impressions of adomain 'usw.edu' with mean price 1.6, 1 impressions of adomain 'vicks.com' with mean price 0.4, 1 impressions of adomain 'vynemedical.com' with mean price 1.5, 1 impressions of adomain 'wa.gov' with mean price 0.2, 1 impressions of adomain 'wellsfargo.com' with mean price 0.1, 1 impressions of adomain 'wkkellogg.com' with mean price 0.1, 3 impressions of adomain 'wsac.wa.gov' with mean price 0.8, 7 impressions of adomain 'xyzal.com' with mean price 0.3; 75 sessions in app 'com.fanatee.keep', 1175 ad_requests with mean bid_floor 2.2, 4 impressions of adomain 'a2milk.com' with mean price 0.1, 1 impressions of adomain 'aarp.org' with mean price 0.1, 4 impressions of adomain 'adidas.com' with mean price 0.0, 2 impressions of adomain 'adobe.com' with mean price 0.2, 1 impressions of adomain 'albertlee.biz' with mean price 1.1, 2 impressions of adomain 'albertsons.com' with mean price 0.2, 39 impressions of adomain 'amazon.com' with mean price 0.2, 2 impressions of adomain 'apextoolgroup.com' with mean price 0.1, 2 impressions of adomain 'becu.org' with mean price 0.4, 2 impressions of adomain 'bhhs.com' with mean price 0.5, 3 impressions of adomain 'bidease.com_101931' with mean price 0.2, 1 impressions of adomain 'bidease.com_102638' with mean price 0.1, 2 impressions of adomain 'bose.com' with mean price 0.0, 1 impressions of adomain 'cbrelectric.net' with mean price 0.2, 1 impressions of adomain 'centurycommunities.com' with mean price 0.6, 1 impressions of adomain 'clearwatercasino.com' with mean price 0.7, 1 impressions of adomain 'clorox.com' with mean price 0.1, 3 impressions of adomain 'coca-cola.com' with mean price 0.4, 1 impressions of adomain 'communitycoffee.com' with mean price 0.1, 1 impressions of adomain 'cottonelle.com' with mean price 0.1, 4 impressions of adomain 'covergirl.com' with mean price 0.2, 1 impressions of adomain 'dasher.doordash.com' with mean price 1.2, 1 impressions of adomain 'depend.com' with mean price 0.1, 1 impressions of adomain 'discovery.com' with mean price 0.2, 19 impressions of adomain 'disneyplus.com' with mean price 0.2, 3 impressions of adomain 'divisiond.com' with mean price 1.8, 2 impressions of adomain 'dove.com' with mean price 0.2, 2 impressions of adomain 'drinknurri.com' with mean price 0.1, 5 impressions of adomain 'duracell.com' with mean price 0.2, 2 impressions of adomain 'epson.com' with mean price 0.0, 1 impressions of adomain 'evansville.edu' with mean price 1.7, 6 impressions of adomain 'extend4mhivpreventstudy.com' with mean price 0.3, 3 impressions of adomain 'firstharrison.com' with mean price 0.2, 1 impressions of adomain 'fitbit.com' with mean price 0.1, 1 impressions of adomain 'flatironbooks.com' with mean price 0.2, 1 impressions of adomain 'freestylelibre.us' with mean price 0.0, 3 impressions of adomain 'gardenoflife.com' with mean price 0.2, 4 impressions of adomain 'garnierusa.com' with mean price 0.2, 1 impressions of adomain 'godirectinc.com' with mean price 0.1, 1 impressions of adomain 'godiva.com' with mean price 0.1, 1 impressions of adomain 'goldbond.com' with mean price 0.2, 2 impressions of adomain 'google.com' with mean price 0.2, 1 impressions of adomain 'grainger.com' with mean price 0.8, 1 impressions of adomain 'grandecosmetics.com' with mean price 0.1, 9 impressions of adomain 'gurugame.ai' with mean price 0.0, 4 impressions of adomain 'herocosmetics.us' with mean price 0.2, 1 impressions of adomain 'hillspet.com' with mean price 0.2, 1 impressions of adomain 'honda.com' with mean price 0.2, 1 impressions of adomain 'illumio.com' with mean price 0.2, 5 impressions of adomain 'intuit.com' with mean price 0.2, 1 impressions of adomain 'jacksonfamilywines.com' with mean price 0.5, 1 impressions of adomain 'johnsonoutdoors.com' with mean price 0.4, 2 impressions of adomain 'juddblack.com' with mean price 1.0, 2 impressions of adomain 'kcprofessional.com' with mean price 0.1, 6 impressions of adomain 'kelloggs.com' with mean price 0.6, 2 impressions of adomain 'kenmorecamera.com' with mean price 0.5, 2 impressions of adomain 'kwc.edu' with mean price 2.6, 1 impressions of adomain 'lakeviewfarms.com' with mean price 0.1, 13 impressions of adomain 'lifeextension.com' with mean price 0.3, 1 impressions of adomain 'lorealparisusa.com' with mean price 0.3, 1 impressions of adomain 'luckyeagle.com' with mean price 0.4, 3 impressions of adomain 'macmillan.com' with mean price 0.1, 1 impressions of adomain 'makersmark.com' with mean price 0.0, 1 impressions of adomain 'maybelline.com' with mean price 0.1, 1 impressions of adomain 'megafood.com' with mean price 0.1, 3 impressions of adomain 'megafortuna.co' with mean price 0.0, 1 impressions of adomain 'myfembreehcp.com' with mean price 3.9, 1 impressions of adomain 'nfl.rivals.game' with mean price 0.0, 2 impressions of adomain 'nordicnaturals.com' with mean price 0.3, 1 impressions of adomain 'nordvpn.com' with mean price 0.1, 1 impressions of adomain 'nowfoods.com' with mean price 0.2, 1 impressions of adomain 'nutramaxlabs.com' with mean price 0.1, 1 impressions of adomain 'oneaday.com' with mean price 0.3, 7 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'paulmitchell.com' with mean price 1.3, 9 impressions of adomain 'peacocktv.com' with mean price 0.2, 1 impressions of adomain 'penguin.com' with mean price 0.2, 2 impressions of adomain 'pepcid.com' with mean price 0.7, 2 impressions of adomain 'pepsico.com' with mean price 0.3, 1 impressions of adomain 'phone.com' with mean price 0.7, 1 impressions of adomain 'pinckneyhugogroup.com' with mean price 0.2, 1 impressions of adomain 'pizzahut.com' with mean price 0.0, 1 impressions of adomain 'pluto.tv' with mean price 0.0, 9 impressions of adomain 'poise.com' with mean price 0.2, 1 impressions of adomain 'postconsumerbrands.com' with mean price 0.1, 1 impressions of adomain 'prestigebrands.com' with mean price 0.1, 8 impressions of adomain 'progressive.com' with mean price 0.2, 1 impressions of adomain 'pull-ups.com' with mean price 0.1, 1 impressions of adomain 'qdoba.com' with mean price 0.0, 1 impressions of adomain 'rocketmortgage.com' with mean price 0.3, 7 impressions of adomain 'samsung.com' with mean price 0.2, 1 impressions of adomain 'sculptnation.com' with mean price 0.3, 2 impressions of adomain 'seattleu.edu' with mean price 0.8, 1 impressions of adomain 'seniorservicesofamerica.com' with mean price 0.3, 3 impressions of adomain 'sleepnumber.com' with mean price 0.3, 3 impressions of adomain 'sling.com' with mean price 0.1, 2 impressions of adomain 'smuckers.com' with mean price 0.2, 1 impressions of adomain 'sonesta.com' with mean price 0.0, 21 impressions of adomain 'starbucks.com' with mean price 0.2, 2 impressions of adomain 'starz.com' with mean price 0.1, 1 impressions of adomain 'support.bestfriends.org' with mean price 0.8, 2 impressions of adomain 'swellapts.com' with mean price 0.2, 2 impressions of adomain 'talkingtomandfriends.com' with mean price 0.0, 2 impressions of adomain 'tempursealy.com' with mean price 0.2, 3 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'thehonestkitchen.com' with mean price 0.2, 1 impressions of adomain 'tiktok.com' with mean price 0.8, 1 impressions of adomain 'tjx.com' with mean price 0.0, 1 impressions of adomain 'unleashingourpotential.com' with mean price 0.3, 1 impressions of adomain 'vail.com' with mean price 0.5, 8 impressions of adomain 'vitalproteins.com' with mean price 0.3, 1 impressions of adomain 'walgreens.com' with mean price 0.5, 2 impressions of adomain 'walmart.com' with mean price 0.0, 1 impressions of adomain 'waterpik.com' with mean price 0.1, 3 impressions of adomain 'watersort.gurugame.ai' with mean price 0.0, 7 impressions of adomain 'www.vitastudio.ai' with mean price 0.1, 1 impressions of adomain 'xbox.com' with mean price 0.8; 19 sessions in app 'com.fiogonia.hearts', 2239 ad_requests with mean bid_floor 22.6; 154 sessions in app 'com.idle.food.venture.fast', 8186 ad_requests with mean bid_floor 339.8; 1 sessions in app 'com.peoplefun.wordcross', 4 ad_requests with mean bid_floor 3.1; 1 sessions in app 'com.scopely.yux', 1 ad_requests with mean bid_floor 7.3; 2 sessions in app 'com.tripledot.woodoku', 10 ad_requests with mean bid_floor 8.1; 1 sessions in app 'in.crossy.daily_crossword', 2 ad_requests with mean bid_floor 6.8; 5 sessions in app 'in.playsimple.wordtrip', 11 ad_requests with mean bid_floor 5.8';dc_35roundended_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/unity sdk/com.blackout.spades/False/113';time_since_click_in_hours is 6418;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.684341037019898;partition is 143;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.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.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_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.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(112)_abdoul_mmp_V5_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(120)_abdoul_mmp_V5_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(120)_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_Bidease_CPI_install_abdoul_500k_08_20_2024' '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(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_Bidease_CPA_Prog6_abdoul_500k_08_20_2024' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ipu_168h_50)_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(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(120)_abdoul_V4_2000k' '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' '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.block.juggle_Android_CPA(loop_ipu50)_abdoul_V4_2000k' '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(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' 'bloom_com.fiogonia.dominoes_USA_1d']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '2bafc6c3-724f-4474-93f2-4f38a031f10e;uuid is 'ff8867ee-1d35-41ff-b57c-ed4e4a56b38f';bid_timestamp is '2025-01-21 21:14:55';device_id is '2bafc6c3-724f-4474-93f2-4f38a031f10e';biddate is '2025-01-21';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 5.67765886817915;target_cpi is 0.981802763988232;campaign is 58068;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 3.1906 ;min_floor is 3.1906 ;bidmachine_placement_value is 3.392;placement_historical_value is 5.647917;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 189905 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.99;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '189901';hour is '2025-01-21 21:00:00+00:00';day_of_week is '1';os_version is 14;user_behavior_stats_in_past is '47 sessions in app 'com.blackout.spades', 34595 ad_requests with mean bid_floor 27.5, 18 impressions of adomain 'amazon.com' with mean price 0.3, 2 impressions of adomain 'bissell.com' with mean price 0.4, 3 impressions of adomain 'calvinklein.us' with mean price 0.4, 1 impressions of adomain 'carparts.com' with mean price 0.2, 4 impressions of adomain 'checkout51.com' with mean price 0.2, 3 impressions of adomain 'checkr.com' with mean price 0.2, 9 impressions of adomain 'clevelandclinic.org' with mean price 7.1, 1 impressions of adomain 'clorox.com' with mean price 0.2, 1 impressions of adomain 'colombolaw.com' with mean price 0.3, 2 impressions of adomain 'cuisinart.com' with mean price 0.2, 61 impressions of adomain 'deltafaucet.com' with mean price 0.2, 2 impressions of adomain 'depend.com' with mean price 0.2, 1 impressions of adomain 'directv.com' with mean price 0.2, 1 impressions of adomain 'disney.com' with mean price 0.2, 10 impressions of adomain 'disneyplus.com' with mean price 0.3, 1 clicks of adomain 'disneyplus.com', 2 impressions of adomain 'easyoff.us' with mean price 0.2, 2 impressions of adomain 'fla-keys.com' with mean price 0.2, 1 impressions of adomain 'gerberlife.com' with mean price 0.3, 4 impressions of adomain 'go2-pros.com' with mean price 0.2, 1 impressions of adomain 'google.com' with mean price 0.3, 1 impressions of adomain 'gvokeglucagon.com' with mean price 1.1, 1 impressions of adomain 'haringrealty.com' with mean price 0.2, 2 impressions of adomain 'instagram.com' with mean price 0.3, 1 impressions of adomain 'jerseymikes.com' with mean price 0.2, 2 impressions of adomain 'ketteringhealth.org' with mean price 0.3, 2 impressions of adomain 'lenovo.com' with mean price 0.2, 12 impressions of adomain 'lets.shop' with mean price 0.3, 1 impressions of adomain 'marcus.com' with mean price 0.1, 8 impressions of adomain 'mcdonalds.com' with mean price 0.3, 5 impressions of adomain 'newbalance.com' with mean price 0.2, 2 impressions of adomain 'newpub.co/spades' with mean price 5.7, 1 clicks of adomain 'newpub.co/spades', 3 impressions of adomain 'nutrafol.com' with mean price 0.3, 1 impressions of adomain 'nyxcosmetics.com' with mean price 0.2, 8 impressions of adomain 'offerhives.com' with mean price 0.3, 1 impressions of adomain 'ohiopainting.com' with mean price 0.2, 3 impressions of adomain 'peacocktv.com' with mean price 0.2, 3 impressions of adomain 'playrix.com' with mean price 2.5, 1 impressions of adomain 'postconsumerbrands.com' with mean price 0.2, 1 impressions of adomain 'rnbcincy.com' with mean price 0.2, 1 impressions of adomain 'rollingmeadowsranch.com' with mean price 1.9, 1 impressions of adomain 'royalcanin.com' with mean price 0.2, 1 impressions of adomain 'samsung.com' with mean price 0.4, 1 impressions of adomain 'santanderus.com' with mean price 0.2, 2 impressions of adomain 'siriusxm.com' with mean price 0.1, 1 impressions of adomain 'speedway.com' with mean price 0.3, 1 impressions of adomain 'torkusa.com' with mean price 0.2, 1 impressions of adomain 'trihealth.com' with mean price 0.7, 1 impressions of adomain 'visitlauderdale.com' with mean price 0.2, 4 impressions of adomain 'vitamix.com' with mean price 0.3, 2 impressions of adomain 'vtama.com' with mean price 0.6, 1 impressions of adomain 'vyvgart.com' with mean price 0.2, 2 impressions of adomain 'walmart.com' with mean price 0.2, 1 impressions of adomain 'windowreplacementdayton.com' with mean price 0.5, 4 impressions of adomain 'wkkellogg.com' with mean price 0.2; 18 sessions in app 'com.dopuz.klotski.riddle', 1704 ad_requests with mean bid_floor 12.8, 9 impressions of adomain 'amazon.com' with mean price 0.2, 3 impressions of adomain 'caudalie.com' with mean price 0.1, 2 impressions of adomain 'coldstonecreamery.com' with mean price 1.6, 1 impressions of adomain 'covergirl.com' with mean price 0.1, 2 impressions of adomain 'disneyplus.com' with mean price 0.4, 1 impressions of adomain 'flixchatter.net' with mean price 0.4, 1 impressions of adomain 'go-metro.com' with mean price 0.4, 1 impressions of adomain 'helloned.com' with mean price 0.1, 2 impressions of adomain 'king.com' with mean price 8.1, 2 impressions of adomain 'marcos.com' with mean price 0.7, 1 impressions of adomain 'perfectnorth.com' with mean price 0.6, 3 impressions of adomain 'poise.com' with mean price 0.1, 1 impressions of adomain 'sling.com' with mean price 0.1, 3 impressions of adomain 'trihealth.com' with mean price 0.8, 1 impressions of adomain 'vitastudio.ai' with mean price 0.1, 2 impressions of adomain 'watersort.gurugame.ai' with mean price 0.1; 1 sessions in app 'com.king.candycrushsaga', 7 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.newpubco.spades', 22 ad_requests with mean bid_floor 7.9, 1 impressions of adomain 'anytimefitness.com' with mean price 1.3, 1 impressions of adomain 'disneyplus.com' with mean price 0.4, 1 impressions of adomain 'intuit.com' with mean price 0.4, 1 impressions of adomain 'ivory.com' with mean price 0.4, 1 impressions of adomain 'nutella.com' with mean price 1.0; 5 sessions in app 'com.scannerradio', 10 ad_requests with mean bid_floor 0.6; 1 sessions in app 'easy.sudoku.puzzle.solver.free', 1 ad_requests with mean bid_floor 5.4; 2 sessions in app 'in.playsimple.wordtrip', 8 ad_requests with mean bid_floor 26.2';dc_35roundended_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 2025-01-21 21:19:51;time_since_impression_in_hours is 52;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 53;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.361117865501295;partition is 3336;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(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.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_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.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.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(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.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_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(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_CPA(148)_abdoul_V6_500k' '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_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' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_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' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9184835a-3685-4e29-a961-202bbef2edad;uuid is '1bb91c6f-b00c-43db-a1c2-5f4735a0670a';bid_timestamp is '2024-12-14 21:43:41';device_id is '9184835a-3685-4e29-a961-202bbef2edad';biddate is '2024-12-14';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 'bidmachine';raw_price is 55.6115725012142;target_cpi is 4;campaign is 57526;creative_id is 228965;session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is 247;content_type is 'vi';bid_floor is 10.4256 ;min_floor is 1.6006 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is 10.4256;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1.5;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-14 21:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.blackout.spades', 124 ad_requests with mean bid_floor 35.6, 2 impressions of adomain 'disneyplus.com' with mean price 0.4, 3 impressions of adomain 'offerhives.com' with mean price 2.0, 1 impressions of adomain 'samsung.com' with mean price 4.5; 137 sessions in app 'com.fkgpmobile.audiorecorder', 787 ad_requests with mean bid_floor 3.1; 42 sessions in app 'com.holybible.verseandaudio.prayer', 208 ad_requests with mean bid_floor 6.4, 1 clicks of adomain 'creditkarma.com', 1 impressions of adomain 'creditkarma.com' with mean price 23.9, 1 impressions of adomain 'temu.com' with mean price 38.3; 1 sessions in app 'com.karmangames.spades', 29 ad_requests with mean bid_floor 1.4; 3 sessions in app 'com.newpubco.spades', 71 ad_requests with mean bid_floor 5.6, 2 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'baldyviewrop.com' with mean price 0.5, 1 impressions of adomain 'coldstonecreamery.com' with mean price 0.6, 1 impressions of adomain 'fisglobal.com' with mean price 0.5, 1 impressions of adomain 'lenscrafters.com' with mean price 2.3, 1 impressions of adomain 'samsung.com' with mean price 0.8, 2 impressions of adomain 'stylewe.com' with mean price 1.0; 1 sessions in app 'in.playsimple.tripcross', 1 ad_requests with mean bid_floor 5.2; 1 sessions in app 'revive.app', 4 ad_requests with mean bid_floor 1.3';dc_35roundended_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 2024-12-14 21:48:05;time_since_impression_in_hours is 0;channel is 'USA/V/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.159737309538266;partition is 2889;segments is ['com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V4_100k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_100k_09_18_2024' 'bloom_com.blackout.spades_USA_80' '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(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_35roundended_before_d8)_abdoul_V3_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_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(108)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_all_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'bloom_com.blackout.spades_USA_95']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'bedec1d4-8944-4798-b93e-667c4f3f88ae;uuid is 'd1d55d0c-0504-4e9d-bc26-b2d369bdc062';bid_timestamp is '2025-02-01 20:46:19';device_id is 'bedec1d4-8944-4798-b93e-667c4f3f88ae';biddate is '2025-02-01';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 42.0831130647685;target_cpi is 2;campaign is 58210;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 ;prior_tag_impressions_count is 20 ;time_since_impression is 1130281 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 4.81;prior_theme_impressions_count is 20;prior_tag_clicks_count is 3 ;time_since_click is '1130406';hour is '2025-02-01 20:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'com.astarsoftware.hearts', 11 ad_requests with mean bid_floor 26.1; 1 sessions in app 'com.hyilmaz.hearts', 4 ad_requests with mean bid_floor 2.6; 1 sessions in app 'com.newpubco.spades', 88 ad_requests with mean bid_floor 21.6; 22 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 257 ad_requests with mean bid_floor 9.7, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 42.1, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 41.1, 1 impressions of adomain 'walgreens.com' with mean price 0.6';dc_35roundended_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 2025-02-01 20:56:57;time_since_impression_in_hours is 313;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 314;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.318105122644206;partition is 3944;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_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_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' '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_V3_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_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(140)_abdoul_V4_500k' '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.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_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_CPI_abdoul_V3_100k' '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.spades_Android_CPA(147)_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' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' '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' '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.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(146)_abdoul_V3_100k' '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(141)_abdoul_mmp_light_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_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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_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(148)_abdoul_V3_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(141)_abdoul_V3_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.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' '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_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' '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.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.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '16822b3c-4452-41c1-819f-4e748cff5247;uuid is '5d5a7988-2901-4112-8a2b-e54fa17d918a';bid_timestamp is '2025-01-18 5:52:11';device_id is '16822b3c-4452-41c1-819f-4e748cff5247';biddate is '2025-01-18';country is 'USA';app is 'jigsaw.puzzle.game.banana';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 5.4298810459172;target_cpi is 1.5;campaign is 57517;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 50.236967;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 5 ;time_since_impression is 23845 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.28;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '23841';hour is '2025-01-18 05:00:00+00:00';day_of_week is '5';os_version is 15;user_behavior_stats_in_past is '10 sessions in app 'com.bbumgames.opa', 90 ad_requests with mean bid_floor 2.5; 5 sessions in app 'com.blackcircleapps.christmasbingo', 52 ad_requests with mean bid_floor 34.8; 6 sessions in app 'com.concretesoftware.pbachallenge_androidmarket', 69 ad_requests with mean bid_floor 32.9; 1 sessions in app 'com.fiogonia.spades', 1 ad_requests with mean bid_floor 2.8; 4 sessions in app 'com.innplaylabs.animalkingdomraid', 154 ad_requests with mean bid_floor 264.1; 19 sessions in app 'com.miniclip.eightballpool', 115 ad_requests with mean bid_floor 2.2; 3 sessions in app 'com.mobilityware.Spades', 156 ad_requests with mean bid_floor 17.7; 92 sessions in app 'com.radio.fmradio', 187 ad_requests with mean bid_floor 28.3; 1 sessions in app 'com.solitaire.patience.klondike.classic.card.games', 32 ad_requests with mean bid_floor 35.1; 1 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 15 ad_requests with mean bid_floor 14.8; 1 sessions in app 'com.tripledot.solitaire', 3 ad_requests with mean bid_floor 7.3; 1 sessions in app 'com.wordgame.words.connect', 1 ad_requests with mean bid_floor 5.3; 50 sessions in app 'com.zynga.ozmatch', 199 ad_requests with mean bid_floor 16.0; 5 sessions in app 'in.playsimple.wordtrip', 13 ad_requests with mean bid_floor 11.2; 207 sessions in app 'jigsaw.puzzle.game.banana', 6819 ad_requests with mean bid_floor 12.4, 1 impressions of adomain '7-eleven.com' with mean price 0.1, 2 impressions of adomain 'airproducts.com' with mean price 1.0, 1 impressions of adomain 'alkaseltzerplus.com' with mean price 10.5, 1 clicks of adomain 'amazon.com', 117 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'americangreetings.com' with mean price 0.2, 5 impressions of adomain 'aussiebubs.com' with mean price 0.4, 1 impressions of adomain 'aveeno.com' with mean price 0.3, 1 impressions of adomain 'bluetriton.com' with mean price 0.3, 1 impressions of adomain 'bp.com' with mean price 0.4, 2 impressions of adomain 'brkthru.com' with mean price 0.1, 2 impressions of adomain 'camelbak.com' with mean price 0.3, 4 impressions of adomain 'campbells.com' with mean price 0.2, 6 impressions of adomain 'campingworld.com' with mean price 0.1, 4 impressions of adomain 'churchdwight.com' with mean price 0.2, 1 impressions of adomain 'claconnect.com' with mean price 0.2, 1 impressions of adomain 'claim-doc.com' with mean price 1.0, 1 impressions of adomain 'cleanandclear.com' with mean price 0.5, 1 impressions of adomain 'clorox.com' with mean price 0.2, 1 clicks of adomain 'coach.com', 1 impressions of adomain 'coach.com' with mean price 0.2, 2 impressions of adomain 'commissaries.com' with mean price 0.4, 2 impressions of adomain 'cousinssubs.com' with mean price 0.8, 1 impressions of adomain 'covergirl.com' with mean price 0.2, 6 impressions of adomain 'crumblcookies.com' with mean price 0.1, 1 impressions of adomain 'cswg.com' with mean price 0.3, 6 impressions of adomain 'depend.com' with mean price 0.2, 1 impressions of adomain 'distrokid.com' with mean price 0.1, 1 impressions of adomain 'dnb.com' with mean price 0.1, 7 impressions of adomain 'doordash.com' with mean price 0.1, 1 impressions of adomain 'dramamine.com' with mean price 0.2, 14 impressions of adomain 'dyson.com' with mean price 0.3, 2 impressions of adomain 'elkay.com' with mean price 0.8, 1 impressions of adomain 'employmilwaukee.org' with mean price 0.3, 1 impressions of adomain 'enhertu.com' with mean price 1.2, 12 impressions of adomain 'ferrarausa.com' with mean price 0.5, 1 impressions of adomain 'galderma.com' with mean price 0.2, 1 impressions of adomain 'gardenoflife.com' with mean price 0.3, 3 impressions of adomain 'geisdoors.com' with mean price 0.8, 1 impressions of adomain 'gillette.com' with mean price 0.3, 1 impressions of adomain 'gluten.org' with mean price 0.2, 1 impressions of adomain 'grainger.com' with mean price 0.8, 1 impressions of adomain 'healthprimal.com' with mean price 11.0, 14 impressions of adomain 'heritagestore.com' with mean price 0.5, 3 impressions of adomain 'hhs.gov' with mean price 0.2, 2 impressions of adomain 'homemarketfoods.com' with mean price 0.7, 1 impressions of adomain 'house-autry.com' with mean price 0.2, 2 impressions of adomain 'howlifeunfolds.com' with mean price 0.3, 12 impressions of adomain 'huggies.com' with mean price 0.2, 1 impressions of adomain 'humana.com' with mean price 0.9, 43 impressions of adomain 'jetblue.com' with mean price 0.2, 1 impressions of adomain 'kimberly-clark.com' with mean price 0.1, 1 impressions of adomain 'lifenutrition.com' with mean price 6.6, 3 impressions of adomain 'lundbeck.com' with mean price 0.1, 2 impressions of adomain 'lwr.org' with mean price 0.1, 4 impressions of adomain 'marinerwealthadvisors.com' with mean price 0.2, 2 impressions of adomain 'mccormick.com' with mean price 0.3, 1 impressions of adomain 'mcdonalds.com' with mean price 0.3, 3 impressions of adomain 'meijer.com' with mean price 1.1, 4 impressions of adomain 'mobilityware.com' with mean price 0.0, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.3, 1 impressions of adomain 'mortonbuildings.com' with mean price 0.4, 1 impressions of adomain 'murka.com' with mean price 0.1, 23 impressions of adomain 'nestle-watersna.com' with mean price 0.2, 2 impressions of adomain 'netgear.com' with mean price 0.1, 4 impressions of adomain 'neutrogena.com' with mean price 0.2, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 4.7, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 5.0, 1 impressions of adomain 'nike.com' with mean price 0.0, 5 impressions of adomain 'numerator.com' with mean price 0.1, 5 impressions of adomain 'nutrafol.com' with mean price 0.3, 3 impressions of adomain 'nutramaxlabs.com' with mean price 0.3, 1 impressions of adomain 'ogxbeauty.com' with mean price 0.2, 2 impressions of adomain 'olay.com' with mean price 0.3, 5 impressions of adomain 'onewheel.com' with mean price 0.1, 1 impressions of adomain 'orgain.com' with mean price 0.2, 23 impressions of adomain 'palmenmotors.com' with mean price 0.6, 8 impressions of adomain 'papamurphys.com' with mean price 0.2, 2 impressions of adomain 'patagonia.com' with mean price 0.1, 30 impressions of adomain 'paycom.com' with mean price 0.2, 5 impressions of adomain 'peacocktv.com' with mean price 0.2, 4 impressions of adomain 'pennfoster.edu' with mean price 0.1, 2 impressions of adomain 'peppermint-lips.com' with mean price 7.1, 2 impressions of adomain 'pepto-bismol.com' with mean price 0.6, 2 impressions of adomain 'philips.com' with mean price 0.2, 5 impressions of adomain 'playsimple.in' with mean price 0.0, 1 impressions of adomain 'playtika.com' with mean price 0.0, 1 impressions of adomain 'r-t-w.com' with mean price 0.3, 1 impressions of adomain 'reebok.com' with mean price 0.6, 3 impressions of adomain 'relatable.com' with mean price 0.3, 2 impressions of adomain 'revlon.com' with mean price 0.3, 17 impressions of adomain 'roguenicotine.com' with mean price 0.3, 2 impressions of adomain 'ruizfoods.com' with mean price 0.6, 6 impressions of adomain 'ruthcheathamfoundation.org' with mean price 0.2, 1 impressions of adomain 'sakrete.com' with mean price 1.2, 8 impressions of adomain 'sallyhansen.com' with mean price 0.2, 1 impressions of adomain 'seventhgeneration.com' with mean price 0.5, 1 impressions of adomain 'sfdbrands.com' with mean price 0.1, 11 impressions of adomain 'shoppersvoice.com' with mean price 0.1, 1 impressions of adomain 'signup.rocketmoney.com' with mean price 0.0, 1 impressions of adomain 'simplebro.co' with mean price 0.0, 9 impressions of adomain 'smartypantsvitamins.com' with mean price 0.2, 7 impressions of adomain 'smithfieldfoods.com' with mean price 0.2, 4 impressions of adomain 'smuckers.com' with mean price 0.2, 7 impressions of adomain 'solaray.com' with mean price 0.2, 1 impressions of adomain 'solitaire.gurugame.ai' with mean price 0.0, 2 impressions of adomain 'sportsresearch.com' with mean price 0.3, 1 impressions of adomain 'standardprocess.com' with mean price 0.7, 8 impressions of adomain 'subaru.com' with mean price 0.2, 33 impressions of adomain 'summitcreditunion.com' with mean price 0.2, 1 impressions of adomain 'sundaraspa.com' with mean price 0.1, 3 impressions of adomain 'surya.com' with mean price 0.2, 4 impressions of adomain 'swarovski.com' with mean price 0.1, 6 impressions of adomain 'thetradedesk.com' with mean price 0.2, 1 impressions of adomain 'theyoungwhitewater.com' with mean price 1.1, 3 impressions of adomain 'tripledotstudios.com' with mean price 0.1, 3 impressions of adomain 'trustonefinancial.org' with mean price 0.1, 1 impressions of adomain 'tylenol.com' with mean price 0.2, 68 impressions of adomain 'uscellular.com' with mean price 0.2, 2 impressions of adomain 'uwcped.org' with mean price 1.2, 3 impressions of adomain 'uww.edu' with mean price 0.6, 3 impressions of adomain 'vicks.com' with mean price 0.4, 1 impressions of adomain 'victorallen.com' with mean price 0.2, 10 impressions of adomain 'villageace.com' with mean price 0.5, 1 impressions of adomain 'walgreens.com' with mean price 1.3, 83 impressions of adomain 'walmart.com' with mean price 1.3, 3 impressions of adomain 'weather.com' with mean price 0.0, 30 impressions of adomain 'wellbizbrands.com' with mean price 0.2, 2 impressions of adomain 'whatisshingles.com' with mean price 0.1, 3 impressions of adomain 'wildcasino.ag' with mean price 0.4, 2 impressions of adomain 'wildernessresort.com' with mean price 0.1, 2 impressions of adomain 'yourradioplace.com' with mean price 0.3; 4 sessions in app 'net.zedge.android', 39 ad_requests with mean bid_floor 11.2';dc_35roundended_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 6;channel is 'USA/I/bidmachine/jigsaw.puzzle.game.banana/False/126';time_since_click_in_hours is 7;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.107688731661547;partition is 3944;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.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_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.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_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.spades_Android_CPA(147)_abdoul_mmp_light_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(dc_7GameStart_BeforeD8)_abdoul_mmp_light_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_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' '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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_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(147)_abdoul_V4_500k' '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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_light_V6_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.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' '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(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(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_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_500k' '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.spidersolitaire_Android_CPI_abdoul_V6_2000k' '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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' '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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_light_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(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a26a8a5f-75fe-4467-94cc-737e39731cc3;uuid is 'deef8eb1-f805-4857-b511-bebb5ba26fd3';bid_timestamp is '2025-01-11 0:41:52';device_id is 'a26a8a5f-75fe-4467-94cc-737e39731cc3';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 7.16452833378541;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 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is 10.176;placement_historical_value is 7.073916;third_party_bid_price is ;prior_tag_impressions_count is 15 ;time_since_impression is 17566 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.07;prior_theme_impressions_count is 15;prior_tag_clicks_count is 8 ;time_since_click is '17661';hour is '2025-01-11 00:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.astarsoftware.euchre', 5 ad_requests with mean bid_floor 27.2; 1 sessions in app 'com.datarecovery.recoverysoftware.videorecovery', 8 ad_requests with mean bid_floor 0.1; 84 sessions in app 'com.easybrain.backgammon.board.games', 1356 ad_requests with mean bid_floor 12.3, 3 impressions of adomain 'adfirehealth.com' with mean price 0.9, 22 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'americansforprosperity.org' with mean price 0.1, 2 impressions of adomain 'aspercreme.com' with mean price 0.4, 1 impressions of adomain 'att.com' with mean price 0.6, 2 impressions of adomain 'beiersdorf.com' with mean price 0.6, 4 impressions of adomain 'betrivers.com' with mean price 0.1, 1 impressions of adomain 'birminghamvision.com' with mean price 0.1, 1 impressions of adomain 'bostonscientific.com' with mean price 0.3, 2 impressions of adomain 'carnival.com' with mean price 0.2, 1 impressions of adomain 'churchdwight.com' with mean price 0.4, 7 impressions of adomain 'coca-cola.com' with mean price 0.7, 1 impressions of adomain 'depend.com' with mean price 0.1, 3 impressions of adomain 'disneyplus.com' with mean price 0.1, 6 impressions of adomain 'dollargeneral.com' with mean price 0.3, 1 impressions of adomain 'dormanproducts.com' with mean price 0.2, 9 impressions of adomain 'eliquis.bmscustomerconnect.com' with mean price 0.3, 2 impressions of adomain 'enhertu.com' with mean price 7.2, 2 impressions of adomain 'gan.com' with mean price 0.2, 15 impressions of adomain 'goldbond.com' with mean price 0.5, 1 impressions of adomain 'haleon.com' with mean price 0.4, 1 impressions of adomain 'honda.com' with mean price 0.8, 17 impressions of adomain 'huggies.com' with mean price 0.2, 1 impressions of adomain 'hurleymc.com' with mean price 0.7, 2 impressions of adomain 'ingrezza.com' with mean price 0.4, 1 impressions of adomain 'kelloggs.com' with mean price 0.9, 2 impressions of adomain 'kohls.com' with mean price 0.7, 11 impressions of adomain 'meijer.com' with mean price 0.2, 1 impressions of adomain 'miralax.com' with mean price 0.4, 1 impressions of adomain 'navy.com' with mean price 0.2, 1 impressions of adomain 'nutrafol.com' with mean price 1.0, 5 impressions of adomain 'ocrevus.com' with mean price 1.1, 2 impressions of adomain 'olay.com' with mean price 0.8, 1 impressions of adomain 'orgovyx.com' with mean price 0.3, 4 impressions of adomain 'paramountplus.com' with mean price 0.3, 3 impressions of adomain 'paypal.com' with mean price 0.5, 1 impressions of adomain 'pepto-bismol.com' with mean price 0.4, 5 impressions of adomain 'progressive.com' with mean price 0.3, 6 impressions of adomain 'samsung.com' with mean price 0.5, 1 impressions of adomain 'secret.com' with mean price 0.2, 1 impressions of adomain 'southgateford.net' with mean price 0.4, 1 impressions of adomain 'stellaartois.com' with mean price 0.6, 9 impressions of adomain 'subaru.com' with mean price 0.4, 1 impressions of adomain 'toyota.com' with mean price 0.6, 2 impressions of adomain 'ubykotex.com' with mean price 0.2, 1 impressions of adomain 'ulta.com' with mean price 0.3, 4 impressions of adomain 'vicks.com' with mean price 0.9, 3 impressions of adomain 'visitarizona.com' with mean price 0.8, 5 impressions of adomain 'wkkellogg.com' with mean price 0.2, 1 impressions of adomain 'xolair.com' with mean price 1.1, 6 impressions of adomain 'xyzal.com' with mean price 0.3; 1 sessions in app 'com.handmark.expressweather', 1 ad_requests with mean bid_floor 56.7; 25 sessions in app 'com.loop.block.mania.pethereum', 208 ad_requests with mean bid_floor 9.4; 1 sessions in app 'com.otsbet.app', 3 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.solitaire.relax.classic.card.game', 16 ad_requests with mean bid_floor 28.2; 2 sessions in app 'com.solitarie.card.regal.game', 10 ad_requests with mean bid_floor 1.8; 110 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 3806 ad_requests with mean bid_floor 12.7, 5 impressions of adomain 'medscape.org' with mean price 3.1, 1 impressions of adomain 'medscapelive.org' with mean price 3.4, 1 clicks of adomain 'mhitpoker.com', 3 impressions of adomain 'mhitpoker.com' with mean price 7.1, 1 clicks of adomain 'newpub.co', 10 impressions of adomain 'newpub.co' with mean price 4.9, 4 impressions of adomain 'peppermint-lips.com' with mean price 7.5, 4 impressions of adomain 'rethinkobesity.com' with mean price 3.5, 5 clicks of adomain 'tech.pokergaga.net', 9 impressions of adomain 'tech.pokergaga.net' with mean price 7.0, 1 clicks of adomain 'wisewaveltd.com', 1 impressions of adomain 'wisewaveltd.com' with mean price 6.7; 1 sessions in app 'com.sports.real.golf.rival.online', 14 ad_requests with mean bid_floor 98.8; 1 sessions in app 'com.ty.aim', 2 ad_requests with mean bid_floor 2.6; 2 sessions in app 'in.playsimple.wordtrip', 4 ad_requests with mean bid_floor 11.0';dc_35roundended_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 2025-01-11 0:46:23;time_since_impression_in_hours is 4;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 5;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.462646072669752;partition is 128;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'embeddings_centroid_similarity_wordmakers_installs' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' '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.newpubco.klondikesolitaire_Android_CPA(112)_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.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.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.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(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.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_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.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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_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.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_AG_100k_21_12_2024' '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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPI_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.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' '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_35roundended_before_d8)_abdoul_V4_2mln' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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_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' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'af1e49dd-8ed6-4643-beee-df3c2cc25bef;uuid is '3d923182-b48d-4ee0-953b-2f0ca61b0c88';bid_timestamp is '2024-12-27 14:04:28';device_id is 'af1e49dd-8ed6-4643-beee-df3c2cc25bef';biddate is '2024-12-27';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 4.79167299999999;target_cpi is 2;campaign is 57716;creative_id is 228773;session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is 192;content_type is 'vi';bid_floor is 4.781673 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 6 ;time_since_impression is 1267424 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.43;prior_theme_impressions_count is 6;prior_tag_clicks_count is 11 ;time_since_click is '1267408';hour is '2024-12-27 14:00:00+00:00';day_of_week is '4';os_version is 12;user_behavior_stats_in_past is '1 sessions in app 'blockpuzzle.wood.sudoku.puzzlegames', 1 ad_requests with mean bid_floor 10.4; 4 sessions in app 'com.LoopGames.Domino', 161 ad_requests with mean bid_floor 3.4; 1 sessions in app 'com.art.pixel.travel.games.paint.color.by.numbers', 6 ad_requests with mean bid_floor 0.6; 28 sessions in app 'com.blackout.spades', 4283 ad_requests with mean bid_floor 14.7, 1 impressions of adomain 'alen.com' with mean price 0.6, 7 impressions of adomain 'att.com' with mean price 0.8, 4 impressions of adomain 'bajafresh.com' with mean price 2.3, 1 impressions of adomain 'click2cart.com' with mean price 0.5, 1 impressions of adomain 'epiccreative.com' with mean price 0.7, 1 impressions of adomain 'honda.com' with mean price 1.0, 1 impressions of adomain 'jackinthebox.com' with mean price 0.7, 6 impressions of adomain 'rocketmortgage.com' with mean price 0.6, 1 impressions of adomain 'slpattorney.com' with mean price 0.7, 1 impressions of adomain 'taftcollege.edu' with mean price 0.6; 19 sessions in app 'com.fiogonia.gin', 268 ad_requests with mean bid_floor 11.9; 312 sessions in app 'com.metropcs.metrozone', 2432 ad_requests with mean bid_floor 87.5; 36 sessions in app 'com.mobilityware.GinRummySolitaire', 3657 ad_requests with mean bid_floor 11.4, 1 clicks of adomain 'centertheatregroup.org', 1 impressions of adomain 'centertheatregroup.org' with mean price 2.2, 1 impressions of adomain 'efleets.com' with mean price 3.0, 16 clicks of adomain 'paypal.com', 33 impressions of adomain 'paypal.com' with mean price 5.9, 4 impressions of adomain 'pluto.tv' with mean price 3.8, 7 clicks of adomain 'spectrum.com', 19 impressions of adomain 'spectrum.com' with mean price 6.3, 3 clicks of adomain 'tech.pokergaga.net', 3 impressions of adomain 'tech.pokergaga.net' with mean price 3.4, 1 clicks of adomain 'tubitv.com', 2 impressions of adomain 'tubitv.com' with mean price 3.3, 2 impressions of adomain 'ulta.com' with mean price 2.5; 10 sessions in app 'com.mobilityware.spider', 869 ad_requests with mean bid_floor 18.6, 6 impressions of adomain 'bk.com' with mean price 0.3, 1 impressions of adomain 'centrum.com' with mean price 0.3, 1 clicks of adomain 'harborfreight.com', 1 impressions of adomain 'harborfreight.com' with mean price 0.4, 2 impressions of adomain 'laroche-posay.us' with mean price 1.0, 1 impressions of adomain 'mccormick.com' with mean price 0.3, 1 impressions of adomain 'motorcitygmc.com' with mean price 1.5, 2 impressions of adomain 'nexium24hr.com' with mean price 0.3, 1 impressions of adomain 'opolaw.com' with mean price 0.5, 1 impressions of adomain 'pfizer.com' with mean price 0.6, 3 impressions of adomain 'samsung.com' with mean price 0.3, 1 impressions of adomain 'stonyfield.com' with mean price 0.3, 1 impressions of adomain 'subaru.com' with mean price 0.3, 2 impressions of adomain 'tums.com' with mean price 0.3, 1 impressions of adomain 'unscript.ai' with mean price 1.0, 3 impressions of adomain 'velphoro.us' with mean price 0.6, 1 impressions of adomain 'visitthenorthshore.com' with mean price 0.5, 2 impressions of adomain 'xolair.com' with mean price 0.4, 3 impressions of adomain 'zavzpret.com' with mean price 0.3, 1 impressions of adomain 'zoryve.com' with mean price 0.9; 10 sessions in app 'com.newpubco.spades', 533 ad_requests with mean bid_floor 7.0, 1 clicks of adomain 'alignprobiotics.com', 1 impressions of adomain 'alignprobiotics.com' with mean price 3.9, 2 impressions of adomain 'americanhumane.org' with mean price 0.6, 5 impressions of adomain 'bajafresh.com' with mean price 1.1, 2 impressions of adomain 'equitable.com' with mean price 2.0, 1 impressions of adomain 'goldenwestcasino.com' with mean price 0.5, 1 clicks of adomain 'headandshoulders.com', 1 impressions of adomain 'headandshoulders.com' with mean price 4.8, 1 impressions of adomain 'jackinthebox.com' with mean price 0.4, 6 impressions of adomain 'kaiserpermanente.org' with mean price 1.1, 1 impressions of adomain 'kohls.com' with mean price 0.4, 1 impressions of adomain 'mccormick.com' with mean price 0.5, 2 clicks of adomain 'metabolicmaintenance.com', 2 impressions of adomain 'metabolicmaintenance.com' with mean price 4.4, 1 impressions of adomain 'metamucil.com' with mean price 6.0, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.4, 1 impressions of adomain 'nd.edu' with mean price 0.6, 1 clicks of adomain 'oakevergames.com', 1 impressions of adomain 'oakevergames.com' with mean price 4.1, 1 impressions of adomain 'parkhyattaviara.com' with mean price 0.8, 3 impressions of adomain 'paypal.com' with mean price 38.9, 1 clicks of adomain 'paypal.com', 1 impressions of adomain 'petco.com' with mean price 2.1, 2 impressions of adomain 'prilosecotc.com' with mean price 3.2, 2 impressions of adomain 'samsung.com' with mean price 0.4, 1 impressions of adomain 'subaru.com' with mean price 0.4; 1 sessions in app 'com.peoplefun.wordcross', 14 ad_requests with mean bid_floor 3.4; 135 sessions in app 'com.puzzle.pool.android', 1936 ad_requests with mean bid_floor 24.5; 1 sessions in app 'com.sngict.dominoes', 53 ad_requests with mean bid_floor 44.0; 2 sessions in app 'com.tangle.happy.paint.by.number.coloring.game', 22 ad_requests with mean bid_floor 0.4; 4 sessions in app 'com.tripledot.woodoku', 16 ad_requests with mean bid_floor 7.3; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 4.5';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-01-04 19:26:55;dc_15roundended_before_d8_timestamp is 45659.716875;ag_retention_d1_timestamp is ;0_timestamp is 2024-12-28 19:45:45;time_since_impression_in_hours is 352;channel is 'USA/V/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 352;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.704056911833452;partition is 2412;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.topultragame.slotlasvega_Android_CPI_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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' '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.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' '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(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.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.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_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_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_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' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '1be41c93-1f2d-42bb-84a0-edfc1b2a470f;uuid is '8d84946d-e3d3-46a6-bb11-6bcf4b9c263d';bid_timestamp is '2025-02-10 14:32:29';device_id is '1be41c93-1f2d-42bb-84a0-edfc1b2a470f';biddate is '2025-02-10';country is 'USA';app is 'com.playvalve.solitaire';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'fyber';raw_price is 189.719128608703;target_cpi is 0.5;campaign is 58308;creative_id is 228773;session_duration is 590 ;seller_name is 'DT Exchange SSP (Fyber)';seller_id is 119;content_type is 'vi';bid_floor is 81.2596 ;min_floor is 81.2596 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 19 ;time_since_impression is 259972 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1;prior_theme_impressions_count is 19;prior_tag_clicks_count is 25 ;time_since_click is '259958';hour is '2025-02-10 14:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '42 sessions in app 'com.master.triple3d.find', 232 ad_requests with mean bid_floor 1.4; 2 sessions in app 'com.mobilityware.CastleSolitaire', 30 ad_requests with mean bid_floor 6.8; 1 sessions in app 'com.partyup.blockjam', 11 ad_requests with mean bid_floor 4.5; 1 sessions in app 'com.peoplefun.wordcross', 8 ad_requests with mean bid_floor 6.2; 39 sessions in app 'com.playvalve.solitaire', 3727 ad_requests with mean bid_floor 132.2, 1 clicks of adomain 'candycrushsaga.com', 6 impressions of adomain 'candycrushsaga.com' with mean price 46.4, 1 impressions of adomain 'flixchatter.net' with mean price 0.3, 2 impressions of adomain 'intuit.com' with mean price 2.2, 1 impressions of adomain 'ozempic.com' with mean price 2.1, 1 impressions of adomain 'samsung.com' with mean price 0.7; 69 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 3104 ad_requests with mean bid_floor 13.5, 6 clicks of adomain 'candycrushsaga.com', 11 impressions of adomain 'candycrushsaga.com' with mean price 26.4, 2 clicks of adomain 'dreamgames.com', 2 impressions of adomain 'dreamgames.com' with mean price 10.5, 1 impressions of adomain 'lanebryant.com' with mean price 8.3, 5 clicks of adomain 'newpub.co/spades', 5 impressions of adomain 'newpub.co/spades' with mean price 9.7; 1 sessions in app 'com.tripledot.solitaire', 4 ad_requests with mean bid_floor 14.0; 2 sessions in app 'com.tripledot.woodoku', 7 ad_requests with mean bid_floor 3.9; 4 sessions in app 'in.playsimple.wordtrip', 18 ad_requests with mean bid_floor 13.7; 2 sessions in app 'power.pop.blast', 71 ad_requests with mean bid_floor 21.6; 54 sessions in app 'spider.classic.solitaire.card.pgmaker', 1842 ad_requests with mean bid_floor 23.8, 2 impressions of adomain 'adidas.com' with mean price 0.4, 66 impressions of adomain 'amazon.com' with mean price 0.6, 5 impressions of adomain 'aveeno.com' with mean price 0.5, 3 clicks of adomain 'candycrushsaga.com', 6 impressions of adomain 'candycrushsaga.com' with mean price 46.8, 5 impressions of adomain 'clorox.com' with mean price 0.7, 1 impressions of adomain 'coach.com' with mean price 0.6, 11 impressions of adomain 'coca-cola.com' with mean price 0.5, 1 impressions of adomain 'coldstonecreamery.com' with mean price 0.5, 1 clicks of adomain 'colgate.com', 17 impressions of adomain 'colgate.com' with mean price 0.6, 2 impressions of adomain 'depend.com' with mean price 0.4, 1 impressions of adomain 'dexcom.com' with mean price 1.0, 1 impressions of adomain 'discovery.com' with mean price 0.3, 2 impressions of adomain 'dove.com' with mean price 0.5, 3 impressions of adomain 'draftkings.com' with mean price 26.5, 3 clicks of adomain 'draftkings.com', 12 impressions of adomain 'google.com' with mean price 0.6, 7 impressions of adomain 'haleon.com' with mean price 0.6, 13 impressions of adomain 'hylands.com' with mean price 0.5, 1 impressions of adomain 'kao.com' with mean price 0.5, 2 impressions of adomain 'mars.com' with mean price 0.6, 1 impressions of adomain 'moroccanoil.com' with mean price 0.6, 3 impressions of adomain 'myfitnesspal.com' with mean price 0.8, 2 impressions of adomain 'neutrogena.com' with mean price 0.7, 1 impressions of adomain 'niveausa.com' with mean price 0.7, 18 impressions of adomain 'nutrafol.com' with mean price 1.1, 3 impressions of adomain 'paulmitchell.com' with mean price 0.6, 1 impressions of adomain 'pepcid.com' with mean price 0.5, 9 impressions of adomain 'philips.com' with mean price 0.5, 1 impressions of adomain 'postconsumerbrands.com' with mean price 0.7, 1 impressions of adomain 'prestigebrands.com' with mean price 0.6, 1 impressions of adomain 'progressive.com' with mean price 0.9, 3 impressions of adomain 'puredailycare.com' with mean price 0.5, 1 impressions of adomain 'shoppersvoice.com' with mean price 0.3, 2 impressions of adomain 'spectrumbrands.com' with mean price 0.6, 3 impressions of adomain 'sunnyhealthfitness.com' with mean price 0.7, 5 impressions of adomain 'unilever.com' with mean price 0.5, 2 impressions of adomain 'wv.highmarkhealthoptions.com' with mean price 1.0';dc_35roundended_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/fyber/com.playvalve.solitaire/False/119';time_since_click_in_hours is 72;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.437304547302111;partition is 2412;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'bloom_com.playvalve.solitaire_USA_7d' 'bloom_com.playvalve.solitaire_USA_80' '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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_100k_frozen' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_100k' '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_40roundended_before_d8)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_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_47)_abdoul_V4_2M_14_11_2024' '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.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.mobilityware.spider_Android_CPA(paid_imp_47)_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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_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' '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.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V3_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'bloom_com.playvalve.solitaire_USA_1d' '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' '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.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_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.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' '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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' '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' '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.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(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.mobilityware.spider_Android_CPA(paid_imp_38)_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.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V3_100k' '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.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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_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.partyup.blockjam_Android_CPA(purchase)_abdoul_V5_Appgrowth_New_100k_12_14_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2mln' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_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.mobilityware.spider_Android_CPA(Level_20)_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(dc_30RoundEnded_BeforeD8)_abdoul_V7_HYP3_AG_100k_01_25_2025' 'com.mobilityware.spider_Android_CPA(ag_retention_d7)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V3_100k' '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(141)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_abdoul_V3_100k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_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.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_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' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'bloom_com.playvalve.solitaire_USA_30d' '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_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'bloom_com.playvalve.solitaire_USA_95' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '91f96859-dc96-4818-a126-7734b485459a;uuid is '83ccf8ac-006a-4c2d-bcf4-5b072be08377';bid_timestamp is '2025-02-02 10:33:08';device_id is '91f96859-dc96-4818-a126-7734b485459a';biddate is '2025-02-02';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 'e2401e72fc52c3229734a274561ae4e5';display_manager is 'bidmachine';raw_price is 40.6988385358734;target_cpi is 1;campaign is 58205;creative_id is 229461;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 ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'SoftTricky';user_coefficient is 1.42;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-02 10:00:00+00:00';day_of_week is '6';os_version is 13;user_behavior_stats_in_past is '3 sessions in app 'ball.sort.puzzle.color.sorting.bubble.games', 30 ad_requests with mean bid_floor 9.1; 8 sessions in app 'com.blackout.spades', 304 ad_requests with mean bid_floor 26.0, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 40.7, 1 clicks of adomain 'offerhives.com', 4 impressions of adomain 'offerhives.com' with mean price 0.5, 1 impressions of adomain 'vioc.com' with mean price 0.6; 5 sessions in app 'com.newpubco.spades', 269 ad_requests with mean bid_floor 22.2, 2 impressions of adomain '9snail.com' with mean price 1.2, 1 impressions of adomain 'drpepper.com' with mean price 1.0, 1 impressions of adomain 'exmox.com' with mean price 0.5, 2 impressions of adomain 'intuit.com' with mean price 0.3, 1 impressions of adomain 'meetme.com' with mean price 0.6, 1 impressions of adomain 'oakevergames.com' with mean price 1.1, 1 impressions of adomain 'playsimple.in' with mean price 0.2, 1 impressions of adomain 'siriusxm.com' with mean price 0.2, 1 impressions of adomain 'soundofprofound.com' with mean price 0.3, 4 impressions of adomain 'spectrum.com' with mean price 1.5, 1 impressions of adomain 'supertreat.net' with mean price 0.7, 1 impressions of adomain 'tripledot.com' with mean price 2.8, 1 impressions of adomain 'woodmenlife.com' with mean price 0.8; 5 sessions in app 'net.peakgames.mobile.spades.android', 129 ad_requests with mean bid_floor 76.1';dc_35roundended_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 2025-02-02 10:39:15;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.741659633472514;partition is 2923;segments is ['bloom_com.blackout.spades_USA_80' 'bloom_com.blackout.spades_USA_1d' 'bloom_com.blackout.spades_USA_95']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a138c2ff-bac8-427d-8f6d-bee4287d341b;uuid is 'c6389805-f0d1-48cc-b07b-b59be42bf524';bid_timestamp is '2025-02-08 11:01:17';device_id is 'a138c2ff-bac8-427d-8f6d-bee4287d341b';biddate is '2025-02-08';country is 'USA';app is 'com.eutegem.jump';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'chartboost-android-sdk';raw_price is 13.5170514672868;target_cpi is 1.97859853506088;campaign is 58206;creative_id is 228773;session_duration is 2 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'vie';bid_floor is 13.2606 ;min_floor is 13.2606 ;bidmachine_placement_value is 15.820895;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.14;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-08 11:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '2 sessions in app 'com.GAG.GripandGo', 198 ad_requests with mean bid_floor 19.7; 4 sessions in app 'com.pangle.king.axe', 32 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.suntube.blockpuzzle', 18 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.vitastudio.mahjong', 100 ad_requests with mean bid_floor 68.6; 1 sessions in app 'loppipoppi.dominoes', 68 ad_requests with mean bid_floor 1.5, 2 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'migraine.com' with mean price 1.7, 1 impressions of adomain 'paramountplus.com' with mean price 0.4, 1 impressions of adomain 'priceline.com' with mean price 0.8, 2 impressions of adomain 'sublocade.com' with mean price 0.4, 1 impressions of adomain 'wildsalmon.org' with mean price 0.6; 2 sessions in app 'od_13326', 0 ad_requests with mean bid_floor 0.0';dc_35roundended_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 2025-02-08 11:08:49;time_since_impression_in_hours is 0;channel is 'USA/I/chartboost-android-sdk/com.eutegem.jump/True/98';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.692385152201022;partition is 1830;segments is ['com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_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' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_500k' 'com.aaaudi.biblecode_retargeting_Android_CPA(10level_complete_beforeD8)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '39f8641c-5449-46ad-8f8a-6c4f81213602;uuid is 'd33a78e5-df97-4e43-91ca-e18d0f69a4c1';bid_timestamp is '2025-01-08 21:42:37';device_id is '39f8641c-5449-46ad-8f8a-6c4f81213602';biddate is '2025-01-08';country is 'USA';app is 'com.mobilityware.CrazyEights';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 82.857481;target_cpi is 3.94645019601337;campaign is 57724;creative_id is 229286;session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is 192;content_type is 'ie';bid_floor is 82.847481 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 1439784 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.98;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '1439769';hour is '2025-01-08 21:00:00+00:00';day_of_week is '2';os_version is 12;user_behavior_stats_in_past is '12 sessions in app 'bible.wordgame.words.connect.crossword.cookies', 438 ad_requests with mean bid_floor 13.0, 2 impressions of adomain 'arizonalottery.com' with mean price 0.5, 2 impressions of adomain 'jetblue.com' with mean price 0.2, 1 impressions of adomain 'shopgenius.com' with mean price 1.3, 31 impressions of adomain 'walmart.com' with mean price 1.2; 3 sessions in app 'com.Seriously.BestFiends', 5 ad_requests with mean bid_floor 3.1; 10 sessions in app 'com.belkatechnologies.clockmaker', 22 ad_requests with mean bid_floor 2.7; 3 sessions in app 'com.bigcake.android.dicemerge', 166 ad_requests with mean bid_floor 4.1, 1 impressions of adomain 'adp.com' with mean price 0.7, 1 impressions of adomain 'amazon.com' with mean price 0.8, 10 impressions of adomain 'king.com' with mean price 0.7, 1 impressions of adomain 'shopgenius.com' with mean price 1.4, 1 impressions of adomain 'srgseniorliving.com' with mean price 1.4, 1 impressions of adomain 'www.learnings.ai' with mean price 0.6; 2 sessions in app 'com.bonnie.trafficescape', 40 ad_requests with mean bid_floor 2.6, 1 impressions of adomain 'ozempic.com' with mean price 0.3, 1 impressions of adomain 'playtika.com' with mean price 0.4, 1 impressions of adomain 'spectrumretirement.com' with mean price 0.5; 2 sessions in app 'com.christmas.funny.happy.festival.paint.coloring.game', 11 ad_requests with mean bid_floor 2.7, 6 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'buyatoyota.com' with mean price 0.6, 2 impressions of adomain 'primalkitchen.com' with mean price 0.5, 1 impressions of adomain 'spectrumretirement.com' with mean price 0.7; 1 sessions in app 'com.clean888.cleansuper.cleaner', 10 ad_requests with mean bid_floor 18.6; 2 sessions in app 'com.easyfun.solitaire', 66 ad_requests with mean bid_floor 2.0, 1 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'playtika.com' with mean price 1.4; 3 sessions in app 'com.econogames.wordsearch.gp', 72 ad_requests with mean bid_floor 5.1, 4 impressions of adomain 'amazon.com' with mean price 0.8; 6 sessions in app 'com.fugo.solitaire.tripeaks', 105 ad_requests with mean bid_floor 8.6, 1 impressions of adomain 'americangreetings.com' with mean price 0.5, 1 impressions of adomain 'vettafi.com' with mean price 1.1; 1 sessions in app 'com.gamebrain.hexasort', 25 ad_requests with mean bid_floor 3.6; 19 sessions in app 'com.hidden.object.find.beauty.search.games.free', 766 ad_requests with mean bid_floor 6.6, 4 impressions of adomain 'adidas.com' with mean price 0.2, 25 impressions of adomain 'amazon.com' with mean price 0.3, 20 impressions of adomain 'cox.com' with mean price 0.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.1, 1 impressions of adomain 'elevatetrampolinepark.com' with mean price 1.2, 1 impressions of adomain 'galderma.com' with mean price 0.1, 1 impressions of adomain 'henkel-northamerica.com' with mean price 1.7, 1 impressions of adomain 'internationalpaper.com' with mean price 0.1, 1 impressions of adomain 'iottechnews.com' with mean price 0.3, 1 impressions of adomain 'kelloggs.com' with mean price 0.6, 1 impressions of adomain 'kinders.com' with mean price 0.9, 1 clicks of adomain 'king.com', 3 impressions of adomain 'king.com' with mean price 56.9, 3 impressions of adomain 'la-z-boy.com' with mean price 0.1, 3 impressions of adomain 'lambweston.com' with mean price 0.5, 1 impressions of adomain 'liquid-iv.com' with mean price 0.1, 1 impressions of adomain 'mistplay.com' with mean price 0.1, 2 clicks of adomain 'mobilityware.com/spider', 2 impressions of adomain 'mobilityware.com/spider' with mean price 37.0, 13 impressions of adomain 'mondelezinternational.com' with mean price 0.1, 3 impressions of adomain 'mothertuckerstavern.com' with mean price 0.9, 2 impressions of adomain 'naturesbakery.com' with mean price 0.4, 1 clicks of adomain 'oakevergames.com', 1 impressions of adomain 'oakevergames.com' with mean price 25.0, 1 impressions of adomain 'orgain.com' with mean price 0.3, 4 clicks of adomain 'playrix.com', 6 impressions of adomain 'playrix.com' with mean price 39.8, 1 impressions of adomain 'playtika.com' with mean price 26.3, 1 impressions of adomain 'primalkitchen.com' with mean price 0.3, 2 impressions of adomain 'productmadness.com' with mean price 0.1, 1 impressions of adomain 'progressive.com' with mean price 0.3, 1 impressions of adomain 'spectrumretirement.com' with mean price 0.5, 1 impressions of adomain 'spinxgames.com' with mean price 0.1, 10 impressions of adomain 'starbucks.com' with mean price 0.2, 1 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.3, 5 impressions of adomain 'verizon.com' with mean price 0.1, 1 impressions of adomain 'waterwipes.com' with mean price 0.1, 4 impressions of adomain 'yeswelder.com' with mean price 0.4, 1 impressions of adomain 'zyrtec.com' with mean price 0.1; 3 sessions in app 'com.intensedev.classicsolitaire.gp', 6 ad_requests with mean bid_floor 4.5; 9 sessions in app 'com.kidultlovin.royalsolitaire', 222 ad_requests with mean bid_floor 79.3, 1 impressions of adomain 'arizonalottery.com' with mean price 1.1, 2 impressions of adomain 'bannerhealth.com' with mean price 0.3, 2 impressions of adomain 'depend.com' with mean price 0.9, 1 impressions of adomain 'dramamine.com' with mean price 0.5, 1 impressions of adomain 'gillette.com' with mean price 0.3, 1 impressions of adomain 'grammarly.com' with mean price 0.7, 1 impressions of adomain 'kao.com' with mean price 0.7, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.4, 3 impressions of adomain 'mothertuckerstavern.com' with mean price 1.0, 1 impressions of adomain 'paycom.com' with mean price 0.4, 1 impressions of adomain 'sliding.toys' with mean price 1.2, 7 impressions of adomain 'walmart.com' with mean price 1.4, 1 impressions of adomain 'youtube.com' with mean price 0.5; 5 sessions in app 'com.littleengine.wordpal', 833 ad_requests with mean bid_floor 4.5, 1 impressions of adomain 'acrisure.com' with mean price 1.1, 2 impressions of adomain 'adp.com' with mean price 0.6, 1 impressions of adomain 'amazon.com' with mean price 0.7, 1 impressions of adomain 'azcdps.com' with mean price 2.9, 1 impressions of adomain 'bingojourney.com' with mean price 0.1, 3 impressions of adomain 'costco.com' with mean price 0.1, 1 impressions of adomain 'coulteroncamelback.com' with mean price 0.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.1, 1 impressions of adomain 'honda.com' with mean price 0.1, 1 impressions of adomain 'kidultlovin.com' with mean price 0.1, 2 impressions of adomain 'king.com' with mean price 0.1, 1 impressions of adomain 'mobilityware.com' with mean price 0.1, 1 impressions of adomain 'nianticlabs.com' with mean price 0.1, 1 impressions of adomain 'oakevergames.com' with mean price 0.1, 1 impressions of adomain 'off-stamp.com' with mean price 1.2, 2 impressions of adomain 'paycom.com' with mean price 0.3, 4 impressions of adomain 'playrix.com' with mean price 77.2, 3 clicks of adomain 'playrix.com', 3 impressions of adomain 'productmadness.com' with mean price 0.1, 2 impressions of adomain 'rovio.com' with mean price 0.1, 3 impressions of adomain 'shrm.org' with mean price 0.5, 11 impressions of adomain 'skillpath.com' with mean price 0.3, 2 impressions of adomain 'staplesbusinessadvantage.com' with mean price 1.9, 3 impressions of adomain 'sterlingcheck.com' with mean price 0.3; 21 sessions in app 'com.mattel163.phase10', 343 ad_requests with mean bid_floor 13.2; 11 sessions in app 'com.mobilityware.AddictionSolitaire', 277 ad_requests with mean bid_floor 59.0, 2 impressions of adomain 'amazon.com' with mean price 1.1, 2 impressions of adomain 'aps.com' with mean price 0.8, 2 impressions of adomain 'awem.com' with mean price 72.8, 1 impressions of adomain 'beiersdorf.com' with mean price 0.5, 1 impressions of adomain 'orgain.com' with mean price 0.5, 1 impressions of adomain 'tiktok.com' with mean price 1.8; 14 sessions in app 'com.mobilityware.CrazyEights', 558 ad_requests with mean bid_floor 49.1, 1 impressions of adomain '3m.com' with mean price 0.2, 2 impressions of adomain '9snail.com' with mean price 0.2, 4 impressions of adomain 'amazon.com' with mean price 0.1, 1 impressions of adomain 'appquantum.com' with mean price 0.1, 2 impressions of adomain 'aps.com' with mean price 0.8, 1 impressions of adomain 'armra.com' with mean price 0.1, 1 impressions of adomain 'audible.com' with mean price 0.1, 1 clicks of adomain 'awem.com', 1 impressions of adomain 'awem.com' with mean price 69.8, 1 impressions of adomain 'azcdps.com' with mean price 3.7, 3 impressions of adomain 'beiersdorf.com' with mean price 0.4, 1 impressions of adomain 'bidease.com' with mean price 0.2, 4 impressions of adomain 'bingoparty.com' with mean price 20.4, 1 impressions of adomain 'carnival.com' with mean price 0.6, 3 impressions of adomain 'chumbacasino.com' with mean price 0.2, 2 impressions of adomain 'cox.com' with mean price 0.1, 1 impressions of adomain 'denver.org' with mean price 0.5, 7 impressions of adomain 'dollargeneral.com' with mean price 0.4, 1 impressions of adomain 'farmheroessaga.com' with mean price 44.8, 1 impressions of adomain 'fosterfarms.com' with mean price 0.2, 1 impressions of adomain 'g5e.com' with mean price 33.4, 1 impressions of adomain 'goodjobgames.com' with mean price 0.1, 1 impressions of adomain 'king.com' with mean price 0.8, 1 impressions of adomain 'learnings.ai' with mean price 0.1, 1 impressions of adomain 'mattel163.com' with mean price 0.1, 3 impressions of adomain 'mistplay.com' with mean price 0.1, 8 impressions of adomain 'playtika.com' with mean price 5.5, 2 impressions of adomain 'productmadness.com' with mean price 0.1, 1 impressions of adomain 'rovio.com' with mean price 0.1, 1 impressions of adomain 'santanderus.com' with mean price 0.1, 1 impressions of adomain 'scopely.com' with mean price 0.1, 1 impressions of adomain 'simplebro.co' with mean price 0.1, 1 impressions of adomain 'yeswelder.com' with mean price 0.4; 6 sessions in app 'com.mobilityware.Hearts', 86 ad_requests with mean bid_floor 102.0; 10 sessions in app 'com.mobilityware.PyramidFree', 608 ad_requests with mean bid_floor 50.1, 4 clicks of adomain 'awem.com', 5 impressions of adomain 'awem.com' with mean price 40.3, 1 impressions of adomain 'azcdps.com' with mean price 3.7, 1 impressions of adomain 'bk.com' with mean price 0.5, 1 clicks of adomain 'king.com', 2 impressions of adomain 'king.com' with mean price 96.7, 1 clicks of adomain 'playrix.com', 3 impressions of adomain 'playrix.com' with mean price 35.8, 1 impressions of adomain 'scopely.com' with mean price 0.3, 1 impressions of adomain 'verizonwireless.com' with mean price 0.5; 3 sessions in app 'com.newpubco.spades', 159 ad_requests with mean bid_floor 20.3, 2 impressions of adomain 'arizonags.com' with mean price 23.3, 2 impressions of adomain 'beiersdorf.com' with mean price 0.5, 1 impressions of adomain 'depend.com' with mean price 0.7, 2 impressions of adomain 'dollargeneral.com' with mean price 0.8, 1 impressions of adomain 'dramabox.com' with mean price 19.5, 1 clicks of adomain 'farmheroessaga.com', 1 impressions of adomain 'farmheroessaga.com' with mean price 19.2, 1 impressions of adomain 'farmlandfoods.sfdbrands.com' with mean price 0.7, 1 impressions of adomain 'g5e.com' with mean price 24.4, 2 impressions of adomain 'kay.com' with mean price 0.8, 5 impressions of adomain 'king.com' with mean price 1.1, 2 impressions of adomain 'metamucil.com' with mean price 1.5, 1 impressions of adomain 'orgain.com' with mean price 0.5, 2 impressions of adomain 'paxlovid.com' with mean price 2.8, 1 impressions of adomain 'pepto-bismol.com' with mean price 0.5, 1 impressions of adomain 'playtika.com' with mean price 0.4, 1 impressions of adomain 'rei.com' with mean price 0.4, 2 impressions of adomain 'renewalbyandersen.com' with mean price 0.9, 1 impressions of adomain 'secret.com' with mean price 0.6, 1 impressions of adomain 'starbucks.com' with mean price 1.3, 3 impressions of adomain 'vicks.com' with mean price 1.2; 16 sessions in app 'com.nt.games.tangledsnakes', 427 ad_requests with mean bid_floor 12.3, 3 impressions of adomain 'adidas.com' with mean price 0.2, 1 impressions of adomain 'alcapone-us.com' with mean price 1.4, 1 impressions of adomain 'choicehotels.com' with mean price 1.1, 1 impressions of adomain 'harmonyatsurprise.com' with mean price 1.4, 1 impressions of adomain 'ksturnpike.com' with mean price 0.8, 2 impressions of adomain 'learnings.ai' with mean price 0.2, 1 impressions of adomain 'playsimple.in' with mean price 0.2, 1 impressions of adomain 'verticalatbiltmore.com' with mean price 1.2, 1 impressions of adomain 'www.learnings.ai' with mean price 0.1; 6 sessions in app 'com.oakever.tiletrip', 117 ad_requests with mean bid_floor 28.8, 1 impressions of adomain 'beiersdorf.com' with mean price 0.3, 1 impressions of adomain 'carnival.com' with mean price 0.4, 1 impressions of adomain 'flixchatter.net' with mean price 0.3, 1 impressions of adomain 'primalkitchen.com' with mean price 0.2, 1 impressions of adomain 'srpnet.com' with mean price 0.7; 2 sessions in app 'com.opgames.mahjongtile.gp', 25 ad_requests with mean bid_floor 32.2, 1 impressions of adomain 'mothertuckerstavern.com' with mean price 1.1; 3 sessions in app 'com.orcas.panthia.island.fairyscapes', 5 ad_requests with mean bid_floor 191.0; 5 sessions in app 'com.otium.wordconnect.android', 60 ad_requests with mean bid_floor 51.3; 1 sessions in app 'com.peoplefun.wordcross', 2 ad_requests with mean bid_floor 6.0; 4 sessions in app 'com.playvalve.crossword', 28 ad_requests with mean bid_floor 39.4; 10 sessions in app 'com.playvalve.solitaire.spider', 875 ad_requests with mean bid_floor 100.1, 17 impressions of adomain 'king.com' with mean price 0.7, 1 impressions of adomain 'spectrumretirement.com' with mean price 0.5, 1 impressions of adomain 'yeswelder.com' with mean price 0.4; 4 sessions in app 'com.playvalve.spades', 402 ad_requests with mean bid_floor 106.4, 2 impressions of adomain 'king.com' with mean price 0.5, 1 impressions of adomain 'primalkitchen.com' with mean price 0.3; 1 sessions in app 'com.radio.pocketfm', 7 ad_requests with mean bid_floor 19.1; 1 sessions in app 'com.sh.tricky.relax.ticktock.mini.challenges.puzzle.games', 1 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.solitaire.cards.deluxe', 6 ad_requests with mean bid_floor 1.7; 1 sessions in app 'com.solitarie.card.regal.game', 42 ad_requests with mean bid_floor 381.9; 1 sessions in app 'com.sports.eightball.pool.rival', 1 ad_requests with mean bid_floor 23.3; 4 sessions in app 'com.tile.match.connect.game', 57 ad_requests with mean bid_floor 7.4, 1 impressions of adomain 'aerostartyperatings.com' with mean price 3.1, 1 impressions of adomain 'bidease.com_101931' with mean price 0.1; 1 sessions in app 'com.tile.town.puzzle.master.match', 12 ad_requests with mean bid_floor 2.9; 4 sessions in app 'com.tripledot.solitaire', 10 ad_requests with mean bid_floor 2.4; 4 sessions in app 'com.tripledot.woodoku', 14 ad_requests with mean bid_floor 8.4; 6 sessions in app 'com.vitastudio.spider', 59 ad_requests with mean bid_floor 45.9, 1 impressions of adomain 'arizonalottery.com' with mean price 1.0, 1 impressions of adomain 'azcdps.com' with mean price 2.9, 1 impressions of adomain 'kay.com' with mean price 0.9, 10 impressions of adomain 'mothertuckerstavern.com' with mean price 1.0; 4 sessions in app 'com.zynga.pottermatch', 30 ad_requests with mean bid_floor 15.5; 6 sessions in app 'dk.tactile.lilysgarden', 26 ad_requests with mean bid_floor 103.0; 1 sessions in app 'find.difference.spot.differences.hidden.puzzle.games.free', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'games.conifer.card.spider.solitaire.free', 4 ad_requests with mean bid_floor 14.1; 2 sessions in app 'in.WordSearch.WordBliss', 50 ad_requests with mean bid_floor 30.5, 10 impressions of adomain 'king.com' with mean price 0.8; 3 sessions in app 'in.crossy.daily_crossword', 42 ad_requests with mean bid_floor 5.7, 1 impressions of adomain 'asu.edu' with mean price 0.2, 1 impressions of adomain 'danielshealth.com' with mean price 0.4, 2 impressions of adomain 'millersinsurancegroup.com' with mean price 0.3, 3 impressions of adomain 'paylocity.com' with mean price 0.3, 1 impressions of adomain 'staplesbusinessadvantage.com' with mean price 0.2, 1 impressions of adomain 'sterlingcheck.com' with mean price 0.6; 1 sessions in app 'in.playsimple.tripcross', 6 ad_requests with mean bid_floor 10.8; 12 sessions in app 'in.playsimple.wordtrip', 145 ad_requests with mean bid_floor 23.3, 1 impressions of adomain 'shopgenius.com' with mean price 1.4; 7 sessions in app 'jp.co.goodroid.hyper.hexaaway', 181 ad_requests with mean bid_floor 2.9, 2 impressions of adomain 'adidas.com' with mean price 0.3, 4 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'dramabox.com' with mean price 0.3, 1 impressions of adomain 'gaiaherbs.com' with mean price 0.2, 1 impressions of adomain 'haleon.com' with mean price 0.1, 2 impressions of adomain 'orgain.com' with mean price 0.1, 3 impressions of adomain 'wkkellogg.com' with mean price 0.2; 3 sessions in app 'word.search.cross.games', 107 ad_requests with mean bid_floor 21.6; 1 sessions in app 'yu.neo.cleanse', 168 ad_requests with mean bid_floor 17.2';dc_35roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45669.7098958333;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-08 21:45:36;time_since_impression_in_hours is 399;channel is 'USA/I/bidmachine/com.mobilityware.CrazyEights/False/192';time_since_click_in_hours is 400;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.536234962051572;partition is 2824;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_100k' '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.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V3_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_100k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_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(105)_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_100k_08_20_2024' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' '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.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_500k' '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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_100k' 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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '4d75d375-2551-441b-a0b1-8e0fecc32171;uuid is 'e650e991-b8b8-4db2-bfcf-ee755adcd38a';bid_timestamp is '2025-02-06 19:01:35';device_id is '4d75d375-2551-441b-a0b1-8e0fecc32171';biddate is '2025-02-06';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 43.9258958631267;target_cpi is 1.2;campaign is 58205;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 50.88;placement_historical_value is 35.151293;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.91;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 19:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'bible.wordgame.words.connect.crossword.cookies', 11 ad_requests with mean bid_floor 21.0; 1 sessions in app 'com.LoopGames.Domino', 23 ad_requests with mean bid_floor 6.8; 2 sessions in app 'com.baliuapps.superapp', 9 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.blackout.spades', 82 ad_requests with mean bid_floor 16.1, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 43.9, 1 impressions of adomain 'paramountplus.com' with mean price 0.7; 13 sessions in app 'com.enflick.android.TextNow', 17 ad_requests with mean bid_floor 44.0; 1 sessions in app 'com.fanstolink.tolinkm', 3 ad_requests with mean bid_floor 0.0; 43 sessions in app 'com.magnify.sharp.sight', 1091 ad_requests with mean bid_floor 31.0; 1 sessions in app 'com.make.audker.mipbui', 9 ad_requests with mean bid_floor 49.3; 1 sessions in app 'com.newpubco.spades', 68 ad_requests with mean bid_floor 20.0, 2 impressions of adomain '9snail.com' with mean price 0.7, 1 impressions of adomain 'playtika.com' with mean price 0.7, 1 impressions of adomain 'tech.pokergaga.net' with mean price 1.6; 2 sessions in app 'com.spansee.vandm', 5 ad_requests with mean bid_floor 4.6';dc_35roundended_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 2025-02-06 19:08:03;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.95080662076876;partition is 901;segments is ['bloom_com.blackout.spades_USA_80' 'bloom_com.blackout.spades_USA_1d' 'bloom_com.blackout.spades_USA_95']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'b8d070a4-3142-498d-bb98-681fbdb9b8bc;uuid is '57b29146-0b93-46a1-a78f-bf5afc94f3ca';bid_timestamp is '2025-01-04 0:28:42';device_id is 'b8d070a4-3142-498d-bb98-681fbdb9b8bc';biddate is '2025-01-04';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 6.94679381416661;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 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is 6.784;placement_historical_value is 6.045104;third_party_bid_price is ;prior_tag_impressions_count is 15 ;time_since_impression is 10501 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.24;prior_theme_impressions_count is 15;prior_tag_clicks_count is 1 ;time_since_click is '17529';hour is '2025-01-04 00:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '13 sessions in app 'com.blackout.spades', 1909 ad_requests with mean bid_floor 31.4, 3 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'amsoil.com' with mean price 0.7, 1 impressions of adomain 'bigbuckspawntn.com' with mean price 0.6, 1 impressions of adomain 'ega.edu' with mean price 0.7, 1 impressions of adomain 'levi.com' with mean price 0.3, 2 impressions of adomain 'miller-motte.edu' with mean price 0.5, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.5, 1 impressions of adomain 'nutrafol.com' with mean price 0.7, 2 impressions of adomain 'ozempic.com' with mean price 2.2, 6 impressions of adomain 'residenceatriverwatch.com' with mean price 1.0, 3 impressions of adomain 'walmart.com' with mean price 0.5, 1 impressions of adomain 'whisperingpines-ga.com' with mean price 0.8; 5 sessions in app 'com.diamondlife.slots.vegas.free', 19 ad_requests with mean bid_floor 1.3; 4 sessions in app 'com.easybrain.backgammon.board.games', 340 ad_requests with mean bid_floor 14.7, 2 impressions of adomain 'amazon.com' with mean price 0.1, 1 impressions of adomain 'beiersdorf.com' with mean price 0.5, 3 impressions of adomain 'chickensaladchick.com' with mean price 0.2, 1 impressions of adomain 'coca-cola.com' with mean price 1.7, 1 impressions of adomain 'dairyqueen.com' with mean price 0.1, 1 impressions of adomain 'disneyplus.com' with mean price 0.1, 7 impressions of adomain 'dollargeneral.com' with mean price 0.2, 2 impressions of adomain 'goldbond.com' with mean price 0.3, 1 impressions of adomain 'haleon.com' with mean price 0.2, 3 impressions of adomain 'huggies.com' with mean price 0.3, 2 impressions of adomain 'kelloggs.com' with mean price 0.9, 2 impressions of adomain 'libtayo.com' with mean price 0.1, 1 impressions of adomain 'lifetimebrands.com' with mean price 0.1, 3 impressions of adomain 'michelobultra.com' with mean price 0.2, 1 impressions of adomain 'navy.com' with mean price 0.4, 1 impressions of adomain 'palmers.com' with mean price 0.1, 1 impressions of adomain 'paypal.com' with mean price 0.7, 1 impressions of adomain 'philips.com' with mean price 0.1, 1 impressions of adomain 'prilosecotc.com' with mean price 0.8, 1 impressions of adomain 'publix.com' with mean price 0.3, 2 impressions of adomain 'pull-ups.com' with mean price 0.2, 1 impressions of adomain 'samsclub.com' with mean price 0.3, 1 impressions of adomain 'scottbrand.com' with mean price 0.1, 1 impressions of adomain 'sennheiser.com' with mean price 0.1, 3 impressions of adomain 'stellaartois.com' with mean price 0.5, 1 impressions of adomain 'subaru.com' with mean price 0.1, 1 impressions of adomain 'surveymonkey.com' with mean price 0.2, 1 impressions of adomain 'vitamix.com' with mean price 0.2, 1 impressions of adomain 'wayfairoutlets.com' with mean price 0.3, 1 impressions of adomain 'weinbergersfurniture.com' with mean price 0.4, 1 impressions of adomain 'wellsfargo.com' with mean price 0.1, 2 impressions of adomain 'xtandi.com' with mean price 0.1; 81 sessions in app 'com.fiogonia.gin', 2064 ad_requests with mean bid_floor 29.6; 1 sessions in app 'com.gma.water.sort.puzzle', 2 ad_requests with mean bid_floor 11.5; 58 sessions in app 'com.mobilityware.GinRummySolitaire', 4660 ad_requests with mean bid_floor 16.3, 1 clicks of adomain 'chime.com', 2 impressions of adomain 'chime.com' with mean price 5.5, 1 impressions of adomain 'evanskia.com' with mean price 0.9, 1 clicks of adomain 'healthapplines.com', 1 impressions of adomain 'healthapplines.com' with mean price 5.1, 3 impressions of adomain 'joygame.site' with mean price 4.2, 1 clicks of adomain 'joygame.site', 1 clicks of adomain 'mhitpoker.com', 4 impressions of adomain 'mhitpoker.com' with mean price 5.2, 1 clicks of adomain 'playtika.com', 1 impressions of adomain 'playtika.com' with mean price 5.3, 5 clicks of adomain 'productmadness.com', 25 impressions of adomain 'productmadness.com' with mean price 7.6, 1 impressions of adomain 'samsung.com' with mean price 0.8, 1 clicks of adomain 'solitairesmash.com', 1 impressions of adomain 'solitairesmash.com' with mean price 5.6, 1 impressions of adomain 'termsfeed.com' with mean price 2.6, 1 clicks of adomain 'williamsinteractive.com', 2 impressions of adomain 'williamsinteractive.com' with mean price 10.6; 1 sessions in app 'com.playvalve.yatzy', 85 ad_requests with mean bid_floor 125.8; 15 sessions in app 'com.zynga.livepoker', 85 ad_requests with mean bid_floor 37.6; 2 sessions in app 'gin.rummy.plus.free.online.offline.classic.card.game', 56 ad_requests with mean bid_floor 1.6, 1 impressions of adomain 'productmadness.com' with mean price 2.0; 1 sessions in app 'in.playsimple.wordsearch', 1 ad_requests with mean bid_floor 2.8; 2 sessions in app 'in.playsimple.wordtrip', 6 ad_requests with mean bid_floor 10.6';dc_35roundended_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 2025-01-04 0:57:53;time_since_impression_in_hours is 2;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 5;fast_imp_12h is 4;fast_click_2h is 0;rnd is 0.89562679516305;partition is 2142;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.koolgames.bubblepopper_Android_CPI_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' '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.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.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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.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.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_2000k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V3_100k' '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_V3_100k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_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(dc_10GameStart_BeforeD8)_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.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(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_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' '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.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_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_10GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_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.klondikesolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(ag_retention_d1)_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.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_100k' '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.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' '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' '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.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(147)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' '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' '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(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_end_befored8)_abdoul_V3_500k' '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_CPA(110)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_100k' '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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V3_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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_100k' '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(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.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_100k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_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.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_impression_ad_0_1)_abdoul_V3_500k' '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_15roundended_before_d8)_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.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_500k' 'bloom_com.blackout.spades_USA_7d' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_100k' '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.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_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.Eventyr.WS_apps_embeddings_similarity' 'com.newpubco.klondikesolitaire_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' '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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_100k' '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(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.murka.scatterslots_Android_CPI_abdoul_V5_500k' '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.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.newpubco.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_95' '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.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'bloom_com.fiogonia.spades_USA_80' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '2fe409f2-8944-497a-8b60-056aee0f2164;uuid is 'c60e3292-8de4-42e6-90cf-d5d1dafa1ee9';bid_timestamp is '2025-01-03 22:34:38';device_id is '2fe409f2-8944-497a-8b60-056aee0f2164';biddate is '2025-01-03';country is 'USA';app is 'com.mattel163.phase10';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 4.52165689839306;target_cpi is 2;campaign is 57768;creative_id is 228773;session_duration is 0 ;seller_name is 'Mattel163';seller_id is 501;content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is 18.434782;placement_historical_value is 4.616365;third_party_bid_price is ;prior_tag_impressions_count is 2 ;time_since_impression is 6751749 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1;prior_theme_impressions_count is 2;prior_tag_clicks_count is 1 ;time_since_click is '6751739';hour is '2025-01-03 22:00:00+00:00';day_of_week is '4';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'blockpuzzle.game.block.puzzle', 102 ad_requests with mean bid_floor 1.5, 1 clicks of adomain 'tornado.frenzy.fishy.shelfclear.oceansea.com', 1 impressions of adomain 'tornado.frenzy.fishy.shelfclear.oceansea.com' with mean price 29.3; 1 sessions in app 'com.blockpuzzle.wood.jewel.jigsaw.game', 14 ad_requests with mean bid_floor 3.5; 1 sessions in app 'com.color.busfrenzy', 13 ad_requests with mean bid_floor 3.0; 118 sessions in app 'com.mattel163.phase10', 4278 ad_requests with mean bid_floor 1.8, 1 impressions of adomain 'everydaywinner.net' with mean price 6.4, 1 clicks of adomain 'gopuff.com', 1 impressions of adomain 'gopuff.com' with mean price 5.7, 3 impressions of adomain 'healthwellnessjournal.com' with mean price 6.8, 1 impressions of adomain 'mobilityware.com/spider' with mean price 2.9, 1 clicks of adomain 'rewards-locker.com', 1 impressions of adomain 'rewards-locker.com' with mean price 4.5, 24 clicks of adomain 'zimad.com', 31 impressions of adomain 'zimad.com' with mean price 14.0; 15 sessions in app 'com.moonactive.coinmaster', 211 ad_requests with mean bid_floor 262.2; 1 sessions in app 'com.oceansea.shelfclear.fishy.frenzy.tornado', 22 ad_requests with mean bid_floor 15.9; 4 sessions in app 'com.playvalve.spades', 658 ad_requests with mean bid_floor 71.2, 8 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'waynecounty.com' with mean price 1.1; 1 sessions in app 'com.randomlogicgames.triviagame', 3 ad_requests with mean bid_floor 6.5; 2 sessions in app 'com.up.up.study.copper', 10 ad_requests with mean bid_floor 14.3; 1 sessions in app 'com.wordgame.words.connect', 1 ad_requests with mean bid_floor 10.1; 2 sessions in app 'find.difference.spot.differences.hidden.puzzle.games.free', 52 ad_requests with mean bid_floor 17.4, 3 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'depend.com' with mean price 0.7, 1 impressions of adomain 'kashkick.com' with mean price 0.1, 1 impressions of adomain 'macomb.edu' with mean price 1.2, 3 impressions of adomain 'mazdausa.com' with mean price 0.6, 1 impressions of adomain 'mondelezinternational.com' with mean price 0.3, 1 impressions of adomain 'playsimple.in' with mean price 0.1, 2 impressions of adomain 'poise.com' with mean price 0.5, 1 impressions of adomain 'secret.com' with mean price 0.4, 2 impressions of adomain 'textnow.com' with mean price 0.1; 2 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 2.9';dc_35roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45667.7381018519;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-08 22:20:19;time_since_impression_in_hours is 1875;channel is 'USA/V/bidmachine/com.mattel163.phase10/False/501';time_since_click_in_hours is 1875;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.678797190284419;partition is 3954;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.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_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(110)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' '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.klondikesolitaire_Android_CPA(110)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V5_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V4_500k' '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.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_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']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is ';uuid is 'd3f11369-642f-4842-9b6b-b6887cf30fcc';bid_timestamp is '2024-12-13 4:57:01';device_id is 'ea608449-e39d-4a9e-bd6e-5cfa157114e3';biddate is '2024-12-13';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 219.199718571809;target_cpi is 4;campaign is 57526;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 0.0212;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 7583641 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.71;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '7583641';hour is '2024-12-13 04:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '';dc_35roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45643.1953587963;ag_retention_d1_timestamp is ;0_timestamp is 2024-12-13 5:01:11;time_since_impression_in_hours is 2106;channel is 'USA/V/applovin/com.spades.solitaire.online.plus.offline.free.card.games/False/117';time_since_click_in_hours is 2107;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.352499316389459;partition is 3828;segments is ['bloom_com.bbumgames.spadesroyale_USA_1d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_abdoul_V3_500k' '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(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' '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_40roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_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_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.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_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.redcell.goldandgoblins_Android_CPA(offer)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_100k_09_18_2024' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_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' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_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.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.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' '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.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_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' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_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.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' '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.redcell.goldandgoblins_Android_CPA(Rewarded_1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_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' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' '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.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_2000k' '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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_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.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.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.redcell.goldandgoblins_Android_CPA(creativeId)_abdoul_V3_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.redcell.goldandgoblins_Android_CPA(prog2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V4_100k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_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.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.redcell.goldandgoblins_Android_CPA(RV_finish)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V3_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.redcell.goldandgoblins_Android_CPA(hardget)_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_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(prog2)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.redcell.goldandgoblins_Android_CPA(hardspend)_abdoul_V3_500k' '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(108)_abdoul_V3_100k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2mln']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'ad05073f-571d-4339-988a-e5bd457797a5;uuid is 'bc981576-16b7-4e74-a1e2-ac793e4eba71';bid_timestamp is '2025-02-08 16:25:13';device_id is 'ad05073f-571d-4339-988a-e5bd457797a5';biddate is '2025-02-08';country is 'USA';app is 'com.tripledot.spades';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 49.409591447145;target_cpi is 1.8;campaign is 58286;creative_id is 228965;session_duration is 0 ;seller_name is 'Tripledot MAX';seller_id is 197;content_type is 'vi';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is 58.656126;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 2.46;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-08 16:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.lutech.djmixer', 6 ad_requests with mean bid_floor 65.3; 26 sessions in app 'com.tripledot.spades', 327 ad_requests with mean bid_floor 17.0, 1 impressions of adomain '9snail.com' with mean price 0.3, 3 impressions of adomain 'doordash.com' with mean price 0.3, 1 impressions of adomain 'franksredhot.com' with mean price 0.7, 5 impressions of adomain 'hulu.com' with mean price 0.6, 1 impressions of adomain 'in.gov' with mean price 1.7, 3 impressions of adomain 'intuit.com' with mean price 0.6, 1 impressions of adomain 'luckylandslots.com' with mean price 0.2, 1 impressions of adomain 'paramountplus.com' with mean price 0.6, 1 impressions of adomain 'peacocktv.com' with mean price 0.3, 1 impressions of adomain 'playsimple.in' with mean price 0.6, 1 impressions of adomain 'pricelines.com' with mean price 0.3, 1 impressions of adomain 'productmadness.com' with mean price 0.3, 1 impressions of adomain 'rexulti.com' with mean price 3.5, 1 impressions of adomain 'satruck.org' with mean price 0.3, 1 impressions of adomain 'squareup.com' with mean price 0.1, 1 impressions of adomain 'vitastudio.ai' with mean price 0.3; 1 sessions in app 'in.playsimple.wordtrip', 1 ad_requests with mean bid_floor 25.8';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is 2025-02-08 16:38:17;0_timestamp is 2025-02-08 16:38:17;time_since_impression_in_hours is 0;channel is 'USA/V/bidmachine/com.tripledot.spades/False/197';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.406582262115388;partition is 2997;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_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.vitastudio.mahjong_Android_CPA(af_app_opened)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_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.spades_Android_CPI_abdoul_V4_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.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V5_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.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_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(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' '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(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_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' 'bloom_com.tripledot.spades_USA_80' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'is_segments_com_ttterbagames_businesssimulator_Android_0_cg1_mmp_v5_USA_auto_no_fraud' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'is_segments_com_ttterbagames_businesssimulator_Android_0_cg1_mmp_v5_USA_auto_no_fraud_whitelist_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'c9e6d8f8-99d7-4ae1-b703-d3a203c41308;uuid is 'a5f7d375-8a77-4771-bb32-89d55f00de32';bid_timestamp is '2024-12-28 13:05:46';device_id is 'c9e6d8f8-99d7-4ae1-b703-d3a203c41308';biddate is '2024-12-28';country is 'USA';app is 'spades.classic.card.free.online.offline.multiplayer';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 52.5094608280966;target_cpi is 3.02634258883235;campaign is 57661;creative_id is 229286;session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is 482;content_type is 'i';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 ;prior_tag_impressions_count is 5 ;time_since_impression is 450318 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.62;prior_theme_impressions_count is 5;prior_tag_clicks_count is 5 ;time_since_click is '450279';hour is '2024-12-28 13:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '7 sessions in app 'com.bbumgames.spadesroyale', 128 ad_requests with mean bid_floor 6.8; 1 sessions in app 'com.block.game.jigsaw.puzzles', 1 ad_requests with mean bid_floor 9.4; 1 sessions in app 'com.fiogonia.spades', 4 ad_requests with mean bid_floor 21.9; 4 sessions in app 'com.kbible.htimegix', 37 ad_requests with mean bid_floor 61.7; 2 sessions in app 'com.lewan.kjv.bible', 43 ad_requests with mean bid_floor 69.3; 486 sessions in app 'com.metropcs.metrozone', 3053 ad_requests with mean bid_floor 84.8; 1 sessions in app 'com.music.game.dancing.hair.beat.race', 32 ad_requests with mean bid_floor 1.6; 9 sessions in app 'com.newpubco.spades', 402 ad_requests with mean bid_floor 11.0, 6 impressions of adomain 'amazon.com' with mean price 0.7, 5 impressions of adomain 'coca-colacompany.com' with mean price 2.2, 1 impressions of adomain 'draftkings.com' with mean price 0.4, 1 impressions of adomain 'farmlandfoods.sfdbrands.com' with mean price 1.0, 1 impressions of adomain 'freedrinkingwater.com' with mean price 3.3, 3 impressions of adomain 'goodnes.com' with mean price 1.0, 1 impressions of adomain 'greendragonfl.com' with mean price 0.9, 2 impressions of adomain 'hf.org' with mean price 0.8, 1 impressions of adomain 'hopeandhealingcare.com' with mean price 0.8, 1 impressions of adomain 'lancome-usa.com' with mean price 1.1, 2 impressions of adomain 'lorealparisusa.com' with mean price 0.9, 1 impressions of adomain 'mathschool.com' with mean price 0.8, 1 impressions of adomain 'mccormick.com' with mean price 0.4, 1 impressions of adomain 'naturemade.com' with mean price 1.5, 4 impressions of adomain 'packit.com' with mean price 0.7, 1 impressions of adomain 'paypal.com' with mean price 0.8, 3 impressions of adomain 'pcaskin.com' with mean price 0.5, 1 impressions of adomain 'progressive.com' with mean price 0.7, 1 impressions of adomain 'stonebrookorlando.com' with mean price 0.4, 1 impressions of adomain 'subaru.com' with mean price 0.4; 1 sessions in app 'com.novel.fiction.read.story.book', 10 ad_requests with mean bid_floor 10.1; 14 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 250 ad_requests with mean bid_floor 7.5, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 36.8; 1 sessions in app 'com.tripledot.solitaire', 1 ad_requests with mean bid_floor 3.6; 2 sessions in app 'com.tripledot.woodoku', 31 ad_requests with mean bid_floor 11.0; 58 sessions in app 'com.wildcard.spades', 1595 ad_requests with mean bid_floor 9.4, 32 impressions of adomain 'adidas.com' with mean price 0.3, 14 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'bidease.com_101931' with mean price 0.4, 5 impressions of adomain 'chewy.com' with mean price 0.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.5, 1 impressions of adomain 'doordash.com' with mean price 0.5, 1 impressions of adomain 'elanco.com' with mean price 0.7, 1 impressions of adomain 'haleon.com' with mean price 0.2, 18 impressions of adomain 'ibotta.com' with mean price 1.9, 1 clicks of adomain 'ibotta.com', 1 impressions of adomain 'iheart.com' with mean price 0.3, 1 impressions of adomain 'kelloggs.com' with mean price 1.1, 1 impressions of adomain 'mobilityware.com' with mean price 0.3, 1 impressions of adomain 'numerator.com' with mean price 0.3, 2 impressions of adomain 'pfister.com' with mean price 0.4, 1 clicks of adomain 'purina.com', 2 impressions of adomain 'purina.com' with mean price 17.4, 1 impressions of adomain 'talkingtomandfriends.com' with mean price 0.2; 1 sessions in app 'in.playsimple.wordsearch', 2 ad_requests with mean bid_floor 7.4; 3 sessions in app 'in.playsimple.wordtrip', 13 ad_requests with mean bid_floor 43.1; 1 sessions in app 'kjvbible.verse.daily.bible.prayer', 1 ad_requests with mean bid_floor 5.2; 3 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 99 ad_requests with mean bid_floor 1.1; 1 sessions in app 'top.piscess.pisces', 1 ad_requests with mean bid_floor 5.2; 6 sessions in app 'us.current.android', 7 ad_requests with mean bid_floor 4.6';dc_35roundended_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 125;channel is 'USA/I/bidmachine/spades.classic.card.free.online.offline.multiplayer/True/482';time_since_click_in_hours is 125;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.747736469194131;partition is 2997;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.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' '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.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' '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.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_500k' '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(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' '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.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(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' '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' '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(148)_abdoul_V3_100k' '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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_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.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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_apps_embeddings_similarity' '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.spades_Android_CPA(108)_abdoul_mmp_light_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(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' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_apps_embeddings_similarity' '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.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_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(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V3_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' '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.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.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_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.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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_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_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_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.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.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_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.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_mins_played_240)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_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(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V4_500k' 'HDIP_iOS_USA_200_users_LITE' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_all_V4_100k' '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' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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' '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' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' '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(108)_abdoul_V3_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_CPI_abdoul_all_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V4_100k' '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_mmp_V4_500k' '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.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_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.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' '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']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '1e38f7af-c4a5-4a85-a998-38fe646894ef;uuid is '51ad2ffe-9831-4e15-8791-de9e8bf26c03';bid_timestamp is '2025-01-11 4:39:42';device_id is '1e38f7af-c4a5-4a85-a998-38fe646894ef';biddate is '2025-01-11';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 17.5761142863324;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 39.75;placement_historical_value is 18.54863;third_party_bid_price is ;prior_tag_impressions_count is 10 ;time_since_impression is 350963 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.85;prior_theme_impressions_count is 10;prior_tag_clicks_count is 11 ;time_since_click is '350953';hour is '2025-01-11 04:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '10 sessions in app 'archery.clash.tournament', 143 ad_requests with mean bid_floor 2.3; 31 sessions in app 'ball.sort.color.water.puzzle.games', 259 ad_requests with mean bid_floor 46.3; 2 sessions in app 'com.StudioGamebit.WildWestCowboy', 52 ad_requests with mean bid_floor 75.5; 3 sessions in app 'com.TrofyGames.UboatAttack', 43 ad_requests with mean bid_floor 3.5; 1 sessions in app 'com.agent.action', 1 ad_requests with mean bid_floor 27.5; 3 sessions in app 'com.bicakugames.geometrywar', 162 ad_requests with mean bid_floor 19.4; 1 sessions in app 'com.bonnie.trafficescape', 23 ad_requests with mean bid_floor 3.3, 1 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'groundtruth.com' with mean price 0.4, 2 impressions of adomain 'whataburger.com' with mean price 0.4; 1 sessions in app 'com.freeplaysultanov.shootit', 35 ad_requests with mean bid_floor 1.7; 2 sessions in app 'com.gamepie.airpolice', 6 ad_requests with mean bid_floor 32.0; 2 sessions in app 'com.gps.location.live.earth.map.diriving.direction.weather.voice.navigation', 5 ad_requests with mean bid_floor 3.1; 7 sessions in app 'com.handmark.expressweather', 12 ad_requests with mean bid_floor 65.1; 1 sessions in app 'com.newpubco.klondikesolitaire', 28 ad_requests with mean bid_floor 1.9, 12 impressions of adomain 'chumbacasino.com' with mean price 0.3, 1 impressions of adomain 'olay.com' with mean price 0.5, 5 impressions of adomain 'samsclub.com' with mean price 0.5; 2 sessions in app 'com.newpubco.spades', 75 ad_requests with mean bid_floor 8.2, 6 impressions of adomain 'amazon.com' with mean price 0.7, 1 impressions of adomain 'astrazeneca.com' with mean price 2.5, 1 impressions of adomain 'chumbacasino.com' with mean price 0.5, 1 impressions of adomain 'coolray.com' with mean price 2.0, 2 impressions of adomain 'danone.com' with mean price 0.5, 1 impressions of adomain 'dfamilk.com' with mean price 0.5, 2 impressions of adomain 'dollargeneral.com' with mean price 0.9, 3 impressions of adomain 'go.com' with mean price 1.5, 1 impressions of adomain 'moldaw.org' with mean price 1.8, 1 impressions of adomain 'mollymaid.com' with mean price 1.5, 2 impressions of adomain 'paxlovid.com' with mean price 1.1, 2 impressions of adomain 'paypal.com' with mean price 1.3, 1 impressions of adomain 'productmadness.com' with mean price 1.2, 2 impressions of adomain 'redbull.com' with mean price 0.5, 3 impressions of adomain 'samsclub.com' with mean price 0.7, 4 impressions of adomain 'spectrum.com' with mean price 3.5, 1 impressions of adomain 'tiktok.com' with mean price 1.3, 3 impressions of adomain 'vicks.com' with mean price 1.0, 1 impressions of adomain 'wkkellogg.com' with mean price 0.5; 4 sessions in app 'com.os.airforce', 110 ad_requests with mean bid_floor 128.3; 1 sessions in app 'com.os.space.force.galaxy.alien', 20 ad_requests with mean bid_floor 95.9; 1 sessions in app 'com.pangle.savebeer', 75 ad_requests with mean bid_floor 13.2; 1 sessions in app 'com.peoplefun.wordcross', 1 ad_requests with mean bid_floor 4.1; 11 sessions in app 'com.sng.yatzy', 52 ad_requests with mean bid_floor 44.0; 1 sessions in app 'com.sniper.shooter.wild.ssw', 14 ad_requests with mean bid_floor 96.0; 4 sessions in app 'com.solitaire.fish.klondike.card.aquarium', 60 ad_requests with mean bid_floor 8.2, 5 impressions of adomain 'amazon.com' with mean price 0.7, 1 impressions of adomain 'metamucil.com' with mean price 0.7, 1 impressions of adomain 'purina.com' with mean price 0.9, 1 impressions of adomain 'vrbo.com' with mean price 0.4; 4 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 44 ad_requests with mean bid_floor 5.6, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 17.6; 1 sessions in app 'com.tripledot.woodoku', 3 ad_requests with mean bid_floor 9.2; 3 sessions in app 'com.xiuyou.DroneAttack', 10 ad_requests with mean bid_floor 22.1; 2 sessions in app 'de.smuttlewerk.fleetbattle', 22 ad_requests with mean bid_floor 78.7; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 6.6; 2 sessions in app 'kjvbible.verse.daily.bible.prayer', 6 ad_requests with mean bid_floor 6.3; 3 sessions in app 'linkdesks.classicsolitaire.klondike.cardgames', 13 ad_requests with mean bid_floor 80.5; 1 sessions in app 'sorting.color.stuck.balls.block.tube.games', 81 ad_requests with mean bid_floor 4.2, 1 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'mars.com' with mean price 0.4; 2 sessions in app 'space.fighter.shooting.games', 27 ad_requests with mean bid_floor 24.4; 4 sessions in app 'weather.forecast.channel.live', 37 ad_requests with mean bid_floor 0.1';dc_35roundended_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 2025-01-11 4:51:32;time_since_impression_in_hours is 97;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 97;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.0807868759533497;partition is 1824;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.redcell.goldandgoblins_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_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' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.redcell.goldandgoblins_Android_CPI_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPI_abdoul_blackapps_V4_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_100k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_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.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_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.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_100k' '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' '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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_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.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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_100k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' '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' '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.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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_500k' '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.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_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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_500k' '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' '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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_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.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_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.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V3_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.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.hearts_Android_CPI_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_2000k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_500k' '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.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_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.aaafun.watersort_Android_CPI_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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.dekovir.wordrift_Android_CPA(1776)_abdoul_V3_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_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' '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_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_100k' '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.redcell.goldandgoblins_Android_CPA(offer)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_2000k' 'com.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_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.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' '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' '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' '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.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V3_500k' '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.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2mln' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.pixel.art.coloring.color.number_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.redcell.goldandgoblins_Android_CPA(prog2)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_500k' '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.aaafun.watersort_Android_CPI_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_100k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_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.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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_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.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(Tutorial)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_impression_ad_0_1)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_100k' '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.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(consent_management)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_2000k' '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' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2M' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_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.koolgames.bubblepopper_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_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.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' 'com.redcell.goldandgoblins_Android_CPA(prog2)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(hardget)_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.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_100k' '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.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2mln' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(Tutorial)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '37a5468f-a166-4c21-8c6f-3a5fadb87fc9;uuid is '4187fde3-862c-4499-8020-92def23418e1';bid_timestamp is '2025-02-07 22:57:35';device_id is '37a5468f-a166-4c21-8c6f-3a5fadb87fc9';biddate is '2025-02-07';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 72.7669356950713;target_cpi is 4;campaign is 58266;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 ;third_party_bid_price is ;prior_tag_impressions_count is 4 ;time_since_impression is 59479 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 3.06;prior_theme_impressions_count is 4;prior_tag_clicks_count is 3 ;time_since_click is '99053';hour is '2025-02-07 22:00:00+00:00';day_of_week is '4';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'GoogleSearch', 0 ad_requests with mean bid_floor 0.0; 3 sessions in app 'com.blackout.gin', 298 ad_requests with mean bid_floor 0.8, 1 impressions of adomain 'bumble.com' with mean price 0.2, 1 impressions of adomain 'ibotta.com' with mean price 0.2, 2 impressions of adomain 'meetme.com' with mean price 0.3, 2 impressions of adomain 'mistplay.com' with mean price 0.2, 5 impressions of adomain 'productmadness.com' with mean price 0.3, 1 impressions of adomain 'solitaire.gurugame.ai' with mean price 0.2; 4 sessions in app 'com.blackout.spades', 157 ad_requests with mean bid_floor 16.8, 1 impressions of adomain 'freecash.com' with mean price 0.3; 6 sessions in app 'com.mobilityware.GinRummySolitaire', 303 ad_requests with mean bid_floor 26.9, 1 impressions of adomain 'audible.com' with mean price 0.2, 1 impressions of adomain 'dave.com' with mean price 0.2, 1 impressions of adomain 'doordash.com' with mean price 0.2, 1 impressions of adomain 'flixchatter.net' with mean price 0.2, 1 impressions of adomain 'iottechnews.com' with mean price 0.2, 1 impressions of adomain 'justdice.io' with mean price 0.3, 1 impressions of adomain 'kashkick.com' with mean price 0.4, 2 impressions of adomain 'mattel163.com' with mean price 0.3, 1 clicks of adomain 'mobilityware.com/spider', 1 impressions of adomain 'mobilityware.com/spider' with mean price 23.2, 1 impressions of adomain 'numerator.com' with mean price 0.4, 1 impressions of adomain 'productmadness.com' with mean price 0.2, 1 impressions of adomain 'samsung.com' with mean price 0.5, 1 impressions of adomain 'scopely.com' with mean price 0.2, 2 impressions of adomain 'textnow.com' with mean price 0.3, 1 impressions of adomain 'zencolor.app' with mean price 0.2; 5 sessions in app 'com.playvalve.connect.dots', 646 ad_requests with mean bid_floor 103.9, 1 impressions of adomain 'marlobeauty.com' with mean price 1.4, 2 impressions of adomain 'mistplay.com' with mean price 0.8, 1 impressions of adomain 'numerator.com' with mean price 0.4; 12 sessions in app 'com.playvalve.yatzy', 626 ad_requests with mean bid_floor 80.8, 1 impressions of adomain 'bjs.com' with mean price 0.7, 2 impressions of adomain 'facebook.com' with mean price 0.7, 25 impressions of adomain 'instagram.com' with mean price 0.7, 1 impressions of adomain 'marlobeauty.com' with mean price 1.2, 2 impressions of adomain 'paramountplus.com' with mean price 0.6; 2 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 14 ad_requests with mean bid_floor 6.8; 3 sessions in app 'com.tripledot.woodoku', 6 ad_requests with mean bid_floor 11.0; 2 sessions in app 'com.uweoir.jump', 22 ad_requests with mean bid_floor 4.8; 1 sessions in app 'com.yolo.hiddenobjects', 20 ad_requests with mean bid_floor 109.9; 12 sessions in app 'find.difference.spot.differences.hidden.puzzle.games.free', 145 ad_requests with mean bid_floor 5.1, 4 impressions of adomain 'amazon.com' with mean price 0.5, 2 impressions of adomain 'depend.com' with mean price 0.8, 1 impressions of adomain 'kashkick.com' with mean price 0.2, 1 impressions of adomain 'marlobeauty.com' with mean price 1.4, 1 impressions of adomain 'odysseybattery.com' with mean price 0.5, 1 impressions of adomain 'playtika.com' with mean price 0.3, 1 impressions of adomain 'reynoldsconsumerproducts.com' with mean price 0.5, 7 impressions of adomain 'samsclub.com' with mean price 0.6, 1 impressions of adomain 'scottbrand.com' with mean price 0.7, 1 impressions of adomain 'textnow.com' with mean price 0.2; 18 sessions in app 'in.playsimple.tripcross', 1776 ad_requests with mean bid_floor 3.2, 1 impressions of adomain 'empfohlen.de' with mean price 23.4, 2 impressions of adomain 'exmox.com' with mean price 0.3, 1 impressions of adomain 'flixchatter.net' with mean price 0.3, 2 impressions of adomain 'freecash.com' with mean price 0.2, 1 impressions of adomain 'globalrescue.com' with mean price 0.2, 1 impressions of adomain 'go.com' with mean price 0.6, 2 clicks of adomain 'kashkick.com', 4 impressions of adomain 'kashkick.com' with mean price 18.2, 3 impressions of adomain 'marlobeauty.com' with mean price 1.2, 1 impressions of adomain 'proof-advertising.com' with mean price 0.3, 8 impressions of adomain 'theupsstore.com' with mean price 0.8, 1 impressions of adomain 'vrbo.com' with mean price 0.3; 3 sessions in app 'in.playsimple.wordtrip', 16 ad_requests with mean bid_floor 12.5; 27 sessions in app 'jp.co.goodroid.hyper.hexaaway', 657 ad_requests with mean bid_floor 3.0, 31 impressions of adomain 'adidas.com' with mean price 0.1, 1 impressions of adomain 'admile.com' with mean price 0.2, 28 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'bidease.com_101931' with mean price 0.2, 1 impressions of adomain 'bigo.sg' with mean price 0.1, 1 impressions of adomain 'castrol.com' with mean price 0.1, 1 impressions of adomain 'clorox.com' with mean price 0.1, 1 impressions of adomain 'disneyplus.com' with mean price 0.0, 2 impressions of adomain 'gardenoflife.com' with mean price 0.1, 3 impressions of adomain 'gurugame.ai' with mean price 0.1, 1 impressions of adomain 'hillspet.com' with mean price 0.1, 1 impressions of adomain 'iheart.com' with mean price 0.0, 1 impressions of adomain 'kashkick.com' with mean price 0.1, 1 impressions of adomain 'lifescan.com' with mean price 0.1, 2 impressions of adomain 'marlobeauty.com' with mean price 1.0, 3 impressions of adomain 'mistplay.com' with mean price 0.1, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.3, 2 impressions of adomain 'nordvpn.com' with mean price 0.2, 3 impressions of adomain 'nutrafol.com' with mean price 0.1, 2 impressions of adomain 'playsimple.in' with mean price 0.1, 1 impressions of adomain 'poise.com' with mean price 0.2, 3 impressions of adomain 'samsung.com' with mean price 0.2, 1 impressions of adomain 'southwest.com' with mean price 0.2, 3 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.2, 1 impressions of adomain 'walgreens.com' with mean price 0.5, 4 impressions of adomain 'wkkellogg.com' with mean price 0.2; 2 sessions in app 'net.zedge.android', 21 ad_requests with mean bid_floor 10.7; 2 sessions in app 'tangle3d.twistedrope.untie.untangle', 27 ad_requests with mean bid_floor 2.6';dc_35roundended_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 2025-02-07 23:08:54;time_since_impression_in_hours is 16;channel is 'USA/I/bidmachine/com.blackout.gin/False/247';time_since_click_in_hours is 28;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.679367082916403;partition is 1615;segments is ['com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' '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' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_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.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' '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_competitors_BM_305k_30_01_2025' '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' '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.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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI(install)_abdoul_V6_MMP_100k_21_12_2024' '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.spades_Android_CPA(147)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_500k' '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.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_retargeting_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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_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.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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_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' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.vitastudio.mahjong_Android_CPI_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.newpubco.klondikesolitaire_Android_CPA(105)_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(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' '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.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' '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(148)_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.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_MMP_100k_21_12_2024' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_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.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.partyup.blockjam_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_7d' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' '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(108)_abdoul_V3_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_2000k' '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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V3_100k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' '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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'de.empfohlen_Android_CPA(App Opened)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HIGH_PRICE_LOW_VAR_AG_42k_01_31_2025' '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' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_100k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '623d53be-a201-40cb-b402-5a25e29bdc10;uuid is 'cf2a1ae3-d1e3-4bc0-aee4-e043c82bd1b5';bid_timestamp is '2024-12-29 12:14:59';device_id is '623d53be-a201-40cb-b402-5a25e29bdc10';biddate is '2024-12-29';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 209.589851250866;target_cpi is 5.27451260445882;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 30.916667;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 3 ;time_since_impression is 160279 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.92;prior_theme_impressions_count is 3;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-29 12:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.baliuapps.superapp', 6 ad_requests with mean bid_floor 0.0; 28 sessions in app 'com.browserzheng.foundernews', 313 ad_requests with mean bid_floor 9.4; 1 sessions in app 'com.clean888.cleansuper.cleaner', 3 ad_requests with mean bid_floor 10.4; 2 sessions in app 'com.cleanjunk.app.removecachefiles.saka', 28 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.cyber.fox', 2 ad_requests with mean bid_floor 0.1; 1 sessions in app 'com.fee.fileease', 2 ad_requests with mean bid_floor 0.1; 1 sessions in app 'com.fiogonia.spades', 1 ad_requests with mean bid_floor 1.5; 26 sessions in app 'com.image.conveimage', 12313 ad_requests with mean bid_floor 18.9; 35 sessions in app 'com.king.candycrushsaga', 271 ad_requests with mean bid_floor 6.3; 2 sessions in app 'com.liotek.lannbible', 2 ad_requests with mean bid_floor 56.2; 3 sessions in app 'com.logomaster.logomaker', 3 ad_requests with mean bid_floor 1.0; 2 sessions in app 'com.oakever.tiletrip', 26 ad_requests with mean bid_floor 11.5; 2 sessions in app 'com.onunhen.bible', 2 ad_requests with mean bid_floor 0.0; 23 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 396 ad_requests with mean bid_floor 1.4; 1 sessions in app 'com.tripledot.solitaire', 2 ad_requests with mean bid_floor 5.8; 1 sessions in app 'com.tripledot.spades', 31 ad_requests with mean bid_floor 1.0; 1 sessions in app 'com.trivia.star.android', 15 ad_requests with mean bid_floor 77.5; 2 sessions in app 'easy.sudoku.puzzle.solver.free', 3 ad_requests with mean bid_floor 4.0; 1 sessions in app 'in.playsimple.wordsearch', 1 ad_requests with mean bid_floor 4.1; 2 sessions in app 'in.playsimple.wordtrip', 3 ad_requests with mean bid_floor 6.3; 1 sessions in app 'kidultlovin.word.zen', 2 ad_requests with mean bid_floor 10.0; 1 sessions in app 'live.shorttv.apps', 7 ad_requests with mean bid_floor 89.1; 1 sessions in app 'ske.arbc.we.neat', 1 ad_requests with mean bid_floor 0.1';dc_35roundended_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 2024-12-29 12:18:30;time_since_impression_in_hours is 44;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.0257695987643511;partition is 130;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(141)_abdoul_mmp_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(108)_abdoul_mmp_V6_500k' 'com.mobilityware.spider_Android_CPI_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(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_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.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_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_100k_09_18_2024' '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.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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_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(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(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_15roundended_before_d8)_abdoul_mmp_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_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_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.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.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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_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' '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(141)_abdoul_mmp_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' '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(147)_abdoul_mmp_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.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_500k' '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_V6_2000k' '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(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_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_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.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'd9e834cd-618b-4244-a934-c7d717348c1e;uuid is '28ba683e-f25c-4d4e-a369-621962d59f4a';bid_timestamp is '2024-12-29 4:55:43';device_id is 'd9e834cd-618b-4244-a934-c7d717348c1e';biddate is '2024-12-29';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 5.992043;target_cpi is 2.09128302440804;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 5.982043 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 7 ;time_since_impression is 340031 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.21;prior_theme_impressions_count is 7;prior_tag_clicks_count is 4 ;time_since_click is '340011';hour is '2024-12-29 04:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '21 sessions in app 'com.mobilityware.Dominoes', 2122 ad_requests with mean bid_floor 17.4, 3 impressions of adomain 'albertsons.com' with mean price 2.6, 1 clicks of adomain 'arlo.com', 1 impressions of adomain 'arlo.com' with mean price 3.2, 2 impressions of adomain 'gopro.com' with mean price 4.7, 1 impressions of adomain 'hsn.com' with mean price 0.8, 9 impressions of adomain 'lucidmotors.com' with mean price 2.7, 1 impressions of adomain 'metabolicmaintenance.com' with mean price 2.0, 2 impressions of adomain 'pinterest.com' with mean price 4.4, 11 impressions of adomain 'rivian.com' with mean price 6.8, 1 impressions of adomain 'samsung.com' with mean price 2.6, 1 impressions of adomain 'tiktok.com' with mean price 3.8, 1 impressions of adomain 'toshiba.com' with mean price 4.3; 9 sessions in app 'com.mobilityware.GinRummySolitaire', 712 ad_requests with mean bid_floor 12.7, 1 impressions of adomain 'salesforce.com' with mean price 3.3; 29 sessions in app 'com.mobilityware.Hearts', 3288 ad_requests with mean bid_floor 10.0, 4 impressions of adomain 'albertsons.com' with mean price 3.4, 5 impressions of adomain 'arlo.com' with mean price 3.0, 8 impressions of adomain 'becu.org' with mean price 4.4, 1 impressions of adomain 'chime.com' with mean price 1.3, 105 impressions of adomain 'lucidmotors.com' with mean price 3.1, 1 impressions of adomain 'lutron.com' with mean price 1.8, 1 impressions of adomain 'mdmexclusives.com' with mean price 0.9, 1 impressions of adomain 'orgain.com' with mean price 3.8, 24 impressions of adomain 'pinterest.com' with mean price 4.4, 1 impressions of adomain 'rivian.com' with mean price 1.2, 10 impressions of adomain 'toshiba.com' with mean price 4.0, 3 impressions of adomain 'toyotaoftacoma.com' with mean price 3.2; 66 sessions in app 'com.mobilityware.Spades', 8839 ad_requests with mean bid_floor 13.9, 3 impressions of adomain 'chime.com' with mean price 1.9, 1 impressions of adomain 'creditkarma.com' with mean price 6.4, 8 impressions of adomain 'fiverr.com' with mean price 3.2, 1 impressions of adomain 'flextv' with mean price 1.0, 1 impressions of adomain 'healthwellnessjournal.com' with mean price 2.3, 2 impressions of adomain 'hulu.com' with mean price 1.6, 2 impressions of adomain 'instacart.com' with mean price 3.0, 2 impressions of adomain 'mccormick.com' with mean price 2.5, 2 impressions of adomain 'metabolicmaintenance.com' with mean price 2.0, 1 impressions of adomain 'peppermint-lips.com' with mean price 3.3, 8 impressions of adomain 'pinterest.com' with mean price 7.1, 1 impressions of adomain 'psacard.com' with mean price 4.1, 4 impressions of adomain 'salesforce.com' with mean price 4.6, 2 impressions of adomain 'squareup.com' with mean price 1.9, 1 impressions of adomain 'tirelifecycle.com' with mean price 3.0; 1 sessions in app 'com.tripledot.solitaire', 2 ad_requests with mean bid_floor 1.8; 2 sessions in app 'com.tripledot.woodoku', 8 ad_requests with mean bid_floor 3.9; 1 sessions in app 'in.playsimple.wordsearch', 6 ad_requests with mean bid_floor 7.3';dc_35roundended_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/com.mobilityware.Dominoes/False/192';time_since_click_in_hours is 94;fast_imp_12h is 3;fast_click_2h is 1;rnd is 0.233303079157865;partition is 130;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.topultragame.slotlasvega_Android_CPI_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_CPI_abdoul_V4_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.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.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_New_100k_11_10_2024' '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(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_retargeting_Android_CPA(dc_30level_done_BeforeD4)_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_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(148)_abdoul_V4_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(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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '6e846274-9981-4481-bf86-db36d28bf4d5;uuid is 'a49581dc-1312-4a46-a4f2-fa7340d0df68';bid_timestamp is '2025-02-06 18:53:14';device_id is '6e846274-9981-4481-bf86-db36d28bf4d5';biddate is '2025-02-06';country is 'USA';app is 'com.tripledot.tile.blossom';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 18.7790059161417;target_cpi is 4;campaign is 58266;creative_id is 229286;session_duration is 0 ;seller_name is 'Tripledot MAX';seller_id is 197;content_type is 'ie';bid_floor is 12.0522 ;min_floor is 12.0522 ;bidmachine_placement_value is ;placement_historical_value is 15.733713;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 17890 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.87;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 18:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '10 sessions in app 'and.matchgames.zenblossom', 134 ad_requests with mean bid_floor 50.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.2, 2 impressions of adomain 'goldbond.com' with mean price 0.2, 1 impressions of adomain 'paramountplus.com' with mean price 0.4, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2; 1 sessions in app 'classic.sudoku.puzzle.woodensudoku', 13 ad_requests with mean bid_floor 5.3; 4 sessions in app 'com.arcadiastudio.zen.math.puzzle.free', 94 ad_requests with mean bid_floor 70.0; 1 sessions in app 'com.astarsoftware.euchre', 5 ad_requests with mean bid_floor 26.4; 1 sessions in app 'com.casualino.euchrecom', 20 ad_requests with mean bid_floor 15.4; 1 sessions in app 'com.crossmath.number.puzzle', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.easybrain.number.puzzle.game', 1 ad_requests with mean bid_floor 2.4; 6 sessions in app 'com.euchre.solitaire.plus.offline.free.card.games', 306 ad_requests with mean bid_floor 9.1, 1 impressions of adomain 'amazon.com' with mean price 1.7, 1 impressions of adomain 'cienahealthcare.com' with mean price 1.8; 5 sessions in app 'com.find.hidden.object.out.treasure.hunt.seek.puzzle.games', 45 ad_requests with mean bid_floor 3.0; 1 sessions in app 'com.fiogonia.euchre', 7 ad_requests with mean bid_floor 24.3; 4 sessions in app 'com.fiogonia.spades', 125 ad_requests with mean bid_floor 37.1; 2 sessions in app 'com.insbraingames.peacetile.gp', 19 ad_requests with mean bid_floor 2.2; 155 sessions in app 'com.livemap.onlinecams.gps.navigation.streetview', 38934 ad_requests with mean bid_floor 17.8; 26 sessions in app 'com.make.audker.mipbui', 110 ad_requests with mean bid_floor 47.6; 1 sessions in app 'com.mandala.pattern.happy.paint.by.number.coloring.game', 9 ad_requests with mean bid_floor 1.1; 9 sessions in app 'com.mobilityware.CrazyEights', 380 ad_requests with mean bid_floor 39.1, 3 impressions of adomain '9snail.com' with mean price 0.1, 7 impressions of adomain 'amazon.com' with mean price 0.1, 2 impressions of adomain 'audible.com' with mean price 0.1, 7 impressions of adomain 'betrivers.com' with mean price 0.1, 1 impressions of adomain 'bidease.com_101931' with mean price 0.1, 2 impressions of adomain 'callapp.com' with mean price 0.1, 5 impressions of adomain 'dickssportinggoods.com' with mean price 0.1, 1 impressions of adomain 'doordash.com' with mean price 0.1, 2 impressions of adomain 'exmox.com' with mean price 0.1, 1 impressions of adomain 'freecash.com' with mean price 0.1, 1 impressions of adomain 'gan.com' with mean price 0.1, 1 impressions of adomain 'goodjobgames.com' with mean price 0.1, 9 impressions of adomain 'instagram.com' with mean price 0.1, 2 impressions of adomain 'justdice.io' with mean price 0.1, 2 impressions of adomain 'kidultlovin.com' with mean price 0.1, 1 impressions of adomain 'kindsnacks.com' with mean price 0.4, 1 impressions of adomain 'mattel163.com' with mean price 0.1, 1 impressions of adomain 'mistplay.com' with mean price 0.1, 1 impressions of adomain 'oakevergames.com' with mean price 0.1, 1 impressions of adomain 'pluto.tv' with mean price 0.1, 2 impressions of adomain 'productmadness.com' with mean price 0.1, 2 impressions of adomain 'progressive.com' with mean price 0.2, 1 impressions of adomain 'samsung.com' with mean price 0.7, 2 impressions of adomain 'scopely.com' with mean price 0.1, 2 impressions of adomain 'squareup.com' with mean price 0.1, 2 impressions of adomain 'talkingtomandfriends.com' with mean price 0.1, 1 impressions of adomain 'tech.pokergaga.net' with mean price 0.1, 1 impressions of adomain 'textnow.com' with mean price 0.1, 1 impressions of adomain 'wkkellogg.com' with mean price 0.1, 2 impressions of adomain 'youyungames.com' with mean price 0.1; 1 sessions in app 'com.newpubco.spades', 23 ad_requests with mean bid_floor 15.9, 1 impressions of adomain '9snail.com' with mean price 0.7; 3 sessions in app 'com.peoplefun.wordcross', 9 ad_requests with mean bid_floor 6.5; 36 sessions in app 'com.qrcode.quick.scango', 1164 ad_requests with mean bid_floor 15.1; 1 sessions in app 'com.rjp.diarypro', 6 ad_requests with mean bid_floor 1.2; 5 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 43 ad_requests with mean bid_floor 3.3; 1 sessions in app 'com.storymatrix.drama', 12 ad_requests with mean bid_floor 40.4; 1 sessions in app 'com.sudoku.game.puzzle.adventure', 15 ad_requests with mean bid_floor 1.4; 1 sessions in app 'com.tripledot.solitaire', 4 ad_requests with mean bid_floor 2.9; 104 sessions in app 'com.tripledot.tile.blossom', 2976 ad_requests with mean bid_floor 11.2, 474 impressions of adomain 'adidas.com' with mean price 0.0, 1 impressions of adomain 'alignprobiotics.com' with mean price 0.6, 4 impressions of adomain 'amazon.com' with mean price 0.0, 1 impressions of adomain 'barstoolsportsbook.com' with mean price 0.4, 3 impressions of adomain 'beiersdorf.com' with mean price 0.5, 16 impressions of adomain 'betrivers.com' with mean price 0.1, 1 impressions of adomain 'bidease.com' with mean price 0.0, 2 impressions of adomain 'bidease.com_101931' with mean price 0.0, 4 impressions of adomain 'brukinsa.com' with mean price 0.5, 1 impressions of adomain 'bw.edu' with mean price 0.9, 1 impressions of adomain 'cash.app' with mean price 0.0, 2 impressions of adomain 'cienahealthcare.com' with mean price 0.7, 1 impressions of adomain 'cocacola.com' with mean price 0.0, 8 impressions of adomain 'constructiontoolwarehouse.com' with mean price 0.0, 1 impressions of adomain 'dreyersgrandicecream.com' with mean price 0.5, 3 impressions of adomain 'eliquis.bmscustomerconnect.com' with mean price 0.5, 1 impressions of adomain 'gillette.com' with mean price 0.4, 1 impressions of adomain 'grainger.com' with mean price 0.8, 1 impressions of adomain 'gurugame.ai' with mean price 0.1, 4 impressions of adomain 'helloned.com' with mean price 0.0, 2 impressions of adomain 'icecream.com' with mean price 0.4, 2 impressions of adomain 'iheart.com' with mean price 0.0, 2 impressions of adomain 'instagram.com' with mean price 0.3, 1 impressions of adomain 'irresistiblefoods.com' with mean price 0.4, 1 impressions of adomain 'jccmi.edu' with mean price 0.5, 2 impressions of adomain 'marinemachining.com' with mean price 0.3, 2 impressions of adomain 'mccormick.com' with mean price 0.5, 15 impressions of adomain 'megafortuna.co' with mean price 0.0, 3 impressions of adomain 'metacoregames.com' with mean price 0.0, 1 impressions of adomain 'metamucil.com' with mean price 0.5, 3 impressions of adomain 'michigan.gov' with mean price 0.1, 2 impressions of adomain 'newpub.co' with mean price 19.4, 2 clicks of adomain 'newpub.co', 1 impressions of adomain 'nordvpn.com' with mean price 0.1, 14 impressions of adomain 'ocrevus.com' with mean price 1.6, 6 impressions of adomain 'planetoat.com' with mean price 0.7, 2 impressions of adomain 'playsimple.in' with mean price 0.0, 3 impressions of adomain 'prettylitter.com' with mean price 0.6, 1 impressions of adomain 'productmadness.com' with mean price 0.0, 1 impressions of adomain 'softbakedapps.com' with mean price 0.0, 1 impressions of adomain 'spytec.com' with mean price 0.4, 1 impressions of adomain 'squareup.com' with mean price 0.0, 7 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.2, 1 impressions of adomain 'temu.com' with mean price 0.0, 1 impressions of adomain 'tesco.com' with mean price 0.6, 3 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'ticketmaster.com' with mean price 0.7, 2 impressions of adomain 'tiktok.com' with mean price 1.4, 9 impressions of adomain 'tjx.com' with mean price 0.0, 13 impressions of adomain 'us.betrivers.net' with mean price 0.1, 9 impressions of adomain 'vicks.com' with mean price 0.5, 1 impressions of adomain 'workingwithcancerpledge.com' with mean price 0.1, 1 impressions of adomain 'www.bhhs.com' with mean price 0.7, 1 impressions of adomain 'yourradioplace.com' with mean price 0.1; 4 sessions in app 'com.tripledot.woodoku', 14 ad_requests with mean bid_floor 3.1; 1 sessions in app 'com.vod.easy.movie.hd', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.wildcard.classicspades', 20 ad_requests with mean bid_floor 4.9; 1 sessions in app 'easy.killer.sudoku.puzzle.solver.free', 12 ad_requests with mean bid_floor 7.2; 2 sessions in app 'easy.sudoku.puzzle.solver.free', 2 ad_requests with mean bid_floor 3.3; 1 sessions in app 'in.playsimple.wordsearch', 1 ad_requests with mean bid_floor 4.1; 4 sessions in app 'in.playsimple.wordtrip', 5 ad_requests with mean bid_floor 23.3';dc_35roundended_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 2025-02-07 2:36:48;time_since_impression_in_hours is 4;channel is 'USA/I/bidmachine/com.tripledot.tile.blossom/False/197';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.448653467345318;partition is 3747;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.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.dekovir.wordrift_Android_CPI_abdoul_V3_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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_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' '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.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.dekovir.wordrift_Android_CPI_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.vitastudio.mahjong_Android_CPA(af_app_opened)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_500k' '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.spades_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_120)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_56999_100k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2mln' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_120)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' '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.aaafun.watersort_Android_CPI_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'com.dekovir.wordrift_Android_CPA(1776)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_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.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_PRICE_AG_17k_01_31_2025' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'and.lihuhu.findmatch_Android_CPA(COMPLETE_LEVEL_10)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_500k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_2000k' 'com.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.aaafun.watersort_Android_CPI_abdoul_V3_100k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_500k_08_20_2024' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V6_2000k' '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.Eventyr.WS_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_mmp_light_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V4_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.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' 'closet.match.pair.matching.games_Android_CPI(install)_abdoul_V6_MMP_100k_11_10_2024' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_100k_frozen' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2M' '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' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_500k_frozen' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_120)_abdoul_V3_500k' 'bloom_com.fiogonia.spades_USA_80' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '0506e002-feb1-4681-b524-b950f55e16ca;uuid is '35a1c6f5-a388-477c-a153-b835ac977d07';bid_timestamp is '2025-02-06 20:38:42';device_id is '0506e002-feb1-4681-b524-b950f55e16ca';biddate is '2025-02-06';country is 'USA';app is 'com.playvalve.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 25;target_cpi is 3.71999999999999;campaign is 58285;creative_id is 228965;session_duration is 0 ;seller_name is 'Playvalve';seller_id is 273;content_type is 've';bid_floor is 5.0244 ;min_floor is 5.0244 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 20:00:00+00:00';day_of_week is '3';os_version is 13;user_behavior_stats_in_past is '4 sessions in app 'com.LoopGames.Domino', 79 ad_requests with mean bid_floor 2.3; 1 sessions in app 'com.PE.TacticalStrike', 88 ad_requests with mean bid_floor 19.6; 3 sessions in app 'com.anode.pushtrain', 386 ad_requests with mean bid_floor 18.5; 3 sessions in app 'com.antivirus', 4 ad_requests with mean bid_floor 9.5; 9 sessions in app 'com.enflick.android.TextNow', 11 ad_requests with mean bid_floor 44.0; 8 sessions in app 'com.filmfolio.filmfolio', 31 ad_requests with mean bid_floor 0.0; 16 sessions in app 'com.gamepie.airpolice', 197 ad_requests with mean bid_floor 79.5; 16 sessions in app 'com.instabridge.android', 236 ad_requests with mean bid_floor 63.6; 1 sessions in app 'com.instantbits.cast.webvideo', 4 ad_requests with mean bid_floor 0.1; 12 sessions in app 'com.komspek.battleme', 17 ad_requests with mean bid_floor 5.2; 3 sessions in app 'com.neowiz.game.baseball.clash', 8 ad_requests with mean bid_floor 74.0; 5 sessions in app 'com.newpubco.spades', 385 ad_requests with mean bid_floor 20.4, 1 impressions of adomain 'productmadness.com' with mean price 1.4, 1 impressions of adomain 'tech.pokergaga.net' with mean price 15.5; 20 sessions in app 'com.playvalve.spades', 1816 ad_requests with mean bid_floor 118.5, 4 impressions of adomain 'amazon.com' with mean price 0.9, 1 impressions of adomain 'bidease.com' with mean price 0.3, 1 impressions of adomain 'deltafaucet.com' with mean price 0.4, 1 impressions of adomain 'freecash.com' with mean price 10.3, 5 impressions of adomain 'instagram.com' with mean price 0.5, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 25.0, 1 impressions of adomain 'walgreens.com' with mean price 0.8; 16 sessions in app 'com.talent.billiards.balls.merge', 269 ad_requests with mean bid_floor 2.2; 1 sessions in app 'com.tripledot.woodoku', 1 ad_requests with mean bid_floor 3.2; 1 sessions in app 'com.voicerecorder.audiorecorder.speechtotext', 1 ad_requests with mean bid_floor 79.9; 2 sessions in app 'loppipoppi.dominoes', 55 ad_requests with mean bid_floor 15.4, 1 impressions of adomain 'meetme.com' with mean price 0.8; 18 sessions in app 'mymusic.offlinemusicplayer.mp3player.playmusic', 34 ad_requests with mean bid_floor 0.5';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45696.7345833333;ag_retention_d1_timestamp is 2025-02-06 20:49:20;0_timestamp is 2025-02-06 20:49:20;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.playvalve.spades/False/273';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.64255535104668;partition is 3267;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' '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(108)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' '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_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.enflick.android.TextNow_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.enflick.android.TextNow_Android_CPI_abdoul_V3_100k' '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.vitastudio.mahjong_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_500k' 'bloom_com.playvalve.spades_USA_1d' '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(140)_abdoul_mmp_V5_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_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_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(145)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'bloom_com.playvalve.spades_USA_80' '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.klondikesolitaire_Android_CPI_abdoul_mmp_V5_500k' '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_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(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(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_100k' 'bloom_com.playvalve.spades_USA_7d' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'is_segments_com_newpubco_klondikesolitaire_Android_0_cg1_mmp_v5_USA_auto' '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_V5_100k' '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(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(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.klondikesolitaire_Android_CPI_abdoul_mmp_V5_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(147)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_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(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(108)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' '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.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(dc_40roundended_before_d8)_abdoul_mmp_V6_500k' '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.partyup.blockjam_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_IMP_HIGH_PRICE_AG_100k_01_31_2025' '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(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'bloom_com.playvalve.spades_USA_95' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_100k' 'explore' '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_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(120)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.enflick.android.TextNow_Android_CPA(session_start)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_100k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9853fcbc-76b8-423e-92e6-14ada18aacdd;uuid is '1dff13ce-cbd4-4be1-8914-4f0985867179';bid_timestamp is '2025-01-18 1:59:20';device_id is '9853fcbc-76b8-423e-92e6-14ada18aacdd';biddate is '2025-01-18';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 168.766437025473;target_cpi is 1.64920031524855;campaign is 57661;creative_id is 229286;session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is 482;content_type is 'i';bid_floor is 35.176322 ;min_floor is 0.0106 ;bidmachine_placement_value is 26.5;placement_historical_value is ;third_party_bid_price is 35.1763218;prior_tag_impressions_count is 1 ;time_since_impression is 4511442 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.24;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-18 01:00:00+00:00';day_of_week is '5';os_version is 12;user_behavior_stats_in_past is '1 sessions in app 'com.RastleksGames.TheShootout', 60 ad_requests with mean bid_floor 19.1; 3 sessions in app 'com.bbumgames.spadesroyale', 44 ad_requests with mean bid_floor 19.5; 1 sessions in app 'com.freeplaysultanov.shootit', 23 ad_requests with mean bid_floor 5.4; 1 sessions in app 'com.linecorp.b612.android', 1 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.newpubco.spades', 37 ad_requests with mean bid_floor 32.6, 1 impressions of adomain 'cbsinteractive.com' with mean price 1.4, 1 impressions of adomain 'oldspice.com' with mean price 0.5, 1 impressions of adomain 'scopely.com' with mean price 0.8, 1 impressions of adomain 'supertreat.net' with mean price 0.5; 4 sessions in app 'com.playvalve.spades', 93 ad_requests with mean bid_floor 119.1, 1 impressions of adomain 'temu.com' with mean price 64.0; 2 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 10 ad_requests with mean bid_floor 15.0, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 168.8; 1 sessions in app 'com.tripledot.spades', 41 ad_requests with mean bid_floor 6.5; 1 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 29 ad_requests with mean bid_floor 14.9';dc_35roundended_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 2025-01-18 2:52:50;time_since_impression_in_hours is 1253;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.848462118571131;partition is 2231;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(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'net.supertreat.solitaire_Android_IAP_abdoul_500k_01_01_2025' '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_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.PulsSoftware.WS_retargeting_Android_CPI_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.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(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(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.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_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(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_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'loppipoppi.ginrummy_retargeting_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(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_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.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(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' '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_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_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.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(141)_abdoul_V6_100k' '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(147)_abdoul_V4_100k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' '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.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_500k' '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_V5_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' '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(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_500k' '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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'explore' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' '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.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.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_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k' 'Android_ALL_IAP_abdoul_500k_01_01_2025']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a0540039-7eb3-4a9b-b74e-e16f45e070df;uuid is 'db483ed4-22a7-42a2-81fc-8272ba4a882a';bid_timestamp is '2025-02-06 12:24:35';device_id is 'a0540039-7eb3-4a9b-b74e-e16f45e070df';biddate is '2025-02-06';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 56.4094158174586;target_cpi is 1.5;campaign is 58205;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 2.1306 ;min_floor is 2.1306 ;bidmachine_placement_value is 59.36;placement_historical_value is 125.486786;third_party_bid_price is ;prior_tag_impressions_count is 3 ;time_since_impression is 7396573 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.28;prior_theme_impressions_count is 3;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 12:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.MonsterScope.Dawnblade', 8 ad_requests with mean bid_floor 6.8; 100 sessions in app 'com.blackout.spades', 2348 ad_requests with mean bid_floor 8.1, 1 impressions of adomain 'goatgames.com' with mean price 133.7, 1 impressions of adomain 'lp.mymagnifi.org' with mean price 0.7, 4 impressions of adomain 'mercola.com' with mean price 7.0, 3 impressions of adomain 'mymagnifi.org' with mean price 0.6, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 56.4, 1 impressions of adomain 'nurtec.com' with mean price 2.4, 2 impressions of adomain 'valhalla-survival.com' with mean price 35.6, 1 impressions of adomain 'vitastudio.ai' with mean price 0.7, 2 impressions of adomain 'wella.com' with mean price 0.5, 1 impressions of adomain 'withhive.com' with mean price 64.8, 6 impressions of adomain 'zevia.com' with mean price 2.9; 15 sessions in app 'com.greenmushroom.boomblitz.gp', 25 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.newpubco.spades', 13 ad_requests with mean bid_floor 34.3, 3 impressions of adomain 'oxbowanimalhealth.com' with mean price 1.6; 3 sessions in app 'com.playkot.ageofmagic', 23 ad_requests with mean bid_floor 11.0; 1 sessions in app 'com.sh.tricky.relax.ticktock.mini.challenges.puzzle.games', 2 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 2.7; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 2.7';dc_35roundended_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 2025-02-07 2:07:15;time_since_impression_in_hours is 2054;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.698182967316032;partition is 824;segments is ['loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_500k' '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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.vitastudio.mahjong_Android_CPA(af_app_opened)_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_CPI_abdoul_V6_100k' '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_competitors_BM_305k_30_01_2025' '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.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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' 'com.newpubco.spades_Android_competitors_BM_adrequests_470k_29_01_2025' 'com.xentech.brickblast_retargeting_Android_CPI_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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(112)_abdoul_V3_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' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V3_500k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' '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.mobilityware.spider_Android_CPA(paid_imp_38)_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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' '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' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_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.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_100k' '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_35roundended_before_d8)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' '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' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_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' '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' 'com.redcell.goldandgoblins_Android_CPA(RV_finish)_abdoul_V3_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' '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(141)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'explore' '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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' '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' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_100k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '0d79e7ed-d30a-43bd-81e3-89225634715b;uuid is '8fd283f4-0f8a-4ec7-8da9-6438295f28d4';bid_timestamp is '2025-02-07 14:00:25';device_id is '0d79e7ed-d30a-43bd-81e3-89225634715b';biddate is '2025-02-07';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 131.295530498027;target_cpi is 0.5;campaign is 58308;creative_id is 228773;session_duration is 0 ;seller_name is 'GSN MAX';seller_id is 186;content_type is 've';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is 6.523077;placement_historical_value is 8.129209;third_party_bid_price is ;prior_tag_impressions_count is 8 ;time_since_impression is 3370949 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1;prior_theme_impressions_count is 8;prior_tag_clicks_count is 4 ;time_since_click is '3795566';hour is '2025-02-07 14:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '211 sessions in app 'com.gsn.android.tripeaks', 6528 ad_requests with mean bid_floor 8.6, 1 impressions of adomain '7-eleven.com' with mean price 0.5, 1 impressions of adomain 'amazinglashstudio.com' with mean price 2.7, 1 impressions of adomain 'anthropologie.com' with mean price 1.0, 1 impressions of adomain 'bestbuy.com' with mean price 1.7, 1 impressions of adomain 'connectforhealthco.com' with mean price 4.6, 20 clicks of adomain 'creditkarma.com', 22 impressions of adomain 'creditkarma.com' with mean price 16.2, 2 impressions of adomain 'huggies.com' with mean price 0.7, 10 impressions of adomain 'intuit.com' with mean price 1.3, 1 impressions of adomain 'kretschmardeli.com' with mean price 0.5, 1 impressions of adomain 'mccormick.com' with mean price 2.5, 6 impressions of adomain 'moonactive.com' with mean price 27.8, 4 clicks of adomain 'moonactive.com', 1 impressions of adomain 'northwestcareercollege.edu' with mean price 1.9, 1 impressions of adomain 'rcwilley.com' with mean price 1.3, 1 impressions of adomain 'rei.com' with mean price 1.9, 3 impressions of adomain 'samsclub.com' with mean price 1.5, 1 impressions of adomain 'sfdbrands.com' with mean price 1.0, 1 impressions of adomain 'sling.com' with mean price 0.7, 3 impressions of adomain 'speedycash.com' with mean price 1.3, 1 impressions of adomain 't-mobile.com' with mean price 1.5, 1 impressions of adomain 'takeda.com' with mean price 0.7, 1 impressions of adomain 'tmxfinancefamily.com' with mean price 0.7, 4 impressions of adomain 'uptravi.com' with mean price 1.8, 1 impressions of adomain 'vicks.com' with mean price 0.9; 41 sessions in app 'com.kiaora.dominoes', 5889 ad_requests with mean bid_floor 55.8; 1 sessions in app 'com.n3twork.tetris', 3 ad_requests with mean bid_floor 1.0; 3 sessions in app 'com.playvalve.spades', 435 ad_requests with mean bid_floor 101.6, 1 impressions of adomain 'disneyplus.com' with mean price 0.5, 1 impressions of adomain 'paramountplus.com' with mean price 0.8; 6 sessions in app 'easy.launcher', 6 ad_requests with mean bid_floor 0.0; 2 sessions in app 'in.playsimple.wordtrip', 12 ad_requests with mean bid_floor 7.6';dc_35roundended_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 2025-02-09 21:47:02;time_since_impression_in_hours is 936;channel is 'USA/I/bidmachine/com.gsn.android.tripeaks/True/186';time_since_click_in_hours is 1054;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.222633571020277;partition is 1935;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.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' '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_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.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(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_100k' '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(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'bloom_com.gsn.android.tripeaks_USA_1d' '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(148)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' '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(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(110)_abdoul_mmp_V5_2000k' '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' '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.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_500k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'fac64209-5de9-4046-8dde-db49fb6c9d73;uuid is '6593a1b6-30c5-426c-b25e-2e239e3c3abb';bid_timestamp is '2025-01-01 0:54:22';device_id is 'fac64209-5de9-4046-8dde-db49fb6c9d73';biddate is '2025-01-01';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 54.9845765117785;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 11.462 ;min_floor is 0.0106 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is 11.462;prior_tag_impressions_count is 1 ;time_since_impression is 4905 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 4.21;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '4902';hour is '2025-01-01 00:00:00+00:00';day_of_week is '2';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.Lightneer.BazookaBoy', 2 ad_requests with mean bid_floor 3.1; 1 sessions in app 'com.easybrain.crossword.puzzles', 171 ad_requests with mean bid_floor 22.7, 2 impressions of adomain 'adidas.com' with mean price 0.3, 1 impressions of adomain 'alignprobiotics.com' with mean price 0.5, 1 impressions of adomain 'carnival.com' with mean price 0.5, 1 impressions of adomain 'churchdwight.com' with mean price 0.5, 1 impressions of adomain 'eliquis.bmscustomerconnect.com' with mean price 0.3, 1 impressions of adomain 'mccormick.com' with mean price 0.3, 1 impressions of adomain 'outdoyesterday.com' with mean price 1.7, 2 impressions of adomain 'starbucks.com' with mean price 1.5, 1 impressions of adomain 'subaru.com' with mean price 0.5, 2 impressions of adomain 'vicks.com' with mean price 1.3, 1 impressions of adomain 'walgreens.com' with mean price 0.7; 1 sessions in app 'com.eet.weather.launcher', 1 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.hearts.solitaire.plus.offline.free.card.games', 14 ad_requests with mean bid_floor 4.0; 12 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 169 ad_requests with mean bid_floor 4.1; 1 sessions in app 'radio.usa', 3 ad_requests with mean bid_floor 10.0; 1 sessions in app 'slingshot.building.destroy', 14 ad_requests with mean bid_floor 30.0';dc_35roundended_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 2025-01-01 0:57:21;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;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.22911620391642;partition is 2584;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' '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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' '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.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.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' '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.hearts_Android_CPI_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' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_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(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(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' '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' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_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.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.hearts_Android_CPI_abdoul_V4_2000k' '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' '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_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.yatzy_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.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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_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_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.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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '586b8176-d2e2-4629-ab1d-09c999a20d4d;uuid is 'f8075dfe-57e8-4910-9f2d-a08f60b9d590';bid_timestamp is '2025-01-09 6:17:32';device_id is '586b8176-d2e2-4629-ab1d-09c999a20d4d';biddate is '2025-01-09';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 250;target_cpi is 3.08148258673639;campaign is 57724;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 ;prior_tag_impressions_count is 1 ;time_since_impression is 4052073 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.15;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '4052071';hour is '2025-01-09 06:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'GoogleSearch', 0 ad_requests with mean bid_floor 0.0; 1 sessions in app 'and.brainworks.nummatch', 20 ad_requests with mean bid_floor 19.7; 1 sessions in app 'com.bbumgames.rummystars', 9 ad_requests with mean bid_floor 59.8; 1 sessions in app 'com.boatip.browser', 2 ad_requests with mean bid_floor 110.0; 1 sessions in app 'com.braindom', 14 ad_requests with mean bid_floor 11.6; 11 sessions in app 'com.browserzheng.foundernews', 75 ad_requests with mean bid_floor 8.0; 3 sessions in app 'com.burakgon.gamebooster3', 11 ad_requests with mean bid_floor 3.3; 113 sessions in app 'com.callapp.contacts', 321 ad_requests with mean bid_floor 7.3; 3 sessions in app 'com.cinnet.brow.cac', 15 ad_requests with mean bid_floor 10.3; 7 sessions in app 'com.duty.deviceclean.phonesto', 38 ad_requests with mean bid_floor 5.2; 7 sessions in app 'com.filemanager.quickly.mster', 51 ad_requests with mean bid_floor 5.2; 8 sessions in app 'com.fileorganizer.cabinet.efficient', 36 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.game.boom.modified.car.driving.games.tuning.simulator', 5 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.guess.reelguess', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.innplaylabs.animalkingdomraid', 13 ad_requests with mean bid_floor 201.4; 1 sessions in app 'com.local.news.plus', 1 ad_requests with mean bid_floor 33.9; 2 sessions in app 'com.mobilityware.GinRummySolitaire', 42 ad_requests with mean bid_floor 70.8, 1 clicks of adomain 'freecash.com', 1 impressions of adomain 'freecash.com' with mean price 106.0, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 250.0, 1 impressions of adomain 'scopely.com' with mean price 0.4; 1 sessions in app 'com.newpubco.spades', 21 ad_requests with mean bid_floor 45.9, 1 impressions of adomain 'alenusa.com' with mean price 1.0, 1 impressions of adomain 'draftkings.com' with mean price 0.8; 1 sessions in app 'com.nopegames.coffeemania', 18 ad_requests with mean bid_floor 9.9; 8 sessions in app 'com.plush.rounsm.clean', 101 ad_requests with mean bid_floor 5.3; 20 sessions in app 'com.remotetv.boost.smarket', 155 ad_requests with mean bid_floor 5.2; 3 sessions in app 'com.rokuremote.casttv.remotecontrol.tvcontrol', 37 ad_requests with mean bid_floor 3.3; 1 sessions in app 'com.total.music.and', 1 ad_requests with mean bid_floor 42.8; 1 sessions in app 'com.tripledot.solitaire', 3 ad_requests with mean bid_floor 7.1; 2 sessions in app 'com.tripledot.woodoku', 19 ad_requests with mean bid_floor 6.2; 2 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 18.9; 3 sessions in app 'uk.videoparse.parse', 14 ad_requests with mean bid_floor 3.8; 1 sessions in app 'universal.remote.control.cast', 2 ad_requests with mean bid_floor 6.1; 10 sessions in app 'yu.neo.cleanse', 273 ad_requests with mean bid_floor 5.4';dc_35roundended_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 2025-01-09 6:24:38;time_since_impression_in_hours is 1125;channel is 'USA/I/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 1126;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.956680978538349;partition is 1444;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.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' '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' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.xentech.brickblast_retargeting_Android_CPI_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_CPI_abdoul_V6_100k' '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.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_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.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.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.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' 'bloom_com.fiogonia.spades_USA_7d' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_end_befored8)_abdoul_V3_100k' '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_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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_120)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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.topultragame.slotlasvega_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPI_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_500k' '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' 'com.murka.scatterslots_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V3_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_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.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.aaaudi.wordmaker_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' '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(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_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.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V3_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(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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_end_befored8)_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V3_500k' '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' '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.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(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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(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.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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_100k' '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.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_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.mobilityware.spider_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_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_CPA(147)_abdoul_V3_100k' 'com.block.juggle_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_500k' '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.aaafun.watersort_Android_CPI_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_100k' 'com.block.juggle_Android_CPI_abdoul_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_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.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.redcell.goldandgoblins_Android_CPA(Tutorial)_abdoul_V6_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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_impression_ad_0_1)_abdoul_V3_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V6_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(consent_management)_abdoul_V4_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_100k' '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.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_2000k' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_100k' '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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_500k' '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.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V5_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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' 'com.koolgames.bubblepopper_Android_CPA(dc_4level_end_befored8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '904771ec-6982-47d5-aacb-b830b7c8118a;uuid is '49f6505b-37d0-4d68-a8a6-32ebb1964921';bid_timestamp is '2025-01-03 23:37:44';device_id is '904771ec-6982-47d5-aacb-b830b7c8118a';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 23.7578012587284;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 53;placement_historical_value is 13.235518;third_party_bid_price is ;prior_tag_impressions_count is 5 ;time_since_impression is 3917 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 2.32;prior_theme_impressions_count is 5;prior_tag_clicks_count is 2 ;time_since_click is '71284';hour is '2025-01-03 23:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.FunnyHubGames.Luxury.CarParking.driving.simulator.multiplayer.school.CarParkingMaster.UltimateParking.com', 118 ad_requests with mean bid_floor 19.6; 1 sessions in app 'com.FunnyHubGames.SubwaySurfEndlessRunDarkMode3D', 343 ad_requests with mean bid_floor 19.6; 2 sessions in app 'com.LoopGames.Yatzy', 58 ad_requests with mean bid_floor 0.5; 1 sessions in app 'com.billiards.shooting.ball.pool', 2 ad_requests with mean bid_floor 37.8; 1 sessions in app 'com.game.space.shooter2', 9 ad_requests with mean bid_floor 72.7; 1 sessions in app 'com.gotiva.jigsawpuzzle', 2 ad_requests with mean bid_floor 3.5; 1 sessions in app 'com.mintgames.adultcoloring', 4 ad_requests with mean bid_floor 0.7; 2 sessions in app 'com.mounthorse.travelmatch', 167 ad_requests with mean bid_floor 4.1; 1 sessions in app 'com.peoplefun.wordcross', 4 ad_requests with mean bid_floor 4.8; 1 sessions in app 'com.piclabel.brotherassist', 430 ad_requests with mean bid_floor 13.2; 2 sessions in app 'com.pictureframe.weddingmix.frames.photo', 172 ad_requests with mean bid_floor 16.1; 4 sessions in app 'com.playvalve.solitaire.spider', 296 ad_requests with mean bid_floor 84.7, 1 impressions of adomain 'playstudios.com' with mean price 21.6, 1 impressions of adomain 'voodoo.io' with mean price 33.0; 4 sessions in app 'com.scopely.wheeloffortune', 57 ad_requests with mean bid_floor 1.6, 111 impressions of adomain 'adidas.com' with mean price 0.0, 2 impressions of adomain 'adobe.com' with mean price 0.0, 10 impressions of adomain 'alevco.net' with mean price 0.0, 1 impressions of adomain 'amcplus.com' with mean price 0.1, 64 impressions of adomain 'asics.com' with mean price 0.0, 1 impressions of adomain 'aurorahealth.com.au' with mean price 0.0, 1 impressions of adomain 'beaconcommunities.com' with mean price 0.3, 8 impressions of adomain 'cadillac.com' with mean price 0.0, 1 impressions of adomain 'cash.app' with mean price 0.0, 1 impressions of adomain 'clorox.com' with mean price 0.0, 66 impressions of adomain 'cocacola.com' with mean price 0.0, 2 impressions of adomain 'coldtrack.com' with mean price 0.1, 2 impressions of adomain 'comporium.com' with mean price 0.3, 2 impressions of adomain 'consumable.com' with mean price 0.0, 1 impressions of adomain 'coqual.org' with mean price 0.1, 7 impressions of adomain 'costco.com' with mean price 0.0, 1 impressions of adomain 'crossmath.gurugame.ai' with mean price 0.0, 1 impressions of adomain 'cuisinart.com' with mean price 0.0, 2 impressions of adomain 'disneyplus.com' with mean price 0.0, 1 impressions of adomain 'dramabox.com' with mean price 0.0, 1 impressions of adomain 'esw.com' with mean price 0.1, 4 impressions of adomain 'google.com' with mean price 0.0, 2 impressions of adomain 'governorofpoker.com' with mean price 0.1, 7 impressions of adomain 'haleon.com' with mean price 0.0, 1 impressions of adomain 'hiddenvalley.com' with mean price 0.4, 1 impressions of adomain 'homedepot.com' with mean price 0.1, 1 impressions of adomain 'huntingsniper.games' with mean price 0.0, 1 impressions of adomain 'instrematic.com' with mean price 0.0, 1 impressions of adomain 'irishspring.com' with mean price 0.1, 1 impressions of adomain 'kashkick.com' with mean price 0.0, 1 impressions of adomain 'learnings.ai' with mean price 0.0, 1 impressions of adomain 'lenscrafters.com' with mean price 0.0, 2 impressions of adomain 'm2blocks.gurugame.ai' with mean price 0.0, 1 impressions of adomain 'mattel163.com' with mean price 0.0, 1 impressions of adomain 'numerator.com' with mean price 0.0, 1 impressions of adomain 'oconeeformal.com' with mean price 0.4, 2 impressions of adomain 'one1brands.com' with mean price 0.0, 6 impressions of adomain 'onlinemediasolutions.com' with mean price 0.0, 1 impressions of adomain 'pacificlife.com' with mean price 0.1, 1 impressions of adomain 'platoscloset.com' with mean price 0.2, 1 impressions of adomain 'playsimple.in' with mean price 0.0, 2 impressions of adomain 'pluto.tv' with mean price 0.0, 4 impressions of adomain 'pnixgames.com' with mean price 0.7, 2 impressions of adomain 'productmadness.com' with mean price 0.0, 5 impressions of adomain 'radio.com' with mean price 0.0, 3 impressions of adomain 'rovio.com' with mean price 0.0, 6 impressions of adomain 'saksfifthavenue.com' with mean price 0.0, 6 impressions of adomain 'samsung.com' with mean price 0.0, 1 impressions of adomain 'scottbrand.com' with mean price 0.1, 1 impressions of adomain 'sesamestreetincommunities.org' with mean price 0.1, 1 impressions of adomain 'siriusxm.com' with mean price 0.0, 1 impressions of adomain 'smartsheet.com' with mean price 0.3, 1 impressions of adomain 'solarpanelcompaniesnearme2025.today' with mean price 0.0, 2 impressions of adomain 'starbucks.com' with mean price 0.0, 1 impressions of adomain 'stirista.com' with mean price 0.0, 2 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'thermalcare.com' with mean price 0.0, 4 impressions of adomain 'waterpik.com' with mean price 0.0, 1 impressions of adomain 'weather.com' with mean price 0.0, 1 impressions of adomain 'wendys.com' with mean price 0.1, 2 impressions of adomain 'windex.com' with mean price 0.0, 2 impressions of adomain 'zencolor.app' with mean price 0.0; 40 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 1198 ad_requests with mean bid_floor 11.6, 1 clicks of adomain 'mhitpoker.com', 1 impressions of adomain 'mhitpoker.com' with mean price 18.8, 2 clicks of adomain 'tech.pokergaga.net', 3 impressions of adomain 'tech.pokergaga.net' with mean price 20.9; 1 sessions in app 'com.unicostudio.braintest', 10 ad_requests with mean bid_floor 1.9; 1 sessions in app 'com.wildspike.wormszone', 9 ad_requests with mean bid_floor 9.6; 1 sessions in app 'com.wood.nut.and.bolts.puzzle', 5 ad_requests with mean bid_floor 6.8; 2 sessions in app 'com.zm.nuts', 50 ad_requests with mean bid_floor 67.0, 3 impressions of adomain 'amazon.com' with mean price 0.5; 16 sessions in app 'com.zynga.pottermatch', 107 ad_requests with mean bid_floor 10.0; 50 sessions in app 'gin.rummy.ginrummy.free.online.offline.classic.card.game', 1398 ad_requests with mean bid_floor 5.8, 1 impressions of adomain '2370main.com' with mean price 0.6, 1 impressions of adomain 'accesslex.org' with mean price 0.5, 4 impressions of adomain 'alcapone-us.com' with mean price 1.1, 1 impressions of adomain 'amavitwinlakes.com' with mean price 0.9, 1 impressions of adomain 'ambientplusstudio.com' with mean price 1.6, 1 impressions of adomain 'amerisbank.com' with mean price 0.3, 1 impressions of adomain 'atlantaoralsurgery.com' with mean price 1.5, 1 impressions of adomain 'atlutd.com' with mean price 1.2, 1 impressions of adomain 'bauschhealth.com' with mean price 0.9, 1 impressions of adomain 'beaconcommunities.com' with mean price 0.4, 3 impressions of adomain 'blufftoninnsc.com' with mean price 0.4, 3 impressions of adomain 'cdw.com' with mean price 1.0, 1 impressions of adomain 'centroprenataldega.com' with mean price 0.4, 1 impressions of adomain 'craigads.com' with mean price 0.5, 2 impressions of adomain 'draffin-tucker.com' with mean price 0.5, 1 impressions of adomain 'ecobelmedspa.com' with mean price 0.5, 4 impressions of adomain 'emoryhealthcare.org' with mean price 1.5, 1 impressions of adomain 'gigeorgia.com' with mean price 1.6, 8 impressions of adomain 'hellohiloeats.com' with mean price 1.5, 1 impressions of adomain 'jared.com' with mean price 0.4, 1 impressions of adomain 'kay.com' with mean price 0.4, 3 impressions of adomain 'mavis.com' with mean price 0.5, 1 impressions of adomain 'oconeeformal.com' with mean price 0.4, 1 impressions of adomain 'progressive.com' with mean price 0.3, 5 impressions of adomain 'shipt.com' with mean price 0.4, 2 impressions of adomain 'tiffslux-re.com' with mean price 0.7, 1 impressions of adomain 'welcome-logistics.com' with mean price 1.1, 2 impressions of adomain 'wisewaveltd.com' with mean price 16.1, 1 clicks of adomain 'wisewaveltd.com', 1 impressions of adomain 'yamahawaverunners.com' with mean price 0.6, 3 impressions of adomain 'zales.com' with mean price 0.6; 1 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 27 ad_requests with mean bid_floor 0.7';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45662.7088310185;ag_retention_d1_timestamp is 2025-01-03 23:43:20;0_timestamp is 2025-01-03 23:43:20;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 20;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.888908170928731;partition is 222;segments is ['com.redcell.goldandgoblins_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_100k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_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.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.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V6_2000k' '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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' '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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' '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.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' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' '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' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_500k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_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' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_2000k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(112)_abdoul_V3_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_500k' '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.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_100k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_2000k' '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' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_100min)_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_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.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.aaaudi.wordmaker_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(ag_retention_d1)_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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPA(112)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_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.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(af_tutorial_completion)_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.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' '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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_50)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_loop_winNormalLevel_40)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_finish)_abdoul_V4_500k' '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' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_50)_abdoul_V3_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_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_retargeting_Android_CPA(112)_abdoul_V4_100k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' '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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_100k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_loop_winNormalLevel_40)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'bloom_com.fiogonia.dominoes_USA_1d' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '39648246-7b4c-498a-9b2d-6c76adf98a29;uuid is '10ad686f-3da7-4b9e-8b37-b8bd00a5b948';bid_timestamp is '2024-12-23 15:06:09';device_id is '39648246-7b4c-498a-9b2d-6c76adf98a29';biddate is '2024-12-23';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 7.8366093969226;target_cpi is 2.44851578770286;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 50.88;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 13 ;time_since_impression is 258831 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.06;prior_theme_impressions_count is 13;prior_tag_clicks_count is 4 ;time_since_click is '258812';hour is '2024-12-23 15:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '28 sessions in app 'com.blackout.spades', 1980 ad_requests with mean bid_floor 27.7, 1 impressions of adomain 'grandecosmetics.com' with mean price 1.2, 1 impressions of adomain 'ozempic.com' with mean price 2.5; 14 sessions in app 'com.tripledot.solitaire', 1176 ad_requests with mean bid_floor 12.7, 1 impressions of adomain 'amazon.com' with mean price 0.8, 2 impressions of adomain 'coca-cola.com' with mean price 0.8, 1 impressions of adomain 'doordash.com' with mean price 0.3, 1 impressions of adomain 'dysport.com' with mean price 0.7, 1 clicks of adomain 'hulu.com', 10 impressions of adomain 'hulu.com' with mean price 1.2, 1 impressions of adomain 'lancome-usa.com' with mean price 0.4, 3 impressions of adomain 'mccormick.com' with mean price 0.5, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 9.8, 1 impressions of adomain 'oldspice.com' with mean price 0.8, 6 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'progressive.com' with mean price 1.0, 5 impressions of adomain 'samsung.com' with mean price 0.5, 2 impressions of adomain 'shoppersvoice.com' with mean price 1.4, 1 impressions of adomain 'thevillages-seniorliving.com' with mean price 0.6, 3 impressions of adomain 'walgreens.com' with mean price 0.6, 1 clicks of adomain 'www.vitastudio.ai', 3 impressions of adomain 'www.vitastudio.ai' with mean price 4.3; 10 sessions in app 'com.tripledot.woodoku', 944 ad_requests with mean bid_floor 19.2, 1 impressions of adomain 'bestbuy.com' with mean price 0.5, 1 impressions of adomain 'doordash.com' with mean price 0.1, 1 impressions of adomain 'geico.com' with mean price 0.9, 5 impressions of adomain 'hulu.com' with mean price 1.4, 10 impressions of adomain 'mccormick.com' with mean price 0.6, 1 impressions of adomain 'nordvpn.com' with mean price 0.1, 1 impressions of adomain 'olay.com' with mean price 0.5, 5 impressions of adomain 'paramountplus.com' with mean price 0.5, 1 impressions of adomain 'poise.com' with mean price 1.1, 8 impressions of adomain 'samsung.com' with mean price 0.5, 1 impressions of adomain 'voltarengel.com' with mean price 0.6, 7 impressions of adomain 'walgreens.com' with mean price 0.9, 1 impressions of adomain 'www.vitastudio.ai' with mean price 0.1; 1 sessions in app 'com.weather.forecast.radar.rain.days.home', 2 ad_requests with mean bid_floor 0.0';dc_35roundended_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 2024-12-23 17:48:00;time_since_impression_in_hours is 71;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 72;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.45655944369518;partition is 3382;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.spades_Android_CPA(145)_abdoul_V6_500k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_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(145)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_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_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(112)_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_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_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(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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_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' '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.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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' 'beetles.puzzle.solitaire_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(ag_retention_d1)_abdoul_V3_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' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_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.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_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.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' '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(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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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_abdoul_V6_2000k' '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.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.newpubco.klondikesolitaire_retargeting_Android_CPA(112)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_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.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_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(146)_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_Android_CPA(146)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' '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' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_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' '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' '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.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '5de89801-5f5f-424f-8c16-eca700502324;uuid is '2e5334c2-d76b-4549-a8a6-773f20c7fed6';bid_timestamp is '2025-01-07 4:15:49';device_id is '5de89801-5f5f-424f-8c16-eca700502324';biddate is '2025-01-07';country is 'USA';app is 'com.blackout.spades';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'TRUE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 200.230261310935;target_cpi is 10;campaign is 57793;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 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is 30.285715;placement_historical_value is 196.175335;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.75;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-07 04:00:00+00:00';day_of_week is '1';os_version is 14;user_behavior_stats_in_past is '8 sessions in app 'bitcoin.minning.com', 32 ad_requests with mean bid_floor 7.6; 2 sessions in app 'bloodpressure.bloodpressureapp.bloodpressuretracker', 6 ad_requests with mean bid_floor 2.6; 1 sessions in app 'com.billiards.shooting.ball.pool', 1 ad_requests with mean bid_floor 138.2; 20 sessions in app 'com.blackout.spades', 1160 ad_requests with mean bid_floor 6.4, 1 impressions of adomain 'samsung.com' with mean price 2.1; 1 sessions in app 'com.fiogonia.spades', 5 ad_requests with mean bid_floor 6.5; 14 sessions in app 'com.fumbgames.bitcoinminor', 152 ad_requests with mean bid_floor 8.6; 4 sessions in app 'com.merging.time.game.foxd.balls.puzzle', 41 ad_requests with mean bid_floor 19.4; 6 sessions in app 'com.mysterytag.cryptominer', 24 ad_requests with mean bid_floor 53.7; 4 sessions in app 'com.puzzlegames.carescape3d.gp', 26 ad_requests with mean bid_floor 43.6; 5 sessions in app 'com.talent.billiards.balls.merge', 74 ad_requests with mean bid_floor 7.2; 1 sessions in app 'com.tkbx.tikbox', 8 ad_requests with mean bid_floor 11.2; 10 sessions in app 'crypto.bitcoin.ethereum.litecoin.cloud.mining.eth.btc.ltc.hash.pool.cloud_mining', 111 ad_requests with mean bid_floor 5.0; 2 sessions in app 'easy.launcher', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'easy.sudoku.puzzle.solver.free', 1 ad_requests with mean bid_floor 4.3';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45666.7444444444;ag_retention_d1_timestamp is 2025-01-07 14:28:27;0_timestamp is 2025-01-07 14:28:27;time_since_impression_in_hours is 0;channel is 'USA/V/bidmachine/com.blackout.spades/True/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.113461959114469;partition is 49;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_CPI_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V4_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.topultragame.slotlasvega_Android_CPI_abdoul_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_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.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.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.topultragame.slotlasvega_Android_CPI_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_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' 'loppipoppi.ginrummy_retargeting_Android_CPI_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' '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.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_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(progress_simple)_abdoul_V4_500k' '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.redcell.goldandgoblins_Android_CPI_abdoul_V4_2000k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_2000k' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_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.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_100k' 'com.dekovir.wordrift_Android_CPA(1776)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' '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.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.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.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(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' '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.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_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.murka.scatterslots_Android_CPI_abdoul_V6_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(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(141)_abdoul_V6_100k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_100k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_100k' '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' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_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.ttterbagames.businesssimulator_Android_CPI_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(ag_retention_d1)_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.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'loppipoppi.dominoes_Android_CPI_install_abdoul_100k_07_18_2024' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' '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' 'com.redcell.goldandgoblins_Android_CPA(consent_management)_abdoul_V4_2000k' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(af_level_achieved)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_500k' 'loppipoppi.numbermatch_retargeting_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' '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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' '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.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a1d6393d-78a9-4cba-a278-d3f3ec04e50a;uuid is '703307ba-ef67-47ae-923c-9e8370a54a46';bid_timestamp is '2024-12-30 21:02:30';device_id is 'a1d6393d-78a9-4cba-a278-d3f3ec04e50a';biddate is '2024-12-30';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 34.34562969482;target_cpi is 2.09842038518044;campaign is 57724;creative_id is 229286;session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is 482;content_type is 'i';bid_floor is 14.983795 ;min_floor is 0.0106 ;bidmachine_placement_value is 4.77;placement_historical_value is ;third_party_bid_price is 14.983795321614;prior_tag_impressions_count is 3 ;time_since_impression is 207580 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.71;prior_theme_impressions_count is 3;prior_tag_clicks_count is 2 ;time_since_click is '207574';hour is '2024-12-30 21:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.pgzng.quicktranslator', 1 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.sujan.sujansathi', 10 ad_requests with mean bid_floor 0.0';dc_35roundended_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 2024-12-30 21:06:27;time_since_impression_in_hours is 57;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 58;fast_imp_12h is 1;fast_click_2h is 1;rnd is 0.596636451786325;partition is 1635;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.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_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_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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V3_100k' '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_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' '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.koolgames.bubblepopper_Android_CPA(dc_2level_end_befored8)_abdoul_V3_100k' '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(108)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_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' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_2000k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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' '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(147)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_abdoul_V3_100k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' '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.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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' '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_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.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_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_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.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_abdoul_V3_500k' 'com.beyond.scan.wall_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_100k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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.koolgames.bubblepopper_Android_CPA(dc_6level_start_befored8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_500k' '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_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.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(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' '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' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'dd4864b3-912c-4130-90bd-795278d22810;uuid is 'cc146e03-f1e8-4d45-b7a8-f9530610b3fe';bid_timestamp is '2025-01-02 21:48:37';device_id is 'dd4864b3-912c-4130-90bd-795278d22810';biddate is '2025-01-02';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 151.137987423197;target_cpi is 5.02461870115569;campaign is 57724;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 58.609795;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 3 ;time_since_impression is 10349124 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.9;prior_theme_impressions_count is 3;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-02 21:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.animal.hunter.sniper', 9 ad_requests with mean bid_floor 13.1; 1 sessions in app 'com.fatix.fatixpro', 4 ad_requests with mean bid_floor 0.1; 7 sessions in app 'com.gamovation.chessclubpilot', 72 ad_requests with mean bid_floor 29.7; 1 sessions in app 'com.gamovation.quickcheckers', 7 ad_requests with mean bid_floor 3.6; 1 sessions in app 'com.gamovation.triplemahjong', 5 ad_requests with mean bid_floor 6.7; 1 sessions in app 'com.kingsofgames.chessuniverse', 5 ad_requests with mean bid_floor 54.5, 1 impressions of adomain 'vail.com' with mean price 0.9';dc_35roundended_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 2025-01-03 3:13:10;time_since_impression_in_hours is 2874;channel is 'USA/I/bidmachine/com.vitastudio.mahjong/False/126';time_since_click_in_hours is 0;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.388232051806181;partition is 3183;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(108)_abdoul_V6_100k' '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_CPI_abdoul_V6_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_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.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.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_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.spades_Android_CPA(147)_abdoul_mmp_light_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.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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.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' '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.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_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_CPI(install)_abdoul_V6_MMP_100k_11_10_2024' '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.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' '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(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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' '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(146)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_2000k' 'com.partyup.blockjam_Android_CPA(10_games_played)_abdoul_V5_Appgrowth_New_100k_12_14_2024' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_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' '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.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' '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(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(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' '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_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_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.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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' '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.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.redcell.goldandgoblins_Android_CPA(creativeId)_abdoul_V3_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' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'HDIP_iOS_USA_WiFi_100_users_LITE' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_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(108)_abdoul_V4_100k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_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.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(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_15roundended_before_d8)_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.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_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(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' '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.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' '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.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '5df262d7-7bc4-492c-87d4-b50f263f633e;uuid is 'c391e402-6cd4-4607-8bab-cdebb33f3b71';bid_timestamp is '2024-12-27 11:01:42';device_id is '5df262d7-7bc4-492c-87d4-b50f263f633e';biddate is '2024-12-27';country is 'USA';app is 'canasta.card.game.trick.rummy.poker.joker.online.multiplayer.offline.game';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 8.83051347279912;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 'vi';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.57;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-27 11:00:00+00:00';day_of_week is '4';os_version is 11;user_behavior_stats_in_past is '18 sessions in app 'canasta.card.game.trick.rummy.poker.joker.online.multiplayer.offline.game', 104 ad_requests with mean bid_floor 2.6; 12 sessions in app 'com.easyfun.solitaire', 673 ad_requests with mean bid_floor 1.0, 1 impressions of adomain 'airproducts.com' with mean price 0.1, 4 impressions of adomain 'albertsons.com' with mean price 0.3, 1 impressions of adomain 'americanaddictioncenters.org' with mean price 1.0, 11 impressions of adomain 'arenasolutions.com' with mean price 0.4, 1 impressions of adomain 'atlassian.com' with mean price 0.6, 1 impressions of adomain 'cuisinart.com' with mean price 0.4, 2 impressions of adomain 'depend.com' with mean price 0.3, 1 impressions of adomain 'dewintergroup.com' with mean price 0.1, 2 impressions of adomain 'eastbaytire.com' with mean price 16.4, 1 impressions of adomain 'epeconsulting.com' with mean price 0.5, 1 impressions of adomain 'eubce.com' with mean price 0.8, 1 impressions of adomain 'evloenergy.com' with mean price 46.7, 1 impressions of adomain 'firstib.com' with mean price 0.6, 1 impressions of adomain 'fisherhealthcare.com' with mean price 0.6, 1 impressions of adomain 'forbes.com' with mean price 0.3, 13 impressions of adomain 'gtsolarmaintenance.com' with mean price 0.6, 1 impressions of adomain 'haleon.com' with mean price 0.4, 1 impressions of adomain 'heritagepolonia.com' with mean price 0.1, 4 impressions of adomain 'mat3ra.com' with mean price 0.6, 1 impressions of adomain 'peets.com' with mean price 0.3, 3 impressions of adomain 'preferred-mfg.com' with mean price 0.8, 1 impressions of adomain 'rrccompanies.com' with mean price 0.3, 4 impressions of adomain 'scottdatacenter.com' with mean price 0.4, 7 impressions of adomain 'smu.edu' with mean price 0.7, 6 impressions of adomain 'st.com' with mean price 0.6, 2 impressions of adomain 'sungrowpower.com' with mean price 0.5, 1 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.2, 1 impressions of adomain 'tcbk.com' with mean price 0.6, 1 impressions of adomain 'ten-x.com' with mean price 0.3, 2 impressions of adomain 'tiktok.com' with mean price 1.7, 1 impressions of adomain 'uscad.com' with mean price 0.5, 8 impressions of adomain 'wonderfl.com' with mean price 0.5, 1 impressions of adomain 'yourradioplace.com' with mean price 0.2; 31 sessions in app 'com.fbig.crosswords', 718 ad_requests with mean bid_floor 47.3; 13 sessions in app 'com.newpubco.klondikesolitaire', 292 ad_requests with mean bid_floor 2.0, 4 impressions of adomain 'adidas.com' with mean price 0.2, 1 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'applebees.com' with mean price 0.3, 2 impressions of adomain 'disneyplus.com' with mean price 0.2, 1 impressions of adomain 'ediblearrangements.com' with mean price 0.1, 2 impressions of adomain 'gillette.com' with mean price 0.3, 2 impressions of adomain 'goldbond.com' with mean price 0.4, 1 impressions of adomain 'grainger.com' with mean price 0.4, 1 impressions of adomain 'jcpenny.com' with mean price 0.1, 1 impressions of adomain 'mazdausa.com' with mean price 0.4, 1 impressions of adomain 'olay.com' with mean price 0.5, 1 impressions of adomain 'palomarhealth.org' with mean price 0.6, 1 impressions of adomain 'prestigebrands.com' with mean price 0.2, 3 impressions of adomain 'riunite.com' with mean price 0.3, 4 impressions of adomain 'toyota.com' with mean price 1.9, 2 impressions of adomain 'whatisshingles.com' with mean price 0.3, 2 impressions of adomain 'wkkellogg.com' with mean price 0.2; 1 sessions in app 'com.peoplefun.wordcross', 15 ad_requests with mean bid_floor 6.5; 21 sessions in app 'com.sciplay.solitairepuzzle', 1039 ad_requests with mean bid_floor 45.8; 4 sessions in app 'com.scopely.yux', 52 ad_requests with mean bid_floor 15.2; 2 sessions in app 'com.solitarie.card.regal.game', 71 ad_requests with mean bid_floor 52.2; 4 sessions in app 'com.tripledot.solitaire', 5 ad_requests with mean bid_floor 2.4; 4 sessions in app 'com.tripledot.woodoku', 10 ad_requests with mean bid_floor 18.7; 78 sessions in app 'com.zynga.words3', 514 ad_requests with mean bid_floor 16.1; 52 sessions in app 'in.crossy.daily_crossword', 2134 ad_requests with mean bid_floor 41.2, 1 impressions of adomain '1333gough.com' with mean price 0.4, 6 impressions of adomain 'acehardware.com' with mean price 0.4, 2 impressions of adomain 'adidas.com' with mean price 0.2, 1 impressions of adomain 'admile.com' with mean price 0.4, 1 impressions of adomain 'alaskaair.com' with mean price 3.1, 7 impressions of adomain 'alibaba.com' with mean price 0.2, 1 impressions of adomain 'aphotonix.com' with mean price 0.5, 33 impressions of adomain 'arenasolutions.com' with mean price 1.1, 1 impressions of adomain 'atcjomo.com' with mean price 0.3, 2 impressions of adomain 'autodesk.com' with mean price 0.3, 3 impressions of adomain 'axsome.com' with mean price 0.6, 1 impressions of adomain 'bancofcal.com' with mean price 0.4, 8 impressions of adomain 'band-it-idex.com' with mean price 1.2, 2 impressions of adomain 'bestbuy.com' with mean price 0.8, 1 impressions of adomain 'bit.ly' with mean price 0.4, 2 impressions of adomain 'brookfieldproperties.com' with mean price 1.3, 1 impressions of adomain 'bulldogdm.com' with mean price 0.8, 1 impressions of adomain 'candycrushsaga.com' with mean price 7.1, 1 clicks of adomain 'candycrushsaga.com', 6 impressions of adomain 'caoperationlifesaver.com' with mean price 0.5, 1 impressions of adomain 'caterpillar.com' with mean price 0.5, 4 impressions of adomain 'cgf.com' with mean price 0.7, 3 impressions of adomain 'coalitionforrenewablesnow.org' with mean price 0.6, 3 impressions of adomain 'coca-colacompany.com' with mean price 0.5, 1 clicks of adomain 'costco.com', 101 impressions of adomain 'costco.com' with mean price 0.3, 16 impressions of adomain 'dailytimes247.com' with mean price 0.3, 1 impressions of adomain 'discover.com' with mean price 0.1, 5 impressions of adomain 'disneyplus.com' with mean price 0.3, 4 impressions of adomain 'divisiond.com' with mean price 0.5, 3 impressions of adomain 'eastbaytire.com' with mean price 0.4, 1 impressions of adomain 'electrifyamerica.com' with mean price 0.3, 1 impressions of adomain 'element.com' with mean price 0.2, 1 impressions of adomain 'entravision.com' with mean price 0.2, 1 impressions of adomain 'environmentalmarketsconference.com' with mean price 1.1, 1 impressions of adomain 'espn.com' with mean price 0.3, 6 impressions of adomain 'evloenergy.com' with mean price 0.7, 2 clicks of adomain 'farmheroessaga.com', 2 impressions of adomain 'farmheroessaga.com' with mean price 20.6, 3 impressions of adomain 'fisherhealthcare.com' with mean price 0.4, 1 impressions of adomain 'forbes.com' with mean price 0.2, 4 impressions of adomain 'geothermal.org' with mean price 0.7, 1 impressions of adomain 'getactfore.com' with mean price 0.7, 1 impressions of adomain 'gogreenfinancing.com' with mean price 2.0, 2 impressions of adomain 'goodfoods.com' with mean price 0.7, 2 impressions of adomain 'grainger.com' with mean price 4.0, 27 impressions of adomain 'gtsolarmaintenance.com' with mean price 1.1, 8 impressions of adomain 'homedepot.com' with mean price 0.7, 2 impressions of adomain 'homes.com' with mean price 1.0, 1 impressions of adomain 'homespotter.com' with mean price 0.6, 1 impressions of adomain 'honda.com' with mean price 0.7, 1 impressions of adomain 'hubs.li' with mean price 0.3, 1 impressions of adomain 'icyhot.com' with mean price 0.3, 1 impressions of adomain 'idlegiants.org' with mean price 0.5, 2 impressions of adomain 'illinois.edu' with mean price 0.3, 1 impressions of adomain 'info.nu.edu' with mean price 1.3, 1 impressions of adomain 'innovationaigroup.com' with mean price 0.4, 2 impressions of adomain 'invinity.com' with mean price 0.9, 1 impressions of adomain 'ishinews.com' with mean price 0.7, 2 impressions of adomain 'kaiserpermanente.org' with mean price 0.8, 2 impressions of adomain 'kci.com' with mean price 0.5, 4 impressions of adomain 'kingsford.com' with mean price 0.5, 1 impressions of adomain 'koonerfms.com' with mean price 1.5, 3 impressions of adomain 'lnkd.in' with mean price 2.5, 2 clicks of adomain 'mat3ra.com', 13 impressions of adomain 'mat3ra.com' with mean price 3.1, 1 impressions of adomain 'model1.com' with mean price 0.7, 1 impressions of adomain 'nachtlewis.com' with mean price 1.9, 2 impressions of adomain 'nativeforward.org' with mean price 0.2, 1 impressions of adomain 'ncees.org' with mean price 0.4, 1 impressions of adomain 'noria.com' with mean price 19.4, 1 impressions of adomain 'nzero.com' with mean price 0.7, 3 impressions of adomain 'oldrepublictitle.com' with mean price 1.2, 1 impressions of adomain 'ordercoldstone.com' with mean price 0.6, 1 impressions of adomain 'pacific.edu' with mean price 0.6, 3 impressions of adomain 'paramountplus.com' with mean price 0.3, 6 impressions of adomain 'paypal.com' with mean price 0.5, 7 impressions of adomain 'pge.com' with mean price 0.5, 2 impressions of adomain 'preferred-mfg.com' with mean price 0.7, 5 impressions of adomain 'propertyradar.com' with mean price 1.1, 1 impressions of adomain 'railsware.com' with mean price 0.6, 1 impressions of adomain 'rasky.com' with mean price 0.6, 1 impressions of adomain 'rightathomefranchise.com' with mean price 0.5, 9 impressions of adomain 'rrccompanies.com' with mean price 0.3, 2 impressions of adomain 'sabanci.com' with mean price 0.4, 1 impressions of adomain 'safeway.com' with mean price 0.4, 1 impressions of adomain 'samsung.com' with mean price 0.8, 12 impressions of adomain 'scottdatacenter.com' with mean price 0.8, 1 clicks of adomain 'scottdatacenter.com', 2 impressions of adomain 'siriusxm.com' with mean price 0.3, 9 impressions of adomain 'smu.edu' with mean price 0.5, 4 impressions of adomain 'st.com' with mean price 5.0, 1 clicks of adomain 'st.com', 4 impressions of adomain 'sungrowpower.com' with mean price 0.3, 1 impressions of adomain 'sysco.com' with mean price 0.4, 2 impressions of adomain 'temptationstreats.com' with mean price 0.6, 5 impressions of adomain 'ten-x.com' with mean price 0.5, 14 impressions of adomain 'thecheesecakefactory.com' with mean price 0.3, 1 impressions of adomain 'tiktok.com' with mean price 1.8, 1 impressions of adomain 'totalhealthdentalcare.com' with mean price 0.4, 4 impressions of adomain 'trigen-energy.com' with mean price 0.6, 1 impressions of adomain 'uncommon.us' with mean price 0.1, 1 impressions of adomain 'upworthy.com' with mean price 0.5, 3 impressions of adomain 'viasat.com' with mean price 0.2, 1 impressions of adomain 'weatherweld.com' with mean price 0.4, 1 impressions of adomain 'wetzels.com' with mean price 0.3, 8 impressions of adomain 'wonderfl.com' with mean price 0.5, 3 impressions of adomain 'yocanblack.com' with mean price 0.3, 1 impressions of adomain 'yoursunday.pro' with mean price 0.2; 13 sessions in app 'in.playsimple.wordtrip', 43 ad_requests with mean bid_floor 18.0; 51 sessions in app 'net.peakgames.ginrummyplus', 746 ad_requests with mean bid_floor 30.9; 1 sessions in app 'spider.solitaire.card.games', 3 ad_requests with mean bid_floor 68.5';dc_35roundended_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 2024-12-27 11:31:33;time_since_impression_in_hours is 0;channel is 'USA/V/applovin/canasta.card.game.trick.rummy.poker.joker.online.multiplayer.offline.game/False/117';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.615470550355622;partition is 2164;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.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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_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.spades_Android_CPI_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' '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.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' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_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.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' '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.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_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.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_35roundended_before_d8)_abdoul_V4_2mln' '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.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' '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' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'f0d86ad7-bcee-4b1d-9288-7004164020e5;uuid is '0e35869d-e373-4309-b7a1-890f7d963335';bid_timestamp is '2025-01-13 1:19:29';device_id is 'f0d86ad7-bcee-4b1d-9288-7004164020e5';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 18.5477805821394;target_cpi is 1.63952689401357;campaign is 57724;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 ;prior_tag_impressions_count is 28 ;time_since_impression is 365804 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.04;prior_theme_impressions_count is 28;prior_tag_clicks_count is 8 ;time_since_click is '365786';hour is '2025-01-13 01:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '6 sessions in app 'and.lihuhu.woober', 759 ad_requests with mean bid_floor 30.0, 1 impressions of adomain 'dailytimes247.com' with mean price 0.5, 4 impressions of adomain 'disneyplus.com' with mean price 0.2, 1 impressions of adomain 'doordash.com' with mean price 0.1, 10 impressions of adomain 'onlinemediasolutions.com' with mean price 0.2, 1 impressions of adomain 'samsung.com' with mean price 0.6; 6 sessions in app 'com.blackout.spades', 648 ad_requests with mean bid_floor 32.3, 6 impressions of adomain 'amazon.com' with mean price 0.6, 1 impressions of adomain 'chomps.com' with mean price 0.7, 1 impressions of adomain 'coldstonecreamery.com' with mean price 0.7, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 18.5, 1 impressions of adomain 'orgain.com' with mean price 0.4, 1 impressions of adomain 'poise.com' with mean price 0.4, 2 impressions of adomain 'premierprotein.com' with mean price 0.4, 1 impressions of adomain 'starz.com' with mean price 0.4; 2 sessions in app 'com.block.juggle', 6 ad_requests with mean bid_floor 8.8; 1 sessions in app 'com.dna.solitaireapp', 11 ad_requests with mean bid_floor 109.2; 1 sessions in app 'com.forevernine.texaspoker.android', 2 ad_requests with mean bid_floor 22.7; 2 sessions in app 'com.guochao.faceshow', 2 ad_requests with mean bid_floor 0.0; 6 sessions in app 'com.ig.wood.nuts.bolts.puzzle', 99 ad_requests with mean bid_floor 66.9, 2 impressions of adomain 'adidas.com' with mean price 0.2, 18 impressions of adomain 'amazon.com' with mean price 0.5, 2 impressions of adomain 'chomps.com' with mean price 0.3, 2 impressions of adomain 'flixchatter.net' with mean price 0.3, 1 impressions of adomain 'gatorade.com' with mean price 0.4, 7 impressions of adomain 'go.com' with mean price 0.5, 1 impressions of adomain 'iottechnews.com' with mean price 0.3, 1 impressions of adomain 'nutramaxlabs.com' with mean price 0.2, 3 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'progressive.com' with mean price 0.2, 2 impressions of adomain 'toyota.com' with mean price 0.4, 1 impressions of adomain 'wkkellogg.com' with mean price 0.3; 1 sessions in app 'com.myyearbook.m', 2 ad_requests with mean bid_floor 10.4; 1 sessions in app 'com.newpubco.spades', 12 ad_requests with mean bid_floor 5.5, 1 impressions of adomain 'hf.org' with mean price 0.7; 1 sessions in app 'com.peoplefun.wordcross', 2 ad_requests with mean bid_floor 3.7; 4 sessions in app 'com.skout.android', 6 ad_requests with mean bid_floor 10.9; 2 sessions in app 'com.tapped.snipersiege', 39 ad_requests with mean bid_floor 0.8; 2 sessions in app 'com.tripledot.solitaire', 109 ad_requests with mean bid_floor 13.9; 1 sessions in app 'com.xiyou.puzzle.card.solitaire.classic', 2 ad_requests with mean bid_floor 110.0; 1 sessions in app 'in.playsimple.wordtrip', 1 ad_requests with mean bid_floor 25.6; 2 sessions in app 'loppipoppi.numbermatch', 61 ad_requests with mean bid_floor 5.6, 1 impressions of adomain 'adidas.com' with mean price 0.1, 1 impressions of adomain 'boo.world' with mean price 9.4, 1 impressions of adomain 'honest.com' with mean price 1.2, 1 impressions of adomain 'icyhot.com' with mean price 0.2, 1 impressions of adomain 'kindsnacks.com' with mean price 0.4, 1 impressions of adomain 'temu.com' with mean price 0.1, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2';dc_35roundended_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 2025-01-13 1:21:57;time_since_impression_in_hours is 101;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 102;fast_imp_12h is 2;fast_click_2h is 2;rnd is 0.376592526862772;partition is 2934;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' '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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' 'and.brainworks.nummatch_Android_CPI_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.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' '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' '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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_V6_2000k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_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(140)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' '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(141)_abdoul_mmp_light_V6_500k' '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(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_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_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_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_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_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.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_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(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(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' 'bloom_com.blackout.spades_USA_95' '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']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '2525a073-3adc-41fb-84e6-42acd5e41e90;uuid is '3210844d-796f-40b0-9ccb-2a57f8e5dfc9';bid_timestamp is '2025-02-03 0:23:53';device_id is '2525a073-3adc-41fb-84e6-42acd5e41e90';biddate is '2025-02-03';country is 'USA';app is 'com.lming.StickManRun';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'FALSE';payload_creative_hash is 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'chartboost-android-sdk';raw_price is 14.064682049857;target_cpi is 0.3;campaign is 58188;creative_id is 229452;session_duration is 0 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'vi';bid_floor is 13.2606 ;min_floor is 13.2606 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;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 '2025-02-03 00:00:00+00:00';day_of_week is '0';os_version is 13;user_behavior_stats_in_past is '2 sessions in app 'com.lming.StickManRun', 43 ad_requests with mean bid_floor 13.2; 2 sessions in app 'com.newpubco.spades', 35 ad_requests with mean bid_floor 20.0';dc_35roundended_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 2025-02-03 0:27:02;time_since_impression_in_hours is 0;channel is 'USA/V/chartboost-android-sdk/com.lming.StickManRun/False/98';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.209431509592051;partition is 553;segments is ['bloom_com.blackout.spades_USA_30d']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'e22963d8-2070-4b75-bef4-6cbd77e372bf;uuid is '2d787fc7-cff5-40eb-b50d-5077cf6762eb';bid_timestamp is '2024-12-15 1:36:30';device_id is 'e22963d8-2070-4b75-bef4-6cbd77e372bf';biddate is '2024-12-15';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 17.5048777852352;target_cpi is 2;campaign is 57577;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 ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 3 ;time_since_impression is 18289439 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.56999999999999;prior_theme_impressions_count is 3;prior_tag_clicks_count is 3 ;time_since_click is '18289427';hour is '2024-12-15 01:00:00+00:00';day_of_week is '6';os_version is 13;user_behavior_stats_in_past is '2 sessions in app 'com.blackout.spades', 97 ad_requests with mean bid_floor 20.4, 1 impressions of adomain 'intuit.com' with mean price 1.3; 1 sessions in app 'com.fiogonia.spades', 30 ad_requests with mean bid_floor 50.1; 2 sessions in app 'com.pixel.art.coloring.color.number', 41 ad_requests with mean bid_floor 19.6; 1 sessions in app 'com.yallaplay.spadesmasters', 18 ad_requests with mean bid_floor 244.9; 7 sessions in app 'spades.solitaire.card.games.free', 246 ad_requests with mean bid_floor 37.3';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45647.7640277778;ag_retention_d1_timestamp is 2024-12-15 1:41:52;0_timestamp is 2024-12-15 1:41:52;time_since_impression_in_hours is 5080;channel is 'USA/V/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 5080;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.117116473936315;partition is 985;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.newpubco.spades_Android_CPI_abdoul_V6_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_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' '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_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(148)_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.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(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(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' '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_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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' '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' '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(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_mmp_V5_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(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' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' '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_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(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.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '80c213b8-114c-405d-b319-eefa15573bdd;uuid is '210838aa-88e1-41a6-8d13-2b45b5f4e9d7';bid_timestamp is '2024-12-17 18:18:04';device_id is '80c213b8-114c-405d-b319-eefa15573bdd';biddate is '2024-12-17';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 8.09845738067385;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 40.423729;placement_historical_value is 8.025805;third_party_bid_price is ;prior_tag_impressions_count is 33 ;time_since_impression is 27955058 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.96;prior_theme_impressions_count is 33;prior_tag_clicks_count is 7 ;time_since_click is '27955049';hour is '2024-12-17 18:00:00+00:00';day_of_week is '1';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.anti.virus.security', 2 ad_requests with mean bid_floor 48.5; 2 sessions in app 'com.applock.launcher', 2 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.baliuapps.superapp', 3 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.laim.laim', 1 ad_requests with mean bid_floor 0.0; 114 sessions in app 'com.magnify.sharp.sight', 3226 ad_requests with mean bid_floor 30.7; 1 sessions in app 'com.miniclip.puresoldier', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.playvalve.solitaire', 1 ad_requests with mean bid_floor 6.4; 23 sessions in app 'com.plush.rounsm.clean', 151 ad_requests with mean bid_floor 5.2; 22 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 630 ad_requests with mean bid_floor 14.7, 1 impressions of adomain 'intuit.com' with mean price 4.9, 1 clicks of adomain 'tech.pokergaga.net', 2 impressions of adomain 'tech.pokergaga.net' with mean price 11.5; 2 sessions in app 'com.sports.real.golf.rival.online', 12 ad_requests with mean bid_floor 107.8; 1 sessions in app 'com.talkielive', 4 ad_requests with mean bid_floor 5.2; 1 sessions in app 'in.playsimple.wordsearch', 1 ad_requests with mean bid_floor 4.4; 5 sessions in app 'jp.samuraidev.pj000066', 10 ad_requests with mean bid_floor 0.0; 13 sessions in app 'kjv.bible.kingjamesbible', 32 ad_requests with mean bid_floor 0.3; 1 sessions in app 'ske.arbc.we.neat', 2 ad_requests with mean bid_floor 5.2';dc_35roundended_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 2024-12-17 20:24:36;time_since_impression_in_hours is 7765;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 7765;fast_imp_12h is 3;fast_click_2h is 1;rnd is 0.982269049663526;partition is 985;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(dc_35roundended_before_d8)_abdoul_mmp_V6_500k' '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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' '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.hutchgames.formularacing_Android_CPI_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' '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.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' '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' '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.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' '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(148)_abdoul_mmp_V6_100k' '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(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_35roundended_before_d8)_abdoul_V3_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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_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(141)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' '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.newpubco.spades_Android_CPA(140)_abdoul_mmp_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.spades_Android_CPA(147)_abdoul_mmp_V6_500k' '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(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_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(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(140)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'b490575b-0cd9-4f2e-b6cc-16a98107d850;uuid is '4b6dd342-a3a1-4ce0-a604-11682ee0e93d';bid_timestamp is '2025-02-02 0:12:36';device_id is 'b490575b-0cd9-4f2e-b6cc-16a98107d850';biddate is '2025-02-02';country is 'USA';app is 'com.adgo.insightmessenger';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'TRUE';payload_creative_hash is 'e2df45cf66468ee587664e3dc6c19234';display_manager is 'chartboost-android-sdk';raw_price is 2.26025376655015;target_cpi is 0.3;campaign is 58188;creative_id is 229452;session_duration is 251 ;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 ;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 '2025-02-02 00:00:00+00:00';day_of_week is '6';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'com.adgo.insightmessenger', 81 ad_requests with mean bid_floor 11.3; 2 sessions in app 'com.newpubco.spades', 29 ad_requests with mean bid_floor 12.2, 1 impressions of adomain 'spectrum.com' with mean price 1.2';dc_35roundended_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 2025-02-02 1:40:11;time_since_impression_in_hours is 0;channel is 'USA/I/chartboost-android-sdk/com.adgo.insightmessenger/True/98';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.984409424412879;partition is 2773;segments is ['explore']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '1cb68fff-c3c2-4169-b7fc-c2c60589c9a8;uuid is 'a06a9f2c-7ceb-451f-9698-0315f4e1154c';bid_timestamp is '2025-01-20 1:23:03';device_id is '1cb68fff-c3c2-4169-b7fc-c2c60589c9a8';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 19.0124532604937;target_cpi is 0.818843908972609;campaign is 58068;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 2.968;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 2 ;time_since_impression is 165307 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 0.93;prior_theme_impressions_count is 2;prior_tag_clicks_count is 1 ;time_since_click is '594456';hour is '2025-01-20 01:00:00+00:00';day_of_week is '0';os_version is 11;user_behavior_stats_in_past is '27 sessions in app 'com.blackout.spades', 5003 ad_requests with mean bid_floor 35.7, 8 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'clorox.com' with mean price 0.2, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.4, 2 impressions of adomain 'mobilesafetytech.com' with mean price 0.4, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 19.0, 2 impressions of adomain 'nutrafol.com' with mean price 0.3, 1 clicks of adomain 'paramount.com', 7 impressions of adomain 'paramount.com' with mean price 68.4, 1 impressions of adomain 'paramountplus.com' with mean price 0.4, 6 impressions of adomain 'rockymountnc.gov' with mean price 0.5, 2 impressions of adomain 'samhsa.gov' with mean price 0.4; 35 sessions in app 'com.fiogonia.spades', 7367 ad_requests with mean bid_floor 38.2; 4 sessions in app 'com.handmark.expressweather', 9 ad_requests with mean bid_floor 61.7; 2 sessions in app 'com.newpubco.spades', 524 ad_requests with mean bid_floor 9.1, 9 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'americanforestmanagement.com' with mean price 0.8, 2 impressions of adomain 'avistaresort.com' with mean price 0.3, 1 impressions of adomain 'bounty.com' with mean price 5.6, 7 impressions of adomain 'chumbacasino.com' with mean price 0.2, 1 impressions of adomain 'clorox.com' with mean price 0.2, 8 impressions of adomain 'coca-cola.com' with mean price 0.2, 1 impressions of adomain 'dasher.doordash.com' with mean price 1.2, 3 impressions of adomain 'depend.com' with mean price 0.1, 1 impressions of adomain 'dickssportinggoods.com' with mean price 0.4, 4 impressions of adomain 'dollargeneral.com' with mean price 0.6, 1 impressions of adomain 'haleon.com' with mean price 0.2, 1 impressions of adomain 'higgsgamestudio.com' with mean price 0.4, 2 impressions of adomain 'hillspet.com' with mean price 0.2, 1 impressions of adomain 'hondadealers.com' with mean price 0.2, 1 impressions of adomain 'ivory.com' with mean price 0.5, 1 impressions of adomain 'kitchenaid.com' with mean price 0.2, 1 impressions of adomain 'kleenex.com' with mean price 0.2, 1 impressions of adomain 'klover.app' with mean price 0.4, 1 impressions of adomain 'legends.ninetwentygames.com' with mean price 0.3, 1 impressions of adomain 'liquid-iv.com' with mean price 0.1, 1 impressions of adomain 'mccormick.com' with mean price 0.3, 9 impressions of adomain 'metronet.com' with mean price 0.2, 1 impressions of adomain 'mondelezinternational.com' with mean price 0.4, 1 impressions of adomain 'newchapter.com' with mean price 0.2, 1 impressions of adomain 'newmarbleclassic.com' with mean price 9.5, 1 impressions of adomain 'paramount.com' with mean price 50.1, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 1 impressions of adomain 'prestigebrands.com' with mean price 0.1, 4 impressions of adomain 'productmadness.com' with mean price 0.2, 1 impressions of adomain 'sandersonfarms.com' with mean price 0.2, 1 impressions of adomain 'spinxgames.com' with mean price 0.2, 2 impressions of adomain 'starbucks.com' with mean price 0.1, 3 impressions of adomain 'subaru.com' with mean price 0.2, 1 impressions of adomain 'talkingtomandfriends.com' with mean price 0.1, 1 impressions of adomain 'triangleweddingshow.com' with mean price 0.1, 10 impressions of adomain 'uscellular.com' with mean price 0.2, 1 impressions of adomain 'vicks.com' with mean price 4.5, 2 impressions of adomain 'wawa.com' with mean price 0.3; 1 sessions in app 'com.pixel.art.coloring.color.number', 24 ad_requests with mean bid_floor 27.9; 2 sessions in app 'com.playcus.bingostar', 24 ad_requests with mean bid_floor 67.6; 2 sessions in app 'com.tripledot.woodoku', 5 ad_requests with mean bid_floor 3.8; 1 sessions in app 'com.vitastudio.mahjong', 9 ad_requests with mean bid_floor 36.1; 2 sessions in app 'od_13611', 0 ad_requests with mean bid_floor 0.0; 2 sessions in app 'wood.block.crush.adventure.puzzle.games', 7 ad_requests with mean bid_floor 28.6';dc_35roundended_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 2025-01-20 1:26:58;time_since_impression_in_hours is 45;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 165;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.46451007410335;partition is 3062;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'bloom_com.blackout.spades_GBR_80' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_500k' '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.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_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.spades_Android_CPA(120)_abdoul_V6_500k' '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_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(146)_abdoul_mmp_V5_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(108)_abdoul_mmp_V5_2000k' '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' '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(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_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_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(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' '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(140)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V5_100k' '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' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' '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.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_V5_100k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_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.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(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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_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' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.hearts_Android_CPI_abdoul_V6_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(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.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_500k' '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(146)_abdoul_V6_100k' '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_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' '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' '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.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_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(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.spades_Android_CPI_abdoul_mmp_V5_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' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '4cd98bdb-7445-401b-8ebd-3f4e63a8706e;uuid is '6c5ab279-4647-415c-be1e-f4a1d99a3102';bid_timestamp is '2024-12-18 1:56:59';device_id is '4cd98bdb-7445-401b-8ebd-3f4e63a8706e';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 7.07079383014247;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 'vi';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is ;placement_historical_value is 9.474916;third_party_bid_price is ;prior_tag_impressions_count is 11 ;time_since_impression is 89387 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.35;prior_theme_impressions_count is 11;prior_tag_clicks_count is 5 ;time_since_click is '684555';hour is '2024-12-18 01:00:00+00:00';day_of_week is '2';os_version is 13;user_behavior_stats_in_past is '10 sessions in app 'and.lihuhu.threedotscollectemall', 123 ad_requests with mean bid_floor 2.5; 12 sessions in app 'ball.sort.color.puzzle.offline.games', 403 ad_requests with mean bid_floor 54.0; 1 sessions in app 'ball.sort.color.water.puzzle.games', 2 ad_requests with mean bid_floor 3.7; 1 sessions in app 'ball.sort.puzzle.color.sorting.bubble.games', 17 ad_requests with mean bid_floor 7.5, 1 impressions of adomain 'kailashenergy.com' with mean price 0.2, 1 impressions of adomain 'xtandi.com' with mean price 0.5; 1 sessions in app 'com.RealGC.eurobus', 4 ad_requests with mean bid_floor 0.0; 91 sessions in app 'com.blackout.spades', 29980 ad_requests with mean bid_floor 28.1, 27 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'ancientnutrition.com' with mean price 0.2, 1 impressions of adomain 'anytimefitness.com' with mean price 0.5, 7 impressions of adomain 'betrivers.com' with mean price 0.1, 1 impressions of adomain 'bluebuffalo.com' with mean price 0.2, 1 impressions of adomain 'capvaxive.com' with mean price 0.2, 1 impressions of adomain 'cash.app' with mean price 0.1, 3 impressions of adomain 'churchdwight.com' with mean price 0.2, 3 impressions of adomain 'clorox.com' with mean price 0.3, 1 impressions of adomain 'coach.com' with mean price 0.3, 127 impressions of adomain 'ddc-law.com' with mean price 0.2, 1 impressions of adomain 'disneyplus.com' with mean price 0.2, 1 impressions of adomain 'easyoff.us' with mean price 0.2, 3 impressions of adomain 'ferrero.com' with mean price 0.5, 1 impressions of adomain 'galderma.com' with mean price 0.3, 1 impressions of adomain 'glcminerals.com' with mean price 0.5, 1 impressions of adomain 'gvokeglucagon.com' with mean price 1.2, 17 impressions of adomain 'hellolido.com' with mean price 0.2, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.1, 6 impressions of adomain 'instagram.com' with mean price 0.3, 1 impressions of adomain 'kay.com' with mean price 0.9, 2 impressions of adomain 'kelloggs.com' with mean price 1.1, 5 impressions of adomain 'leelanausandscasino.com' with mean price 0.4, 1 impressions of adomain 'liquid-iv.com' with mean price 0.3, 1 impressions of adomain 'marcus.com' with mean price 0.1, 2 impressions of adomain 'metabolicmaintenance.com' with mean price 6.3, 1 clicks of adomain 'metabolicmaintenance.com', 3 impressions of adomain 'michigan.gov' with mean price 0.3, 3 impressions of adomain 'mobilesafetytech.com' with mean price 0.2, 1 impressions of adomain 'newpub.co/watersort' with mean price 2.3, 11 impressions of adomain 'nutrafol.com' with mean price 0.3, 1 impressions of adomain 'nuunlife.com' with mean price 0.2, 2 impressions of adomain 'olly.com' with mean price 0.2, 1 impressions of adomain 'originmaine.com' with mean price 0.2, 1 impressions of adomain 'proof-advertising.com' with mean price 0.2, 1 impressions of adomain 'serrachryslerdodgejeepramtraversecity.com' with mean price 0.3, 1 clicks of adomain 'temu.com', 15 impressions of adomain 'temu.com' with mean price 9.6, 1 impressions of adomain 'thesimplygoodfoodscompany.com' with mean price 2.2, 3 impressions of adomain 'toro.com' with mean price 0.4, 1 impressions of adomain 'turtlecreekcasino.com' with mean price 0.1, 2 impressions of adomain 'tylenol.com' with mean price 1.1, 5 impressions of adomain 'wkkellogg.com' with mean price 0.2; 2 sessions in app 'com.bravestars.x2blocks.merge.blocks', 22 ad_requests with mean bid_floor 4.6; 1 sessions in app 'com.casual.ggbo', 90 ad_requests with mean bid_floor 17.6; 1 sessions in app 'com.cgstudio.blossomparadise', 36 ad_requests with mean bid_floor 5.5; 4 sessions in app 'com.euchre.solitaire.plus.offline.free.card.games', 607 ad_requests with mean bid_floor 13.1; 2 sessions in app 'com.fc.hexa.sort.color.sorting.brain.puzzle', 23 ad_requests with mean bid_floor 3.2; 4 sessions in app 'com.fiogonia.spades', 5 ad_requests with mean bid_floor 6.4; 1 sessions in app 'com.globalplay.birdsort', 25 ad_requests with mean bid_floor 39.5; 2 sessions in app 'com.globalplay.birdsort2.color.puzzle', 14 ad_requests with mean bid_floor 21.6; 5 sessions in app 'com.ig.ball.sort.color.puzzle', 189 ad_requests with mean bid_floor 1.5; 2 sessions in app 'com.inspiredsquare.jupiter', 27 ad_requests with mean bid_floor 5.6; 1 sessions in app 'com.kiwifun.game.android.numbermaster.puzzles', 12 ad_requests with mean bid_floor 19.9; 16 sessions in app 'com.loop.number.match.pethereum', 155 ad_requests with mean bid_floor 5.8; 1 sessions in app 'com.mindmill.dice.puzzle.games.merge.offline', 1 ad_requests with mean bid_floor 18.0; 1 sessions in app 'com.pangle.king.axe', 5 ad_requests with mean bid_floor 5.2; 5 sessions in app 'com.playvalve.ballsort', 76 ad_requests with mean bid_floor 19.3; 2 sessions in app 'com.playvalve.solitaire', 2 ad_requests with mean bid_floor 3.1; 33 sessions in app 'com.puzzle.number.games.merge.classic', 453 ad_requests with mean bid_floor 4.9; 7 sessions in app 'com.sh.triple.match.master.tile.games', 37 ad_requests with mean bid_floor 5.3; 3 sessions in app 'com.sophungamesltd.fantasytile', 32 ad_requests with mean bid_floor 1.7, 1 impressions of adomain 'turtlecreekcasino.com' with mean price 0.4; 3 sessions in app 'com.tripledot.woodoku', 40 ad_requests with mean bid_floor 4.3; 4 sessions in app 'com.veraxen.sortpuzzle', 110 ad_requests with mean bid_floor 1.3; 27 sessions in app 'cube.games.drop.block.allinone', 247 ad_requests with mean bid_floor 5.7; 31 sessions in app 'find.spot.fun.relax.difference', 2122 ad_requests with mean bid_floor 21.9, 5 impressions of adomain 'betrivers.com' with mean price 0.1, 1 impressions of adomain 'glowessentialsco.com' with mean price 15.7, 1 impressions of adomain 'jigsaw.puzzle.game' with mean price 0.0, 1 impressions of adomain 'joinpropel.com' with mean price 0.0, 1 impressions of adomain 'temu.com' with mean price 0.1; 1 sessions in app 'fkpss.game.xixi.xh', 137 ad_requests with mean bid_floor 17.3; 9 sessions in app 'funvent.tilepark', 52 ad_requests with mean bid_floor 1.3, 1 impressions of adomain 'leelanausandscasino.com' with mean price 0.2; 2 sessions in app 'games.burny.color.sort.woody.puzzle', 8 ad_requests with mean bid_floor 81.2; 3 sessions in app 'in.playsimple.wordtrip', 8 ad_requests with mean bid_floor 4.6; 1 sessions in app 'kidultlovin.word.zen', 1 ad_requests with mean bid_floor 7.6; 54 sessions in app 'traffic.car.jam.escape.parking.puzzle.race', 6133 ad_requests with mean bid_floor 3.0, 8 impressions of adomain 'betrivers.com' with mean price 0.1, 2 impressions of adomain 'bluenile.com' with mean price 0.0, 6 impressions of adomain 'disneyplus.com' with mean price 0.0, 4 impressions of adomain 'fancygamestudio.com' with mean price 1.7, 3 impressions of adomain 'fetchrewards.com' with mean price 0.0, 1 impressions of adomain 'hellolido.com' with mean price 0.0, 1 impressions of adomain 'homes.com' with mean price 0.0, 1 impressions of adomain 'hsn.com' with mean price 0.0, 1 impressions of adomain 'iheart.com' with mean price 0.0, 2 impressions of adomain 'kidultlovin.com' with mean price 0.0, 1 impressions of adomain 'learnings.ai' with mean price 0.0, 1 impressions of adomain 'lordhair.com' with mean price 0.0, 3 impressions of adomain 'megafortuna.co' with mean price 0.0, 3 impressions of adomain 'metabolicmaintenance.com' with mean price 1.9, 11 impressions of adomain 'newpub.co' with mean price 4.4, 36 impressions of adomain 'newpub.co/watersort' with mean price 6.9, 3 clicks of adomain 'newpub.co/watersort', 1 impressions of adomain 'nomatic.com' with mean price 0.0, 2 clicks of adomain 'onewaythink.com', 35 impressions of adomain 'onewaythink.com' with mean price 4.1, 2 impressions of adomain 'playtika.com' with mean price 2.4, 1 impressions of adomain 'podcast.com' with mean price 0.0, 1 impressions of adomain 'rovio.com' with mean price 0.0, 1 impressions of adomain 'speelead.com' with mean price 1.4, 11 impressions of adomain 'starbucks.com' with mean price 0.0, 5 impressions of adomain 'temu.com' with mean price 0.1, 1 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'turtlecreekcasino.com' with mean price 0.1';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2024-12-20 20:32:33;dc_15roundended_before_d8_timestamp is 45645.74;ag_retention_d1_timestamp is 2024-12-18 2:03:54;0_timestamp is 2024-12-18 2:03:54;time_since_impression_in_hours is 24;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 190;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.761804888365172;partition is 1662;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.dekovir.wordrift_Android_CPI_abdoul_V3_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_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'and.lihuhu.findmatch_Android_CPA(COMPLETE_LEVEL_10)_abdoul_V4_100k' '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(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(146)_abdoul_mmp_light_V6_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.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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_loop_180min)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_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(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_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(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(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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' 'and.lihuhu.findmatch_Android_CPA(COMPLETE_LEVEL_10)_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_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' '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_mmp_light_V6_100k' '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_40roundended_before_d8)_abdoul_mmp_light_V6_500k' '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.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(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' '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.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(108)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_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.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(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.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_100k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'b2b5a194-3b1a-4971-a1a3-c79bbc5e2214;uuid is '47d9bc6d-4673-49ac-b2be-05051e98e107';bid_timestamp is '2025-02-06 3:30:21';device_id is 'b2b5a194-3b1a-4971-a1a3-c79bbc5e2214';biddate is '2025-02-06';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 14.8771400725303;target_cpi is 0.815624423581224;campaign is 58068;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 33.92;placement_historical_value is 13.681316;third_party_bid_price is ;prior_tag_impressions_count is 18 ;time_since_impression is 4922360 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.01;prior_theme_impressions_count is 18;prior_tag_clicks_count is 3 ;time_since_click is '4922353';hour is '2025-02-06 03:00:00+00:00';day_of_week is '3';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'com.adgo.dailypal', 82 ad_requests with mean bid_floor 15.2; 1 sessions in app 'com.barkaoui.city.classify', 5 ad_requests with mean bid_floor 5.2; 6 sessions in app 'com.blackout.spades', 809 ad_requests with mean bid_floor 32.0, 1 impressions of adomain 'kelloggs.com' with mean price 2.4, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 14.9, 1 impressions of adomain 'offerhives.com' with mean price 0.7; 1 sessions in app 'com.easybrain.number.puzzle.game', 1 ad_requests with mean bid_floor 1.3; 1 sessions in app 'com.newpubco.spades', 25 ad_requests with mean bid_floor 20.2; 3 sessions in app 'com.vitastudio.mahjong', 34 ad_requests with mean bid_floor 17.2, 1 impressions of adomain 'beiersdorf.com' with mean price 0.3, 1 impressions of adomain 'castrol.com' with mean price 0.1, 2 impressions of adomain 'hhs.gov' with mean price 0.1, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.1, 1 impressions of adomain 'sunkist.com' with mean price 0.1, 3 impressions of adomain 'wellbizbrands.com' with mean price 0.1';dc_35roundended_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 2025-02-06 3:35:31;time_since_impression_in_hours is 1367;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1367;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.00423139410408868;partition is 854;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_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.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.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(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.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(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(ag_retention_d1)_abdoul_V6_500k' '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_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(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.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(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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '13276124-c21a-403d-9f44-6d5c8c071a38;uuid is '4a2fa2f5-860b-42f1-a0ef-2ace12d9b816';bid_timestamp is '2024-12-27 5:59:14';device_id is '13276124-c21a-403d-9f44-6d5c8c071a38';biddate is '2024-12-27';country is 'USA';app is 'com.pieyel.scrabble';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 20.4894593918185;target_cpi is 1.84705660209873;campaign is 57661;creative_id is 229286;session_duration is 0 ;seller_name is 'Scopely MAX';seller_id is 173;content_type is 'i';bid_floor is 0.5406 ;min_floor is 0.5406 ;bidmachine_placement_value is 6.523077;placement_historical_value is 9.014077;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.85;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-27 05:00:00+00:00';day_of_week is '4';os_version is 13;user_behavior_stats_in_past is '5 sessions in app 'com.blacklightsw.ludo', 383 ad_requests with mean bid_floor 61.4; 1 sessions in app 'com.funcraft.whamzee', 320 ad_requests with mean bid_floor 90.4, 2 clicks of adomain 'playwsop.com', 4 impressions of adomain 'playwsop.com' with mean price 61.3; 3 sessions in app 'com.gazeus.dominoes.battle.board.game', 123 ad_requests with mean bid_floor 13.3; 1 sessions in app 'com.kamagames.blackjack', 2 ad_requests with mean bid_floor 2.6; 4 sessions in app 'com.mesmerizing.wallpapers', 21 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.mobilityware.CrazyEights', 27 ad_requests with mean bid_floor 80.0; 2 sessions in app 'com.mohamedelsmahy.swimmingduckmergest', 79 ad_requests with mean bid_floor 8.9; 3 sessions in app 'com.moonfrog.parchisi.club', 136 ad_requests with mean bid_floor 47.9; 4 sessions in app 'com.northskygames.SpiteAndMalice', 33 ad_requests with mean bid_floor 2.2; 2 sessions in app 'com.offerup', 6 ad_requests with mean bid_floor 9.5; 4 sessions in app 'com.tatem.card.match.puzzle', 36 ad_requests with mean bid_floor 32.5; 5 sessions in app 'com.trivia.star.android', 345 ad_requests with mean bid_floor 122.3, 4 clicks of adomain 'playwsop.com', 7 impressions of adomain 'playwsop.com' with mean price 51.9; 1 sessions in app 'com.tvata.drag.flight', 25 ad_requests with mean bid_floor 27.3; 1 sessions in app 'in.crossy.daily_crossword', 1 ad_requests with mean bid_floor 3.0; 2 sessions in app 'in.playsimple.wordtrip', 8 ad_requests with mean bid_floor 7.7; 2 sessions in app 'trivia.master.question.quiz.answer.crack.star.millionaire.free.knowledge', 236 ad_requests with mean bid_floor 40.8';dc_35roundended_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 2024-12-27 22:15:09;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.pieyel.scrabble/False/173';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.209460151207965;partition is 3583;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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' 'loppipoppi.yatzy_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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_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_V3_100k' 'com.newpubco.spidersolitaire_Android_CPI_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(105)_abdoul_V4_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.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(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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_8level_start_befored8)_abdoul_V3_500k' '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(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.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_CPI_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_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' '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(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.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.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'loppipoppi.dominoes_Android_CPA_dc_8EndGame_BeforeD8_abdoul_100k_07_18_2024' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' '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.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_500k' '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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_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_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_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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '0046fa9b-1131-4480-96a2-ac21e91720db;uuid is '94ae2251-029a-4a78-8614-97ad2d4c51eb';bid_timestamp is '2025-01-14 0:02:58';device_id is '0046fa9b-1131-4480-96a2-ac21e91720db';biddate is '2025-01-14';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 '1adc3b318332f2151066d2c17cc742d8';display_manager is 'bidmachine';raw_price is 65.7241605809225;target_cpi is 24.6654865964704;campaign is 57720;creative_id is 229349;session_duration is 0 ;seller_name is 'Voodoo MAX';seller_id is 170;content_type is 'vi';bid_floor is 12.6466 ;min_floor is 0.0106 ;bidmachine_placement_value is ;placement_historical_value is 16.268719;third_party_bid_price is 12.6466;prior_tag_impressions_count is 2 ;time_since_impression is 3542130 ;learning is 0 ;creative_theme is 'general';user_coefficient is 1.35;prior_theme_impressions_count is 2;prior_tag_clicks_count is 1 ;time_since_click is '3542253';hour is '2025-01-14 00:00:00+00:00';day_of_week is '1';os_version is 14;user_behavior_stats_in_past is '21 sessions in app 'archery.clash.tournament', 435 ad_requests with mean bid_floor 3.5, 1 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 65.7; 1 sessions in app 'com.archery.battlehero.tournament.game', 160 ad_requests with mean bid_floor 38.5, 1 impressions of adomain 'bumble.com' with mean price 0.5, 1 impressions of adomain 'justdice.io' with mean price 0.2, 1 impressions of adomain 'starbucks.com' with mean price 0.2; 1 sessions in app 'com.blackout.spades', 13 ad_requests with mean bid_floor 5.3; 1 sessions in app 'com.duole.klondike.truck', 1 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.easyfun.solitaire', 60 ad_requests with mean bid_floor 1.1, 1 impressions of adomain 'acute.org' with mean price 0.3, 1 impressions of adomain 'tncleanfuels.org' with mean price 0.4; 11 sessions in app 'com.flyingwhalegames.carout', 190 ad_requests with mean bid_floor 17.6, 7 impressions of adomain 'instagram.com' with mean price 0.4, 1 impressions of adomain 'meineke.com' with mean price 0.6; 9 sessions in app 'com.intensedev.classicsolitaire.gp', 50 ad_requests with mean bid_floor 57.0; 510 sessions in app 'com.metropcs.metrozone', 2209 ad_requests with mean bid_floor 111.7; 2 sessions in app 'com.playvalve.dominoes', 60 ad_requests with mean bid_floor 90.1; 1 sessions in app 'in.playsimple.tripcross', 1 ad_requests with mean bid_floor 48.5; 4 sessions in app 'loppipoppi.dominoes', 84 ad_requests with mean bid_floor 15.1, 1 impressions of adomain 'bioptimizers.com' with mean price 0.7, 2 impressions of adomain 'meineke.com' with mean price 0.8, 1 impressions of adomain 'poise.com' with mean price 0.3';dc_35roundended_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 983;channel is 'USA/I/bidmachine/archery.clash.tournament/False/170';time_since_click_in_hours is 984;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.196643050138152;partition is 3583;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_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' '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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' '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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' '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.newpubco.spades_Android_CPI_abdoul_V4_500k' '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' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' '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.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' '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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_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.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V3_500k' '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' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' 'bloom_com.blackout.spades_USA_80' '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.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'bloom_com.easyfun.solitaire_USA_95' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' '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.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.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_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_CPA(110)_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_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' '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' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_AG_100k_21_12_2024' '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.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.partyup.blockjam_Android_CPI_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.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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI(install)_abdoul_V4_MMP_100k_10_21_2024' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_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_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_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(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.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95' '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' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '996af2f9-95f7-4a24-bc6f-f6a3db461529;uuid is 'b55f4491-8416-4994-8364-a0fb39630ab0';bid_timestamp is '2025-02-06 0:20:00';device_id is '996af2f9-95f7-4a24-bc6f-f6a3db461529';biddate is '2025-02-06';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 'e2401e72fc52c3229734a274561ae4e5';display_manager is 'bidmachine';raw_price is 133.271322232529;target_cpi is 1.5;campaign is 58205;creative_id is 229461;session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is 247;content_type is 'i';bid_floor is 35.165 ;min_floor is 1.6006 ;bidmachine_placement_value is 25.44;placement_historical_value is ;third_party_bid_price is 35.165;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'SoftTricky';user_coefficient is 3.18;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 00:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.alper.okey101.hd', 19 ad_requests with mean bid_floor 5.9; 3 sessions in app 'com.blackout.spades', 67 ad_requests with mean bid_floor 46.4, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 133.3; 1 sessions in app 'com.fiogonia.spades', 30 ad_requests with mean bid_floor 41.8; 34 sessions in app 'com.mobilefootie.wc2010', 42 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.newpubco.spades', 29 ad_requests with mean bid_floor 22.3, 1 impressions of adomain 'amazon.com' with mean price 0.6, 1 impressions of adomain 'samsung.com' with mean price 0.5, 1 impressions of adomain 'scopely.com' with mean price 0.6; 1 sessions in app 'com.playvalve.solitaire', 24 ad_requests with mean bid_floor 124.1, 1 impressions of adomain 'amazon.com' with mean price 1.0; 1 sessions in app 'solitaire.classic.hungrystudio.free.klondike.card.patience', 7 ad_requests with mean bid_floor 3.5';dc_35roundended_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 2025-02-06 0:37:57;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.49657236950749;partition is 3186;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d7)_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_CPI(install)_abdoul_V7_UNKNOWN_PRICE_AG_100k_01_31_2025' 'bloom_com.blackout.spades_USA_80' 'bloom_com.blackout.spades_GBR_30d' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'bloom_com.blackout.spades_USA_95' 'bloom_com.fiogonia.spades_USA_80']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '128ff422-fe07-4dd1-85be-a9b46dc6b636;uuid is 'a21a14d6-f962-48b3-9fa6-d7d64603e164';bid_timestamp is '2025-02-08 12:54:02';device_id is '128ff422-fe07-4dd1-85be-a9b46dc6b636';biddate is '2025-02-08';country is 'USA';app is 'com.IGS.IronGuradianSaga';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'TRUE';payload_creative_hash is '96e2debf7a6e443eab1a9dc799f3d3a2';display_manager is 'chartboost-android-sdk';raw_price is 43.5479606991929;target_cpi is 0.704789004907481;campaign is 58242;creative_id is 229453;session_duration is 418 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'vi';bid_floor is 23.8606 ;min_floor is 23.8606 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 801471 ;learning is 0 ;creative_theme is 'general';user_coefficient is 1.11;prior_theme_impressions_count is 1;prior_tag_clicks_count is 2 ;time_since_click is '801438';hour is '2025-02-08 12:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '2 sessions in app 'com.IGS.IronGuradianSaga', 217 ad_requests with mean bid_floor 22.9; 1 sessions in app 'com.anti.virus.security', 1 ad_requests with mean bid_floor 91.9; 1 sessions in app 'com.baliuapps.superapp', 31 ad_requests with mean bid_floor 17.8; 1 sessions in app 'com.hyilmaz.rummy.gin', 49 ad_requests with mean bid_floor 1.8; 2 sessions in app 'com.intensedev.classicsolitaire.gp', 167 ad_requests with mean bid_floor 82.0; 1 sessions in app 'com.newpubco.spades', 20 ad_requests with mean bid_floor 14.7, 1 impressions of adomain 'jared.com' with mean price 0.9; 1 sessions in app 'com.playvalve.solitaire.spider', 105 ad_requests with mean bid_floor 125.6; 5 sessions in app 'com.solitaire.cards.deluxe', 574 ad_requests with mean bid_floor 95.1, 1 impressions of adomain 'brown-forman.com' with mean price 0.5, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 203.0, 1 clicks of adomain 'newpub.co/hearts', 1 impressions of adomain 'newpub.co/hearts' with mean price 31.3, 1 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.2, 1 impressions of adomain 'weather.com' with mean price 0.1; 1 sessions in app 'com.tripledot.blackjack', 23 ad_requests with mean bid_floor 4.1; 1 sessions in app 'com.tripledot.woodoku', 1 ad_requests with mean bid_floor 0.9; 7 sessions in app 'com.vitastudio.solitaire', 27 ad_requests with mean bid_floor 8.8; 3 sessions in app 'net.peakgames.mobile.spades.android', 145 ad_requests with mean bid_floor 50.0; 1 sessions in app 'solitaire.spider.card.free.mania', 10 ad_requests with mean bid_floor 16.8';dc_35roundended_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 2025-02-08 13:00:00;time_since_impression_in_hours is 222;channel is 'USA/V/chartboost-android-sdk/com.IGS.IronGuradianSaga/True/98';time_since_click_in_hours is 223;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.529451007820979;partition is 3938;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_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.spades_Android_CPA(120)_abdoul_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_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.spidersolitaire_Android_CPA(dc_20GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_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.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' '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.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_AG_100k_21_12_2024' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'loppipoppi.yatzy_apps_embeddings_similarity' 'com.mobilityware.spider_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' '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.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V5_2000k' 'com.vitastudio.mahjong_Android_CPI_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(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_100k' '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.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2mln' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_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(ag_retention_d1)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_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' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_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.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_apps_embeddings_similarity' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V4_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.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.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_500k' '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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_500k' 'com.vitastudio.mahjong_Android_CPI_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' 'com.partyup.blockjam_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'net.supertreat.solitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_1M_14_11_2024' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_100k' '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(147)_abdoul_V6_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.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_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' '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.mobilityware.spider_Android_CPI_abdoul_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_25GameCompleted_BeforeD8)_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(148)_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V4_500k' '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' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_500k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'com.partyup.blockjam_Android_CPI_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_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.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.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.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_IMP_HIGH_PRICE_AG_100k_01_31_2025' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_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_CPI_abdoul_V3_100k' '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(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_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' 'net.supertreat.solitaire_Android_CPI_abdoul_V4_2000k' '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_CPI(install)_abdoul_V7_UNKNOWN_PRICE_AG_100k_01_25_2025' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'de.empfohlen_Android_CPA(App Opened)_abdoul_V6_2000k' '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' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V3_500k' '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.klondikesolitaire_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' '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' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2mln' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'c08df1dc-e348-422e-a4e5-ad0fcb2fdc03;uuid is '911cec84-33e5-4783-a05d-e71e6fc1f265';bid_timestamp is '2025-01-10 6:53:36';device_id is 'c08df1dc-e348-422e-a4e5-ad0fcb2fdc03';biddate is '2025-01-10';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 13.1358810765654;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 4.416667;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 6 ;time_since_impression is 85198 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.05;prior_theme_impressions_count is 6;prior_tag_clicks_count is 2 ;time_since_click is '689684';hour is '2025-01-10 06:00:00+00:00';day_of_week is '4';os_version is 12;user_behavior_stats_in_past is '1 sessions in app 'com.hypermonkgames.HighwayOvertake', 2 ad_requests with mean bid_floor 127.2; 3 sessions in app 'com.magnify.sharp.sight', 26 ad_requests with mean bid_floor 32.5; 6 sessions in app 'com.mobilityware.Spades', 214 ad_requests with mean bid_floor 11.8, 1 clicks of adomain 'tech.pokergaga.net', 1 impressions of adomain 'tech.pokergaga.net' with mean price 7.6, 1 impressions of adomain 'tubitv.com' with mean price 4.4; 2 sessions in app 'com.newpubco.spades', 73 ad_requests with mean bid_floor 7.7, 3 impressions of adomain 'paxlovid.com' with mean price 1.2, 3 impressions of adomain 'pfizer.com' with mean price 1.6, 1 clicks of adomain 'productmadness.com', 2 impressions of adomain 'productmadness.com' with mean price 10.4, 2 impressions of adomain 'subaru.com' with mean price 0.9; 3 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 40 ad_requests with mean bid_floor 9.0, 1 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 17.7';dc_35roundended_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 2025-01-10 7:00:26;time_since_impression_in_hours is 23;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 192;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.543300433287128;partition is 2446;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_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.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(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_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_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(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_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.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_CPA(147)_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(141)_abdoul_mmp_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' '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' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_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' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_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_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.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9d17adea-a978-4a48-8113-4dd34a7b3f1f;uuid is 'ffb5fc48-869a-4c55-9e40-cbc93f14ccba';bid_timestamp is '2025-02-03 9:19:41';device_id is '9d17adea-a978-4a48-8113-4dd34a7b3f1f';biddate is '2025-02-03';country is 'USA';app is 'com.un2.digitrun';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 46.3419514913505;target_cpi is 1.08403390067985;campaign is 58242;creative_id is 229452;session_duration is 0 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'vi';bid_floor is 11.9356 ;min_floor is 11.9356 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 17 ;time_since_impression is 1408130 ;learning is 0 ;creative_theme is 'general';user_coefficient is 0.96;prior_theme_impressions_count is 17;prior_tag_clicks_count is 8 ;time_since_click is '1904810';hour is '2025-02-03 09:00:00+00:00';day_of_week is '0';os_version is 13;user_behavior_stats_in_past is '40 sessions in app 'com.blackout.spades', 3218 ad_requests with mean bid_floor 27.1, 13 impressions of adomain 'amazon.com' with mean price 0.7, 1 impressions of adomain 'hillmangroup.com' with mean price 0.9, 1 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 6.1, 3 impressions of adomain 'nutrafol.com' with mean price 0.5, 3 impressions of adomain 'owllabs.com' with mean price 0.5, 1 impressions of adomain 'paramountplus.com' with mean price 1.7, 1 impressions of adomain 'samsung.com' with mean price 1.4; 1 sessions in app 'com.fiogonia.spades', 2 ad_requests with mean bid_floor 0.9; 2 sessions in app 'com.newpubco.spades', 37 ad_requests with mean bid_floor 15.6, 2 impressions of adomain 'samsung.com' with mean price 0.9; 2 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 4.4; 1 sessions in app 'com.trivia.star.android', 49 ad_requests with mean bid_floor 114.9; 4 sessions in app 'com.un2.digitrun', 113 ad_requests with mean bid_floor 8.0; 5 sessions in app 'com.xtstudio.zombiecityescape', 235 ad_requests with mean bid_floor 19.2; 1 sessions in app 'com.yk.starplane.meger', 232 ad_requests with mean bid_floor 6.1; 7 sessions in app 'in.playsimple.wordsearch', 1069 ad_requests with mean bid_floor 15.0, 2 impressions of adomain 'mcdonalds.com' with mean price 0.1, 1 impressions of adomain 'pentlyconger.com' with mean price 0.0, 1 impressions of adomain 'sskjoy.github.io' with mean price 0.0, 2 impressions of adomain 'theinstitutes.org' with mean price 12.7, 1 impressions of adomain 'www.mobileprotectionzone.com' with mean price 0.0; 18 sessions in app 'kjv.bible.kingjamesbible', 39 ad_requests with mean bid_floor 0.1';dc_35roundended_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 2025-02-03 20:16:46;time_since_impression_in_hours is 391;channel is 'USA/I/chartboost-android-sdk/com.un2.digitrun/False/98';time_since_click_in_hours is 529;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.580984362329682;partition is 3597;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_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.PulsSoftware.WS_retargeting_Android_CPI_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' '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(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' '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.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(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_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(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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'explore' '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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'e864730b-9371-4d9c-a4f1-0578b491fcc3;uuid is '00f3a61a-d319-4297-8b8d-e366af7af985';bid_timestamp is '2025-02-08 0:07:53';device_id is 'e864730b-9371-4d9c-a4f1-0578b491fcc3';biddate is '2025-02-08';country is 'USA';app is 'com.zoombie.car2';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 250;target_cpi is 3;campaign is 58319;creative_id is 229286;session_duration is 6 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'i';bid_floor is 23.8606 ;min_floor is 23.8606 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 46 ;time_since_impression is 1116828 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 3.35;prior_theme_impressions_count is 46;prior_tag_clicks_count is 13 ;time_since_click is '33461404';hour is '2025-02-08 00:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '35 sessions in app 'art.of.find.hidden.object.puzzle.journey', 427 ad_requests with mean bid_floor 3.0; 5 sessions in app 'artio.coloring.puzzle', 25 ad_requests with mean bid_floor 3.0; 1 sessions in app 'com.DesireGame.BridgeRunnerRush3D', 4 ad_requests with mean bid_floor 0.1; 1 sessions in app 'com.Skillbuilder.bubbleshooter', 4 ad_requests with mean bid_floor 0.0; 6 sessions in app 'com.antivirus', 14 ad_requests with mean bid_floor 4.0; 1 sessions in app 'com.bible.catholic.ismla', 13 ad_requests with mean bid_floor 7.7; 1 sessions in app 'com.datarecovery.recoverysoftware.videorecovery', 2 ad_requests with mean bid_floor 0.6; 3 sessions in app 'com.easybrain.art.puzzle', 212 ad_requests with mean bid_floor 14.6; 56 sessions in app 'com.fair.chromacam.gp', 413 ad_requests with mean bid_floor 9.0; 2 sessions in app 'com.hkjiuqu.plane', 84 ad_requests with mean bid_floor 14.1; 1 sessions in app 'com.marketer.greenpass', 5 ad_requests with mean bid_floor 0.4; 1 sessions in app 'com.marketer.reserverdeals', 14 ad_requests with mean bid_floor 1.5; 23 sessions in app 'com.mobilityware.AddictionSolitaire', 508 ad_requests with mean bid_floor 35.2, 1 impressions of adomain 'amazon.com' with mean price 0.5, 3 impressions of adomain 'dollargeneral.com' with mean price 1.2, 1 impressions of adomain 'dyson.com' with mean price 0.5, 1 impressions of adomain 'madrigalpharma.com' with mean price 1.5, 3 impressions of adomain 'newpub.co/spades' with mean price 19.7, 1 impressions of adomain 'weather.com' with mean price 0.1, 5 impressions of adomain 'woodallhyundai.com' with mean price 0.6, 1 impressions of adomain 'xifaxan.com' with mean price 2.3; 16 sessions in app 'com.mobilityware.Spades', 1199 ad_requests with mean bid_floor 15.8, 3 clicks of adomain 'chardonnaypartners.com', 3 impressions of adomain 'chardonnaypartners.com' with mean price 40.7, 1 impressions of adomain 'chime.com' with mean price 5.0, 1 clicks of adomain 'doc-hosting.flycricket.io', 1 impressions of adomain 'doc-hosting.flycricket.io' with mean price 9.2, 1 impressions of adomain 'fav-art.com' with mean price 4.1, 2 clicks of adomain 'termsfeed.com', 3 impressions of adomain 'termsfeed.com' with mean price 6.2; 21 sessions in app 'com.mobilityware.spider', 753 ad_requests with mean bid_floor 15.2, 1 impressions of adomain 'atlanticunionbank.com' with mean price 0.3, 21 impressions of adomain 'bk.com' with mean price 0.3, 2 impressions of adomain 'capitalfordhillsborough.com' with mean price 0.5, 3 impressions of adomain 'dickssportinggoods.com' with mean price 0.3, 2 impressions of adomain 'disneyplus.com' with mean price 0.3, 2 impressions of adomain 'dollargeneral.com' with mean price 0.4, 1 impressions of adomain 'ets.org' with mean price 0.4, 1 impressions of adomain 'etsy.com' with mean price 0.6, 1 impressions of adomain 'flixchatter.net' with mean price 0.3, 2 impressions of adomain 'ingrezza.com' with mean price 0.3, 1 impressions of adomain 'maymobility.com' with mean price 0.4, 2 impressions of adomain 'metamucil.com' with mean price 0.6, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.3, 1 impressions of adomain 'naaco.co' with mean price 0.4, 1 impressions of adomain 'paramountplus.com' with mean price 0.7, 1 impressions of adomain 'paxlovid.com' with mean price 0.5, 1 impressions of adomain 'rxo.com' with mean price 1.0, 1 impressions of adomain 'sarusa.com' with mean price 0.8, 1 impressions of adomain 'smartsearchonline.com' with mean price 0.8, 1 impressions of adomain 'sosemo.com' with mean price 0.4, 1 impressions of adomain 'sublocade.com' with mean price 0.9, 2 impressions of adomain 'tysonfoods.com' with mean price 0.5, 2 impressions of adomain 'verizonwireless.com' with mean price 0.3, 2 impressions of adomain 'vicks.com' with mean price 0.6, 2 impressions of adomain 'woodallgm.com' with mean price 0.3, 2 impressions of adomain 'woodallhyundai.com' with mean price 0.4; 1 sessions in app 'com.newpubco.spades', 32 ad_requests with mean bid_floor 22.5; 1 sessions in app 'com.oczma.smarter', 4 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.radio.pocketfm', 15 ad_requests with mean bid_floor 5.3; 3 sessions in app 'com.s.cleaner', 7 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.storymatrix.drama', 26 ad_requests with mean bid_floor 35.3; 1 sessions in app 'com.sujan.sujansathi', 4 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.tunecho.music', 10 ad_requests with mean bid_floor 0.4; 23 sessions in app 'com.yy.classic.spider.big.card', 70 ad_requests with mean bid_floor 4.8; 2 sessions in app 'com.zoombie.car2', 387 ad_requests with mean bid_floor 15.8; 2 sessions in app 'in.playsimple.wordtrip', 16 ad_requests with mean bid_floor 16.4';dc_35roundended_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 2025-02-08 0:12:39;time_since_impression_in_hours is 310;channel is 'USA/I/chartboost-android-sdk/com.zoombie.car2/True/98';time_since_click_in_hours is 9295;fast_imp_12h is 2;fast_click_2h is 0;rnd is 0.235565934594501;partition is 56;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.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' '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.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'embeddings_centroid_similarity_wordmakers_installs' 'loppipoppi.yatzy_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_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' '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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_PRICE_AG_100k_01_25_2025' '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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' '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.klondikesolitaire_Android_CPA(110)_abdoul_V6_500k' '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.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_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.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.spades_Android_CPA(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_100k' 'com.vitastudio.mahjong_Android_CPI_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.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.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(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' '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.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(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' 'com.newpubco.klondikesolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_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(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.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(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(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_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(148)_abdoul_V6_100k' '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(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.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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_500k' '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' 'and.brainworks.nummatch_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' '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(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.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.newpubco.spades_Android_CPI_abdoul_V4_100k' '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.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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_MID_PRICE_HIGH_VAR_AG_21k_01_31_2025' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_100k' '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' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V5_500k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'loppipoppi.yatzy_retargeting_Android_CPI_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.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.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_500k' '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_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.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'beetles.puzzle.solitaire_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' '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.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_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_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' 'embeddings_centroid_similarity_klondikesolitaire_installs' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_500k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '990ea173-c65f-493c-86fd-89c1d368b21d;uuid is '17271948-66a3-4704-8e6c-a8a32de6480e';bid_timestamp is '2025-01-18 21:41:03';device_id is '990ea173-c65f-493c-86fd-89c1d368b21d';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 1150 ;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 3.71;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 41 ;time_since_impression is 576104 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 41;prior_tag_clicks_count is 10 ;time_since_click is '576083';hour is '2025-01-18 21:00:00+00:00';day_of_week is '5';os_version is 12;user_behavior_stats_in_past is '32 sessions in app 'com.bbumgames.spadesroyale', 270 ad_requests with mean bid_floor 1.6; 24 sessions in app 'com.blackout.spades', 5490 ad_requests with mean bid_floor 28.3, 3 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.5, 1 impressions of adomain 'kelloggs.com' with mean price 2.3, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.2, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 4.5, 1 impressions of adomain 'nutrafol.com' with mean price 0.4, 2 impressions of adomain 'samsung.com' with mean price 1.0, 1 impressions of adomain 'vpmedia.us' with mean price 1.2; 40 sessions in app 'com.kingsofgames.chessuniverse', 635 ad_requests with mean bid_floor 23.3, 2 impressions of adomain '.wakefern.com' with mean price 0.8, 1 impressions of adomain '9snail.com' with mean price 0.0, 122 impressions of adomain 'adidas.com' with mean price 0.0, 3 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'ashleyfurniture.com' with mean price 0.2, 3 impressions of adomain 'bathandbodyworks.com' with mean price 0.4, 7 impressions of adomain 'betrivers.com' with mean price 0.0, 3 impressions of adomain 'coca-cola.com' with mean price 0.8, 1 impressions of adomain 'cocacola.com' with mean price 0.0, 1 impressions of adomain 'depend.com' with mean price 0.2, 1 impressions of adomain 'drforley.com' with mean price 0.3, 2 impressions of adomain 'espnbet.com' with mean price 0.1, 2 impressions of adomain 'fanatics.com' with mean price 0.1, 1 impressions of adomain 'gopuff.com' with mean price 0.0, 1 impressions of adomain 'gurugame.ai' with mean price 0.0, 1 impressions of adomain 'hellobonafide.com' with mean price 0.2, 1 impressions of adomain 'helloned.com' with mean price 0.1, 1 impressions of adomain 'homespotter.com' with mean price 0.6, 1 impressions of adomain 'instrematic.com' with mean price 0.0, 2 impressions of adomain 'jackpocket.com' with mean price 0.0, 1 impressions of adomain 'lifetimebrands.com' with mean price 0.2, 8 impressions of adomain 'nj.betrivers.com' with mean price 0.1, 1 impressions of adomain 'nj.gov' with mean price 0.2, 5 impressions of adomain 'pandora.com' with mean price 0.0, 4 impressions of adomain 'paramountplus.com' with mean price 0.2, 1 impressions of adomain 'pharmavite.com' with mean price 0.2, 1 impressions of adomain 'philosophy.com' with mean price 0.2, 1 impressions of adomain 'pull-ups.com' with mean price 0.2, 1 impressions of adomain 'radio.com' with mean price 0.0, 1 impressions of adomain 'shoppersvoice.com' with mean price 0.2, 3 impressions of adomain 'starbucks.com' with mean price 0.0, 6 impressions of adomain 'temu.com' with mean price 0.1, 1 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'thelanelinen.com' with mean price 0.2, 1 impressions of adomain 'tjx.com' with mean price 0.1, 4 impressions of adomain 'uber.com' with mean price 0.4, 1 impressions of adomain 'uncf.org' with mean price 0.1, 3 impressions of adomain 'us.betrivers.net' with mean price 0.1, 1 impressions of adomain 'valleyhealthcareers.com' with mean price 0.4, 14 impressions of adomain 'walgreens.com' with mean price 0.7, 9 impressions of adomain 'www2.wakefern.com' with mean price 1.4, 4 impressions of adomain 'xifaxan.com' with mean price 0.4; 348 sessions in app 'com.metropcs.metrozone', 2518 ad_requests with mean bid_floor 85.8; 24 sessions in app 'com.playvalve.dominoes', 9934 ad_requests with mean bid_floor 91.4, 3 impressions of adomain 'amazon.com' with mean price 0.9, 1 impressions of adomain 'hormelfoods.com' with mean price 0.3, 1 impressions of adomain 'neutrogena.com' with mean price 0.5, 1 clicks of adomain 'risingwings.com', 1 impressions of adomain 'risingwings.com' with mean price 11.7, 2 impressions of adomain 'walgreens.com' with mean price 0.6, 1 impressions of adomain 'yourradioplace.com' with mean price 0.5; 5 sessions in app 'com.pnixgames.golfkingwt', 44 ad_requests with mean bid_floor 39.1; 2 sessions in app 'com.tripledot.woodoku', 8 ad_requests with mean bid_floor 14.6; 4 sessions in app 'in.playsimple.wordtrip', 8 ad_requests with mean bid_floor 9.8';dc_35roundended_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 160;channel is 'USA/V/unity sdk/com.blackout.spades/False/113';time_since_click_in_hours is 160;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.621493275045698;partition is 56;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(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_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(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_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_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.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.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_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(146)_abdoul_V4_100k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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(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' 'loppipoppi.dominoes_Android_CPA_dc_8EndGame_BeforeD8_abdoul_100k_07_18_2024' '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_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.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' 'loppipoppi.dominoes_Android_CPI_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.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_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' 'embeddings_centroid_similarity_klondikesolitaire_installs' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a4c9fa90-3410-420f-805f-03c1367c591d;uuid is 'a4b3871c-156a-47a1-bf73-01bc1ee0e8f7';bid_timestamp is '2025-02-06 16:13:23';device_id is 'a4c9fa90-3410-420f-805f-03c1367c591d';biddate is '2025-02-06';country is 'USA';app is 'pixa.com.hummercartracks';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 51.3920784212255;target_cpi is 0.488239924518166;campaign is 58068;creative_id is 229286;session_duration is 478 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'i';bid_floor is 26.5106 ;min_floor is 26.5106 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 87281 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.26;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 16:00:00+00:00';day_of_week is '3';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'com.JindoBlu.OfflineGames', 7 ad_requests with mean bid_floor 89.4; 1 sessions in app 'com.SquareTriangle.BowlingNL', 4 ad_requests with mean bid_floor 50.8; 1 sessions in app 'com.bbumgames.rummyrush', 10 ad_requests with mean bid_floor 74.6; 1 sessions in app 'com.bbumgames.spadesroyale', 7 ad_requests with mean bid_floor 140.0; 1 sessions in app 'com.block.blast.free.cube.puzzle.game', 12 ad_requests with mean bid_floor 76.8; 32 sessions in app 'com.kamagames.spades', 220 ad_requests with mean bid_floor 4.6; 1 sessions in app 'com.miniclip.checkers', 13 ad_requests with mean bid_floor 44.9; 43 sessions in app 'com.miniclip.eightballpool', 317 ad_requests with mean bid_floor 45.2; 1 sessions in app 'com.newpubco.spades', 20 ad_requests with mean bid_floor 124.1; 1 sessions in app 'com.sereal.short.app', 4 ad_requests with mean bid_floor 30.7; 1 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 6 ad_requests with mean bid_floor 216.7; 2 sessions in app 'com.zimad.spades', 9 ad_requests with mean bid_floor 6.5; 1 sessions in app 'in.playsimple.wordtrip', 1 ad_requests with mean bid_floor 3.4; 3 sessions in app 'net.peakgames.mobile.spades.android', 89 ad_requests with mean bid_floor 83.7; 4 sessions in app 'pixa.com.hummercartracks', 484 ad_requests with mean bid_floor 16.8';dc_35roundended_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 2025-02-06 16:18:27;time_since_impression_in_hours is 24;channel is 'USA/I/chartboost-android-sdk/pixa.com.hummercartracks/False/98';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.551642634298653;partition is 3556;segments is ['com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'bloom_com.bbumgames.spadesroyale_USA_1d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_100k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'net.supertreat.solitaire_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ipu_168h_50)_abdoul_V6_500k' '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.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V6_100k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V6_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_500k' '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(112)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_500k' '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' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_UNKNOWN_PRICE_AG_100k_01_31_2025' '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.block.juggle_Android_CPA(loop_ipu50)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(loop_ipu50)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'loppipoppi.ginrummy_retargeting_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.spades_Android_CPI_abdoul_mmp_V6_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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(loop_ipu50)_abdoul_V6_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_Moloco_bundles_q965_300k_03_02_2025' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_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.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.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_500k' '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.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_10k_01_25_2025' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_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(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ipu_168h_50)_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V6_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_500k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_2000k' 'com.partyup.blockjam_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_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(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.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.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_100k' 'com.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_retargeting_Android_CPA(146)_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(install)_abdoul_V7_UNKNOWN_PRICE_AG_100k_01_25_2025' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' '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_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_2000k' '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.newpubco.spades_retargeting_Android_CPI_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.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '4270a6a6-f241-4e54-86d6-0a4d07f839b9;uuid is '45de7056-9da5-48b8-8623-b24517790bef';bid_timestamp is '2025-01-24 3:54:51';device_id is '4270a6a6-f241-4e54-86d6-0a4d07f839b9';biddate is '2025-01-24';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 67.84;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 94 ;time_since_impression is 102587 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 94;prior_tag_clicks_count is 1 ;time_since_click is '102580';hour is '2025-01-24 03:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '53 sessions in app 'car.jam.traffic.seat.unblock', 8340 ad_requests with mean bid_floor 12.4, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 10.0, 7 clicks of adomain 'voodoo.io', 12 impressions of adomain 'voodoo.io' with mean price 3.1; 52 sessions in app 'com.blackout.spades', 17133 ad_requests with mean bid_floor 15.5, 7 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'asics.com' with mean price 0.2, 9 impressions of adomain 'boost.com' with mean price 0.5, 1 impressions of adomain 'carolina.com' with mean price 0.2, 1 impressions of adomain 'ccplumbingandwell.com' with mean price 0.4, 1 impressions of adomain 'depend.com' with mean price 0.4, 7 impressions of adomain 'dymatize.com' with mean price 0.4, 1 impressions of adomain 'fanniemae.com' with mean price 0.6, 1 impressions of adomain 'givebutter.com' with mean price 1.1, 4 impressions of adomain 'gomacro.com' with mean price 0.4, 1 impressions of adomain 'handsoffmyrewards.com' with mean price 0.7, 1 impressions of adomain 'hillspet.com' with mean price 0.4, 2 impressions of adomain 'liquid-iv.com' with mean price 0.5, 2 impressions of adomain 'naturestrove.com' with mean price 0.7, 1 impressions of adomain 'neostrata.com' with mean price 0.4, 8 impressions of adomain 'nestlehealthscience.com' with mean price 0.4, 1 impressions of adomain 'newpub.co' with mean price 30.0, 6 impressions of adomain 'newpub.co/spades' with mean price 3.7, 1 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'nutrafol.com' with mean price 0.4, 1 impressions of adomain 'oneaday.com' with mean price 0.8, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 1 impressions of adomain 'pluto.tv' with mean price 0.2, 1 impressions of adomain 'premierprotein.com' with mean price 0.4, 2 impressions of adomain 'prestigebrands.com' with mean price 0.6, 1 impressions of adomain 'pull-ups.com' with mean price 0.4, 1 impressions of adomain 'starbucks.com' with mean price 0.3, 3 impressions of adomain 'walmart.com' with mean price 0.2; 9 sessions in app 'com.dream.free.games.match3', 1815 ad_requests with mean bid_floor 10.6; 498 sessions in app 'com.metropcs.metrozone', 3949 ad_requests with mean bid_floor 80.1; 39 sessions in app 'com.olleyo.piggy.king.free', 592 ad_requests with mean bid_floor 2.8; 105 sessions in app 'com.radio.fmradio', 193 ad_requests with mean bid_floor 76.9; 2 sessions in app 'com.spaceapegames.carsuperstar', 16 ad_requests with mean bid_floor 2.3; 31 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 3155 ad_requests with mean bid_floor 12.1, 2 impressions of adomain 'fruit-gaming.com' with mean price 6.9, 1 impressions of adomain 'newpub.co' with mean price 1.3; 3 sessions in app 'com.steer.gruntrush', 46 ad_requests with mean bid_floor 3.2; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 2.7; 1 sessions in app 'solitaire.patience.card.games.klondike.free', 1 ad_requests with mean bid_floor 11.1';dc_35roundended_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 28;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 28;fast_imp_12h is 2;fast_click_2h is 0;rnd is 0.505613215185237;partition is 3556;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.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_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(112)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_abdoul_V4_100k' '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(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_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_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' 'com.newpubco.klondikesolitaire_Android_CPA(110)_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(148)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'c3858339-6319-4ff1-b6bb-258b2b13085f;uuid is '7be65e1f-e9b6-47f5-a50d-3ec7df524682';bid_timestamp is '2024-12-21 8:03:21';device_id is 'c3858339-6319-4ff1-b6bb-258b2b13085f';biddate is '2024-12-21';country is 'USA';app is 'com.lming.StickManRun';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 33.5616774857044;target_cpi is 2;campaign is 57621;creative_id is 228773;session_duration is 0 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 'vi';bid_floor is 1.91 ;min_floor is 0.2226 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is 1.91;prior_tag_impressions_count is 3 ;time_since_impression is 21822815 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.58;prior_theme_impressions_count is 3;prior_tag_clicks_count is 3 ;time_since_click is '21822813';hour is '2024-12-21 08:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '7 sessions in app 'com.boombitgames.Dartsy', 233 ad_requests with mean bid_floor 266.2; 24 sessions in app 'com.counter.setp.pedometer', 184 ad_requests with mean bid_floor 9.4; 34 sessions in app 'com.fiogonia.dominoes', 2536 ad_requests with mean bid_floor 45.6; 12 sessions in app 'com.fiogonia.spades', 509 ad_requests with mean bid_floor 46.5; 1 sessions in app 'com.fzstudio.STribe', 133 ad_requests with mean bid_floor 9.3; 1 sessions in app 'com.image.conveimage', 223 ad_requests with mean bid_floor 17.8; 1 sessions in app 'com.inspiredsquare.jupiter', 9 ad_requests with mean bid_floor 9.3; 1 sessions in app 'com.king.candycrushsaga', 12 ad_requests with mean bid_floor 5.7; 2 sessions in app 'com.newleaf.app.android.victor', 6 ad_requests with mean bid_floor 65.8; 1 sessions in app 'com.radio.pocketfm', 11 ad_requests with mean bid_floor 15.8; 1 sessions in app 'com.tripledot.solitaire', 30 ad_requests with mean bid_floor 11.9, 1 impressions of adomain 'coca-cola.com' with mean price 1.0; 1 sessions in app 'com.unicostudio.braintest', 3 ad_requests with mean bid_floor 3.9; 2 sessions in app 'com.vividgames.realboxing2', 39 ad_requests with mean bid_floor 65.5; 23 sessions in app 'net.peakgames.mobile.spades.android', 659 ad_requests with mean bid_floor 35.7; 13 sessions in app 'pl.lukok.draughts', 105 ad_requests with mean bid_floor 52.0; 2 sessions in app 'see.cineInsight.com', 5 ad_requests with mean bid_floor 0.0';dc_35roundended_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 2024-12-21 8:08:18;time_since_impression_in_hours is 6061;channel is 'USA/I/chartboost-android-sdk/com.lming.StickManRun/False/98';time_since_click_in_hours is 6062;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.157035421857629;partition is 3433;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.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_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' '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(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' '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.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' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_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' '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' 'loppipoppi.dominoes_retargeting_Android_CPI_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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_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' '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' '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' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_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(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' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_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.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' '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_light_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(147)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_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(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.spades_Android_CPA(108)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_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.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.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V6_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' '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' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' '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_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.klondikesolitaire_retargeting_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'bloom_com.fiogonia.spades_USA_80' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_100k' 'bloom_com.fiogonia.dominoes_USA_1d' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '79f5b216-ecd4-45cd-9601-215df054bf50;uuid is '7d2f4210-b263-4263-b187-e3f0ec9abdff';bid_timestamp is '2025-01-13 20:53:44';device_id is '79f5b216-ecd4-45cd-9601-215df054bf50';biddate is '2025-01-13';country is 'USA';app is 'com.zm.crossmath';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 22.6518023451494;target_cpi is 0.674922524273033;campaign is 57661;creative_id is 229286;session_duration is 0 ;seller_name is 'Zephyr Mobile';seller_id is 285;content_type is 'ie';bid_floor is 0.0106 ;min_floor is 0.0106 ;bidmachine_placement_value is 24.200913;placement_historical_value is 19.290556;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.02;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-13 20:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.eet.weather.launcher', 1 ad_requests with mean bid_floor 0.0; 6 sessions in app 'com.newpubco.spades', 926 ad_requests with mean bid_floor 19.9, 1 clicks of adomain '', 2 impressions of adomain 'audible.com' with mean price 0.2, 1 impressions of adomain 'coldstonecreamery.com' with mean price 0.7, 1 impressions of adomain 'com.koykogames.Euphoria21Adventure' with mean price 0.3, 1 impressions of adomain 'draftkings.com' with mean price 0.2, 4 impressions of adomain 'espnbet.com' with mean price 4.8, 2 impressions of adomain 'intuit.com' with mean price 0.2, 1 impressions of adomain 'jerseymikes.com' with mean price 3.0, 1 impressions of adomain 'kelloggs.com' with mean price 0.6, 1 impressions of adomain 'mhitpoker.com' with mean price 10.3, 1 impressions of adomain 'nclhltd.com' with mean price 1.4, 1 impressions of adomain 'paramountplus.com' with mean price 1.3, 2 impressions of adomain 'playsimple.in' with mean price 0.2, 2 impressions of adomain 'playtika.com' with mean price 0.3, 2 impressions of adomain 'productmadness.com' with mean price 19.2, 3 impressions of adomain 'rasushi.com' with mean price 0.3, 1 impressions of adomain 'spinxgames.com' with mean price 0.7, 1 impressions of adomain 'tech.pokergaga.net' with mean price 42.0, 1 impressions of adomain 'xifaxan.com' with mean price 0.7; 1 sessions in app 'com.tripledot.spades', 5 ad_requests with mean bid_floor 2.9, 1 impressions of adomain 'trk.dateme.one' with mean price 0.7, 1 impressions of adomain 'yourcyberdefensehq.com' with mean price 0.9; 4 sessions in app 'com.zm.crossmath', 145 ad_requests with mean bid_floor 51.6, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 22.7';dc_35roundended_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 2025-01-19 1:34:23;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.zm.crossmath/False/285';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.14499576556446;partition is 3498;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.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.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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.spades_Android_CPA(120)_abdoul_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' '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.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'closet.match.pair.matching.games_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.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.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.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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_40roundended_before_d8)_abdoul_V4_100k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V6_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' '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(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' '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.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.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(140)_abdoul_mmp_light_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V6_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(145)_abdoul_mmp_light_V6_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.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(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.newpubco.spades_Android_CPA(140)_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_CPA(148)_abdoul_V6_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' '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.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.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' '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.aaaudi.biblecode_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.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.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.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_500k' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' '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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_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.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' '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.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' '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' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '4ef5302a-a0b3-432a-9b12-974c9392e080;uuid is 'c34c2a92-b252-48da-9242-636ad340e585';bid_timestamp is '2024-12-14 19:45:06';device_id is '4ef5302a-a0b3-432a-9b12-974c9392e080';biddate is '2024-12-14';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 22.6992089998879;target_cpi is 4;campaign is 57526;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 8.48;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 5 ;time_since_impression is 66101 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.07;prior_theme_impressions_count is 5;prior_tag_clicks_count is 3 ;time_since_click is '70224';hour is '2024-12-14 19:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '10 sessions in app 'ball.sort.color.water.puzzle.games', 72 ad_requests with mean bid_floor 18.5; 1 sessions in app 'com.avatarlife.myworld.avatarmaker.avatarstoryvirtual', 11 ad_requests with mean bid_floor 65.1; 1 sessions in app 'com.downloaderfor.tiktok', 4 ad_requests with mean bid_floor 1.3; 7 sessions in app 'com.duole.klondike.truck', 41 ad_requests with mean bid_floor 5.2; 6 sessions in app 'com.falcon.dm.water.cake.sort.puzzle', 225 ad_requests with mean bid_floor 49.5; 1 sessions in app 'com.fc.nut.screw.bolt.washer.fastener.puzzle', 16 ad_requests with mean bid_floor 93.9; 1 sessions in app 'com.fiogonia.dominoes', 19 ad_requests with mean bid_floor 86.1; 1 sessions in app 'com.fiogonia.spades', 6 ad_requests with mean bid_floor 7.2; 1 sessions in app 'com.gabblestudios.boredbutton', 2 ad_requests with mean bid_floor 124.8; 1 sessions in app 'com.globalplay.birdsort2.color.puzzle', 10 ad_requests with mean bid_floor 32.9; 4 sessions in app 'com.gma.water.sort.puzzle', 285 ad_requests with mean bid_floor 8.3, 1 impressions of adomain 'sandler.com' with mean price 0.5; 9 sessions in app 'com.gosub60.sol5', 239 ad_requests with mean bid_floor 7.8, 2 impressions of adomain 'amazon.com' with mean price 0.6, 2 impressions of adomain 'esupplements.com' with mean price 1.1, 1 impressions of adomain 'homedepot.com' with mean price 0.7, 1 impressions of adomain 'learnings.ai' with mean price 1.2, 2 impressions of adomain 'opalescence.com' with mean price 0.6, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 1 impressions of adomain 'paulmitchell.com' with mean price 0.4; 1 sessions in app 'com.lszenlamzr.parkingjam', 1 ad_requests with mean bid_floor 5.1; 2 sessions in app 'com.peoplefun.wordcross', 37 ad_requests with mean bid_floor 6.8; 2 sessions in app 'com.playvalve.solitaire.spider', 137 ad_requests with mean bid_floor 56.3, 4 impressions of adomain 'amazon.com' with mean price 0.6, 1 impressions of adomain 'discovery.com' with mean price 0.3; 59 sessions in app 'com.smallgiantgames.empires', 316 ad_requests with mean bid_floor 1.4; 2 sessions in app 'com.sorrykick.MagicPianoTiles', 35 ad_requests with mean bid_floor 13.3; 1 sessions in app 'com.tripledot.solitaire', 2 ad_requests with mean bid_floor 2.6; 1 sessions in app 'com.wordgame.words.connect', 1 ad_requests with mean bid_floor 8.1; 1 sessions in app 'easy.sudoku.puzzle.solver.free', 2 ad_requests with mean bid_floor 3.6; 1 sessions in app 'games.match.junk', 27 ad_requests with mean bid_floor 41.8; 2 sessions in app 'in.playsimple.tripcross', 4 ad_requests with mean bid_floor 17.5; 2 sessions in app 'in.playsimple.wordtrip', 4 ad_requests with mean bid_floor 8.6; 6 sessions in app 'io.voodoo.paper2', 209 ad_requests with mean bid_floor 42.4, 2 impressions of adomain 'bk.com' with mean price 1.7, 4 impressions of adomain 'popeyes.com' with mean price 2.5, 1 impressions of adomain 'walmart.com' with mean price 1.9; 1 sessions in app 'solitaire.klondike.classic.patience.card.games', 16 ad_requests with mean bid_floor 3.9; 197 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 7440 ad_requests with mean bid_floor 0.7, 1 impressions of adomain 'audible.com' with mean price 5.5, 1 impressions of adomain 'dnamobileapps.com' with mean price 3.8, 2 impressions of adomain 'esupplements.com' with mean price 1.7, 1 impressions of adomain 'flashrewards.co' with mean price 6.1, 2 clicks of adomain 'illinoislottery.com', 3 impressions of adomain 'illinoislottery.com' with mean price 5.6, 1 impressions of adomain 'mobilityware.com/spider' with mean price 3.6, 1 clicks of adomain 'pixel.green', 4 impressions of adomain 'pixel.green' with mean price 17.4, 1 clicks of adomain 'pluto.tv', 1 impressions of adomain 'pluto.tv' with mean price 5.4, 2 impressions of adomain 'rewards-locker.com' with mean price 5.9, 1 impressions of adomain 'walmart.com' with mean price 14.7; 1 sessions in app 'spider.solitaire.card.games', 9 ad_requests with mean bid_floor 26.5; 8 sessions in app 'sudoku.puzzle.classic.math.games.train.brain', 49 ad_requests with mean bid_floor 41.3';dc_35roundended_before_d8 is 0;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45643.1953125;ag_retention_d1_timestamp is ;0_timestamp is 2024-12-15 7:01:01;time_since_impression_in_hours is 18;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 20;fast_imp_12h is 4;fast_click_2h is 1;rnd is 0.130065541359101;partition is 3971;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_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' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_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(105)_abdoul_V4_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' '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_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_30RoundEnded_BeforeD8)_abdoul_V6_MMP_100k_11_10_2024' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'loppipoppi.yatzy_apps_embeddings_similarity' '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(147)_abdoul_mmp_light_V6_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' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_500k' '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(105)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_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.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' '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_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_100k' 'bloom_com.fiogonia.spades_USA_1d' '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(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(dc_35roundended_before_d8)_abdoul_mmp_V6_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.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(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.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_500k' 'com.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' '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(148)_abdoul_mmp_light_V6_100k' '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_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(106)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' '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(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(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.ballytechnologies.quickhitslots_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.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_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(148)_abdoul_mmp_V5_100k' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '574d8665-c548-4fdf-b9c5-078048b7fc01;uuid is '820956c4-b674-4983-a092-f4501f884bd6';bid_timestamp is '2025-01-12 21:49:51';device_id is '574d8665-c548-4fdf-b9c5-078048b7fc01';biddate is '2025-01-12';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 235.130220915465;target_cpi is 4.47434637092811;campaign is 57882;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 ;third_party_bid_price is ;prior_tag_impressions_count is 3 ;time_since_impression is 1395447 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.6;prior_theme_impressions_count is 3;prior_tag_clicks_count is 2 ;time_since_click is '1395538';hour is '2025-01-12 21:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.blackout.spades', 18 ad_requests with mean bid_floor 16.6; 1 sessions in app 'com.hyilmaz.spades', 24 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.newpubco.spades', 182 ad_requests with mean bid_floor 10.3; 1 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 9.2; 1 sessions in app 'in.playsimple.wordtrip', 18 ad_requests with mean bid_floor 13.0';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-01-13 22:08:04;dc_15roundended_before_d8_timestamp is 45670.8019328704;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-12 21:56:24;time_since_impression_in_hours is 387;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 388;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.177285366900207;partition is 620;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.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_CPA(120)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' '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_35roundended_before_d8)_abdoul_V6_100k' '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.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_CPI(install)_abdoul_V6_AG_100k_21_12_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.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_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.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V3_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_apps_embeddings_similarity' '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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' '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(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_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_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.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.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_AG_100k_21_12_2024' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_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.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(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' '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_CPA(148)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_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' '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' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' '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(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_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_15roundended_before_d8)_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' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPI_abdoul_V3_100k' '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' 'loppipoppi.dominoes_Android_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPI_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_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(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.hearts_Android_CPA(ag_retention_d1)_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.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'dba8a8fc-6786-4c96-a401-2708726f8b3b;uuid is '2075bb34-9225-471c-8bde-86538f16846d';bid_timestamp is '2025-02-07 11:23:40';device_id is 'dba8a8fc-6786-4c96-a401-2708726f8b3b';biddate is '2025-02-07';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 'e2401e72fc52c3229734a274561ae4e5';display_manager is 'bidmachine';raw_price is 13.1753780495699;target_cpi is 1.2;campaign is 58205;creative_id is 229461;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 11.966425;third_party_bid_price is ;prior_tag_impressions_count is 5 ;time_since_impression is 6531538 ;learning is 0 ;creative_theme is 'SoftTricky';user_coefficient is 0.55;prior_theme_impressions_count is 5;prior_tag_clicks_count is 5 ;time_since_click is '6531536';hour is '2025-02-07 11:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '37 sessions in app 'com.blackout.spades', 7190 ad_requests with mean bid_floor 36.3, 1 impressions of adomain 'amazon.com' with mean price 0.4, 5 impressions of adomain 'att.com' with mean price 0.6, 1 impressions of adomain 'bog1.com' with mean price 0.5, 1 impressions of adomain 'deltadentalsc.com' with mean price 2.2, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.3, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.3, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 13.2, 2 impressions of adomain 'nutrafol.com' with mean price 0.4, 1 impressions of adomain 'paramountplus.com' with mean price 0.6, 1 impressions of adomain 'pentlyconger.com' with mean price 0.3, 2 impressions of adomain 'pfister.com' with mean price 0.7, 1 impressions of adomain 'poise.com' with mean price 0.4, 2 clicks of adomain 'productmadness.com', 13 impressions of adomain 'productmadness.com' with mean price 12.1; 17 sessions in app 'com.block.juggle', 120 ad_requests with mean bid_floor 27.8; 1 sessions in app 'com.newpubco.spades', 169 ad_requests with mean bid_floor 23.7, 1 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'pearlevision.com' with mean price 0.6, 1 impressions of adomain 'playtika.com' with mean price 1.7, 2 impressions of adomain 'productmadness.com' with mean price 0.4, 1 clicks of adomain 'sciplay.com', 1 impressions of adomain 'sciplay.com' with mean price 19.1, 1 impressions of adomain 'seriously.com' with mean price 0.4; 1 sessions in app 'in.playsimple.wordtrip', 5 ad_requests with mean bid_floor 17.1';dc_35roundended_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 2025-02-08 1:20:00;time_since_impression_in_hours is 1814;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1814;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.803018971340372;partition is 3492;segments is ['com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_Bidease_CPA_purchase_abdoul_500k_08_20_2024' '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.ttterbagames.businesssimulator_Android_CPI_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(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' '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.redcell.goldandgoblins_Android_Bidease_CPA_prog2_abdoul_500k_08_20_2024' '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(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(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.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.spades_Android_CPA(120)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_Bidease_CPA_Prog6_abdoul_500k_08_20_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.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(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_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(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_competitors_BM_62k_01_02_2025' '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.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.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_500k' '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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_50)_abdoul_V3_500k' 'com.ttterbagames.businesssimulator_Android_CPI_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.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_IMP_HIGH_PRICE_AG_100k_01_31_2025' '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(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.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_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_CPI_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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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '8b9f7c5a-2365-4bc9-91ea-8a28c118cb2f;uuid is 'b4670094-e45f-4f2a-97d9-d008b9e3b0b9';bid_timestamp is '2025-01-07 18:17:14';device_id is '8b9f7c5a-2365-4bc9-91ea-8a28c118cb2f';biddate is '2025-01-07';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 91.6219283021334;target_cpi is 6;campaign is 57796;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 70.136 ;min_floor is 1.6006 ;bidmachine_placement_value is 1.590837;placement_historical_value is ;third_party_bid_price is 70.136;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-07 18:00:00+00:00';day_of_week is '1';os_version is 13;user_behavior_stats_in_past is '21 sessions in app 'com.blackout.spades', 724 ad_requests with mean bid_floor 21.6, 1 impressions of adomain 'amazon.com' with mean price 1.0, 1 impressions of adomain 'offerhives.com' with mean price 0.8, 1 clicks of adomain 'pinterest.com', 1 impressions of adomain 'pinterest.com' with mean price 44.9, 2 clicks of adomain 'playtika.com', 2 impressions of adomain 'playtika.com' with mean price 41.8, 3 impressions of adomain 'scorewarrior.com' with mean price 57.3; 1 sessions in app 'com.esden.pig_adv', 13 ad_requests with mean bid_floor 5.2';dc_35roundended_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 2025-01-07 18:35:23;time_since_impression_in_hours is 0;channel is 'USA/V/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.960078479329485;partition is 181;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.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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' '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_35roundended_before_d8)_abdoul_V4_100k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_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_CPA(paid_imp_47)_abdoul_V4_2M_14_11_2024' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_500k' '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.xentech.brickblast_retargeting_Android_CPI_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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(loop_ipu50)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_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' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_abdoul_V4_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.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(Level_10)_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.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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' '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_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_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(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' 'bloom_com.blackout.spades_USA_1d' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_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.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' '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' '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.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.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '36b4f123-829c-4029-b2cc-390c25cd2efc;uuid is '4b12afe6-b771-49dc-8392-1b3803c0acf6';bid_timestamp is '2024-12-16 0:35:19';device_id is '36b4f123-829c-4029-b2cc-390c25cd2efc';biddate is '2024-12-16';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 63.8372044802873;target_cpi is 4;campaign is 57526;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 29.68;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 17 ;time_since_impression is 279028 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.24;prior_theme_impressions_count is 17;prior_tag_clicks_count is 12 ;time_since_click is '278984';hour is '2024-12-16 00:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '6 sessions in app 'com.LoopGames.Yatzy', 127 ad_requests with mean bid_floor 3.0, 1 impressions of adomain 'doordash.com' with mean price 3.0; 4 sessions in app 'com.aaaudi.wordmaker', 33 ad_requests with mean bid_floor 11.4, 1 impressions of adomain 'walmart.com' with mean price 1.7; 12 sessions in app 'com.balloon.triple.match.master3d.game', 90 ad_requests with mean bid_floor 11.7; 20 sessions in app 'com.biblelauncher.prayer.audiobiblekjv', 79 ad_requests with mean bid_floor 9.5; 16 sessions in app 'com.blackout.gin', 817 ad_requests with mean bid_floor 1.1, 1 impressions of adomain 'scopely.com' with mean price 0.1, 1 impressions of adomain 'walgreens.com' with mean price 0.8; 13 sessions in app 'com.blackout.spades', 828 ad_requests with mean bid_floor 32.3, 3 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'medscape.org' with mean price 1.6, 1 impressions of adomain 'mikmak.tv' with mean price 1.1, 1 impressions of adomain 'newpub.co' with mean price 28.2; 28 sessions in app 'com.breakingnewsbrief.app', 49 ad_requests with mean bid_floor 1.4; 6 sessions in app 'com.dysugar.jewels.prince', 56 ad_requests with mean bid_floor 47.8; 4 sessions in app 'com.econogames.wordsearch.gp', 109 ad_requests with mean bid_floor 72.7; 5 sessions in app 'com.forevernine.texaspoker.android', 14 ad_requests with mean bid_floor 0.6; 14 sessions in app 'com.intensedev.classicsolitaire.gp', 91 ad_requests with mean bid_floor 4.3; 1 sessions in app 'com.marketer.greenpass', 24 ad_requests with mean bid_floor 1.8; 3 sessions in app 'com.newclassic.doublerich', 72 ad_requests with mean bid_floor 3.2, 1 clicks of adomain 'playtika.com', 1 impressions of adomain 'playtika.com' with mean price 27.6; 1 sessions in app 'com.playvalve.wsjourney', 12 ad_requests with mean bid_floor 12.5; 1 sessions in app 'com.tapcolor.color.coloring.number.paint.free', 10 ad_requests with mean bid_floor 17.0; 1 sessions in app 'com.tripledot.woodoku', 14 ad_requests with mean bid_floor 6.0; 6 sessions in app 'easy.launcher', 7 ad_requests with mean bid_floor 0.1; 2 sessions in app 'happy.paint.coloring.color.number', 33 ad_requests with mean bid_floor 67.4, 2 impressions of adomain 'amazon.com' with mean price 0.8, 1 impressions of adomain 'mccormick.com' with mean price 0.2, 28 impressions of adomain 'walmart.com' with mean price 1.0; 4 sessions in app 'in.playsimple.wordsearch', 135 ad_requests with mean bid_floor 8.6; 1 sessions in app 'vegas.classic.slots.bravo.free.android', 27 ad_requests with mean bid_floor 58.9';dc_35roundended_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 2024-12-16 0:40:49;time_since_impression_in_hours is 77;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 77;fast_imp_12h is 1;fast_click_2h is 1;rnd is 0.946967589669144;partition is 2534;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' '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.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_install_abdoul_100k_08_20_2024' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'Android_ALL_IAP_abdoul_500k_05_28_2024' '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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' '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.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.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPI_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(147)_abdoul_mmp_light_V6_2000k' 'Android_retargeting_IAP_abdoul_500k_05_28_2024' '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(146)_abdoul_mmp_light_V6_500k' 'and.brainworks.nummatch_Android_CPI_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.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(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.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.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_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_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_80' 'bloom_com.fiogonia.spades_USA_1d' '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.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_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(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_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(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.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V4_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(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_mmp_light_V6_2000k' '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' 'com.ballytechnologies.f88_Android_CPI_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.ballytechnologies.f88_Android_CPI_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_8)_abdoul_V4_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.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.spades_Android_CPA(147)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V5_MMP_New_100k_11_10_2024' '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_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.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_V5_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' 'com.ballytechnologies.quickhitslots_Android_CPA(First_Spin)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_7d' 'and.lihuhu.findmatch_Android_CPI_abdoul_mmp_V5_500k' '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(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.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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_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.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' '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_CPA(m_mins_played_360)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' '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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '49a7386a-c7b3-4461-878a-27e380a59f5c;uuid is '90246e34-100b-4540-b36e-e76aab23c2c8';bid_timestamp is '2025-02-05 10:46:19';device_id is '49a7386a-c7b3-4461-878a-27e380a59f5c';biddate is '2025-02-05';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 20;target_cpi is 3;campaign is 58198;creative_id is 229286;session_duration is 0 ;seller_name is 'Playvalve';seller_id is 273;content_type is 'ie';bid_floor is 6.0526 ;min_floor is 6.0526 ;bidmachine_placement_value is ;placement_historical_value is 19.543326;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.9;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-05 10:00:00+00:00';day_of_week is '2';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'co.aviagames.mtp.billiards.samsung', 8 ad_requests with mean bid_floor 4.4; 18 sessions in app 'com.boombitgames.Dartsy', 934 ad_requests with mean bid_floor 309.2; 2 sessions in app 'com.bowling.club', 46 ad_requests with mean bid_floor 338.0; 1 sessions in app 'com.camo.sniper.attack3d', 7 ad_requests with mean bid_floor 3.0; 1 sessions in app 'com.catdaddy.phoenix', 1 ad_requests with mean bid_floor 0.0; 9 sessions in app 'com.ea.game.maddenmobile15_row', 13 ad_requests with mean bid_floor 5.3; 5 sessions in app 'com.ea.gp.maddennfl21mobile', 6 ad_requests with mean bid_floor 115.2; 44 sessions in app 'com.gameloft.anmp.sniper.champions', 409 ad_requests with mean bid_floor 326.1; 9 sessions in app 'com.hyilmaz.rummy.gin', 809 ad_requests with mean bid_floor 1.2; 1 sessions in app 'com.kamagames.blackjack', 4 ad_requests with mean bid_floor 3.9; 32 sessions in app 'com.neowiz.game.baseball.clash', 112 ad_requests with mean bid_floor 38.8; 3 sessions in app 'com.newpubco.spades', 157 ad_requests with mean bid_floor 18.2, 1 impressions of adomain '9snail.com' with mean price 0.4, 6 impressions of adomain 'amazon.com' with mean price 0.6, 1 impressions of adomain 'cbsinteractive.com' with mean price 0.4, 1 impressions of adomain 'discovery.com' with mean price 0.6, 1 impressions of adomain 'exmox.com' with mean price 0.6, 2 impressions of adomain 'farmlandfoods.sfdbrands.com' with mean price 0.7, 1 impressions of adomain 'gnc.com' with mean price 1.1, 1 impressions of adomain 'haleon.com' with mean price 0.4, 1 impressions of adomain 'intuit.com' with mean price 0.6, 1 impressions of adomain 'oakevergames.com' with mean price 0.9, 1 impressions of adomain 'playsimple.in' with mean price 0.4, 1 impressions of adomain 'southwest.com' with mean price 0.4, 1 impressions of adomain 'supertreat.net' with mean price 0.3, 1 impressions of adomain 'yahoo.com' with mean price 0.3; 16 sessions in app 'com.online.huntingsniper', 48 ad_requests with mean bid_floor 2.4; 2 sessions in app 'com.papaya.solitairecash', 2 ad_requests with mean bid_floor 5.2; 34 sessions in app 'com.playvalve.dominoes', 10293 ad_requests with mean bid_floor 166.7, 11 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'bidease.com' with mean price 0.3, 8 impressions of adomain 'boombit.com' with mean price 1.8, 14 impressions of adomain 'brother-usa.com' with mean price 0.4, 1 impressions of adomain 'intuit.com' with mean price 0.5, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.4, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 20.0, 2 impressions of adomain 'numerator.com' with mean price 0.2, 7 impressions of adomain 'papayagaming.com' with mean price 1.5, 1 impressions of adomain 'paramountplus.com' with mean price 0.7, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2; 3 sessions in app 'com.playvalve.spades', 128 ad_requests with mean bid_floor 114.5, 3 impressions of adomain 'boombit.com' with mean price 0.8, 1 impressions of adomain 'joinpropel.com' with mean price 0.7; 1 sessions in app 'com.rulerapp.cameraruler.photo.measure', 4 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.soccer.score.star', 1 ad_requests with mean bid_floor 20.7; 1 sessions in app 'com.sports.eightball.pool.rival', 4 ad_requests with mean bid_floor 0.0; 51 sessions in app 'com.square_enix.pool', 639 ad_requests with mean bid_floor 22.6; 13 sessions in app 'com.turborilla.bike.racing.madskillsmotocross3', 71 ad_requests with mean bid_floor 4.9; 2 sessions in app 'com.ultimate.tournament', 4 ad_requests with mean bid_floor 0.0; 20 sessions in app 'com.wildcard.spadespop', 371 ad_requests with mean bid_floor 7.5, 11 impressions of adomain 'amazon.com' with mean price 0.4, 2 impressions of adomain 'depend.com' with mean price 0.3, 1 impressions of adomain 'discovery.com' with mean price 0.5, 4 impressions of adomain 'hawaiiusafcu.com' with mean price 0.4, 1 impressions of adomain 'luckylandslots.com' with mean price 0.2, 7 impressions of adomain 'papayagaming.com' with mean price 1.0, 2 impressions of adomain 'starz.com' with mean price 0.7; 1 sessions in app 'com.zd.c19.bike.racing.x3m', 2 ad_requests with mean bid_floor 5.2; 3 sessions in app 'com.zynga.words3', 36 ad_requests with mean bid_floor 43.1; 1 sessions in app 'in.playsimple.wordtrip', 1 ad_requests with mean bid_floor 7.5; 1 sessions in app 'moto.bike.supersport.race.master', 12 ad_requests with mean bid_floor 5.5';dc_35roundended_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 2025-02-05 10:53:07;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.playvalve.dominoes/False/273';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.450207239677062;partition is 144;segments is ['loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'bloom_com.playvalve.dominoes_USA_80' 'de.empfohlen_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_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_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_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(145)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V5_100k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_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.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'bloom_com.playvalve.dominoes_USA_30d' '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.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_100k' '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.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_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.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_CPA(126)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V6_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V6_2000k' 'bloom_com.playvalve.spades_USA_80' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_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_retargeting_Android_CPA(108)_abdoul_V4_500k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'bloom_com.playvalve.dominoes_USA_1d' '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.vitastudio.mahjong_Android_CPI_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(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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.ttterbagames.businesssimulator_Android_CPA(105)_abdoul_mmp_V6_2000k' '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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V6_500k' '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' 'loppipoppi.dominoes_Android_competitors_BM_q70_65k_03_02_2025' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_500k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_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' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V6_2000k' '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_retargeting_Android_CPA(146)_abdoul_V4_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_IMP_HIGH_PRICE_AG_100k_01_31_2025' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'net.supertreat.solitaire_Android_CPI_abdoul_V4_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_retargeting_Android_CPA(146)_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' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'bloom_com.playvalve.dominoes_USA_95' '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_CPA(tcp_dsc_0215_short_term)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPI_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.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'bloom_com.playvalve.dominoes_USA_7d' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '1974bd10-f5e9-4401-9265-2b0379884bd9;uuid is 'dde23c35-bb64-4f6b-9c7e-a5f07492e51f';bid_timestamp is '2025-01-22 2:13:06';device_id is '1974bd10-f5e9-4401-9265-2b0379884bd9';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 27.3471417666092;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 34.5136;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 418031 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.86;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '418021';hour is '2025-01-22 02:00:00+00:00';day_of_week is '2';os_version is 13;user_behavior_stats_in_past is '17 sessions in app 'com.aladinfun.islandking.android', 48 ad_requests with mean bid_floor 13.1; 7 sessions in app 'com.alien.shooter.galaxy.attack', 54 ad_requests with mean bid_floor 29.9; 10 sessions in app 'com.blackout.gin', 674 ad_requests with mean bid_floor 3.8, 1 impressions of adomain 'benjaminone.com' with mean price 0.5, 1 impressions of adomain 'justplayapps.com' with mean price 0.6, 3 impressions of adomain 'luckylandslots.com' with mean price 0.5, 3 impressions of adomain 'mobilityware.com' with mean price 0.6, 1 impressions of adomain 'samsung.com' with mean price 0.6, 3 impressions of adomain 'tiktok.com' with mean price 1.9; 15 sessions in app 'com.blackout.pool', 332 ad_requests with mean bid_floor 15.2, 2 impressions of adomain 'addmoreservices.com' with mean price 1.2, 1 impressions of adomain 'albertsons.com' with mean price 1.1, 5 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'americanriviera.bank' with mean price 1.5, 2 impressions of adomain 'americansenior.com' with mean price 0.5, 1 impressions of adomain 'analog.com' with mean price 0.0, 1 impressions of adomain 'badoo.com' with mean price 0.0, 3 impressions of adomain 'bumble.com' with mean price 0.9, 1 impressions of adomain 'callapp.com' with mean price 0.5, 1 impressions of adomain 'candycrushsodasaga.com' with mean price 0.0, 6 impressions of adomain 'cdw.com' with mean price 0.6, 4 impressions of adomain 'chministries.org' with mean price 1.3, 1 impressions of adomain 'datemyage.com' with mean price 0.2, 1 impressions of adomain 'densoedgecool.com' with mean price 0.3, 1 impressions of adomain 'designhouse.design' with mean price 0.6, 2 impressions of adomain 'disneyplus.com' with mean price 0.4, 4 impressions of adomain 'ferranteapts.com' with mean price 0.9, 1 impressions of adomain 'focillaw.com' with mean price 0.8, 4 impressions of adomain 'hancockcollege.edu' with mean price 0.4, 1 impressions of adomain 'hgliving.com' with mean price 0.6, 1 impressions of adomain 'icangotocollege.com' with mean price 0.3, 1 impressions of adomain 'insitesoftware.com' with mean price 0.8, 1 impressions of adomain 'jigsaw.puzzle.game' with mean price 0.2, 1 impressions of adomain 'juniper.net' with mean price 0.2, 1 impressions of adomain 'king.com' with mean price 0.0, 2 impressions of adomain 'livebeyondca.org' with mean price 0.5, 1 impressions of adomain 'mattel163.com' with mean price 0.1, 6 impressions of adomain 'meetme.com' with mean price 0.4, 1 impressions of adomain 'megafortuna.co' with mean price 0.0, 1 impressions of adomain 'mylowcostauto.com' with mean price 0.3, 2 impressions of adomain 'mywireless101.com' with mean price 0.5, 2 impressions of adomain 'neverabother.org' with mean price 0.8, 1 impressions of adomain 'numerator.com' with mean price 0.0, 1 impressions of adomain 'paint.by.number' with mean price 0.0, 1 impressions of adomain 'pandora.com' with mean price 0.6, 2 impressions of adomain 'paramount.com' with mean price 0.0, 1 impressions of adomain 'pmgsm.com' with mean price 0.3, 1 impressions of adomain 'ponant.com' with mean price 1.5, 1 impressions of adomain 'restorativespineandjoint.com' with mean price 0.6, 1 impressions of adomain 'siriusxm.com' with mean price 1.1, 2 impressions of adomain 'softbakedapps.com' with mean price 0.3, 4 impressions of adomain 'srgseniorliving.com' with mean price 1.2, 1 impressions of adomain 'tagged.com' with mean price 0.5, 1 impressions of adomain 'talkingtomandfriends.com' with mean price 0.0, 1 impressions of adomain 'the5550.com' with mean price 0.7, 3 impressions of adomain 'underdogfantasy.com' with mean price 0.1, 1 impressions of adomain 'yourcbsm.com' with mean price 0.5; 7 sessions in app 'com.blackout.spades', 454 ad_requests with mean bid_floor 34.9, 2 impressions of adomain 'instacart.com' with mean price 30.0, 1 clicks of adomain 'meetme.com', 2 impressions of adomain 'meetme.com' with mean price 38.7, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 27.4; 1 sessions in app 'com.enflick.android.TextNow', 1 ad_requests with mean bid_floor 44.0; 11 sessions in app 'com.fcmusicplayer.app', 69 ad_requests with mean bid_floor 0.1; 1 sessions in app 'com.game.space.shooter2', 11 ad_requests with mean bid_floor 19.7, 1 clicks of adomain 'freecash.com', 1 impressions of adomain 'freecash.com' with mean price 79.8; 2 sessions in app 'com.miniclip.eightballpool', 17 ad_requests with mean bid_floor 9.6; 13 sessions in app 'com.mobilityware.Spades', 655 ad_requests with mean bid_floor 20.0, 1 impressions of adomain 'playtika.com' with mean price 25.3, 6 clicks of adomain 'tech.pokergaga.net', 7 impressions of adomain 'tech.pokergaga.net' with mean price 22.5; 3 sessions in app 'com.newpubco.spades', 89 ad_requests with mean bid_floor 22.6, 1 impressions of adomain 'airproducts.com' with mean price 0.8, 1 impressions of adomain 'pgpro.com' with mean price 0.5, 1 impressions of adomain 'rheem.com' with mean price 1.2, 1 impressions of adomain 'samsung.com' with mean price 0.5, 2 impressions of adomain 'subaru.com' with mean price 0.7, 4 impressions of adomain 'wyndhamhotels.com' with mean price 0.7; 13 sessions in app 'com.os.space.force.galaxy.alien', 521 ad_requests with mean bid_floor 119.0; 1 sessions in app 'com.pinger.textfree', 1 ad_requests with mean bid_floor 6.3; 1 sessions in app 'com.rovio.angrybirdsfriends', 4 ad_requests with mean bid_floor 32.4; 5 sessions in app 'com.rovio.baba', 16 ad_requests with mean bid_floor 27.4; 5 sessions in app 'com.sports.eightball.pool.rival', 42 ad_requests with mean bid_floor 3.8; 2 sessions in app 'com.unique.sortshelves', 127 ad_requests with mean bid_floor 13.4; 1 sessions in app 'com.zdb.c23.traffic.driving.simulator', 3 ad_requests with mean bid_floor 5.8; 1 sessions in app 'invaders.os.galaxy.space.shooter.attack.classic', 8 ad_requests with mean bid_floor 18.8; 3 sessions in app 'live.free.tv_us', 5 ad_requests with mean bid_floor 29.7; 1 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 5 ad_requests with mean bid_floor 1.2';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is 2025-01-22 2:22:51;0_timestamp is 2025-01-22 2:22:51;time_since_impression_in_hours is 116;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 116;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.861868787157934;partition is 3582;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(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(120)_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(145)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k_rnd_A' 'com.newpubco.spades_retargeting_Android_CPA(108)_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.spades_Android_CPI_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(first_action)_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.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.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.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(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.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_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(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' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.aaaudi.biblecode_retargeting_Android_CPA(10level_complete_beforeD8)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' '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(145)_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.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V6_2000k' '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' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '1a9f899f-d548-4d5c-9eff-07c8f5b8d6b4;uuid is '1796c510-8655-471e-8693-f9c5d0d5153d';bid_timestamp is '2024-12-20 15:15:26';device_id is '1a9f899f-d548-4d5c-9eff-07c8f5b8d6b4';biddate is '2024-12-20';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 'bb6aecca58038e6f3f9c9fd8c8c5a29b';display_manager is 'bidmachine';raw_price is 28.010856360197;target_cpi is 1;campaign is 51123;creative_id is 220202;session_duration is 0 ;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 7.535545;placement_historical_value is 21.575974;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 257332 ;learning is 0 ;creative_theme is 'general';user_coefficient is 1.02;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '257323';hour is '2024-12-20 15:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'b2c64b6488198602dd05615cdd0a2854', 0 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.DifLabs.Differences', 95 ad_requests with mean bid_floor 58.0; 2 sessions in app 'com.art.pixel.black.girl.games.paint.color.by.numbers', 24 ad_requests with mean bid_floor 3.8, 1 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'cedarhurstliving.com' with mean price 0.4, 2 impressions of adomain 'depend.com' with mean price 0.3, 1 impressions of adomain 'glade.com' with mean price 0.2, 1 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'liquid-iv.com' with mean price 0.2, 1 impressions of adomain 'nutrafol.com' with mean price 0.2, 15 impressions of adomain 'ritzcarltonyachtcollection.com' with mean price 5.7, 2 impressions of adomain 'shaneco.com' with mean price 0.1; 2 sessions in app 'com.bitmango.go.lollipopmatch3', 2 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.evrika.word.solitaire.card.puzzle', 17 ad_requests with mean bid_floor 4.1; 3 sessions in app 'com.fbig.words', 4 ad_requests with mean bid_floor 54.2; 1 sessions in app 'com.find.hidden.object.out.treasure.hunt.seek.puzzle.games', 11 ad_requests with mean bid_floor 6.5; 1 sessions in app 'com.fiogonia.spades', 77 ad_requests with mean bid_floor 52.7; 53 sessions in app 'com.fugo.wow', 3433 ad_requests with mean bid_floor 16.7, 6 impressions of adomain 'aesindiana.com' with mean price 0.5, 1 impressions of adomain 'basf.com' with mean price 0.5, 1 impressions of adomain 'beiersdorf.com' with mean price 0.7, 1 impressions of adomain 'biocodex.com' with mean price 0.4, 6 impressions of adomain 'bk.com' with mean price 0.3, 6 impressions of adomain 'bluebuffalo.com' with mean price 3.5, 7 impressions of adomain 'cincinnatichildrens.org' with mean price 0.9, 1 impressions of adomain 'depend.com' with mean price 0.4, 1 impressions of adomain 'finishdishwashing.com' with mean price 1.1, 7 impressions of adomain 'goldbond.com' with mean price 0.5, 1 impressions of adomain 'goodnes.com' with mean price 0.8, 5 impressions of adomain 'handsoffmyrewards.com' with mean price 0.8, 1 impressions of adomain 'hulu.com' with mean price 1.4, 1 impressions of adomain 'icyhot.com' with mean price 0.3, 1 impressions of adomain 'iuhealth.org' with mean price 0.8, 1 impressions of adomain 'ivory.com' with mean price 0.5, 1 impressions of adomain 'jerseymikes.com' with mean price 3.5, 4 impressions of adomain 'lundbeck.com' with mean price 0.7, 2 impressions of adomain 'mccormick.com' with mean price 0.4, 1 impressions of adomain 'meijer.com' with mean price 0.4, 1 impressions of adomain 'moen.com' with mean price 0.9, 1 impressions of adomain 'navy.com' with mean price 0.9, 1 impressions of adomain 'nestle-watersna.com' with mean price 0.6, 1 impressions of adomain 'no7beauty.com' with mean price 0.6, 1 impressions of adomain 'oldspice.com' with mean price 0.5, 1 impressions of adomain 'popeyes.com' with mean price 0.8, 1 impressions of adomain 'samsclub.com' with mean price 0.5, 6 impressions of adomain 'spectrum.com' with mean price 0.7, 2 impressions of adomain 'subaru.com' with mean price 0.7, 10 impressions of adomain 'tevapharm.com' with mean price 0.9, 1 impressions of adomain 'tysonfoods.com' with mean price 0.6, 25 impressions of adomain 'walmart.com' with mean price 0.8, 1 impressions of adomain 'xyzal.com' with mean price 0.4; 112 sessions in app 'com.king.candycrushsaga', 1024 ad_requests with mean bid_floor 10.2; 100 sessions in app 'com.playvalve.spades', 11116 ad_requests with mean bid_floor 110.2, 1 impressions of adomain 'admile.com' with mean price 0.3, 1 impressions of adomain 'ads.netapop.com' with mean price 0.4, 11 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'benjaminone.com' with mean price 0.4, 1 impressions of adomain 'cad.cdjakit.com' with mean price 0.4, 2 impressions of adomain 'coca-cola.com' with mean price 0.2, 2 impressions of adomain 'discovery.com' with mean price 0.2, 1 impressions of adomain 'earthrated.com' with mean price 0.2, 5 impressions of adomain 'epson.com' with mean price 0.2, 2 impressions of adomain 'flixchatter.net' with mean price 0.4, 3 impressions of adomain 'goodwillindy.org' with mean price 0.6, 2 impressions of adomain 'hims.com' with mean price 0.3, 3 impressions of adomain 'instagram.com' with mean price 0.3, 1 impressions of adomain 'mybambu.com' with mean price 0.4, 2 impressions of adomain 'nissanofcolumbus.com' with mean price 0.2, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.2, 1 impressions of adomain 'numerator.com' with mean price 0.3, 1 impressions of adomain 'oneaday.com' with mean price 0.5, 3 impressions of adomain 'paramountplus.com' with mean price 0.5, 6 impressions of adomain 'pentlyconger.com' with mean price 0.4, 1 impressions of adomain 'planetfitness.com' with mean price 0.4, 1 impressions of adomain 'pull-ups.com' with mean price 0.2, 1 impressions of adomain 'rewardmega.store' with mean price 0.5, 2 impressions of adomain 'santanderus.com' with mean price 0.3, 1 impressions of adomain 'seniorhealthhelp.info' with mean price 0.4, 3 impressions of adomain 'sliding.toys' with mean price 0.3, 1 impressions of adomain 'starz.com' with mean price 0.2, 3 impressions of adomain 'toyota.com' with mean price 0.4, 2 impressions of adomain 'tremfya.com' with mean price 2.3, 1 impressions of adomain 'uber.com' with mean price 0.3, 1 impressions of adomain 'yourcyberdefensehq.com' with mean price 0.4, 2 impressions of adomain 'yourradioplace.com' with mean price 0.3; 1 sessions in app 'com.scavenger.hunt.find.my.cat.hidden.object.free.brainly.game', 14 ad_requests with mean bid_floor 3.7; 2 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 15 ad_requests with mean bid_floor 1.8; 1 sessions in app 'com.tripledot.spades', 7 ad_requests with mean bid_floor 2.2; 1 sessions in app 'com.ventogames.findthecat', 5 ad_requests with mean bid_floor 11.3; 2 sessions in app 'com.wildcard.spadespop', 38 ad_requests with mean bid_floor 21.6; 1 sessions in app 'com.yolo.hiddenobjects', 8 ad_requests with mean bid_floor 25.5, 1 impressions of adomain 'honda.com' with mean price 0.2, 1 impressions of adomain 'zendesk.com' with mean price 0.2; 23 sessions in app 'find.difference.spot.differences.hidden.puzzle.games.free', 465 ad_requests with mean bid_floor 4.4, 4 impressions of adomain 'almedia.co' with mean price 0.7, 1 clicks of adomain 'amazon.com', 4 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'audible.com' with mean price 0.0, 1 impressions of adomain 'bitybbq.com' with mean price 0.3, 1 impressions of adomain 'depend.com' with mean price 0.2, 1 impressions of adomain 'doordash.com' with mean price 0.1, 1 impressions of adomain 'drybarshops.com' with mean price 0.2, 1 impressions of adomain 'elementsmassage.com' with mean price 0.2, 3 impressions of adomain 'homes.com' with mean price 0.3, 3 impressions of adomain 'honda.com' with mean price 0.2, 1 impressions of adomain 'lysol.com' with mean price 0.4, 1 impressions of adomain 'meijer.com' with mean price 0.3, 1 impressions of adomain 'numerator.com' with mean price 0.2, 1 impressions of adomain 'pentlyconger.com' with mean price 0.6, 2 impressions of adomain 'toyota.com' with mean price 1.0, 1 impressions of adomain 'weather.com' with mean price 0.0; 17 sessions in app 'find.spot.fun.relax.difference', 549 ad_requests with mean bid_floor 63.5, 2 impressions of adomain 'callapp.com' with mean price 0.1, 1 impressions of adomain 'dramabox.com' with mean price 0.1, 1 impressions of adomain 'ritzcarltonyachtcollection.com' with mean price 0.4, 1 impressions of adomain 'self.inc' with mean price 0.1; 1 sessions in app 'happy.paint.coloring.color.number', 23 ad_requests with mean bid_floor 15.0; 2 sessions in app 'in.playsimple.tripcross', 21 ad_requests with mean bid_floor 18.2; 7 sessions in app 'in.playsimple.wordtrip', 47 ad_requests with mean bid_floor 24.5; 1 sessions in app 'paint.by.number.pixel.art.coloring.drawing.puzzle', 144 ad_requests with mean bid_floor 10.9';dc_35roundended_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 2024-12-20 18:02:58;time_since_impression_in_hours is 71;channel is 'USA/V/bidmachine/com.fugo.wow/False/290';time_since_click_in_hours is 71;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.171040311722055;partition is 4074;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.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_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(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' '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' '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' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_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(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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V6_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' '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_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_100k_09_18_2024' '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(148)_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_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.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' '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.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_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(145)_abdoul_mmp_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(146)_abdoul_mmp_V6_500k' '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.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' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_100k' 'beetles.puzzle.solitaire_Android_CPI_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' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_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_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' '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(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(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_100k' 'bloom_com.fugo.wow_USA_95' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_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.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(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.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_100k' '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.hearts_Android_CPI_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_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(108)_abdoul_mmp_V6_2000k' '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' '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_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_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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_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_dc_30RoundEnded_BeforeD8_mmp_and_ag_with_new_features_abdoul_100k_09_18_2024' '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(148)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_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_V3_100k' '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.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.klondikesolitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_100k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_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(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.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(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.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(146)_abdoul_mmp_light_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_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' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V3_100k' '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_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_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_100k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_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_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V4_500k' '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(148)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_100k' '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' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'bloom_com.fiogonia.dominoes_USA_1d' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is ';uuid is 'f6732bda-2a93-4f02-bbc9-6c52d58b47b5';bid_timestamp is '2024-12-28 22:32:48';device_id is 'f42710a7-d8ab-40ae-aad7-54722f0ca38b';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 120.054713957804;target_cpi is 4.95123589929358;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 30.916667;placement_historical_value is 79.710481;third_party_bid_price is ;prior_tag_impressions_count is 15 ;time_since_impression is 28831190 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.03;prior_theme_impressions_count is 15;prior_tag_clicks_count is 7 ;time_since_click is '28831165';hour is '2024-12-28 22:00:00+00:00';day_of_week is '5';os_version is 13;user_behavior_stats_in_past is '';dc_35roundended_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 2024-12-28 22:41:07;time_since_impression_in_hours is 8008;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 8009;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.435115329992214;partition is 2863;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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.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.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.redcell.goldandgoblins_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_100k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPI_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' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_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' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_100k' '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_35roundended_before_d8)_abdoul_V6_100k' '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_V4_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(Rewarded_1)_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_CPI_abdoul_V4_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' '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.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' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_500k' '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.spades_Android_CPA(147)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' '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' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_500k' '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' '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' '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' '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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.ttterbagames.businesssimulator_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' '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' '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.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_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(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(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.loppipoppi.watersort_retargeting_Android_CPI_abdoul_V4_500k' '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.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_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.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_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' '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.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.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_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.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(145)_abdoul_mmp_light_V6_2000k' '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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' '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(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_35roundended_before_d8)_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' '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.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(141)_abdoul_V6_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_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_light_V6_500k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_2000k' '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(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_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.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(146)_abdoul_mmp_light_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.murka.scatterslots_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_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' '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.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_7d' 'bloom_com.blackout.spades_USA_30d' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_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' 'bloom_com.fuzzymobilegames.spades_USA_1d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_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.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(145)_abdoul_mmp_light_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' '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_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a9e7afaf-ee3a-445a-b121-81fa01900c08;uuid is '37e69144-b9d0-4a11-916d-454faf6c9588';bid_timestamp is '2025-01-20 19:20:22';device_id is 'a9e7afaf-ee3a-445a-b121-81fa01900c08';biddate is '2025-01-20';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 30.3623176882357;target_cpi is 2;campaign is 58071;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 39.75;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 12 ;time_since_impression is 32735 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 2.07;prior_theme_impressions_count is 12;prior_tag_clicks_count is 7 ;time_since_click is '36735';hour is '2025-01-20 19:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '3 sessions in app 'com.clean.fast.launcher', 6 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.eet.weather.launcher', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.fiogonia.spades', 4 ad_requests with mean bid_floor 5.1; 15 sessions in app 'com.flashlight.callflash.ringingbet', 447 ad_requests with mean bid_floor 5.2; 63 sessions in app 'com.hi.weather.home.forecast.live', 383 ad_requests with mean bid_floor 58.3, 1 impressions of adomain 'learnings.ai' with mean price 0.4; 3 sessions in app 'com.launcher.light.theme3d', 4 ad_requests with mean bid_floor 5.2; 408 sessions in app 'com.metropcs.metrozone', 2267 ad_requests with mean bid_floor 100.2; 9 sessions in app 'com.mobilityware.PyramidFree', 418 ad_requests with mean bid_floor 14.6, 1 impressions of adomain 'carlandservice.com' with mean price 0.4, 1 impressions of adomain 'pluto.tv' with mean price 0.3; 5 sessions in app 'com.newpubco.spades', 344 ad_requests with mean bid_floor 6.6, 1 impressions of adomain 'amazon.com' with mean price 0.4, 3 impressions of adomain 'apcu.com' with mean price 0.5, 4 impressions of adomain 'cash.app' with mean price 0.5, 1 impressions of adomain 'facebook.com' with mean price 0.5, 1 impressions of adomain 'gcommercesolutions.com' with mean price 0.5, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.6, 3 impressions of adomain 'pandora.com' with mean price 0.4, 1 impressions of adomain 'paypal.com' with mean price 0.8, 1 impressions of adomain 'pentlyconger.com' with mean price 0.6, 3 impressions of adomain 'subaru.com' with mean price 0.3, 1 impressions of adomain 'supportjimmylai.com' with mean price 0.4, 3 impressions of adomain 'thesimplygoodfoodscompany.com' with mean price 0.4, 1 clicks of adomain 'tyrads.com', 1 impressions of adomain 'tyrads.com' with mean price 6.5, 4 impressions of adomain 'wildcasino.ag' with mean price 0.6, 1 impressions of adomain 'www.solitairecardstudio.com' with mean price 9.1; 3 sessions in app 'com.peoplefun.wordcross', 27 ad_requests with mean bid_floor 7.6; 112 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 16077 ad_requests with mean bid_floor 13.1, 2 impressions of adomain 'ads.netapop.com' with mean price 8.3, 3 impressions of adomain 'audible.com' with mean price 4.4, 2 impressions of adomain 'fruit-gaming.com' with mean price 7.4, 8 clicks of adomain 'newpub.co/spades', 13 impressions of adomain 'newpub.co/spades' with mean price 44.0, 12 impressions of adomain 'oakevergames.com' with mean price 7.7, 1 impressions of adomain 'parking3d.gurugame.ai' with mean price 6.8, 2 impressions of adomain 'peppermint-lips.com' with mean price 9.0, 1 impressions of adomain 'textnow.com' with mean price 4.8, 1 impressions of adomain 'tiktok.com' with mean price 3.1, 1 impressions of adomain 'track.brannege.com' with mean price 5.4, 1 impressions of adomain 'tubitv.com' with mean price 3.7, 1 clicks of adomain 'welloflife.com', 3 impressions of adomain 'welloflife.com' with mean price 6.7, 2 impressions of adomain 'www.solitairecardstudio.com' with mean price 8.7; 1 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 4.8; 17 sessions in app 'com.vitastudio.spider', 748 ad_requests with mean bid_floor 44.5, 1 impressions of adomain 'alliancepharmaceuticals.com' with mean price 0.1, 1 impressions of adomain 'amazon.com' with mean price 0.1, 2 impressions of adomain 'cash.app' with mean price 0.6, 2 impressions of adomain 'controlweedsnotfarming.com' with mean price 0.5, 2 impressions of adomain 'grainger.com' with mean price 3.7, 1 impressions of adomain 'hiltonbyplaya.com' with mean price 1.0, 1 impressions of adomain 'playtika.com' with mean price 0.1, 1 impressions of adomain 'starbucks.com' with mean price 0.1, 5 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.3, 1 impressions of adomain 'yourradioplace.com' with mean price 0.3; 1 sessions in app 'com.vottzapps.wordle', 2 ad_requests with mean bid_floor 6.5; 1 sessions in app 'com.wordgame.words.connect', 1 ad_requests with mean bid_floor 10.5; 1 sessions in app 'easy.sudoku.puzzle.solver.free', 6 ad_requests with mean bid_floor 3.9; 1 sessions in app 'in.crossy.daily_crossword', 1 ad_requests with mean bid_floor 12.4; 1 sessions in app 'in.playsimple.tripcross', 1 ad_requests with mean bid_floor 3.7; 6 sessions in app 'in.playsimple.wordtrip', 46 ad_requests with mean bid_floor 7.8; 1 sessions in app 'paint.by.number.pixel.art.coloring.drawing.puzzle', 1 ad_requests with mean bid_floor 9.8';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2025-01-22 23:26:29;dc_15roundended_before_d8_timestamp is 45679.8118634259;ag_retention_d1_timestamp is 2025-01-20 19:25:37;0_timestamp is 2025-01-20 19:25:37;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 10;fast_imp_12h is 4;fast_click_2h is 1;rnd is 0.711603400842138;partition is 430;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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_CPA(141)_abdoul_mmp_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.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.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_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(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_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' '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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_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' '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(dc_15roundended_before_d8)_abdoul_mmp_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(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.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_100k' '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.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(140)_abdoul_V6_100k' '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' '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(141)_abdoul_mmp_V6_2000k' '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' '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_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(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_40roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_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_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(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(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_100k' 'bloom_com.fiogonia.spades_USA_80']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '878b4050-7368-45ea-9edc-4ba7cde9dbfb;uuid is '1f2e3bbe-eeec-4427-96c2-bd387592273c';bid_timestamp is '2025-01-10 3:21:28';device_id is '878b4050-7368-45ea-9edc-4ba7cde9dbfb';biddate is '2025-01-10';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 6.52874582684693;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 've';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is 67.84;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 11 ;time_since_impression is 4947 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.93;prior_theme_impressions_count is 11;prior_tag_clicks_count is 10 ;time_since_click is '4945';hour is '2025-01-10 03:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '78 sessions in app 'com.fiogonia.hearts', 18192 ad_requests with mean bid_floor 20.3; 492 sessions in app 'com.metropcs.metrozone', 3691 ad_requests with mean bid_floor 83.7; 1 sessions in app 'com.mobilityware.spider', 27 ad_requests with mean bid_floor 16.2; 1 sessions in app 'com.music.game.dancing.hair.beat.race', 21 ad_requests with mean bid_floor 5.1; 1 sessions in app 'com.newpubco.spades', 306 ad_requests with mean bid_floor 4.9, 2 impressions of adomain 'advocatehealth.com' with mean price 0.5, 14 impressions of adomain 'amazon.com' with mean price 0.3, 2 impressions of adomain 'artpix3d.com' with mean price 0.2, 1 impressions of adomain 'catholiccemeterieschicago.org' with mean price 0.5, 1 impressions of adomain 'chimebank.com' with mean price 0.5, 7 impressions of adomain 'covergirl.com' with mean price 0.2, 4 impressions of adomain 'depend.com' with mean price 0.4, 1 impressions of adomain 'disneyplus.com' with mean price 0.2, 3 impressions of adomain 'dollargeneral.com' with mean price 0.7, 1 impressions of adomain 'elfcosmetics.com' with mean price 0.2, 2 impressions of adomain 'entyvio.com' with mean price 0.7, 2 impressions of adomain 'galderma.com' with mean price 0.3, 2 impressions of adomain 'goodnes.com' with mean price 0.8, 6 impressions of adomain 'google.com' with mean price 0.4, 1 impressions of adomain 'health-ade.com' with mean price 1.5, 2 impressions of adomain 'hhs.gov' with mean price 0.2, 1 impressions of adomain 'hyundaiusa.com' with mean price 0.4, 1 impressions of adomain 'intuit.com' with mean price 0.1, 1 impressions of adomain 'iottechnews.com' with mean price 0.1, 1 impressions of adomain 'ivory.com' with mean price 0.5, 1 impressions of adomain 'kelloggs.com' with mean price 0.5, 1 impressions of adomain 'lagos.com' with mean price 0.2, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.3, 1 impressions of adomain 'nd.edu' with mean price 0.6, 3 impressions of adomain 'nutrafol.com' with mean price 0.4, 1 impressions of adomain 'odu.edu' with mean price 2.0, 1 impressions of adomain 'olay.com' with mean price 0.5, 1 impressions of adomain 'olly.com' with mean price 1.1, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 1 impressions of adomain 'paypal.com' with mean price 0.8, 1 impressions of adomain 'perdue.com' with mean price 0.4, 1 impressions of adomain 'playtika.com' with mean price 0.1, 1 impressions of adomain 'prestigebrands.com' with mean price 0.2, 1 impressions of adomain 'prilosecotc.com' with mean price 0.5, 3 impressions of adomain 'sallyhansen.com' with mean price 0.2, 1 impressions of adomain 'sarepta.com' with mean price 0.2, 1 impressions of adomain 'secret.com' with mean price 0.5, 1 impressions of adomain 'seventhgeneration.com' with mean price 0.4, 1 impressions of adomain 'speedway.com' with mean price 0.3, 3 impressions of adomain 'subaru.com' with mean price 0.2, 1 impressions of adomain 'supertreat.net' with mean price 0.2, 1 impressions of adomain 'toyota.com' with mean price 0.3, 1 impressions of adomain 'uic.edu' with mean price 0.8, 1 impressions of adomain 'umd.secure.force.com' with mean price 1.6, 1 impressions of adomain 'understood.org' with mean price 2.6, 1 impressions of adomain 'walgreens.com' with mean price 0.3, 1 impressions of adomain 'wkkellogg.com' with mean price 0.1; 2 sessions in app 'com.peoplefun.wordcross', 12 ad_requests with mean bid_floor 5.7; 1 sessions in app 'com.solitaire.fish.klondike.card.aquarium', 54 ad_requests with mean bid_floor 19.1, 1 impressions of adomain 'acorn.tv' with mean price 0.1, 1 impressions of adomain 'claritin.com' with mean price 0.1, 4 impressions of adomain 'covergirl.com' with mean price 0.1, 2 impressions of adomain 'elfcosmetics.com' with mean price 0.2; 4 sessions in app 'com.tripledot.solitaire', 9 ad_requests with mean bid_floor 3.1; 4 sessions in app 'com.tripledot.woodoku', 14 ad_requests with mean bid_floor 9.2; 6 sessions in app 'in.playsimple.wordtrip', 24 ad_requests with mean bid_floor 24.3; 3 sessions in app 'net.peakgames.mobile.spades.android', 82 ad_requests with mean bid_floor 23.7';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-01-15 21:06:01;dc_15roundended_before_d8_timestamp is 45672.7423148148;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-14 15:16:40;time_since_impression_in_hours is 1;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1;fast_imp_12h is 4;fast_click_2h is 3;rnd is 0.673968918211425;partition is 3631;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.spades_Android_CPA(141)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_100k' '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.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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'similar_categories_installed_newpubco_klondikesolitaire' '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.hearts_Android_CPI_abdoul_V4_100k' '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(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.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.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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' '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.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(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(146)_abdoul_mmp_V6_500k' 'com.aaafun.watersort_retargeting_Android_CPI_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' '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_Android_CPI_abdoul_mmp_V6_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPI_abdoul_mmp_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(dc_15roundended_before_d8)_abdoul_mmp_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(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_light_V6_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_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_light_V6_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.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_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_retargeting_Android_CPA(108)_abdoul_V6_2000k' '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(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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_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' 'HDIP_iOS_USA_WiFi_100_users_LITE' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_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.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(146)_abdoul_mmp_light_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' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_all_V4_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.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(147)_abdoul_V6_100k' '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(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_all_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_CPI_abdoul_mmp_V4_500k' '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' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V4_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' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'df2b852c-6c8b-4651-b1da-3d025382afbf;uuid is 'f60a0a5e-4103-400e-baf1-5e0927f6eb91';bid_timestamp is '2024-12-31 23:54:32';device_id is 'df2b852c-6c8b-4651-b1da-3d025382afbf';biddate is '2024-12-31';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 10.3328300680881;target_cpi is 2.3702495445704;campaign is 57661;creative_id is 229286;session_duration is 0 ;seller_name is 'Leyan Tech';seller_id is 482;content_type is 'i';bid_floor is 1.07325 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is 5.421638;third_party_bid_price is ;prior_tag_impressions_count is 14 ;time_since_impression is 257301 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.24;prior_theme_impressions_count is 14;prior_tag_clicks_count is 4 ;time_since_click is '257288';hour is '2024-12-31 23:00:00+00:00';day_of_week is '1';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'com.baliuapps.superapp', 1 ad_requests with mean bid_floor 5.2; 39 sessions in app 'com.browserzheng.foundernews', 5608 ad_requests with mean bid_floor 9.4; 4 sessions in app 'com.eightgreatgames.mergeslicer', 309 ad_requests with mean bid_floor 20.3; 4 sessions in app 'com.epicwalls.wallpaper.app', 1259 ad_requests with mean bid_floor 31.3; 2 sessions in app 'com.grandegames.slots.dafu.casino', 42 ad_requests with mean bid_floor 99.0; 2 sessions in app 'com.higgs.slotsmash', 82 ad_requests with mean bid_floor 56.1; 3 sessions in app 'com.ignite.igniteslots', 23 ad_requests with mean bid_floor 32.8; 24 sessions in app 'com.pdf.pro', 181 ad_requests with mean bid_floor 20.5; 1 sessions in app 'com.playvalve.solitaire', 2 ad_requests with mean bid_floor 8.6; 10 sessions in app 'com.topultragame.slotlasvega', 37 ad_requests with mean bid_floor 19.8; 1 sessions in app 'com.unique.sushi_shop', 9 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.vegas.casino.buffaloslots.free.slotmachines', 9 ad_requests with mean bid_floor 17.8; 13 sessions in app 'mobi.deallauncher.coupons.shopping', 14 ad_requests with mean bid_floor 12.9; 3 sessions in app 'slots.machine.winning.android', 37 ad_requests with mean bid_floor 17.8; 24 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 750 ad_requests with mean bid_floor 3.3, 3 clicks of adomain 'productmadness.com', 5 impressions of adomain 'productmadness.com' with mean price 6.1, 3 clicks of adomain 'scientificgames.com', 4 impressions of adomain 'scientificgames.com' with mean price 9.4, 1 clicks of adomain 'slotomania.com', 4 impressions of adomain 'slotomania.com' with mean price 67.6';dc_35roundended_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 2024-12-31 23:58:40;time_since_impression_in_hours is 71;channel is 'USA/I/bidmachine/spades.classic.card.free.online.offline.multiplayer/False/482';time_since_click_in_hours is 71;fast_imp_12h is 1;fast_click_2h is 1;rnd is 0.625381879067173;partition is 169;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.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_100k' '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.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_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.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.topultragame.slotlasvega_Android_CPI_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V3_100k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' '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' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_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.klondikesolitaire_Android_CPA(110)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_2000k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V3_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.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V5_MMP_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_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' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spidersolitaire_Android_CPA(dc_10GameCompleted_BeforeD8)_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.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_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.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_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' '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.klondikesolitaire_Android_CPA(105)_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(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_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.ballytechnologies.f88_Android_CPI_abdoul_V4_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.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.newpubco.spades_Android_CPA(148)_abdoul_V3_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_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_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.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'HDIP_iOS_USA_200_users_LITE' '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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_mmp_with_new_features_abdoul_10k_09_07_2024' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.ballytechnologies.quickhitslots_Android_CPI_abdoul_V4_500k' '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.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.murka.scatterslots_Android_CPA(threshold)_abdoul_V6_500k' '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' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_500k' 'embeddings_centroid_similarity_installs_1191435163']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is ';uuid is 'd7323478-a3a0-4cb7-aaf3-90be447fb50a';bid_timestamp is '2024-12-30 18:10:19';device_id is 'd4433c83-1bda-4ccf-8c8d-28e55bccf69a';biddate is '2024-12-30';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 12.9845319904904;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 ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-30 18:00:00+00:00';day_of_week is '0';os_version is 11;user_behavior_stats_in_past is '';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2025-01-01 19:39:39;dc_15roundended_before_d8_timestamp is 45657.7153356482;ag_retention_d1_timestamp is 2024-12-30 18:42:22;0_timestamp is 2024-12-30 18:42:22;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.32217162695438;partition is 675;segments is []
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'ec3f63ec-869a-4ab4-8403-2ace438ff9e4;uuid is '90961280-a136-4858-8b10-6954d8d44dd8';bid_timestamp is '2025-02-01 0:40:29';device_id is 'ec3f63ec-869a-4ab4-8403-2ace438ff9e4';biddate is '2025-02-01';country is 'USA';app is 'com.zimad.spades';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 241.719080592356;target_cpi is 5;campaign is 58232;creative_id is 229286;session_duration is 0 ;seller_name is 'Applovin SSP';seller_id is 117;content_type is 'ie';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is 0.026949;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 4.64;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-01 00:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '3 sessions in app 'com.Seriously.BestFiends', 4 ad_requests with mean bid_floor 2.9; 2 sessions in app 'com.bbumgames.spadesroyale', 16 ad_requests with mean bid_floor 8.0; 1 sessions in app 'com.beauty.tiles.story.makeover.puzzle.match', 4 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.fashion.blast.beauty.story.makeover.puzzle', 108 ad_requests with mean bid_floor 164.0; 2 sessions in app 'com.gbd.amy.secret.game', 15 ad_requests with mean bid_floor 0.3; 1 sessions in app 'com.love.rebirth.merge.match.stylist.story', 5 ad_requests with mean bid_floor 9.1; 1 sessions in app 'com.mars.avgchapters', 6 ad_requests with mean bid_floor 87.1; 2 sessions in app 'com.match.puzzle.happymatch3d', 55 ad_requests with mean bid_floor 3.9; 2 sessions in app 'com.newpubco.spades', 119 ad_requests with mean bid_floor 22.4, 5 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'bingoblitz.com' with mean price 0.8, 1 impressions of adomain 'playsimple.in' with mean price 0.2, 1 impressions of adomain 'sakrete.com' with mean price 1.4, 1 impressions of adomain 'samsung.com' with mean price 0.8, 1 impressions of adomain 'starsandstrikes.com' with mean price 0.9, 1 impressions of adomain 'williamsinteractive.com' with mean price 0.3, 1 impressions of adomain 'woodmenlife.com' with mean price 0.6; 42 sessions in app 'com.playvalve.spades', 2268 ad_requests with mean bid_floor 102.7, 69 impressions of adomain 'amazon.com' with mean price 1.0, 2 impressions of adomain 'benjaminone.com' with mean price 0.4, 1 clicks of adomain 'creditkarma.com', 1 impressions of adomain 'creditkarma.com' with mean price 27.8, 1 impressions of adomain 'flixchatter.net' with mean price 0.5, 4 impressions of adomain 'freecash.com' with mean price 0.4, 3 impressions of adomain 'indeed.com' with mean price 1.7, 2 impressions of adomain 'influencemobile.com' with mean price 0.3, 1 impressions of adomain 'mattel163.com' with mean price 0.4, 2 impressions of adomain 'mobilityware.com' with mean price 0.4, 2 impressions of adomain 'numerator.com' with mean price 0.4, 1 impressions of adomain 'nutrafol.com' with mean price 0.4, 3 impressions of adomain 'paramountplus.com' with mean price 0.4, 1 impressions of adomain 'pixel.green' with mean price 52.1, 6 impressions of adomain 'productmadness.com' with mean price 0.5; 1 sessions in app 'com.typically.piano.sense', 1 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.wildcard.spades', 14 ad_requests with mean bid_floor 3.5, 1 impressions of adomain 'meetme.com' with mean price 0.3; 3 sessions in app 'com.zimad.spades', 16 ad_requests with mean bid_floor 0.8; 1 sessions in app 'net.peakgames.mobile.spades.android', 20 ad_requests with mean bid_floor 141.7';dc_35roundended_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 2025-02-01 0:45:39;time_since_impression_in_hours is 0;channel is 'USA/I/applovin/com.zimad.spades/False/117';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.472816656960027;partition is 2806;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'net.supertreat.solitaire_Android_CPI_abdoul_V6_2000k' 'de.empfohlen_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.partyup.blockjam_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(120)_abdoul_V6_2000k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_2000k' 'com.xentech.brickblast_retargeting_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(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' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V4_2000k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_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_CPI_abdoul_V4_500k' 'com.aaaudi.biblecode_retargeting_Android_CPA(10level_complete_beforeD8)_abdoul_V4_500k' '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(105)_abdoul_mmp_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_retargeting_Android_CPA(145)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_500k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' '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' '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(108)_abdoul_V4_500k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'bloom_com.playvalve.spades_USA_80' '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' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_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' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V6_100k' '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' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_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(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.partyup.blockjam_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V3_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(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPA(10level_complete_beforeD8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_500k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.aaaudi.biblecode_retargeting_Android_CPA(10level_complete_beforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V4_2000k' 'com.partyup.blockjam_Android_CPI_abdoul_V6_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_50)_abdoul_V3_500k' '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_retargeting_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V3_100k' 'HDIP_iOS_USA_200_users_LITE' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V3_500k' 'com.block.juggle_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V4_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V3_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' 'net.supertreat.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.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' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_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' 'closet.match.pair.matching.games_Android_CPI_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.xentech.brickblast_retargeting_Android_CPI_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '955096bc-c502-4306-9d7e-15d539c3fa4f;uuid is '36a5744e-eba7-40d2-9f2e-174694f3a6cf';bid_timestamp is '2025-01-20 6:55:48';device_id is '955096bc-c502-4306-9d7e-15d539c3fa4f';biddate is '2025-01-20';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 108.111825174235;target_cpi is 1.26276027837809;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 35.333333;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.01;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-20 06:00:00+00:00';day_of_week is '0';os_version is 11;user_behavior_stats_in_past is '5 sessions in app 'com.Alienforcegames.ChessFusionFree', 14 ad_requests with mean bid_floor 11.4; 2 sessions in app 'com.blackout.spades', 113 ad_requests with mean bid_floor 12.3, 1 impressions of adomain 'governorofpoker.com' with mean price 55.3, 2 impressions of adomain 'productmadness.com' with mean price 65.3; 2 sessions in app 'com.dn.games.dtcpoker', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.fiogonia.spades', 8 ad_requests with mean bid_floor 2.2; 111 sessions in app 'com.kingsofgames.chessuniverse', 1809 ad_requests with mean bid_floor 20.9, 1 impressions of adomain 'bagelcode.com' with mean price 0.3, 1 impressions of adomain 'crypto.com' with mean price 0.4, 1 impressions of adomain 'governorofpoker.com' with mean price 0.7, 1 impressions of adomain 'help.supercellsupport.com' with mean price 1.2, 1 clicks of adomain 'ksg.com', 1 impressions of adomain 'ksg.com' with mean price 25.8, 2 impressions of adomain 'monopoly-poker.com' with mean price 0.5, 1 impressions of adomain 'mpl.live' with mean price 0.5, 1 impressions of adomain 'productmadness.com' with mean price 33.5, 1 impressions of adomain 'textnow.com' with mean price 0.5, 2 impressions of adomain 'wisewaveltd.com' with mean price 57.8; 2 sessions in app 'com.mobilityware.Spades', 248 ad_requests with mean bid_floor 63.4, 4 impressions of adomain 'newpub.co/hearts' with mean price 15.8; 1 sessions in app 'com.newpubco.spades', 14 ad_requests with mean bid_floor 21.5; 1 sessions in app 'com.playvalve.spades', 17 ad_requests with mean bid_floor 52.0; 14 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 1164 ad_requests with mean bid_floor 9.8, 1 impressions of adomain 'betta-games.net' with mean price 0.8, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 108.1, 1 impressions of adomain 'tech.pokergaga.net' with mean price 1.0; 1 sessions in app 'com.tripledot.spades', 3 ad_requests with mean bid_floor 32.3; 1 sessions in app 'com.tripledot.woodoku', 3 ad_requests with mean bid_floor 4.1; 6 sessions in app 'com.xten.starfall', 16 ad_requests with mean bid_floor 2.9; 3 sessions in app 'com.zynga.livepoker', 6 ad_requests with mean bid_floor 62.8; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 4.2';dc_35roundended_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 2025-01-20 7:04:02;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.956235378689455;partition is 2422;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_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_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.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_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.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' '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_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_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.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' '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' '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(paid_imp_20)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V6_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(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_40roundended_before_d8)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_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(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(145)_abdoul_mmp_V6_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_500k' '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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' '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.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(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_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(148)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' '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(141)_abdoul_mmp_V5_100k' '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(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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_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(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(140)_abdoul_V6_100k' '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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_500k' '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(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.hearts_Android_CPI_abdoul_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.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_500k' '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(146)_abdoul_V6_100k' '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_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_500k' '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_V4_100k' '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.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.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.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.spades_Android_CPA(120)_abdoul_mmp_V6_100k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '8697cc16-5740-4e53-917d-a7b5a0812f2b;uuid is 'b5d4a71a-0603-460d-a8eb-b69d1d341341';bid_timestamp is '2025-01-28 17:09:41';device_id is '8697cc16-5740-4e53-917d-a7b5a0812f2b';biddate is '2025-01-28';country is 'USA';app is 'com.kaliapagal.managod';exchange is 'appodealx-us';ad_type is 'V';is_rewarded_request is 'TRUE';payload_creative_hash is '38ae8dca33411b0730f636ced16d2306';display_manager is 'chartboost-android-sdk';raw_price is 0.663247712486341;target_cpi is 1.2;campaign is 58196;creative_id is 228773;session_duration is 929 ;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 0.395522;placement_historical_value is ;third_party_bid_price is ;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;user_behavior_stats_in_past is '8 sessions in app 'com.kaliapagal.managod', 1106 ad_requests with mean bid_floor 12.6; 2 sessions in app 'com.newpubco.spades', 23 ad_requests with mean bid_floor 6.3';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is ;ag_retention_d1_timestamp is 2025-01-28 17:14:29;0_timestamp is 2025-01-28 17:14:29;time_since_impression_in_hours is 0;channel is 'USA/V/chartboost-android-sdk/com.kaliapagal.managod/True/98';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.364384538254984;partition is 2155;segments is []
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '672c9de9-6184-47ad-b710-233e77a2cb72;uuid is 'c8a93ed1-3a3f-4720-bf71-26bc190e2819';bid_timestamp is '2024-12-13 23:46:04';device_id is '672c9de9-6184-47ad-b710-233e77a2cb72';biddate is '2024-12-13';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 2.499053;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 2.489053 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 2 ;time_since_impression is 369029 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.47;prior_theme_impressions_count is 2;prior_tag_clicks_count is 4 ;time_since_click is '369018';hour is '2024-12-13 23:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'block.puzzle.sudoku.free.game.classic.offline', 1 ad_requests with mean bid_floor 7.1; 79 sessions in app 'com.block.juggle', 735 ad_requests with mean bid_floor 80.0; 1 sessions in app 'com.easygames.race', 6 ad_requests with mean bid_floor 6.5; 13 sessions in app 'com.fiogonia.hearts', 1123 ad_requests with mean bid_floor 26.1; 2 sessions in app 'com.kiaora.dominoes', 372 ad_requests with mean bid_floor 52.7; 1 sessions in app 'com.miniclip.eightballpool', 23 ad_requests with mean bid_floor 1.1; 68 sessions in app 'com.mobilityware.CrazyEights', 6920 ad_requests with mean bid_floor 18.9, 2 clicks of adomain '5252slot.com', 4 impressions of adomain '5252slot.com' with mean price 1.2, 3 impressions of adomain '9snail.com' with mean price 1.2, 1 impressions of adomain 'addyi.com' with mean price 0.1, 10 impressions of adomain 'amazon.com' with mean price 0.3, 19 impressions of adomain 'audible.com' with mean price 0.1, 1 impressions of adomain 'barstoolsportsbook.com' with mean price 0.1, 1 impressions of adomain 'beiersdorf.com' with mean price 0.4, 1 clicks of adomain 'bestplay.app', 4 impressions of adomain 'bestplay.app' with mean price 1.9, 2 impressions of adomain 'bidease.com' with mean price 1.9, 1 impressions of adomain 'booking.com' with mean price 0.6, 5 impressions of adomain 'boombit.com' with mean price 1.3, 1 impressions of adomain 'cactus-bp.com' with mean price 0.6, 19 impressions of adomain 'caesars.com' with mean price 0.1, 17 impressions of adomain 'callapp.com' with mean price 0.1, 1 impressions of adomain 'camelgames.com' with mean price 2.4, 1 impressions of adomain 'carnival.com' with mean price 0.1, 1 impressions of adomain 'cbp.gov' with mean price 0.4, 5 impressions of adomain 'cbsinteractive.com' with mean price 0.1, 1 impressions of adomain 'chickensaladchick.com' with mean price 0.1, 1 impressions of adomain 'chime.com' with mean price 0.6, 2 impressions of adomain 'chimebank.com' with mean price 0.9, 14 impressions of adomain 'chumbacasino.com' with mean price 0.1, 1 impressions of adomain 'crypto.com' with mean price 0.1, 1 impressions of adomain 'demonslovegame.com' with mean price 0.9, 6 impressions of adomain 'disneyplus.com' with mean price 0.2, 4 impressions of adomain 'dollargeneral.com' with mean price 0.6, 15 impressions of adomain 'doordash.com' with mean price 0.2, 5 impressions of adomain 'duke-energy.com' with mean price 0.1, 14 impressions of adomain 'espnbet.com' with mean price 0.2, 1 clicks of adomain 'exmox.com', 17 impressions of adomain 'exmox.com' with mean price 0.9, 1 impressions of adomain 'firstfinancial.org' with mean price 0.2, 3 impressions of adomain 'fiverr.com' with mean price 1.0, 1 impressions of adomain 'freecash.com' with mean price 0.1, 2 impressions of adomain 'goodfoods.com' with mean price 0.7, 1 clicks of adomain 'governorofpoker.com', 3 impressions of adomain 'governorofpoker.com' with mean price 1.4, 1 impressions of adomain 'healthapplines.com' with mean price 1.2, 2 impressions of adomain 'igg.com' with mean price 1.1, 10 impressions of adomain 'illinoislottery.com' with mean price 0.1, 1 impressions of adomain 'indeed.com' with mean price 0.1, 11 impressions of adomain 'instacart.com' with mean price 0.1, 2 impressions of adomain 'intuit.com' with mean price 0.8, 2 impressions of adomain 'jigsaw.puzzle.game' with mean price 0.3, 1 impressions of adomain 'joinpropel.com' with mean price 0.2, 3 impressions of adomain 'justdice.io' with mean price 0.8, 1 clicks of adomain 'kidultlovin.com', 10 impressions of adomain 'kidultlovin.com' with mean price 0.9, 7 impressions of adomain 'livenationentertainment.com' with mean price 0.1, 1 impressions of adomain 'loopme.com' with mean price 1.0, 1 impressions of adomain 'mattel163.com' with mean price 0.8, 1 impressions of adomain 'mccormick.com' with mean price 1.2, 3 impressions of adomain 'mhitpoker.com' with mean price 2.2, 4 impressions of adomain 'mintegral.com' with mean price 1.0, 1 impressions of adomain 'mistplay.com' with mean price 0.1, 2 impressions of adomain 'mobify.tech' with mean price 0.8, 1 impressions of adomain 'mycarmex.com' with mean price 5.6, 3 impressions of adomain 'nike.com' with mean price 1.1, 4 impressions of adomain 'nowfoods.com' with mean price 1.7, 2 impressions of adomain 'playtika.com' with mean price 0.3, 28 impressions of adomain 'pluto.tv' with mean price 0.1, 2 impressions of adomain 'pocketfm.com' with mean price 0.1, 3 impressions of adomain 'priceline.com' with mean price 0.1, 10 impressions of adomain 'productmadness.com' with mean price 0.2, 2 impressions of adomain 'rovio.com' with mean price 0.1, 2 impressions of adomain 'samsung.com' with mean price 0.9, 5 impressions of adomain 'scopely.com' with mean price 0.1, 1 impressions of adomain 'signup.rocketmoney.com' with mean price 0.6, 5 impressions of adomain 'skyloftgaming.com' with mean price 1.5, 1 clicks of adomain 'skyloftgaming.com', 1 impressions of adomain 'snap.com' with mean price 1.2, 7 impressions of adomain 'subaru.com' with mean price 0.2, 1 impressions of adomain 'supersonic.com' with mean price 0.9, 1 impressions of adomain 'supertreat.net' with mean price 0.6, 1 impressions of adomain 'tagofy.app' with mean price 0.6, 1 impressions of adomain 'talkingtomandfriends.com' with mean price 0.1, 3 impressions of adomain 'tech.pokergaga.net' with mean price 1.8, 1 clicks of adomain 'tech.pokergaga.net', 1 impressions of adomain 'technify.vn' with mean price 0.8, 1 impressions of adomain 'tempursealy.com' with mean price 1.8, 1 impressions of adomain 'termsfeed.com' with mean price 1.0, 9 impressions of adomain 'tiktok.com' with mean price 7.1, 2 impressions of adomain 'tripsoft.io' with mean price 1.4, 3 impressions of adomain 'tubitv.com' with mean price 0.9, 2 impressions of adomain 'underdogfantasy.com' with mean price 0.7, 3 impressions of adomain 'vc32cccaa.app-ads-txt.com' with mean price 1.3, 3 impressions of adomain 'weather.com' with mean price 0.1, 2 impressions of adomain 'wisewaveltd.com' with mean price 1.0, 1 impressions of adomain 'wkkellogg.com' with mean price 0.3, 4 impressions of adomain 'wooga.com' with mean price 0.6, 3 impressions of adomain 'wsj.com' with mean price 0.8, 1 impressions of adomain 'wurl.com' with mean price 0.9, 1 impressions of adomain 'y551ac2d.app-ads-txt.com' with mean price 0.9; 4 sessions in app 'com.mobilityware.GinRummySolitaire', 188 ad_requests with mean bid_floor 15.9, 1 impressions of adomain 'caesars.com' with mean price 0.1, 1 impressions of adomain 'disneyplus.com' with mean price 0.2, 1 impressions of adomain 'flixchatter.net' with mean price 0.1, 1 impressions of adomain 'pluto.tv' with mean price 0.1, 1 impressions of adomain 'pricelines.com' with mean price 0.3, 1 impressions of adomain 'productmadness.com' with mean price 0.1; 9 sessions in app 'com.mobilityware.Spades', 725 ad_requests with mean bid_floor 11.8, 1 impressions of adomain 'fiverr.com' with mean price 3.4; 2 sessions in app 'com.newpubco.spades', 74 ad_requests with mean bid_floor 4.7, 1 impressions of adomain 'castrol.com' with mean price 1.4, 2 impressions of adomain 'disneyplus.com' with mean price 0.4, 1 impressions of adomain 'lastpass.com' with mean price 0.6, 1 impressions of adomain 'mosscreek.net' with mean price 0.4, 1 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'samsclub.com' with mean price 0.5; 1 sessions in app 'com.pd.vehiclemasters', 9 ad_requests with mean bid_floor 0.6; 3 sessions in app 'com.tripledot.woodoku', 56 ad_requests with mean bid_floor 5.1; 1 sessions in app 'in.playsimple.wordsearch', 1 ad_requests with mean bid_floor 2.6; 1 sessions in app 'in.playsimple.wordtrip', 6 ad_requests with mean bid_floor 4.6; 5 sessions in app 'ru.skillcap.dominoes', 233 ad_requests with mean bid_floor 31.4';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2024-12-17 5:15:43;dc_15roundended_before_d8_timestamp is 45641.8380324074;ag_retention_d1_timestamp is 2024-12-13 23:49:53;0_timestamp is 2024-12-13 23:49:53;time_since_impression_in_hours is 102;channel is 'USA/V/bidmachine/com.mobilityware.CrazyEights/False/192';time_since_click_in_hours is 103;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.127559042749072;partition is 3244;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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.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_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.hearts_Android_CPI_abdoul_V4_100k' '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(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' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.newpubco.hearts_Android_CPI_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.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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_500k' '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.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.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.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(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(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.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'bloom_com.fiogonia.dominoes_USA_1d']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '7e5206a1-69d8-4ac1-b268-7b72c30118f3;uuid is '00009fec-e499-4c93-835c-0c7884d8a5b3';bid_timestamp is '2025-02-06 19:46:29';device_id is '7e5206a1-69d8-4ac1-b268-7b72c30118f3';biddate is '2025-02-06';country is 'USA';app is 'com.playvalve.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 5.86815057446258;target_cpi is 0.971462182390028;campaign is 58208;creative_id is 228773;session_duration is 0 ;seller_name is 'Playvalve';seller_id is 273;content_type is 'vi';bid_floor is 5.0244 ;min_floor is 5.0244 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 6 ;time_since_impression is 2698453 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 7.39;prior_theme_impressions_count is 6;prior_tag_clicks_count is 4 ;time_since_click is '2698430';hour is '2025-02-06 19:00:00+00:00';day_of_week is '3';os_version is 12;user_behavior_stats_in_past is '1 sessions in app 'com.fiogonia.spades', 1 ad_requests with mean bid_floor 1.5; 1 sessions in app 'com.handmark.expressweather', 6 ad_requests with mean bid_floor 68.8; 1 sessions in app 'com.newpubco.spades', 1006 ad_requests with mean bid_floor 21.1, 10 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'americanobesityadvocates.org' with mean price 1.6, 2 impressions of adomain 'bmwusa.com' with mean price 0.3, 1 impressions of adomain 'greasemonkeyauto.com' with mean price 0.2, 1 impressions of adomain 'kelloggs.com' with mean price 1.1, 9 impressions of adomain 'nurtec.com' with mean price 1.2, 1 impressions of adomain 'paramountplus.com' with mean price 0.3, 4 impressions of adomain 'samsung.com' with mean price 1.4, 5 impressions of adomain 'temptationstreats.com' with mean price 0.7, 1 impressions of adomain 'walgreens.com' with mean price 0.9; 62 sessions in app 'com.playvalve.spades', 17849 ad_requests with mean bid_floor 94.7, 37 impressions of adomain 'amazon.com' with mean price 0.5, 2 impressions of adomain 'discovery.com' with mean price 0.6, 7 impressions of adomain 'dymatize.com' with mean price 0.5, 38 impressions of adomain 'freestylelibre.us' with mean price 1.1, 1 impressions of adomain 'homespotter.com' with mean price 0.6, 1 impressions of adomain 'instagram.com' with mean price 0.4, 1 impressions of adomain 'mckesson.com' with mean price 0.3, 3 impressions of adomain 'mobilesafetytech.com' with mean price 0.6, 1 clicks of adomain 'newpub.co', 2 impressions of adomain 'nucala.com' with mean price 0.5, 1 impressions of adomain 'numerator.com' with mean price 0.3, 2 impressions of adomain 'paramount.com' with mean price 0.3, 2 impressions of adomain 'petmdstore.com' with mean price 0.5, 11 impressions of adomain 'temu.com' with mean price 30.2, 2 impressions of adomain 'tremfya.com' with mean price 1.1, 10 impressions of adomain 'walgreens.com' with mean price 0.7, 1 impressions of adomain 'zquiet.com' with mean price 1.3; 1 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 6.1; 1 sessions in app 'in.crossy.daily_crossword', 1 ad_requests with mean bid_floor 13.8; 2 sessions in app 'in.playsimple.wordtrip', 7 ad_requests with mean bid_floor 27.7; 1 sessions in app 'kidultlovin.word.zen', 1 ad_requests with mean bid_floor 2.9';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-02-08 21:00:02;dc_15roundended_before_d8_timestamp is 45696.7346296296;ag_retention_d1_timestamp is ;0_timestamp is 2025-02-07 20:48:09;time_since_impression_in_hours is 749;channel is 'USA/I/bidmachine/com.playvalve.spades/False/273';time_since_click_in_hours is 750;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.678016152559063;partition is 3268;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_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_2000k' 'com.vitastudio.mahjong_Android_CPA(af_app_opened)_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_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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_100k' '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.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_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_CPA(147)_abdoul_mmp_light_V6_2000k' 'bloom_com.playvalve.spades_USA_1d' '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.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' '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(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_dc_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V6_2000k' 'bloom_com.playvalve.spades_USA_80' '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' '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(145)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'bloom_com.playvalve.spades_USA_7d' '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(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' '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.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(ag_retention_d1)_abdoul_V6_100k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' '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_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' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HYP1_AG_10k_01_25_2025' '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_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_CPI(install)_abdoul_V7_HIGH_PRICE_HIGH_VAR_AG_100k_01_25_2025' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_100k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(148)_abdoul_V3_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.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_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.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_30RoundEnded_BeforeD8)_abdoul_V7_HYP3_AG_100k_01_25_2025' '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' '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' 'bloom_com.playvalve.spades_USA_95' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' 'com.newpubco.spades_retargeting_Android_CPA(145)_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' 'is_segments_com_ttterbagames_businesssimulator_Android_0_cg1_mmp_v5_USA_auto_no_fraud' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HIGH_PRICE_HIGH_VAR_AG_40k_01_31_2025' '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.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_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.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is ';uuid is '93dda12d-256c-4e74-89ba-f2fef9d2a12c';bid_timestamp is '2024-12-15 19:20:52';device_id is '04bde196-506b-402f-8d67-15015b203e39';biddate is '2024-12-15';country is 'USA';app is 'com.tripledot.woodoku';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 13.1146654455112;target_cpi is 4;campaign is 57526;creative_id is 228773;session_duration is 0 ;seller_name is 'Tripledot MAX';seller_id is 197;content_type is 'vie';bid_floor is 1.6006 ;min_floor is 1.6006 ;bidmachine_placement_value is 4.086353;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 22 ;time_since_impression is 52684 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.60999999999999;prior_theme_impressions_count is 22;prior_tag_clicks_count is 14 ;time_since_click is '52678';hour is '2024-12-15 19:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2024-12-17 5:15:43;dc_15roundended_before_d8_timestamp is 45643.1953587963;ag_retention_d1_timestamp is 2024-12-15 19:26:17;0_timestamp is 2024-12-15 19:26:17;time_since_impression_in_hours is 14;channel is 'USA/I/bidmachine/com.tripledot.woodoku/False/197';time_since_click_in_hours is 15;fast_imp_12h is 3;fast_click_2h is 2;rnd is 0.0390294858937653;partition is 3481;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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(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.newpubco.spades_Android_CPA(147)_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.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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_100k' '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_30RoundEnded_BeforeD8)_abdoul_V6_MMP_100k_11_10_2024' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.block.juggle_Android_CPI_abdoul_V4_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.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.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.spades_Android_CPA(140)_abdoul_mmp_V5_500k' 'com.block.juggle_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_500k' '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_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_40GameCompleted_BeforeD8)_abdoul_V3_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.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' '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' 'bloom_com.fiogonia.spades_USA_1d' '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(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_40GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'bloom_com.tripledot.woodoku_USA_7d' '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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPI_abdoul_V3_500k' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' '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.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog2)_abdoul_V4_2000k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_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.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_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(loop_ipu50)_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' '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(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.redcell.goldandgoblins_Android_CPA(Progress)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'bloom_com.tripledot.woodoku_USA_1d' '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' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_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' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_MMP_Light_100k_11_10_2024']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'ebd7025c-741d-4b38-b918-ccc62d70d627;uuid is 'af5fbdb1-d387-4e0b-84b0-e2b630e77f87';bid_timestamp is '2024-12-19 2:16:42';device_id is 'ebd7025c-741d-4b38-b918-ccc62d70d627';biddate is '2024-12-19';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 45.2840834744289;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 4.491525;placement_historical_value is 33.181593;third_party_bid_price is ;prior_tag_impressions_count is 5 ;time_since_impression is 462179 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 4.07;prior_theme_impressions_count is 5;prior_tag_clicks_count is 7 ;time_since_click is '462146';hour is '2024-12-19 02:00:00+00:00';day_of_week is '3';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.luwukmeliana.lexicard', 11 ad_requests with mean bid_floor 2.3, 8 impressions of adomain 'amazon.com' with mean price 1.0; 1 sessions in app 'com.newpubco.spades', 20 ad_requests with mean bid_floor 18.2, 2 impressions of adomain 'amazon.com' with mean price 0.8, 1 impressions of adomain 'kindsnacks.com' with mean price 0.6, 1 impressions of adomain 'oldspice.com' with mean price 0.7; 2 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 21 ad_requests with mean bid_floor 8.8; 2 sessions in app 'com.storymatrix.drama', 15 ad_requests with mean bid_floor 46.2; 5 sessions in app 'net.playq.charmking', 15 ad_requests with mean bid_floor 0.2';dc_35roundended_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 2024-12-19 23:55:52;time_since_impression_in_hours is 128;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 128;fast_imp_12h is 2;fast_click_2h is 1;rnd is 0.253099562665083;partition is 2536;segments is ['bloom_com.bbumgames.spadesroyale_USA_1d' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' '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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_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.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' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V3_100k' '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.newpubco.klondikesolitaire_Android_CPA(112)_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(108)_abdoul_mmp_light_V6_100k' '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_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(140)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_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_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_loop_180min)_abdoul_V3_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.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_100k' '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' '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.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_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' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_100k' '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_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_CPI(install)_abdoul_V6_Appgrowth_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_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(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPI_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(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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_1M_14_11_2024' '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.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' '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_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_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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' '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.newpubco.spades_Android_CPA(148)_abdoul_V3_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' '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' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.block.juggle_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_100k' '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_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.spades_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' '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' 'com.newpubco.spades_Android_CPI_abdoul_V3_100k' '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' '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(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.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' '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.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_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.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(108)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_100k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'e998dfea-fa6a-44ba-93dc-7f02a30f3a27;uuid is 'c0780353-c153-48c6-ba16-42318bd45444';bid_timestamp is '2025-02-07 18:00:00';device_id is 'e998dfea-fa6a-44ba-93dc-7f02a30f3a27';biddate is '2025-02-07';country is 'USA';app is 'com.csscv.jumppig';exchange is 'appodealx-us';ad_type is 'I';is_rewarded_request is 'FALSE';payload_creative_hash is '0d73c0f2f6fbeaf2041a929b6e0b1f76';display_manager is 'chartboost-android-sdk';raw_price is 50;target_cpi is 3;campaign is 58358;creative_id is 229142;session_duration is 145 ;seller_name is 'Chartboost SSP';seller_id is 98;content_type is 've';bid_floor is 19.8856 ;min_floor is 19.8856 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'fisherman_introplayer';user_coefficient is 1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-07 18:00:00+00:00';day_of_week is '4';os_version is 13;user_behavior_stats_in_past is '1 sessions in app 'com.GDGames.GeekShopArcade', 137 ad_requests with mean bid_floor 10.6; 1 sessions in app 'com.catobilli.jelly', 173 ad_requests with mean bid_floor 13.8; 1 sessions in app 'com.csscv.jumppig', 136 ad_requests with mean bid_floor 16.5; 1 sessions in app 'com.dream.free.games.match3', 4 ad_requests with mean bid_floor 2.6; 7 sessions in app 'com.horus.sky.defense', 322 ad_requests with mean bid_floor 3.7; 503 sessions in app 'com.metropcs.metrozone', 3496 ad_requests with mean bid_floor 84.8; 1 sessions in app 'com.miniclip.realsniper', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.newpubco.spades', 30 ad_requests with mean bid_floor 21.0, 1 impressions of adomain 'gulfshores.com' with mean price 0.6';dc_35roundended_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 2025-02-07 18:06:00;time_since_impression_in_hours is 0;channel is 'USA/I/chartboost-android-sdk/com.csscv.jumppig/False/98';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.615607593098567;partition is 1044;segments is ['com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V5_2000k' 'com.ttterbagames.businesssimulator_Android_CPA(dc_fortune_5000_BeforeD8)_abdoul_mmp_V5_2000k' 'is_segments_com_ttterbagames_businesssimulator_Android_0_cg1_mmp_v5_USA_auto_no_fraud_whitelist_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'd0dc7703-e621-4604-a27b-ca326a4c8ee8;uuid is 'e4619f2b-72e5-4bff-93d0-3ca8accd1db0';bid_timestamp is '2025-01-31 15:36:20';device_id is 'd0dc7703-e621-4604-a27b-ca326a4c8ee8';biddate is '2025-01-31';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'bidmachine';raw_price is 27.8104548191887;target_cpi is 2.38058623671531;campaign is 58208;creative_id is 228773;session_duration is 834 ;seller_name is 'Learnings.ai';seller_id is 126;content_type is 'vi';bid_floor is 18.761 ;min_floor is 0.0106 ;bidmachine_placement_value is 209.320695;placement_historical_value is 15.657188;third_party_bid_price is 18.761;prior_tag_impressions_count is 1 ;time_since_impression is 1086232 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 1.76;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '1086224';hour is '2025-01-31 15:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '13 sessions in app 'bible.wordgame.words.connect.crossword.cookies', 1770 ad_requests with mean bid_floor 37.5, 3 impressions of adomain 'caesars.com' with mean price 0.9, 2 clicks of adomain 'creditkarma.com', 6 impressions of adomain 'creditkarma.com' with mean price 37.0, 1 clicks of adomain 'instacart.com', 4 impressions of adomain 'instacart.com' with mean price 21.0, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 27.8, 1 impressions of adomain 'pacificfoods.com' with mean price 0.8, 1 impressions of adomain 'paramountplus.com' with mean price 1.5, 1 impressions of adomain 'stratton.com' with mean price 0.5, 9 impressions of adomain 'walmart.com' with mean price 2.4; 9 sessions in app 'com.blackout.spades', 2820 ad_requests with mean bid_floor 27.0, 2 impressions of adomain 'all-laundry.com' with mean price 0.5, 10 impressions of adomain 'amazon.com' with mean price 0.5, 4 impressions of adomain 'creditkarma.com' with mean price 18.9, 1 impressions of adomain 'disneyplus.com' with mean price 0.4, 10 impressions of adomain 'instagram.com' with mean price 0.8, 4 impressions of adomain 'nutrafol.com' with mean price 0.4, 4 impressions of adomain 'oneaday.com' with mean price 1.4, 1 impressions of adomain 'ordercoldstone.com' with mean price 0.4, 1 impressions of adomain 'orgain.com' with mean price 0.4, 1 impressions of adomain 'paramountplus.com' with mean price 0.4, 1 impressions of adomain 'prestigebrands.com' with mean price 0.4, 1 impressions of adomain 'samhsa.gov' with mean price 0.4, 3 impressions of adomain 'solaray.com' with mean price 0.4, 3 impressions of adomain 'windcreek.com' with mean price 1.6; 30 sessions in app 'com.fiogonia.spades', 8685 ad_requests with mean bid_floor 26.5; 2 sessions in app 'com.home.weather.radar', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.newpubco.spades', 73 ad_requests with mean bid_floor 18.2, 9 impressions of adomain 'amazon.com' with mean price 0.7, 2 impressions of adomain 'discovery.com' with mean price 1.0, 1 impressions of adomain 'draftkings.com' with mean price 0.8, 1 impressions of adomain 'haleon.com' with mean price 0.5, 1 impressions of adomain 'intuit.com' with mean price 1.6, 1 impressions of adomain 'kelloggs.com' with mean price 1.4, 1 impressions of adomain 'king.com' with mean price 0.9, 10 impressions of adomain 'paramountplus.com' with mean price 0.5, 1 impressions of adomain 'playtika.com' with mean price 0.7, 1 impressions of adomain 'scopely.com' with mean price 0.6, 1 impressions of adomain 'supertreat.net' with mean price 0.8; 1 sessions in app 'com.pdftools.documentreader.fileviewer', 1 ad_requests with mean bid_floor 5.2; 2 sessions in app 'com.peoplefun.wordcross', 20 ad_requests with mean bid_floor 8.0; 6 sessions in app 'com.tripledot.spades', 258 ad_requests with mean bid_floor 2.5; 1 sessions in app 'com.yallaplay.spadesmasters', 13 ad_requests with mean bid_floor 137.2; 1 sessions in app 'games.burny.color.sort.woody.puzzle', 134 ad_requests with mean bid_floor 55.3, 51 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'bausch.com' with mean price 0.4, 1 impressions of adomain 'claritin.com' with mean price 0.3, 12 impressions of adomain 'colgate.com' with mean price 0.2, 5 impressions of adomain 'creditkarma.com' with mean price 0.2, 2 impressions of adomain 'cuisinart.com' with mean price 0.2, 1 impressions of adomain 'discovery.com' with mean price 0.5, 1 impressions of adomain 'dyson.com' with mean price 0.5, 2 impressions of adomain 'earthrated.com' with mean price 0.2, 12 impressions of adomain 'electrolux.com' with mean price 0.2, 1 impressions of adomain 'gerber.com' with mean price 0.2, 5 impressions of adomain 'google.com' with mean price 0.3, 5 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'lifeextension.com' with mean price 0.3, 1 impressions of adomain 'liquid-iv.com' with mean price 0.3, 1 impressions of adomain 'listerine.com' with mean price 0.2, 1 impressions of adomain 'm2ingredients.com' with mean price 0.2, 1 impressions of adomain 'moroccanoil.com' with mean price 0.2, 1 impressions of adomain 'neutrogena.com' with mean price 0.4, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.2, 5 impressions of adomain 'nutrafol.com' with mean price 0.2, 1 impressions of adomain 'oakevergames.com' with mean price 0.1, 2 impressions of adomain 'opalescence.com' with mean price 0.2, 1 impressions of adomain 'orgain.com' with mean price 0.2, 1 impressions of adomain 'prestigebrands.com' with mean price 0.2, 1 impressions of adomain 'pull-ups.com' with mean price 0.2, 1 impressions of adomain 'qunol.com' with mean price 0.6, 2 impressions of adomain 'starbucks.com' with mean price 0.3, 1 impressions of adomain 'tylenol.com' with mean price 0.2, 1 impressions of adomain 'verdefarms.com' with mean price 0.2, 3 impressions of adomain 'victorallen.com' with mean price 0.2, 1 impressions of adomain 'zyrtec.com' with mean price 0.3; 4 sessions in app 'sms.app.messages.app.message.box.message.me', 6 ad_requests with mean bid_floor 5.2';dc_35roundended_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 2025-01-31 15:46:37;time_since_impression_in_hours is 301;channel is 'USA/V/bidmachine/bible.wordgame.words.connect.crossword.cookies/False/126';time_since_click_in_hours is 302;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.512458016191453;partition is 751;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_2000k' 'bloom_bible.wordgame.words.connect.crossword.cookies_USA_30d' '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' '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' 'com.vitastudio.mahjong_Android_CPA(af_app_opened)_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' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_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.vitastudio.mahjong_Android_CPA(af_app_opened)_abdoul_V6_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_35roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2000k' 'bloom_bible.wordgame.words.connect.crossword.cookies_USA_95' '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.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' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_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.vitastudio.mahjong_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_2000k' 'bloom_bible.wordgame.words.connect.crossword.cookies_USA_1d' '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(108)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' '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' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPI_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(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' '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' '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' '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.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.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' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V4_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' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_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.vitastudio.mahjong_Android_CPA(af_app_opened)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_1d' '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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_HIGH_PRICE_LOW_VAR_AG_100k_01_25_2025' '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.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.vitastudio.mahjong_Android_CPA(af_app_opened)_abdoul_V6_500k' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' '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.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_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' '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.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_100k' '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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '2cee0fa3-262f-45ec-a753-bb09011ab963;uuid is 'ae7629ff-a690-4450-b710-2246756a7cdb';bid_timestamp is '2024-12-22 19:38:18';device_id is '2cee0fa3-262f-45ec-a753-bb09011ab963';biddate is '2024-12-22';country is 'USA';app is 'com.bbumgames.opa';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 5.75328562408685;target_cpi is 2;campaign is 57621;creative_id is 228773;session_duration is 0 ;seller_name is 'Voodoo MAX';seller_id is 170;content_type is 'vi';bid_floor is 3.392 ;min_floor is ;bidmachine_placement_value is 42.880258;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 28 ;time_since_impression is 548201 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.88;prior_theme_impressions_count is 28;prior_tag_clicks_count is 8 ;time_since_click is '548120';hour is '2024-12-22 19:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.abi.busjam.sortpuzzle', 8 ad_requests with mean bid_floor 6.1, 1 impressions of adomain 'smithfieldfoods.com' with mean price 0.3, 2 impressions of adomain 'walgreens.com' with mean price 0.5; 102 sessions in app 'com.bbumgames.opa', 4826 ad_requests with mean bid_floor 2.3, 5 clicks of adomain 'chime.com', 4 impressions of adomain 'chime.com' with mean price 7.0, 1 clicks of adomain 'generalmills.com', 1 impressions of adomain 'generalmills.com' with mean price 4.7, 1 impressions of adomain 'scopely.com' with mean price 4.6, 11 clicks of adomain 'underdogfantasy.com', 12 impressions of adomain 'underdogfantasy.com' with mean price 7.9; 1 sessions in app 'com.peoplefun.wordcross', 3 ad_requests with mean bid_floor 6.6; 13 sessions in app 'com.tripledot.blackjack', 398 ad_requests with mean bid_floor 76.7; 1 sessions in app 'com.tripledot.solitaire', 1 ad_requests with mean bid_floor 39.0; 1 sessions in app 'com.vitastudio.solitaire', 1 ad_requests with mean bid_floor 6.7; 54 sessions in app 'com.zynga.backgammonplus', 631 ad_requests with mean bid_floor 22.7; 2 sessions in app 'in.playsimple.wordtrip', 7 ad_requests with mean bid_floor 8.8; 11 sessions in app 'net.peakgames.ginrummyplus', 250 ad_requests with mean bid_floor 28.6';dc_35roundended_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 152;channel is 'USA/V/bidmachine/com.bbumgames.opa/False/170';time_since_click_in_hours is 152;fast_imp_12h is 2;fast_click_2h is 0;rnd is 0.260578701675597;partition is 751;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_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(145)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_100k' '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' '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.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.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_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(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_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' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_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(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V3_500k' '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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V3_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' '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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_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.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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_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(145)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_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.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_2000k' '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(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(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_2000k' '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(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ipu_168h_50)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_500k' 'bloom_com.blackout.spades_USA_1d' 'loppipoppi.yatzy_retargeting_Android_CPI_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.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.klondikesolitaire_Android_CPI_abdoul_V4_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.newpubco.spades_Android_CPA(146)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' '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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'loppipoppi.numbermatch_retargeting_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' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'ff375341-2300-4d43-85f9-3ee24e31c9c9;uuid is '341ea467-0066-416e-9082-fa7c39230738';bid_timestamp is '2025-01-05 0:40:47';device_id is 'ff375341-2300-4d43-85f9-3ee24e31c9c9';biddate is '2025-01-05';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'bidmachine';raw_price is 76.4901756071696;target_cpi is 2.24454125819568;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 67.84;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 3835348 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.02;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '3835344';hour is '2025-01-05 00:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.LoopGames.Domino', 92 ad_requests with mean bid_floor 4.1; 3 sessions in app 'com.fiogonia.spades', 203 ad_requests with mean bid_floor 32.5; 1 sessions in app 'com.globalplay.birdsort', 22 ad_requests with mean bid_floor 49.7; 1 sessions in app 'com.globalplay.birdsort2.color.puzzle', 44 ad_requests with mean bid_floor 16.2; 99 sessions in app 'com.vafra.browser', 143 ad_requests with mean bid_floor 54.7';dc_35roundended_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 2025-01-05 0:51:07;time_since_impression_in_hours is 1065;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 1065;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.122542151268569;partition is 2761;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' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_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_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V6_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.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.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(m_mins_played_240)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(threshold)_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.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_500k' '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' '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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V6_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' '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' '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.spades_Android_CPA(108)_abdoul_mmp_V5_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' '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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_abdoul_V6_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.newpubco.klondikesolitaire_Android_CPA(105)_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(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' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI_abdoul_V4_100k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_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.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_500k' 'bloom_com.fiogonia.dominoes_USA_7d' 'com.murka.scatterslots_Android_CPA(threshold)_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_2000k' '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' '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' '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.klondikesolitaire_Android_CPA(105)_abdoul_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.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.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' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' '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' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_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.murka.scatterslots_Android_CPI_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' '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(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.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V6_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.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.mobilityware.spider_Android_CPA(Level_10)_abdoul_V5_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_500k' 'com.aaaudi.biblecode_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_100k' '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(ag_retention_d1)_abdoul_V6_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.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V6_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_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' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'and.lihuhu.findmatch_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_V6_2000k' '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.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' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V5_500k' 'com.newpubco.spidersolitaire_Android_CPI_abdoul_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' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_500k' '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.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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_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' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_abdoul_V6_2000k' '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' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2mln' 'bloom_com.fiogonia.dominoes_USA_1d' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'cfbccd7c-4f6b-47e4-bd81-50ae3b6a0d38;uuid is '65b160c1-2392-4817-9faa-ab7d9cafade7';bid_timestamp is '2024-12-15 8:33:30';device_id is 'cfbccd7c-4f6b-47e4-bd81-50ae3b6a0d38';biddate is '2024-12-15';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'applovin';raw_price is 56.0340001339605;target_cpi is 4;campaign is 57526;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 ;prior_tag_impressions_count is 4 ;time_since_impression is 22131 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.87;prior_theme_impressions_count is 4;prior_tag_clicks_count is 6 ;time_since_click is '22123';hour is '2024-12-15 08:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '35 sessions in app 'com.cooking.world.chef.craze.restaurant.fever.free', 575 ad_requests with mean bid_floor 1.6, 91 impressions of adomain 'amazon.com' with mean price 0.5, 2 impressions of adomain 'audible.com' with mean price 0.2, 3 impressions of adomain 'aveeno.com' with mean price 0.5, 1 impressions of adomain 'barillagroup.com' with mean price 0.6, 1 impressions of adomain 'bathandbodyworks.com' with mean price 0.5, 1 impressions of adomain 'comporium.com' with mean price 0.3, 2 impressions of adomain 'depend.com' with mean price 0.1, 4 impressions of adomain 'disneyplus.com' with mean price 0.2, 3 impressions of adomain 'dncu.com' with mean price 1.3, 2 impressions of adomain 'drpepper.com' with mean price 1.2, 1 impressions of adomain 'gnc.com' with mean price 0.3, 1 impressions of adomain 'goya.com' with mean price 0.2, 10 impressions of adomain 'haleon.com' with mean price 0.4, 1 impressions of adomain 'hillspet.com' with mean price 0.4, 2 impressions of adomain 'huggies.com' with mean price 0.4, 1 impressions of adomain 'instacart.com' with mean price 0.1, 1 impressions of adomain 'internationalpaper.com' with mean price 0.4, 1 impressions of adomain 'jacksonfamilywines.com' with mean price 0.4, 1 impressions of adomain 'justdice.io' with mean price 0.2, 2 impressions of adomain 'kelloggs.com' with mean price 0.9, 1 impressions of adomain 'lavazza.com' with mean price 0.2, 1 impressions of adomain 'listerine.com' with mean price 0.5, 17 impressions of adomain 'lowes.com' with mean price 0.3, 1 impressions of adomain 'migraine.com' with mean price 0.6, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.3, 2 impressions of adomain 'nucala.com' with mean price 0.2, 1 impressions of adomain 'nutrafol.com' with mean price 0.6, 1 impressions of adomain 'paintbynumber.app' with mean price 0.1, 9 impressions of adomain 'paramountplus.com' with mean price 0.4, 2 impressions of adomain 'pearlevision.com' with mean price 0.3, 1 impressions of adomain 'pepsibottlingventures.com' with mean price 1.4, 1 impressions of adomain 'priceline.com' with mean price 0.8, 1 impressions of adomain 'purestorage.com' with mean price 1.2, 2 impressions of adomain 'purina.com' with mean price 25.6, 1 clicks of adomain 'purina.com', 2 impressions of adomain 'qdoba.com' with mean price 0.2, 1 impressions of adomain 'roomstogo.com' with mean price 2.8, 1 impressions of adomain 'shoppersvoice.com' with mean price 0.1, 3 impressions of adomain 'tiktok.com' with mean price 1.4, 3 impressions of adomain 'ulta.com' with mean price 0.2, 7 impressions of adomain 'victoriassecret.com' with mean price 0.2, 39 impressions of adomain 'walgreens.com' with mean price 0.7, 4 impressions of adomain 'wooga.com' with mean price 0.2; 1 sessions in app 'com.core.biggame.marble.android', 8 ad_requests with mean bid_floor 5.1; 20 sessions in app 'com.fkgpmobile.audiorecorder', 92 ad_requests with mean bid_floor 2.7; 1 sessions in app 'com.music.game.dancing.hair.beat.race', 19 ad_requests with mean bid_floor 1.5; 1 sessions in app 'com.naxclow.v720', 2 ad_requests with mean bid_floor 5.7; 6 sessions in app 'com.oakever.tiletrip', 106 ad_requests with mean bid_floor 29.4; 87 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 882 ad_requests with mean bid_floor 3.0, 1 impressions of adomain 'paramountplus.com' with mean price 6.0, 1 impressions of adomain 'priceline.com' with mean price 1.7, 3 impressions of adomain 'vitastudio.ai' with mean price 2.0, 1 impressions of adomain 'walgreens.com' with mean price 0.7; 2 sessions in app 'com.superplaystudios.dicedreams', 2 ad_requests with mean bid_floor 14.2; 2 sessions in app 'com.tripledot.woodoku', 16 ad_requests with mean bid_floor 13.8; 3 sessions in app 'in.playsimple.wordtrip', 10 ad_requests with mean bid_floor 24.3; 12 sessions in app 'jp.co.goodroid.hyper.hexaaway', 133 ad_requests with mean bid_floor 1.9, 1 impressions of adomain 'liberty.edu' with mean price 0.4';dc_35roundended_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 2024-12-15 8:36:24;time_since_impression_in_hours is 6;channel is 'USA/V/applovin/com.spades.solitaire.online.plus.offline.free.card.games/False/117';time_since_click_in_hours is 6;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.0621449110360858;partition is 1074;segments is ['com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_100k' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2000k' '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' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' '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.redcell.goldandgoblins_Android_CPI_install_abdoul_500k_08_20_2024' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_2000k' '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' '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_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_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(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' '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(140)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' '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.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(140)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' '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_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.spades_Android_CPA(148)_abdoul_V3_500k' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_30d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(prog2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' '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(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_35roundended_before_d8)_abdoul_V4_2mln' 'com.redcell.goldandgoblins_Android_CPA(consent_management)_abdoul_V4_500k' 'com.redcell.goldandgoblins_Android_CPA(consent_management)_abdoul_V4_2000k' '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' '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_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.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.aaaudi.biblecode_Android_CPA(10level_complete_beforeD8)_abdoul_V3_500k' '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.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'fc15d07b-490d-4233-8f47-80dc4503d730;uuid is '956e7e3b-75ff-4e5a-85b6-e498ab8c8e61';bid_timestamp is '2025-02-06 2:37:48';device_id is 'fc15d07b-490d-4233-8f47-80dc4503d730';biddate is '2025-02-06';country is 'USA';app is 'com.playvalve.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 14.9999999999999;target_cpi is 3.71999999999999;campaign is 58285;creative_id is 228965;session_duration is 0 ;seller_name is 'Playvalve';seller_id is 273;content_type is 've';bid_floor is 5.0244 ;min_floor is 5.0244 ;bidmachine_placement_value is 36.692308;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 3 ;time_since_impression is 53911618 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 3;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-06 02:00:00+00:00';day_of_week is '3';os_version is 12;user_behavior_stats_in_past is '1 sessions in app 'com.bluesky.best_ringtone.free2017', 2 ad_requests with mean bid_floor 59.3; 366 sessions in app 'com.metropcs.metrozone', 2836 ad_requests with mean bid_floor 90.7; 2 sessions in app 'com.my.cooking.chef.kitchen.craze.fever', 88 ad_requests with mean bid_floor 1.1; 1 sessions in app 'com.newpubco.spades', 44 ad_requests with mean bid_floor 19.8; 14 sessions in app 'com.playvalve.spades', 5493 ad_requests with mean bid_floor 69.2, 1 impressions of adomain 'hims.com' with mean price 0.4, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.5, 1 impressions of adomain 'moroccanoil.com' with mean price 0.5, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 15.0, 1 impressions of adomain 'strivectin.com' with mean price 0.4; 2 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 2.4; 1 sessions in app 'easy.sudoku.puzzle.solver.free', 1 ad_requests with mean bid_floor 3.7; 1 sessions in app 'in.playsimple.wordtrip', 8 ad_requests with mean bid_floor 5.7; 25 sessions in app 'net.peakgames.mobile.rummi.android', 68 ad_requests with mean bid_floor 2.7; 4 sessions in app 'net.peakgames.mobile.spades.android', 285 ad_requests with mean bid_floor 26.2';dc_35roundended_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 2025-02-06 2:52:30;time_since_impression_in_hours is 14975;channel is 'USA/I/bidmachine/com.playvalve.spades/False/273';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.227916499949283;partition is 1322;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_retargeting_Android_CPA(147)_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.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' 'bloom_com.playvalve.spades_USA_1d' '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(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' 'bloom_com.playvalve.spades_USA_80' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_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(147)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' 'bloom_com.playvalve.spades_USA_7d' '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_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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_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' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'bloom_com.playvalve.spades_USA_95' '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']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'c42b4acb-144e-4441-be6b-4d31d260eb58;uuid is '65403211-fba3-4bc3-adf2-1ebc3b8e7d8d';bid_timestamp is '2025-01-11 3:24:45';device_id is 'c42b4acb-144e-4441-be6b-4d31d260eb58';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 71.4127308857068;target_cpi is 1.80391925863874;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 1.6112;placement_historical_value is 26.540958;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';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 03:00:00+00:00';day_of_week is '5';os_version is 10;user_behavior_stats_in_past is '14 sessions in app 'com.blackout.spades', 410 ad_requests with mean bid_floor 33.0, 1 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'app.boostr.com' with mean price 0.3, 3 impressions of adomain 'disneyplus.com' with mean price 0.4, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.3, 1 impressions of adomain 'hillspet.com' with mean price 0.4, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.4, 2 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'newpub.co/spades' with mean price 71.4, 1 impressions of adomain 'ordercoldstone.com' with mean price 0.5, 1 impressions of adomain 'paramountplus.com' with mean price 0.7, 2 impressions of adomain 'sallyhansen.com' with mean price 0.6; 56 sessions in app 'com.newpubco.spades', 1251 ad_requests with mean bid_floor 9.9, 1 impressions of adomain '7-eleven.com' with mean price 0.6, 2 impressions of adomain 'alignprobiotics.com' with mean price 0.9, 16 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'annies.com' with mean price 1.3, 22 impressions of adomain 'basilhaydenbourbon.com' with mean price 0.3, 1 impressions of adomain 'bayer.com' with mean price 0.4, 13 impressions of adomain 'bcbsok.com' with mean price 0.9, 2 impressions of adomain 'bedbathandbeyond.com' with mean price 0.4, 2 impressions of adomain 'beiersdorf.com' with mean price 0.6, 1 impressions of adomain 'bestbuy.com' with mean price 2.6, 1 impressions of adomain 'bgfoods.com' with mean price 0.5, 1 impressions of adomain 'castlecookemortgage.com' with mean price 1.1, 1 impressions of adomain 'ccok.com' with mean price 1.7, 3 impressions of adomain 'celebrityattractions.com' with mean price 2.2, 5 impressions of adomain 'chumbacasino.com' with mean price 0.3, 2 impressions of adomain 'clorox.com' with mean price 0.3, 1 impressions of adomain 'coachoutlet.com' with mean price 0.2, 9 impressions of adomain 'coca-colacompany.com' with mean price 2.2, 2 impressions of adomain 'cox.com' with mean price 1.0, 3 impressions of adomain 'crest.com' with mean price 0.7, 1 impressions of adomain 'cslplasma.com' with mean price 1.4, 7 impressions of adomain 'depend.com' with mean price 0.5, 1 impressions of adomain 'deutschfamily.com' with mean price 0.8, 60 impressions of adomain 'disneyplus.com' with mean price 0.4, 1 impressions of adomain 'edwardrose.com' with mean price 0.5, 1 impressions of adomain 'elfcosmetics.com' with mean price 0.5, 2 impressions of adomain 'extclaims.com' with mean price 1.4, 1 impressions of adomain 'facebook.com' with mean price 0.4, 4 impressions of adomain 'farmlandfoods.sfdbrands.com' with mean price 0.8, 1 impressions of adomain 'flixchatter.net' with mean price 0.1, 1 impressions of adomain 'fulfilnutrition.com' with mean price 0.5, 1 impressions of adomain 'gatewayfirst.com' with mean price 0.3, 2 impressions of adomain 'google.com' with mean price 1.2, 4 impressions of adomain 'gopatriottulsa.com' with mean price 1.4, 1 impressions of adomain 'healthprimal.com' with mean price 17.0, 1 clicks of adomain 'healthprimal.com', 1 impressions of adomain 'hillspet.com' with mean price 0.5, 1 impressions of adomain 'ivory.com' with mean price 0.4, 1 impressions of adomain 'kelloggs.com' with mean price 1.1, 2 impressions of adomain 'kindsnacks.com' with mean price 0.4, 2 impressions of adomain 'kitchenaid.com' with mean price 0.3, 2 impressions of adomain 'knobcreek.com' with mean price 0.4, 1 impressions of adomain 'lexialearning.com' with mean price 1.5, 1 impressions of adomain 'libertytax.com' with mean price 1.0, 1 impressions of adomain 'liquid-iv.com' with mean price 0.5, 5 impressions of adomain 'loloirugs.com' with mean price 0.5, 1 impressions of adomain 'madeatsok.com' with mean price 0.3, 2 impressions of adomain 'mccormick.com' with mean price 0.4, 2 impressions of adomain 'metamucil.com' with mean price 0.9, 1 impressions of adomain 'mintmobile.com' with mean price 0.5, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.6, 1 impressions of adomain 'mondelezinternational.com' with mean price 0.6, 2 impressions of adomain 'morganandco.com' with mean price 0.8, 1 impressions of adomain 'naturalgrocers.com' with mean price 0.7, 1 impressions of adomain 'navy.com' with mean price 0.3, 1 impressions of adomain 'newpub.co/hearts' with mean price 37.2, 3 impressions of adomain 'nutrafol.com' with mean price 0.5, 2 impressions of adomain 'oakevergames.com' with mean price 0.2, 1 impressions of adomain 'okcphil.org' with mean price 0.4, 2 impressions of adomain 'oklahoma.gov' with mean price 1.5, 6 impressions of adomain 'olay.com' with mean price 0.5, 1 impressions of adomain 'olly.com' with mean price 1.0, 1 impressions of adomain 'orgain.com' with mean price 0.5, 5 impressions of adomain 'paramountplus.com' with mean price 0.7, 1 impressions of adomain 'pgpro.com' with mean price 0.5, 1 impressions of adomain 'poise.com' with mean price 0.4, 5 impressions of adomain 'progressive.com' with mean price 0.6, 2 impressions of adomain 'quiktrip.com' with mean price 0.2, 2 impressions of adomain 'samhsa.gov' with mean price 0.5, 2 impressions of adomain 'samsclub.com' with mean price 0.6, 29 impressions of adomain 'samsung.com' with mean price 0.6, 4 impressions of adomain 'scooterscoffee.com' with mean price 0.3, 3 impressions of adomain 'secret.com' with mean price 0.4, 1 impressions of adomain 'showare.com' with mean price 1.1, 1 impressions of adomain 'siriusxm.com' with mean price 0.3, 6 impressions of adomain 'subaru.com' with mean price 0.3, 4 impressions of adomain 'tacobueno.com' with mean price 0.7, 1 impressions of adomain 'takeda.com' with mean price 0.7, 2 clicks of adomain 'temu.com', 4 impressions of adomain 'temu.com' with mean price 8.4, 1 impressions of adomain 'thecloroxcompany.com' with mean price 0.8, 4 impressions of adomain 'tickets.riverspirittulsa.com' with mean price 0.9, 1 impressions of adomain 'tiktok.com' with mean price 0.7, 6 impressions of adomain 'uco.edu' with mean price 0.8, 1 impressions of adomain 'urb.shop' with mean price 1.0, 8 impressions of adomain 'uscellular.com' with mean price 0.3, 4 impressions of adomain 'vaynermedia.com' with mean price 0.5, 3 impressions of adomain 'vicks.com' with mean price 0.6, 3 impressions of adomain 'vrbo.com' with mean price 0.5, 1 impressions of adomain 'walgreens.com' with mean price 0.5, 1 impressions of adomain 'walmart.com' with mean price 1.0, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2, 1 impressions of adomain 'wsfcu.com' with mean price 0.6, 1 impressions of adomain 'ymcatulsa.org' with mean price 1.0; 4 sessions in app 'in.playsimple.wordtrip', 42 ad_requests with mean bid_floor 29.4';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-01-17 20:07:41;dc_15roundended_before_d8_timestamp is 45672.7422916667;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-11 3:32:08;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.1440461990906;partition is 3792;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_1r_count_2)_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.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(ag_retention_d1)_abdoul_V4_500k' 'and.brainworks.nummatch_Android_CPI_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.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.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_100k' 'com.koolgames.bubblepopper_retargeting_Android_CPI_abdoul_V4_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_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.koolgames.bubblepopper_Android_CPA(dc_4level_start_befored8)_abdoul_V3_500k' '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_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '933615dd-a4c1-47d4-bf79-917d5db05583;uuid is '4a1b38d3-79bb-4845-909e-cc94961b239a';bid_timestamp is '2024-12-27 22:50:21';device_id is '933615dd-a4c1-47d4-bf79-917d5db05583';biddate is '2024-12-27';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 84.4545768283281;target_cpi is 3.63214005853915;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 40.1567 ;min_floor is 0.0106 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is 40.1567;prior_tag_impressions_count is 2 ;time_since_impression is 1183242 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.27;prior_theme_impressions_count is 2;prior_tag_clicks_count is 1 ;time_since_click is '2677677';hour is '2024-12-27 22:00:00+00:00';day_of_week is '4';os_version is 13;user_behavior_stats_in_past is '2 sessions in app 'com.aws.android', 0 ad_requests with mean bid_floor 0.0, 1 impressions of adomain 'doordash.com' with mean price 1.1, 3 impressions of adomain 'productmadness.com' with mean price 2.1; 3 sessions in app 'com.bbumgames.rummystars', 34 ad_requests with mean bid_floor 12.7; 1 sessions in app 'com.bbumgames.spadesroyale', 8 ad_requests with mean bid_floor 11.7; 2 sessions in app 'com.citrusjoy.trojan', 4 ad_requests with mean bid_floor 0.7; 18 sessions in app 'com.comptiny.jumptruecolor', 102 ad_requests with mean bid_floor 7.1; 2 sessions in app 'com.crazytycoon.gp', 98 ad_requests with mean bid_floor 23.3; 3 sessions in app 'com.flixsynapse.synapse', 21 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.forevernine.texaspoker.android', 2 ad_requests with mean bid_floor 0.4; 1 sessions in app 'com.gamovation.chessclubpilot', 10 ad_requests with mean bid_floor 0.0; 9 sessions in app 'com.kamagames.blackjack', 37 ad_requests with mean bid_floor 5.2; 14 sessions in app 'com.miniclip.eightballpool', 76 ad_requests with mean bid_floor 15.6; 5 sessions in app 'com.murka.scatterholdem', 41 ad_requests with mean bid_floor 5.6; 2 sessions in app 'com.peoplefun.wordcross', 30 ad_requests with mean bid_floor 4.8; 1 sessions in app 'com.playstudios.myvegas.blackjack', 1 ad_requests with mean bid_floor 102.1; 1 sessions in app 'com.scopely.wheeloffortune', 6 ad_requests with mean bid_floor 7.3; 2 sessions in app 'com.scopely.yux', 27 ad_requests with mean bid_floor 2.2; 2 sessions in app 'com.set.starry.plain', 37 ad_requests with mean bid_floor 14.0; 1 sessions in app 'com.sozeray.yirmibir', 1 ad_requests with mean bid_floor 5.0; 1 sessions in app 'com.square_enix.pool', 4 ad_requests with mean bid_floor 3.2; 1 sessions in app 'com.wildcard.classicspades', 9 ad_requests with mean bid_floor 7.8; 1 sessions in app 'com.zimad.spades', 2 ad_requests with mean bid_floor 0.0; 14 sessions in app 'com.zynga.livepoker', 116 ad_requests with mean bid_floor 50.2; 2 sessions in app 'in.playsimple.tripcross', 4 ad_requests with mean bid_floor 15.0; 2 sessions in app 'in.playsimple.wordtrip', 11 ad_requests with mean bid_floor 12.5; 3 sessions in app 'io.bbstud.bjc', 6 ad_requests with mean bid_floor 6.1; 22 sessions in app 'net.peakgames.ginrummyplus', 270 ad_requests with mean bid_floor 60.9; 10 sessions in app 'net.peakgames.mobile.spades.android', 303 ad_requests with mean bid_floor 69.1; 1 sessions in app 'slots.pcg.casino.games.free.android', 4 ad_requests with mean bid_floor 381.7; 50 sessions in app 'spades.classic.card.free.online.offline.multiplayer', 1531 ad_requests with mean bid_floor 7.4, 1 clicks of adomain 'governorofpoker.com', 5 impressions of adomain 'governorofpoker.com' with mean price 59.5, 1 impressions of adomain 'jorisson.com' with mean price 2.2, 1 impressions of adomain 'justdice.io' with mean price 1.8, 1 impressions of adomain 'newpub.co/hearts' with mean price 29.0, 1 impressions of adomain 'productmadness.com' with mean price 109.1, 12 clicks of adomain 'scopely.com', 17 impressions of adomain 'scopely.com' with mean price 43.8';dc_35roundended_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 2024-12-27 22:52:23;time_since_impression_in_hours is 328;channel is 'USA/I/bidmachine/spades.classic.card.free.online.offline.multiplayer/False/482';time_since_click_in_hours is 744;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.906104689096228;partition is 3999;segments is ['bloom_com.bbumgames.spadesroyale_USA_1d' '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_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_100k' '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.dominoes_retargeting_Android_CPA(126)_abdoul_V4_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.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_500k' 'closet.match.pair.matching.games_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_spades.classic.card.free.online.offline.multiplayer_USA_95' '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.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' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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.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.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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_retargeting_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(108)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' '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' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'HDIP_iOS_USA_Cellular_100_users_LITE' '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.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.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_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_V4_100k' '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' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(dsc_0126_adrev)_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(140)_abdoul_mmp_light_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.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' '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(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(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' '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' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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(dc_40roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_500k' 'loppipoppi.numbermatch_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' 'loppipoppi.numbermatch_Android_CPI_abdoul_V4_500k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_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(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.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' 'HDIP_iOS_USA_200_users_LITE' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_impression_ad_0_1)_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' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' '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.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(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.murka.scatterslots_Android_CPI_abdoul_V5_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_CPI_abdoul_mmp_light_V6_500k' '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(148)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(126)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'dff60ab0-8e3d-4625-8d38-757b6fcc34b1;uuid is '8dc94e1a-c216-45a6-a474-5cb9d431ee2a';bid_timestamp is '2025-02-08 0:16:09';device_id is 'dff60ab0-8e3d-4625-8d38-757b6fcc34b1';biddate is '2025-02-08';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 'e2401e72fc52c3229734a274561ae4e5';display_manager is 'bidmachine';raw_price is 71.4163527885397;target_cpi is 1.2;campaign is 58205;creative_id is 229461;session_duration is 0 ;seller_name is 'Blackout Labs MAX';seller_id is 247;content_type is 'ie';bid_floor is 2.1306 ;min_floor is 2.1306 ;bidmachine_placement_value is 42.4;placement_historical_value is 18.211334;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'SoftTricky';user_coefficient is 2.1;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-08 00:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '4 sessions in app 'com.blackout.spades', 308 ad_requests with mean bid_floor 30.3, 1 impressions of adomain 'amazon.com' with mean price 1.3, 1 impressions of adomain 'samsung.com' with mean price 0.9; 7 sessions in app 'com.zm.nuts', 317 ad_requests with mean bid_floor 2.3, 1 impressions of adomain 'adidas.com' with mean price 0.0, 1 impressions of adomain 'belk.com' with mean price 0.1, 1 impressions of adomain 'deepthought.industries' with mean price 0.0, 1 impressions of adomain 'doordash.com' with mean price 0.0, 1 clicks of adomain 'forever21.com', 1 impressions of adomain 'forever21.com' with mean price 27.0, 1 impressions of adomain 'paintbynumber.app' with mean price 0.0, 2 impressions of adomain 'starbucks.com' with mean price 0.4; 1 sessions in app 'in.playsimple.wordtrip', 1 ad_requests with mean bid_floor 37.6; 1 sessions in app 'net.peakgames.mobile.spades.android', 32 ad_requests with mean bid_floor 84.7';dc_35roundended_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 2025-02-08 0:20:45;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.14637826213612;partition is 2445;segments is ['com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_once_winNormalLevel_20)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_light_V6_2000k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_once_90min)_abdoul_V3_500k' 'com.loppipoppi.spidersolitaire_Android_CPI_abdoul_V3_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_loop_180min)_abdoul_V3_500k' 'com.mobilityware.spider_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_80' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_1M_14_11_2024' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'beetles.puzzle.solitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_loop_winNormalLevel_40)_abdoul_V3_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_impression_ad_0_1)_abdoul_V3_500k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_95' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V4_500k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9cebbad4-5a4e-4752-a1d5-a000c70e0ba3;uuid is 'ec2c774c-a060-4cca-871a-603e9c2d0820';bid_timestamp is '2025-02-08 23:02:17';device_id is '9cebbad4-5a4e-4752-a1d5-a000c70e0ba3';biddate is '2025-02-08';country is 'USA';app is 'com.playvalve.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 78.2753243991824;target_cpi is 1.8;campaign is 58285;creative_id is 228965;session_duration is 0 ;seller_name is 'Playvalve';seller_id is 273;content_type is 'vie';bid_floor is 13 ;min_floor is 7.9712 ;bidmachine_placement_value is 10.6;placement_historical_value is ;third_party_bid_price is 13;prior_tag_impressions_count is 9 ;time_since_impression is 2595630 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 5.97;prior_theme_impressions_count is 9;prior_tag_clicks_count is 6 ;time_since_click is '3876648';hour is '2025-02-08 23:00:00+00:00';day_of_week is '5';os_version is 15;user_behavior_stats_in_past is '1 sessions in app 'GoogleSearch', 0 ad_requests with mean bid_floor 0.0; 2 sessions in app 'bible.wordgame.words.connect.crossword.cookies', 41 ad_requests with mean bid_floor 23.0; 1 sessions in app 'com.LinaGames.RetroShooter', 3 ad_requests with mean bid_floor 3.0; 48 sessions in app 'com.catdaddy.cat22', 110 ad_requests with mean bid_floor 31.1; 2 sessions in app 'com.miniit.save.the.guy.game', 43 ad_requests with mean bid_floor 42.8; 8 sessions in app 'com.playvalve.spades', 771 ad_requests with mean bid_floor 108.7, 1 impressions of adomain 'ariat.com' with mean price 0.5, 1 impressions of adomain 'badoo.com' with mean price 30.9, 1 impressions of adomain 'centurygame.com' with mean price 20.2, 1 impressions of adomain 'freecash.com' with mean price 0.4, 1 impressions of adomain 'mistplay.com' with mean price 0.8, 1 impressions of adomain 'paramountplus.com' with mean price 0.5, 2 impressions of adomain 'productmadness.com' with mean price 0.5, 1 impressions of adomain 'rovio.com' with mean price 0.3, 6 impressions of adomain 'voodoo.io' with mean price 0.6, 1 impressions of adomain 'vsp.com' with mean price 0.8; 2 sessions in app 'com.sega.sprint', 6 ad_requests with mean bid_floor 6.5; 1 sessions in app 'com.tripledot.woodoku', 2 ad_requests with mean bid_floor 7.5; 1 sessions in app 'com.zimad.spades', 3 ad_requests with mean bid_floor 0.0';dc_35roundended_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 2025-02-08 23:13:57;time_since_impression_in_hours is 721;channel is 'USA/I/bidmachine/com.playvalve.spades/False/273';time_since_click_in_hours is 1077;fast_imp_12h is 2;fast_click_2h is 2;rnd is 0.508671246676105;partition is 1525;segments is ['com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_V6_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V6_2000k' 'com.newpubco.spades_Android_competitors_BM_305k_30_01_2025' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'com.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'bloom_com.playvalve.spades_USA_1d' '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_CPA(ag_retention_d1)_abdoul_V5_500k' 'com.koolgames.bubblepopper_Android_CPI_abdoul_V4_500k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V4_2000k' 'com.Eventyr.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_500k' 'bloom_com.playvalve.spades_USA_80' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'com.ttterbagames.businesssimulator_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_500k' 'com.newpubco.spidersolitaire_Android_CPA(dc_15GameCompleted_BeforeD8)_abdoul_V4_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(141)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_100k_11_10_2024' 'bloom_com.playvalve.spades_USA_7d' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V3_500k' 'com.aaafun.watersort_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_Appgrowth_New_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'loppipoppi.dominoes_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2mln' 'com.koolgames.bubblepopper_Android_CPA(dc_2level_start_befored8)_abdoul_V3_500k' 'com.ttterbagames.businesssimulator_Android_CPI_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'com.newpubco.spidersolitaire_Android_CPA(dc_30GameCompleted_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V7_LOW_IMP_HIGH_PRICE_AG_100k_01_31_2025' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPI_abdoul_V3_100k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'bloom_com.playvalve.spades_USA_95' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_01_08_2025' 'com.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a9922759-42e2-4921-8ce4-1156f8ce91e5;uuid is '83b8a139-b2ec-4792-b187-587b4aa5dc2b';bid_timestamp is '2025-01-15 17:55:34';device_id is 'a9922759-42e2-4921-8ce4-1156f8ce91e5';biddate is '2025-01-15';country is 'USA';app is 'com.mobilityware.CrazyEights';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 4.27421;target_cpi is 1.5;campaign is 57970;creative_id is 228773;session_duration is 0 ;seller_name is 'Mobilityware SDK';seller_id is 192;content_type is 'vie';bid_floor is 4.26421 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 24 ;time_since_impression is 1948850 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.45;prior_theme_impressions_count is 24;prior_tag_clicks_count is 9 ;time_since_click is '22906483';hour is '2025-01-15 17:00:00+00:00';day_of_week is '2';os_version is 12;user_behavior_stats_in_past is '18 sessions in app 'and.lihuhu.findmatch', 967 ad_requests with mean bid_floor 34.5, 1 impressions of adomain 'adidas.com' with mean price 0.1, 1 impressions of adomain 'cadillac.com' with mean price 0.2, 1 impressions of adomain 'fitnessfactory.com' with mean price 1.5, 2 impressions of adomain 'henkel-northamerica.com' with mean price 0.6, 1 impressions of adomain 'homemarketfoods.com' with mean price 0.2, 1 impressions of adomain 'lakeviewfarms.com' with mean price 0.1, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.2, 7 impressions of adomain 'officedepot.com' with mean price 0.1, 3 impressions of adomain 'onlinemediasolutions.com' with mean price 0.2, 2 impressions of adomain 'pepcid.com' with mean price 0.6, 1 impressions of adomain 'republicfinance.com' with mean price 0.6, 1 impressions of adomain 'shopgenius.com' with mean price 0.9, 2 impressions of adomain 'smuckers.com' with mean price 0.2, 1 impressions of adomain 'solitairecollection.gurugame.ai' with mean price 0.0, 1 impressions of adomain 'temu.com' with mean price 7.6, 2 impressions of adomain 'tiktok.com' with mean price 1.4, 1 impressions of adomain 'volaris.com' with mean price 9.7; 1 sessions in app 'com.balloon.master.cube.match', 19 ad_requests with mean bid_floor 1.5; 11 sessions in app 'com.balloon.triple.match.master3d.game', 158 ad_requests with mean bid_floor 22.0; 7 sessions in app 'com.bigcake.android.hexaconnect', 85 ad_requests with mean bid_floor 16.9; 6 sessions in app 'com.blackout.spades', 799 ad_requests with mean bid_floor 34.5, 3 impressions of adomain 'disneyplus.com' with mean price 0.4; 21 sessions in app 'com.bonnie.trafficescape', 592 ad_requests with mean bid_floor 6.3, 11 impressions of adomain 'allstate.com' with mean price 0.2, 3 impressions of adomain 'amazon.com' with mean price 0.1, 1 impressions of adomain 'amcplus.com' with mean price 0.2, 1 impressions of adomain 'gatorade.com' with mean price 0.1, 1 impressions of adomain 'kdf.org' with mean price 0.7, 1 impressions of adomain 'metabolicmaintenance.com' with mean price 12.9, 1 impressions of adomain 'numerator.com' with mean price 0.0, 2 impressions of adomain 'nutrafol.com' with mean price 0.1, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 1 impressions of adomain 'samhsa.gov' with mean price 0.2, 3 impressions of adomain 'tiktok.com' with mean price 1.5, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2; 4 sessions in app 'com.bunny.pop.bubble.shooter', 4 ad_requests with mean bid_floor 0.0; 8 sessions in app 'com.free.spider.solitaire.card.game', 38 ad_requests with mean bid_floor 9.6; 2 sessions in app 'com.histudiogames.wordserenityg', 20 ad_requests with mean bid_floor 15.6; 15 sessions in app 'com.homa.free.solitaire.card.game', 50 ad_requests with mean bid_floor 96.9; 10 sessions in app 'com.mobilityware.CastleSolitaire', 232 ad_requests with mean bid_floor 6.4, 1 impressions of adomain 'bergenbrooklyn.com' with mean price 1.3, 1 impressions of adomain 'dollargeneral.com' with mean price 0.1, 1 impressions of adomain 'goodrx.com' with mean price 2.7, 1 impressions of adomain 'ibm.com' with mean price 1.1, 1 impressions of adomain 'mckesson.com' with mean price 3.3, 1 impressions of adomain 'meijer.com' with mean price 2.2, 1 impressions of adomain 'numerator.com' with mean price 0.1, 1 impressions of adomain 'onceuponachild.com' with mean price 1.1, 1 impressions of adomain 'pepsi.com' with mean price 0.1, 1 impressions of adomain 'solocup.com' with mean price 0.8, 1 impressions of adomain 'subaru.com' with mean price 0.3, 2 impressions of adomain 'vc32cccaa.app-ads-txt.com' with mean price 4.4; 12 sessions in app 'com.mobilityware.CrazyEights', 820 ad_requests with mean bid_floor 14.5, 1 clicks of adomain '1000bulbs.com', 1 impressions of adomain '1000bulbs.com' with mean price 6.4, 1 impressions of adomain 'aloha.com' with mean price 0.1, 1 impressions of adomain 'amazon.com' with mean price 0.1, 1 impressions of adomain 'barstoolsportsbook.com' with mean price 0.1, 3 impressions of adomain 'carnival.com' with mean price 0.1, 1 impressions of adomain 'ezhealth.app' with mean price 3.0, 1 clicks of adomain 'ezhealth.app', 2 impressions of adomain 'hhs.gov' with mean price 0.4, 1 impressions of adomain 'iottechnews.com' with mean price 0.1, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 4.3, 1 impressions of adomain 'nubeqa-us.com' with mean price 0.3, 2 impressions of adomain 'numerator.com' with mean price 0.1, 2 impressions of adomain 'progressive.com' with mean price 0.2, 1 impressions of adomain 'slotomania.com' with mean price 3.0, 1 impressions of adomain 'technify.vn' with mean price 4.1, 1 clicks of adomain 'technify.vn', 1 impressions of adomain 'temu.com' with mean price 4.7; 20 sessions in app 'com.newpubco.spades', 2069 ad_requests with mean bid_floor 11.1, 1 impressions of adomain '1stsource.com' with mean price 0.8, 1 impressions of adomain '7-eleven.com' with mean price 0.5, 1 impressions of adomain 'ads.netapop.com' with mean price 0.6, 1 impressions of adomain 'airproducts.com' with mean price 0.9, 17 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'annies.com' with mean price 0.8, 1 impressions of adomain 'arkansas.com' with mean price 0.7, 1 impressions of adomain 'atproperties.com' with mean price 0.5, 12 impressions of adomain 'ballys.com' with mean price 0.7, 2 impressions of adomain 'bestbuy.com' with mean price 1.4, 1 impressions of adomain 'bradfordexchange.com' with mean price 0.6, 1 impressions of adomain 'bushbeans.com' with mean price 1.3, 3 impressions of adomain 'ceros.com' with mean price 0.8, 1 impressions of adomain 'charter.com' with mean price 0.5, 20 impressions of adomain 'chipsahoy.com' with mean price 0.3, 7 impressions of adomain 'cityofhope.org' with mean price 0.4, 1 impressions of adomain 'clorox.com' with mean price 0.3, 1 impressions of adomain 'coldstonecreamery.com' with mean price 0.9, 5 impressions of adomain 'comhs.org' with mean price 0.8, 1 impressions of adomain 'cuisinart.com' with mean price 0.2, 1 impressions of adomain 'dasher.doordash.com' with mean price 1.7, 1 impressions of adomain 'dreyersgrandicecream.com' with mean price 0.5, 1 impressions of adomain 'drinkcirkul.com' with mean price 0.7, 4 impressions of adomain 'dymatize.com' with mean price 0.7, 1 impressions of adomain 'empowermm.com' with mean price 0.4, 2 impressions of adomain 'extclaims.com' with mean price 1.6, 13 impressions of adomain 'farmlandfoods.sfdbrands.com' with mean price 0.8, 2 impressions of adomain 'fetchrewards.com' with mean price 1.2, 1 impressions of adomain 'hachettebookgroup.com' with mean price 0.2, 2 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'healthlincchc.org' with mean price 0.8, 1 impressions of adomain 'healthprimal.com' with mean price 4.3, 7 impressions of adomain 'hhs.gov' with mean price 0.7, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.5, 1 impressions of adomain 'htvront.com' with mean price 0.6, 1 impressions of adomain 'implus.com' with mean price 0.4, 6 impressions of adomain 'in.gov' with mean price 1.0, 1 impressions of adomain 'indeed.com' with mean price 0.1, 2 impressions of adomain 'infbhealthplans.com' with mean price 0.9, 1 impressions of adomain 'info.nu.edu' with mean price 1.8, 1 impressions of adomain 'kelloggs.com' with mean price 0.8, 1 impressions of adomain 'kindsnacks.com' with mean price 0.5, 1 impressions of adomain 'kobayashi.com' with mean price 1.1, 1 impressions of adomain 'lbji.com' with mean price 0.8, 1 impressions of adomain 'libertymutual.com' with mean price 0.5, 1 impressions of adomain 'lifetimebrands.com' with mean price 0.6, 1 impressions of adomain 'mam.org' with mean price 1.9, 4 impressions of adomain 'miebo.com' with mean price 1.0, 1 impressions of adomain 'mikmak.com' with mean price 0.9, 2 impressions of adomain 'mobilesafetytech.com' with mean price 0.5, 10 impressions of adomain 'mondelezinternational.com' with mean price 0.2, 1 impressions of adomain 'nu.edu' with mean price 1.1, 1 impressions of adomain 'oceanspray.com' with mean price 0.4, 2 impressions of adomain 'onceuponachild.com' with mean price 0.8, 1 impressions of adomain 'oneaday.com' with mean price 0.5, 3 impressions of adomain 'orgain.com' with mean price 0.7, 1 impressions of adomain 'papamurphys.com' with mean price 0.3, 1 impressions of adomain 'paradisecoast.com' with mean price 0.5, 2 impressions of adomain 'paramountplus.com' with mean price 0.3, 2 impressions of adomain 'parking3d.gurugame.ai' with mean price 11.4, 1 impressions of adomain 'perdue.com' with mean price 0.6, 3 impressions of adomain 'pinnaclehealthcare.net' with mean price 0.8, 4 impressions of adomain 'powershealth.org' with mean price 0.6, 5 impressions of adomain 'princess.com' with mean price 0.7, 4 impressions of adomain 'progressive.com' with mean price 0.4, 1 impressions of adomain 'purduefed.com' with mean price 0.6, 1 impressions of adomain 'reviveourhearts.com' with mean price 0.6, 1 impressions of adomain 'riverscasino.com' with mean price 0.4, 1 impressions of adomain 'sakrete.com' with mean price 1.2, 1 impressions of adomain 'samhsa.gov' with mean price 0.3, 1 impressions of adomain 'samsclub.com' with mean price 0.7, 1 impressions of adomain 'shopgenius.com' with mean price 1.1, 4 impressions of adomain 'shoprite.ideal.sale' with mean price 0.5, 1 impressions of adomain 'smartypantsvitamins.com' with mean price 0.3, 2 impressions of adomain 'smwc.edu' with mean price 0.9, 3 impressions of adomain 'southwest.com' with mean price 0.3, 4 impressions of adomain 'sweetfrog.com' with mean price 0.4, 3 impressions of adomain 'tiktok.com' with mean price 1.1, 3 impressions of adomain 'vaynermedia.com' with mean price 0.5, 1 impressions of adomain 'visitmanisteecounty.com' with mean price 0.7, 2 impressions of adomain 'volvocars.com' with mean price 0.3, 1 impressions of adomain 'windcreekcasino.com' with mean price 0.4, 1 impressions of adomain 'wkkellogg.com' with mean price 0.3, 1 impressions of adomain 'xifaxan.com' with mean price 0.7, 1 impressions of adomain 'yourcyberdefensehq.com' with mean price 0.3; 5 sessions in app 'com.paxiegames.mahjonginfinity', 109 ad_requests with mean bid_floor 8.5; 31 sessions in app 'com.peoplefun.wordsolitaire', 804 ad_requests with mean bid_floor 3.2, 1 impressions of adomain '988indiana.org' with mean price 0.6, 8 impressions of adomain 'amazon.com' with mean price 0.1, 3 impressions of adomain 'depend.com' with mean price 0.1, 2 impressions of adomain 'discovery.com' with mean price 0.1, 2 impressions of adomain 'disneyplus.com' with mean price 0.1, 2 impressions of adomain 'grainger.com' with mean price 0.8, 6 impressions of adomain 'henkel-northamerica.com' with mean price 0.6, 1 impressions of adomain 'hillspet.com' with mean price 0.2, 4 impressions of adomain 'meijer.com' with mean price 1.4, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.2, 1 impressions of adomain 'pepsico.com' with mean price 0.1, 2 impressions of adomain 'pull-ups.com' with mean price 0.1, 1 impressions of adomain 'scottbrand.com' with mean price 0.1, 2 impressions of adomain 'smithfieldfoods.com' with mean price 1.7, 2 impressions of adomain 'smuckers.com' with mean price 0.3, 1 impressions of adomain 'solocup.com' with mean price 1.4, 1 impressions of adomain 'tonies.com' with mean price 0.2, 2 impressions of adomain 'tridentseafoods.com' with mean price 0.2; 1 sessions in app 'com.puzzle.mergecard', 12 ad_requests with mean bid_floor 14.2; 12 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 340 ad_requests with mean bid_floor 11.9, 1 impressions of adomain 'tiktok.com' with mean price 3.3; 6 sessions in app 'com.tapcolor.color.coloring.number.paint.free', 30 ad_requests with mean bid_floor 7.9; 1 sessions in app 'com.trace.ar.drawing', 1 ad_requests with mean bid_floor 5.2; 3 sessions in app 'com.tripledot.woodoku', 16 ad_requests with mean bid_floor 6.0; 5 sessions in app 'com.vitastudio.color.paint.free.coloring.number', 97 ad_requests with mean bid_floor 20.9, 1 impressions of adomain 'allergan.com' with mean price 0.2, 1 impressions of adomain 'autoinsurance.org' with mean price 0.1, 1 impressions of adomain 'campingworld.com' with mean price 0.2, 1 impressions of adomain 'clorox.com' with mean price 0.1, 1 impressions of adomain 'hhs.gov' with mean price 0.2, 1 impressions of adomain 'mazdausa.com' with mean price 0.8, 2 impressions of adomain 'nestle-watersna.com' with mean price 0.2, 1 impressions of adomain 'nutramaxlabs.com' with mean price 0.3, 1 impressions of adomain 'operationsmile.org' with mean price 0.1, 2 impressions of adomain 'paycom.com' with mean price 0.2, 12 impressions of adomain 'walmart.com' with mean price 0.7, 4 impressions of adomain 'wisdells.com' with mean price 0.2; 73 sessions in app 'com.vitastudio.mahjong', 2117 ad_requests with mean bid_floor 14.0, 1 impressions of adomain '7-eleven.com' with mean price 0.2, 2 impressions of adomain '988indiana.org' with mean price 1.3, 1 impressions of adomain 'adidas.com' with mean price 0.2, 1 impressions of adomain 'allergan.com' with mean price 0.2, 7 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'autoinsurance.org' with mean price 0.1, 6 impressions of adomain 'basf.com' with mean price 0.2, 2 impressions of adomain 'brkthru.com' with mean price 0.1, 2 impressions of adomain 'bushbeans.com' with mean price 0.1, 7 impressions of adomain 'campingworld.com' with mean price 0.1, 2 impressions of adomain 'carnival.com' with mean price 0.1, 1 impressions of adomain 'centier.com' with mean price 0.1, 2 impressions of adomain 'claconnect.com' with mean price 0.2, 1 impressions of adomain 'clearearhearingaid.com' with mean price 0.4, 1 impressions of adomain 'curriebuickgmc.com' with mean price 0.1, 1 impressions of adomain 'discoverpuertorico.com' with mean price 0.2, 1 impressions of adomain 'disneyplus.com' with mean price 0.1, 11 impressions of adomain 'dnb.com' with mean price 0.2, 2 impressions of adomain 'eliquis.bmscustomerconnect.com' with mean price 0.1, 1 impressions of adomain 'esrtreit.com' with mean price 0.2, 31 impressions of adomain 'franciscanhealth.org' with mean price 0.2, 7 impressions of adomain 'goldbond.com' with mean price 0.2, 1 impressions of adomain 'haleon.com' with mean price 0.1, 3 impressions of adomain 'hhs.gov' with mean price 0.1, 8 impressions of adomain 'howlifeunfolds.com' with mean price 0.2, 10 impressions of adomain 'huggies.com' with mean price 0.2, 1 impressions of adomain 'info.nu.edu' with mean price 1.3, 1 impressions of adomain 'kikkomanusa.com' with mean price 0.1, 1 impressions of adomain 'lallianceny.org' with mean price 0.1, 1 impressions of adomain 'lastpass.com' with mean price 1.0, 1 impressions of adomain 'liquid-iv.com' with mean price 0.1, 1 impressions of adomain 'magairports.com' with mean price 0.1, 1 impressions of adomain 'mccormick.com' with mean price 0.3, 1 impressions of adomain 'metamucil.com' with mean price 0.4, 2 impressions of adomain 'metopera.org' with mean price 0.2, 4 impressions of adomain 'navyfederal.org' with mean price 0.2, 13 impressions of adomain 'nestle-watersna.com' with mean price 0.2, 3 impressions of adomain 'nurtec.com' with mean price 0.5, 1 impressions of adomain 'nutramaxlabs.com' with mean price 0.4, 2 impressions of adomain 'olay.com' with mean price 0.4, 2 impressions of adomain 'operationsmile.org' with mean price 0.2, 1 impressions of adomain 'papamurphys.com' with mean price 0.3, 4 impressions of adomain 'paxlovid.com' with mean price 0.6, 5 impressions of adomain 'paycom.com' with mean price 0.3, 1 impressions of adomain 'powershealth.org' with mean price 0.6, 1 impressions of adomain 'prestigebrands.com' with mean price 0.1, 2 impressions of adomain 'progressive.com' with mean price 0.7, 6 impressions of adomain 'purestorage.com' with mean price 0.2, 2 impressions of adomain 'ruthcheathamfoundation.org' with mean price 0.2, 4 impressions of adomain 'samsung.com' with mean price 0.3, 1 impressions of adomain 'sherwin-williams.com' with mean price 0.1, 2 impressions of adomain 'shopgenius.com' with mean price 1.1, 1 impressions of adomain 'staugustine.edu' with mean price 0.1, 1 impressions of adomain 'strackandvantil.com' with mean price 0.2, 1 impressions of adomain 'thechicagoschool.edu' with mean price 0.1, 1 impressions of adomain 'tile.com' with mean price 0.2, 1 impressions of adomain 'uchicagomedicine.org' with mean price 0.2, 1 impressions of adomain 'vicks.com' with mean price 0.4, 2 impressions of adomain 'wellbizbrands.com' with mean price 0.3, 1 impressions of adomain 'whatisshingles.com' with mean price 0.1, 105 impressions of adomain 'ymca.org' with mean price 0.6; 2 sessions in app 'com.wordgame.words.connect', 8 ad_requests with mean bid_floor 9.7; 79 sessions in app 'd2f25539974344f10d65d01a2b0f8dda', 0 ad_requests with mean bid_floor 0.0; 3 sessions in app 'games.burny.color.sort.woody.puzzle', 171 ad_requests with mean bid_floor 52.0; 11 sessions in app 'games.spearmint.matchinggame', 55 ad_requests with mean bid_floor 10.6; 5 sessions in app 'happy.paint.coloring.color.number', 124 ad_requests with mean bid_floor 14.5, 1 impressions of adomain 'amazon.com' with mean price 0.4, 5 impressions of adomain 'basf.com' with mean price 0.2, 1 impressions of adomain 'centier.com' with mean price 0.2, 2 impressions of adomain 'claconnect.com' with mean price 0.2, 1 impressions of adomain 'franciscanhealth.org' with mean price 0.2, 1 impressions of adomain 'greatlakeswaterproofing.com' with mean price 0.2, 1 impressions of adomain 'haleon.com' with mean price 0.4, 1 impressions of adomain 'hhs.gov' with mean price 0.1, 1 impressions of adomain 'huggies.com' with mean price 0.1, 14 impressions of adomain 'jetblue.com' with mean price 0.2, 1 impressions of adomain 'katzkin.com' with mean price 0.2, 1 impressions of adomain 'lewisu.edu' with mean price 0.4, 1 impressions of adomain 'mccormick.com' with mean price 0.2, 1 impressions of adomain 'meijer.com' with mean price 2.2, 1 impressions of adomain 'navyfederal.org' with mean price 0.1, 4 impressions of adomain 'nestle-watersna.com' with mean price 0.3, 1 impressions of adomain 'nutramaxlabs.com' with mean price 0.8, 1 impressions of adomain 'onewheel.com' with mean price 0.1, 1 impressions of adomain 'pacificfoods.com' with mean price 0.2, 2 impressions of adomain 'paycom.com' with mean price 0.2, 1 impressions of adomain 'ruthcheathamfoundation.org' with mean price 0.1, 2 impressions of adomain 'sling.com' with mean price 0.2, 1 impressions of adomain 'unc.edu' with mean price 0.3, 1 impressions of adomain 'unilever.com' with mean price 3.2, 26 impressions of adomain 'walmart.com' with mean price 1.4, 6 impressions of adomain 'wellbizbrands.com' with mean price 0.1, 10 impressions of adomain 'ymca.org' with mean price 0.2; 1 sessions in app 'in.crossy.daily_crossword', 21 ad_requests with mean bid_floor 19.8; 2 sessions in app 'in.daily_puzzle.crossword', 50 ad_requests with mean bid_floor 0.4, 1 impressions of adomain 'coca-cola.com' with mean price 0.2, 1 impressions of adomain 'kelloggs.com' with mean price 0.2, 2 impressions of adomain 'magairports.com' with mean price 0.1, 1 impressions of adomain 'progressive.com' with mean price 0.1, 1 impressions of adomain 'purina.com' with mean price 0.2, 1 impressions of adomain 'starz.com' with mean price 0.3, 1 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.0, 2 impressions of adomain 'temu.com' with mean price 0.0; 4 sessions in app 'in.playsimple.wordtrip', 17 ad_requests with mean bid_floor 7.4; 9 sessions in app 'jp.co.goodroid.hyper.hexaaway', 148 ad_requests with mean bid_floor 2.5, 8 impressions of adomain 'adidas.com' with mean price 0.1, 3 impressions of adomain 'iheart.com' with mean price 0.1, 7 impressions of adomain 'meijer.com' with mean price 2.1, 1 impressions of adomain 'ny.gov' with mean price 0.7; 1 sessions in app 'kidultlovin.word.zen', 1 ad_requests with mean bid_floor 10.1; 6 sessions in app 'math.puzzle.games.crossmath.number.puzzles.free', 51 ad_requests with mean bid_floor 5.6, 2 impressions of adomain 'adidas.com' with mean price 0.1, 1 impressions of adomain 'att.com' with mean price 0.8';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-01-22 23:26:27;dc_15roundended_before_d8_timestamp is 45677.7225115741;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-18 0:26:35;time_since_impression_in_hours is 541;channel is 'USA/I/bidmachine/com.mobilityware.CrazyEights/False/192';time_since_click_in_hours is 6363;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.555976674367051;partition is 3678;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' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(ag_retention_d1)_abdoul_V4_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.spades_Android_CPA(120)_abdoul_V6_500k' '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' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_2000k' 'and.brainworks.nummatch_Android_CPI(cc_ad_ltv_d1_android)_abdoul_V5_MMP_100k_11_10_2024' '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.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(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.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_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.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPI_abdoul_V4_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' '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.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' 'and.brainworks.nummatch_Android_CPA(cc_ad_ltv_d1_android)_abdoul_V5_MMP_100k_11_10_2024' 'and.brainworks.nummatch_apps_embeddings_similarity' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_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.vitastudio.mahjong_apps_embeddings_similarity' '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_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_V4_100k' 'com.mobilityware.spider_Android_CPA(Level_10)_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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_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.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2000k' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V6_500k' '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_CPI_abdoul_V6_500k' '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.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_95' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '00b5561e-7bfa-49c5-8089-fc78d3b0dc5f;uuid is '1c83cf94-090e-4aba-bbb2-3cf4625dab6e';bid_timestamp is '2025-01-04 23:24:48';device_id is '00b5561e-7bfa-49c5-8089-fc78d3b0dc5f';biddate is '2025-01-04';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 92.931564935285;target_cpi is 2.98277675680169;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 67.84;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.09;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-04 23:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'collage.photocollage.collagemaker.photoeditor.photogrid', 8 ad_requests with mean bid_floor 20.2; 4 sessions in app 'com.handmark.expressweather', 9 ad_requests with mean bid_floor 86.1; 1 sessions in app 'com.newpubco.spades', 47 ad_requests with mean bid_floor 7.6; 1 sessions in app 'com.wordgame.words.connect', 12 ad_requests with mean bid_floor 10.3; 1 sessions in app 'com.yallaplay.spadesmasters', 1 ad_requests with mean bid_floor 660.2';dc_35roundended_before_d8 is 0;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is ;dc_15roundended_before_d8_timestamp is 45667.7381018519;ag_retention_d1_timestamp is 2025-01-04 23:30:03;0_timestamp is 2025-01-04 23:30:03;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.572915132130592;partition is 3280;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' '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_CPI_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_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(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(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.spades_Android_CPA(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_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.spidersolitaire_Android_CPA(dc_30GameCompleted_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(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(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_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(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_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.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.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_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.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']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '1f43e6b6-339b-44e6-aaa5-3d8dc69b53ef;uuid is 'a64c73b6-d50f-4638-8b49-3750b1fc4703';bid_timestamp is '2025-02-03 1:12:12';device_id is '1f43e6b6-339b-44e6-aaa5-3d8dc69b53ef';biddate is '2025-02-03';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 'fc4fe8da43af9295442dc2366dd5a188';display_manager is 'applovin';raw_price is 128.390151842901;target_cpi is 5;campaign is 58232;creative_id is 229286;session_duration is 0 ;seller_name is 'Applovin SSP';seller_id is 117;content_type is 'ie';bid_floor is 0.0212 ;min_floor is 0.0212 ;bidmachine_placement_value is 0.017966;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 5.73;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-03 01:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.dramawave.app', 2 ad_requests with mean bid_floor 132.1; 8 sessions in app 'com.flyclops.domino.android', 93 ad_requests with mean bid_floor 7.4; 5 sessions in app 'com.hld.anzenbokusucal', 34 ad_requests with mean bid_floor 54.6; 3 sessions in app 'com.lemon.lvoverseas', 3 ad_requests with mean bid_floor 5.2; 6 sessions in app 'com.music.youngradiopro', 48 ad_requests with mean bid_floor 2.6; 1 sessions in app 'com.musicify.musipler', 2 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.newpubco.spades', 72 ad_requests with mean bid_floor 22.2, 1 impressions of adomain 'samsung.com' with mean price 0.6; 3 sessions in app 'com.playvalve.spades', 40 ad_requests with mean bid_floor 59.4; 10 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 124 ad_requests with mean bid_floor 6.9; 8 sessions in app 'kjv.bible.kingjamesbible', 241 ad_requests with mean bid_floor 50.0, 2 clicks of adomain 'paramount.com', 3 impressions of adomain 'paramount.com' with mean price 104.3';dc_35roundended_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 2025-02-03 1:15:20;time_since_impression_in_hours is 0;channel is 'USA/I/applovin/com.spades.solitaire.online.plus.offline.free.card.games/False/117';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.130090776462379;partition is 2841;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.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.aaaudi.biblecode_retargeting_Android_CPI_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(145)_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(games_won_9)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V4_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_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.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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.vitastudio.mahjong_Android_CPI_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_competitors_BM_adrequests_470k_29_01_2025' '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_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(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_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'bloom_com.playvalve.spades_USA_80' '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' '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_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' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_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.spades_Android_CPA(120)_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(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(145)_abdoul_mmp_V6_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_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(147)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_500k' '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(141)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_competitors_BM_450k_29_01_2025' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_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(dc_40roundended_before_d8)_abdoul_mmp_V6_500k' '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' 'HDIP_iOS_USA_200_users_LITE' '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_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.spades_Android_CPA(147)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' 'HDIP_USA_Bidmachine_custom_50_users_LITE_2025_01_30' '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.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_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V5_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '4a899113-3a8a-4bfe-b7d8-575ba6ff0ed9;uuid is '32420cee-0cec-4bfb-a38a-b6d88ea9db40';bid_timestamp is '2025-02-09 9:54:41';device_id is '4a899113-3a8a-4bfe-b7d8-575ba6ff0ed9';biddate is '2025-02-09';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 '43e044771964a045282738def7125086';display_manager is 'bidmachine';raw_price is 8.91819134723961;target_cpi is 1.5;campaign is 58287;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 4.416667;placement_historical_value is 13.345842;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 2.46999999999999;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-02-09 09:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'app.salintv.com', 1 ad_requests with mean bid_floor 11.3; 1 sessions in app 'candymanor.homedesign.match3', 1 ad_requests with mean bid_floor 0.2; 1 sessions in app 'com.afgame.app.poolball', 5 ad_requests with mean bid_floor 91.6; 1 sessions in app 'com.eg.draw.oneline.brain.puzzlegames', 10 ad_requests with mean bid_floor 1.0; 2 sessions in app 'com.fiogonia.spades', 39 ad_requests with mean bid_floor 32.2; 1 sessions in app 'com.nomonkeys.ballblast', 10 ad_requests with mean bid_floor 3.4, 4 impressions of adomain 'facebook.com' with mean price 1.1; 2 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 17 ad_requests with mean bid_floor 0.1; 1 sessions in app 'com.zm.crossmath', 13 ad_requests with mean bid_floor 38.9; 3 sessions in app 'happy.paint.coloring.color.number', 73 ad_requests with mean bid_floor 18.0; 1 sessions in app 'net.peakgames.mobile.spades.android', 15 ad_requests with mean bid_floor 51.5; 1 sessions in app 'solitaire.classic.klondike.patience.card.game', 2 ad_requests with mean bid_floor 0.0; 1 sessions in app 'st.ows.chess', 7 ad_requests with mean bid_floor 0.7; 2 sessions in app 'uk.co.aifactory.backgammonfree', 4 ad_requests with mean bid_floor 0.0';dc_35roundended_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 2025-02-09 10:13:54;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.684375549657962;partition is 2841;segments is ['bloom_com.bbumgames.spadesroyale_USA_1d' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_95' 'bloom_com.fiogonia.spades_USA_1d' 'bloom_com.spades.solitaire.online.plus.offline.free.card.games_USA_80' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'bloom_com.fiogonia.spades_USA_80']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9f92546e-abe0-4b81-9a69-9a19f128fef6;uuid is '9363d142-658d-4fa2-9ee1-0ca42111980c';bid_timestamp is '2025-01-10 1:51:40';device_id is '9f92546e-abe0-4b81-9a69-9a19f128fef6';biddate is '2025-01-10';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 '71ee91ab3c537d1ad0f7a9438868f199';display_manager is 'bidmachine';raw_price is 6.87424012267556;target_cpi is 1.63100682606076;campaign is 57882;creative_id is 222568;session_duration is 0 ;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 9.210111;placement_historical_value is 11.512638;third_party_bid_price is ;prior_tag_impressions_count is 7 ;time_since_impression is 780576 ;learning is 0 ;creative_theme is 'general';user_coefficient is 2.38;prior_theme_impressions_count is 7;prior_tag_clicks_count is 5 ;time_since_click is '780572';hour is '2025-01-10 01:00:00+00:00';day_of_week is '4';os_version is 13;user_behavior_stats_in_past is '7 sessions in app 'com.GDGames.CandyBreaker3D', 968 ad_requests with mean bid_floor 14.0; 3 sessions in app 'com.LoopGames.Domino', 161 ad_requests with mean bid_floor 6.5, 1 impressions of adomain 'creditkarma.com' with mean price 30.4; 1 sessions in app 'com.TwoSevenTwoStudio.Reprobates', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.ahoygames.okey', 8 ad_requests with mean bid_floor 7.9; 1 sessions in app 'com.apnax.wordpark', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.bounce.dunk', 1 ad_requests with mean bid_floor 0.0; 8 sessions in app 'com.enflick.android.TextNow', 8 ad_requests with mean bid_floor 44.0; 1 sessions in app 'com.faceart.backgrounderaser.futureme', 2 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.fiogonia.spades', 2 ad_requests with mean bid_floor 7.1; 10 sessions in app 'com.fugo.wow', 747 ad_requests with mean bid_floor 15.2, 1 impressions of adomain 'aircanada.com' with mean price 0.2, 1 impressions of adomain 'ashleyfurniture.com' with mean price 0.8, 6 impressions of adomain 'bk.com' with mean price 0.3, 2 impressions of adomain 'bluebuffalo.com' with mean price 7.1, 16 clicks of adomain 'creditkarma.com', 25 impressions of adomain 'creditkarma.com' with mean price 33.1, 2 impressions of adomain 'huggies.com' with mean price 0.3, 1 impressions of adomain 'nintendo.com' with mean price 0.8, 1 impressions of adomain 'orgain.com' with mean price 0.5, 2 impressions of adomain 'pg.com' with mean price 0.5, 1 impressions of adomain 'subaru.com' with mean price 0.9, 1 impressions of adomain 'walmart.com' with mean price 0.9; 1 sessions in app 'com.gogii.textplus', 1 ad_requests with mean bid_floor 0.0; 2 sessions in app 'com.king.candycrushsaga', 11 ad_requests with mean bid_floor 6.1; 3 sessions in app 'com.king.candycrushsodasaga', 14 ad_requests with mean bid_floor 5.8; 2 sessions in app 'com.lemon.lvoverseas', 2 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.mygpt', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.newpubco.spades', 16 ad_requests with mean bid_floor 14.2, 1 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'beiersdorf.com' with mean price 0.5, 1 impressions of adomain 'no7beauty.com' with mean price 0.6; 1 sessions in app 'com.riseup.found.it.scavenger.hunt', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.scopely.yux', 1 ad_requests with mean bid_floor 5.0; 4 sessions in app 'com.sg.twisted.tangle3d.ropes.untie.untangle.knot', 212 ad_requests with mean bid_floor 28.1; 1 sessions in app 'com.tripledot.solitaire', 1 ad_requests with mean bid_floor 1.2; 1 sessions in app 'com.tripledot.woodoku', 4 ad_requests with mean bid_floor 15.0; 1 sessions in app 'com.voicerecorder.recodeaudio', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.ytmp3musicprodev.appytmp3apk', 1 ad_requests with mean bid_floor 0.0; 1 sessions in app 'com.zeptolab.thieves.google', 1 ad_requests with mean bid_floor 2.2; 1 sessions in app 'in.playsimple.tripcross', 4 ad_requests with mean bid_floor 9.1; 8 sessions in app 'in.playsimple.wordtrip', 72 ad_requests with mean bid_floor 17.2; 1 sessions in app 'kidultlovin.word.zen', 6 ad_requests with mean bid_floor 10.8; 45 sessions in app 'loppipoppi.dominoes', 6360 ad_requests with mean bid_floor 19.3, 1 impressions of adomain '1915.com' with mean price 0.4, 13 impressions of adomain 'adidas.com' with mean price 0.3, 1 impressions of adomain 'aikenantiqueshow.com' with mean price 0.2, 1 impressions of adomain 'alignprobiotics.com' with mean price 4.2, 1 impressions of adomain 'allstate.com' with mean price 0.5, 413 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'ameliaisland.com' with mean price 0.1, 1 impressions of adomain 'beiersdorf.com' with mean price 0.7, 6 impressions of adomain 'bestbuy.com' with mean price 0.4, 1 impressions of adomain 'bidease.com_101931' with mean price 0.3, 5 impressions of adomain 'birminghamracecourse.com' with mean price 0.3, 1 impressions of adomain 'bovedainc.com' with mean price 0.2, 1 impressions of adomain 'brukinsa.com' with mean price 0.2, 2 impressions of adomain 'cad.cdjakit.com' with mean price 0.4, 2 impressions of adomain 'cadillac.com' with mean price 0.2, 1 impressions of adomain 'castrol.com' with mean price 0.2, 1 impressions of adomain 'catalyst.com' with mean price 0.5, 1 impressions of adomain 'cbsinteractive.com' with mean price 0.1, 1 impressions of adomain 'celsius.com' with mean price 0.7, 2 impressions of adomain 'chickensaladchick.com' with mean price 0.2, 22 impressions of adomain 'chumbacasino.com' with mean price 0.2, 6 impressions of adomain 'coca-cola.com' with mean price 0.2, 2 impressions of adomain 'costco.com' with mean price 0.4, 6 impressions of adomain 'cox.com' with mean price 0.3, 111 impressions of adomain 'creditkarma.com' with mean price 13.3, 44 clicks of adomain 'creditkarma.com', 3 impressions of adomain 'cuisinart.com' with mean price 0.4, 1 impressions of adomain 'daytonabeach.com' with mean price 0.6, 6 impressions of adomain 'depend.com' with mean price 0.3, 1 impressions of adomain 'dexcom.com' with mean price 1.4, 1 impressions of adomain 'directv.com' with mean price 0.1, 24 impressions of adomain 'disneyplus.com' with mean price 0.2, 3 impressions of adomain 'dnamotoring.com' with mean price 0.2, 10 impressions of adomain 'dollargeneral.com' with mean price 0.4, 2 impressions of adomain 'dove.com' with mean price 0.3, 51 impressions of adomain 'ehplabs.com' with mean price 0.6, 1 impressions of adomain 'enchantedfinejewelry.com' with mean price 0.5, 1 impressions of adomain 'energizer.com' with mean price 0.1, 1 impressions of adomain 'evrysdi.com' with mean price 0.2, 1 impressions of adomain 'explore.setbuyatoyota.com' with mean price 0.5, 5 impressions of adomain 'extclaims.com' with mean price 1.2, 1 impressions of adomain 'eyewire.news' with mean price 1.2, 4 impressions of adomain 'facebook.com' with mean price 10.8, 1 impressions of adomain 'franksredhot.com' with mean price 0.7, 3 impressions of adomain 'gatorade.com' with mean price 0.2, 3 impressions of adomain 'generalmills.com' with mean price 0.4, 1 impressions of adomain 'getdivorcepapers.com' with mean price 0.8, 2 impressions of adomain 'gillette.com' with mean price 2.1, 1 impressions of adomain 'goldennugget.com' with mean price 0.1, 19 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'headandshoulders.com' with mean price 4.9, 2 impressions of adomain 'helimix.com' with mean price 0.1, 3 impressions of adomain 'heritagestore.com' with mean price 0.7, 1 impressions of adomain 'hilcoredev.com' with mean price 0.6, 7 impressions of adomain 'hillspet.com' with mean price 0.4, 6 impressions of adomain 'huggies.com' with mean price 0.1, 20 impressions of adomain 'igt.com' with mean price 0.3, 5 impressions of adomain 'instagram.com' with mean price 0.4, 10 impressions of adomain 'intuit.com' with mean price 0.4, 1 impressions of adomain 'ivory.com' with mean price 4.4, 1 impressions of adomain 'jazzpharma.com' with mean price 0.4, 10 impressions of adomain 'jcpenny.com' with mean price 0.2, 1 impressions of adomain 'kayak.com' with mean price 0.4, 1 impressions of adomain 'kelloggs.com' with mean price 0.7, 1 impressions of adomain 'kindsnacks.com' with mean price 0.1, 1 impressions of adomain 'kleenex.com' with mean price 0.3, 1 impressions of adomain 'kroger.com' with mean price 2.0, 10 impressions of adomain 'lifeextension.com' with mean price 0.2, 4 impressions of adomain 'liquid-iv.com' with mean price 0.3, 8 impressions of adomain 'mccormick.com' with mean price 0.2, 10 impressions of adomain 'meiomi.com' with mean price 0.2, 1 impressions of adomain 'metamucil.com' with mean price 0.7, 1 impressions of adomain 'michaeljfox.org' with mean price 0.4, 1 impressions of adomain 'moistureshield.com' with mean price 0.7, 4 impressions of adomain 'montgomeryal.gov' with mean price 0.2, 1 impressions of adomain 'murdochs.com' with mean price 0.8, 11 impressions of adomain 'mychoicenetwork.org' with mean price 0.2, 1 impressions of adomain 'mycyberdefensehq.com' with mean price 0.2, 1 impressions of adomain 'naturesbakery.com' with mean price 0.2, 1 impressions of adomain 'newbalance.com' with mean price 0.2, 4 impressions of adomain 'no7beauty.com' with mean price 0.7, 1 impressions of adomain 'nordvpn.com' with mean price 0.0, 1 impressions of adomain 'nowfoods.com' with mean price 0.2, 1 impressions of adomain 'nurtec.com' with mean price 0.4, 20 impressions of adomain 'nutrafol.com' with mean price 0.2, 2 impressions of adomain 'nutribullet.com' with mean price 0.8, 21 impressions of adomain 'nuunlife.com' with mean price 0.2, 1 impressions of adomain 'odysseybattery.com' with mean price 0.4, 3 impressions of adomain 'olay.com' with mean price 0.5, 3 impressions of adomain 'oldspice.com' with mean price 0.2, 3 impressions of adomain 'oneaday.com' with mean price 1.2, 1 impressions of adomain 'onlinemediasolutions.com' with mean price 0.1, 2 impressions of adomain 'orgain.com' with mean price 0.2, 6 impressions of adomain 'originmaine.com' with mean price 0.1, 3 impressions of adomain 'pa.betrivers.com' with mean price 0.8, 2 impressions of adomain 'paramount.com' with mean price 0.2, 11 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'paulmitchell.com' with mean price 0.3, 1 impressions of adomain 'pentlyconger.com' with mean price 0.3, 1 impressions of adomain 'pepsico.com' with mean price 0.2, 1 impressions of adomain 'pgpro.com' with mean price 0.4, 1 impressions of adomain 'pokemongolive.com' with mean price 0.2, 3 impressions of adomain 'prestigebrands.com' with mean price 0.2, 9 impressions of adomain 'prettylitter.com' with mean price 0.5, 36 impressions of adomain 'progressive.com' with mean price 0.3, 4 impressions of adomain 'progressivecommercial.com' with mean price 0.2, 1 impressions of adomain 'prosourcewholesale.com' with mean price 0.5, 1 impressions of adomain 'prosupps.com' with mean price 3.2, 1 impressions of adomain 'puffs.com' with mean price 5.5, 15 impressions of adomain 'reilyproducts.com' with mean price 0.4, 5 impressions of adomain 'remax.com' with mean price 0.4, 1 impressions of adomain 'republicfinance.com' with mean price 1.1, 11 impressions of adomain 'rivercitydoors.com' with mean price 0.5, 2 impressions of adomain 'roblox.com' with mean price 0.1, 2 impressions of adomain 'rosevilleautomall.com' with mean price 0.8, 1 impressions of adomain 'rybelsus.com' with mean price 0.8, 2 impressions of adomain 'samsclub.com' with mean price 0.7, 6 impressions of adomain 'samsung.com' with mean price 0.5, 2 impressions of adomain 'scottbrand.com' with mean price 0.6, 1 impressions of adomain 'sculptnation.com' with mean price 0.4, 3 impressions of adomain 'secret.com' with mean price 2.0, 2 impressions of adomain 'seventhgeneration.com' with mean price 0.4, 19 impressions of adomain 'sezzle.com' with mean price 5.8, 4 clicks of adomain 'sezzle.com', 2 impressions of adomain 'sherwin-williams.com' with mean price 0.3, 3 impressions of adomain 'spectrum.com' with mean price 0.5, 5 impressions of adomain 'starbucks.com' with mean price 0.5, 4 impressions of adomain 'starsandstrikes.com' with mean price 1.5, 17 impressions of adomain 'subaru.com' with mean price 0.3, 1 impressions of adomain 'tempursealy.com' with mean price 0.3, 9 impressions of adomain 'thesimplygoodfoodscompany.com' with mean price 0.5, 1 impressions of adomain 'thewellnessway.com' with mean price 1.1, 22 impressions of adomain 'traveltexas.com' with mean price 0.9, 12 impressions of adomain 'trueseamoss.com' with mean price 0.3, 13 impressions of adomain 'twiningsusa.com' with mean price 0.5, 1 impressions of adomain 'tysonfoods.com' with mean price 0.5, 3 impressions of adomain 'ubykotex.com' with mean price 0.5, 30 impressions of adomain 'ultimahealth.com' with mean price 0.2, 2 impressions of adomain 'unilever.com' with mean price 0.1, 1 impressions of adomain 'usmaterial.growone.sg' with mean price 3.0, 1 impressions of adomain 'vacareers.va.gov' with mean price 3.5, 4 impressions of adomain 'vaynermedia.com' with mean price 0.4, 6 impressions of adomain 'vicks.com' with mean price 1.0, 11 impressions of adomain 'vidangel.com' with mean price 0.5, 4 impressions of adomain 'vitamix.com' with mean price 0.2, 7 impressions of adomain 'walmart.com' with mean price 0.3, 1 impressions of adomain 'webmd.com' with mean price 0.3, 8 impressions of adomain 'wkkellogg.com' with mean price 0.2, 1 impressions of adomain 'worldvision.org' with mean price 0.1, 1 impressions of adomain 'yanmartractor.com' with mean price 1.0, 1 impressions of adomain 'zimad.com' with mean price 1.1, 2 impressions of adomain 'zscaler.com' with mean price 0.5; 3 sessions in app 'net.peakgames.mobile.spades.android', 100 ad_requests with mean bid_floor 38.9; 2 sessions in app 'ru.skillcap.dominoes', 25 ad_requests with mean bid_floor 43.8; 2 sessions in app 'walkie.talkie.among.us.friends', 25 ad_requests with mean bid_floor 11.7';dc_35roundended_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 2025-01-10 20:31:05;time_since_impression_in_hours is 216;channel is 'USA/V/bidmachine/com.fugo.wow/False/290';time_since_click_in_hours is 217;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.656827355105937;partition is 1089;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_retargeting_Android_CPA(146)_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(af_app_opened)_abdoul_V3_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.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_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.spades_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_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_V5_2000k' '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_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.aaaudi.wordmaker_retargeting_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(af_app_opened)_abdoul_V3_100k' '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' 'HDIP_iOS_USA_Cellular_100_users_LITE' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_100k' '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(dc_40roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'bloom_com.fiogonia.dominoes_USA_7d' 'bloom_com.fugo.wow_USA_95' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_500k' '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(140)_abdoul_mmp_light_V6_500k' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_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.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' '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_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' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_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' 'HDIP_iOS_USA_200_users_LITE' 'loppipoppi.dominoes_retargeting_Android_CPA(111)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'loppipoppi.dominoes_retargeting_Android_CPI_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(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(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_light_V6_500k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'bloom_com.fiogonia.spades_USA_80' 'bloom_com.fiogonia.dominoes_USA_1d']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '70d9d202-729f-460d-8552-321630be2db4;uuid is 'bb668c60-cf60-4ca6-a602-17aed46b17a6';bid_timestamp is '2025-01-27 20:07:57';device_id is '70d9d202-729f-460d-8552-321630be2db4';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 163.128773086398;target_cpi is 1.62020175092091;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 42.4;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.97;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-27 20:00:00+00:00';day_of_week is '0';os_version is 14;user_behavior_stats_in_past is '4 sessions in app 'com.blackout.spades', 118 ad_requests with mean bid_floor 12.2, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 163.1, 9 impressions of adomain 'voodoo.io' with mean price 1.3; 1 sessions in app 'com.enflick.android.TextNow', 2 ad_requests with mean bid_floor 44.0; 2 sessions in app 'com.gamee.dragon.kingdom.castle.match.story.puzzle', 27 ad_requests with mean bid_floor 2.1; 1 sessions in app 'com.handmark.expressweather', 6 ad_requests with mean bid_floor 98.5; 3 sessions in app 'com.hyilmaz.spades', 23 ad_requests with mean bid_floor 5.9; 19 sessions in app 'com.newpubco.spades', 1274 ad_requests with mean bid_floor 18.9, 32 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'bp.com' with mean price 0.7, 1 clicks of adomain 'camelgames.com', 6 impressions of adomain 'camelgames.com' with mean price 24.0, 1 impressions of adomain 'colgate.com' with mean price 0.4, 1 impressions of adomain 'expedia.com' with mean price 1.5, 2 impressions of adomain 'healthprimal.com' with mean price 16.8, 1 impressions of adomain 'kelloggs.com' with mean price 1.0, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.7, 1 impressions of adomain 'paramountplus.com' with mean price 0.5, 4 impressions of adomain 'penguin.com' with mean price 0.5, 1 impressions of adomain 'primatene.com' with mean price 1.0, 4 impressions of adomain 'spectrum.com' with mean price 1.5, 1 impressions of adomain 'starz.com' with mean price 0.4, 1 impressions of adomain 'sweetfrog.com' with mean price 0.5, 3 impressions of adomain 'tech.pokergaga.net' with mean price 27.1, 1 clicks of adomain 'tech.pokergaga.net', 3 impressions of adomain 'techwayautomotive.com' with mean price 1.2, 1 impressions of adomain 'tempursealy.com' with mean price 0.4, 1 impressions of adomain 'thumbage.co.kr' with mean price 0.2, 1 impressions of adomain 'tiktok.com' with mean price 0.5, 12 impressions of adomain 'voodoo.io' with mean price 1.6, 2 impressions of adomain 'wkkellogg.com' with mean price 0.5, 3 impressions of adomain 'woodmenlife.com' with mean price 0.5, 1 impressions of adomain 'xifaxan.com' with mean price 0.7, 1 impressions of adomain 'zales.com' with mean price 0.8; 3 sessions in app 'com.niklas.fpsdefense', 42 ad_requests with mean bid_floor 12.9; 3 sessions in app 'com.playvalve.spades', 240 ad_requests with mean bid_floor 101.8; 9 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 144 ad_requests with mean bid_floor 4.9, 2 clicks of adomain 'camelgames.com', 3 impressions of adomain 'camelgames.com' with mean price 37.5; 1 sessions in app 'com.tripledot.solitaire', 72 ad_requests with mean bid_floor 7.3, 1 impressions of adomain 'samsung.com' with mean price 0.5, 2 impressions of adomain 'secret.com' with mean price 0.5; 1 sessions in app 'com.tripledot.spades', 6 ad_requests with mean bid_floor 0.5; 2 sessions in app 'com.twsgp.MarketMerge', 120 ad_requests with mean bid_floor 15.3; 6 sessions in app 'com.vincentb.MobControl', 107 ad_requests with mean bid_floor 4.6, 2 impressions of adomain 'alabamapower.com' with mean price 0.7, 3 impressions of adomain 'mccormick.com' with mean price 0.6, 1 impressions of adomain 'mondelezinternational.com' with mean price 0.4, 1 impressions of adomain 'paypal.com' with mean price 0.9, 1 impressions of adomain 'sfdbrands.com' with mean price 0.4, 7 impressions of adomain 'walmart.com' with mean price 1.9; 2 sessions in app 'com.wildcard.spadespop', 45 ad_requests with mean bid_floor 7.5; 2 sessions in app 'com.zimad.spades', 8 ad_requests with mean bid_floor 0.1; 1 sessions in app 'freeplay.crowdrun.com', 9 ad_requests with mean bid_floor 3.6; 1 sessions in app 'in.playsimple.wordtrip', 1 ad_requests with mean bid_floor 5.9; 1 sessions in app 'my.arena', 36 ad_requests with mean bid_floor 326.5';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2025-01-30 0:29:50;dc_15roundended_before_d8_timestamp is 45685.7762037037;ag_retention_d1_timestamp is 2025-01-27 20:20:19;0_timestamp is 2025-01-27 20:20:19;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.blackout.spades/False/247';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.125589929845742;partition is 3449;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.redcell.goldandgoblins_Android_CPA(ag_retention_d1)_abdoul_V4_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(120)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(creativeId)_abdoul_V4_500k' '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' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_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.hutchgames.formularacing_Android_CPA(ag_retention_d1)_abdoul_V3_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(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.murka.scatterslots_Android_CPA(threshold)_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.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' '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(108)_abdoul_V4_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V3_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' 'bloom_com.fiogonia.spades_USA_1d' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(ag_retention_d1)_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(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(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(148)_abdoul_V4_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_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.redcell.goldandgoblins_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'com.redcell.goldandgoblins_Android_CPA(creativeId)_abdoul_V3_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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(RV_start)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_100k' 'com.hutchgames.formularacing_Android_CPA(session)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_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.klondikesolitaire_Android_CPA(112)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_2000k' 'com.redcell.goldandgoblins_Android_CPA(hardget)_abdoul_V3_500k' '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_15roundended_before_d8)_abdoul_V6_100k' 'com.redcell.goldandgoblins_Android_CPA(RV_finish)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2mln' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_100k' 'com.redcell.goldandgoblins_Android_CPA(prog1)_abdoul_V4_2000k' '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(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.redcell.goldandgoblins_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' 'com.redcell.goldandgoblins_Android_CPA(prog3)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'a511e2c1-c0a4-4fff-8c7d-e145083bb8a5;uuid is '07c1ef90-f0c1-483b-84a0-1744981682ce';bid_timestamp is '2025-01-28 3:09:29';device_id is 'a511e2c1-c0a4-4fff-8c7d-e145083bb8a5';biddate is '2025-01-28';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 1095 ;seller_name is 'Mars Media SSP';seller_id is 211;content_type is 'ie';bid_floor is 9.52472 ;min_floor is 9.52472 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 10 ;time_since_impression is 170596 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1;prior_theme_impressions_count is 10;prior_tag_clicks_count is 5 ;time_since_click is '170593';hour is '2025-01-28 03:00:00+00:00';day_of_week is '1';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'art.puzzle.games.jigsaw.coloring.free.game', 23 ad_requests with mean bid_floor 0.8; 1 sessions in app 'com.an.flashlight.flashalert.flashlightpro', 1 ad_requests with mean bid_floor 3.9; 123 sessions in app 'com.blackout.spades', 62217 ad_requests with mean bid_floor 27.8, 3 impressions of adomain 'aeropostale.com' with mean price 0.2, 1 clicks of adomain 'amazon.com', 46 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'arlo.com' with mean price 0.3, 1 impressions of adomain 'bidease.com_101931' with mean price 0.1, 2 impressions of adomain 'checkout51.com' with mean price 0.3, 2 impressions of adomain 'clearwavefiber.com' with mean price 0.3, 5 impressions of adomain 'covergirl.com' with mean price 0.4, 8 impressions of adomain 'disneyplus.com' with mean price 0.4, 1 impressions of adomain 'doggiedailies.com' with mean price 0.2, 1 impressions of adomain 'elanco.us' with mean price 0.4, 1 impressions of adomain 'epson.com' with mean price 0.0, 2 impressions of adomain 'fetchrewards.com' with mean price 0.2, 1 impressions of adomain 'freecash.com' with mean price 0.1, 1 impressions of adomain 'gojo.com' with mean price 0.4, 2 impressions of adomain 'handsoffmyrewards.com' with mean price 0.5, 2 impressions of adomain 'highlevelsafeguard.com' with mean price 0.2, 1 impressions of adomain 'hillspet.com' with mean price 0.4, 1 impressions of adomain 'huggies.com' with mean price 0.4, 4 impressions of adomain 'kelloggs.com' with mean price 0.9, 4 impressions of adomain 'mcdonalds.com' with mean price 0.1, 6 impressions of adomain 'merckconnect.com' with mean price 1.0, 10 impressions of adomain 'midwest-health.com' with mean price 1.9, 2 impressions of adomain 'mobilesafetytech.com' with mean price 0.2, 3 impressions of adomain 'monoferric.com' with mean price 2.3, 1 impressions of adomain 'neutrogena.com' with mean price 0.3, 1 impressions of adomain 'newpub.co' with mean price 5.8, 6 impressions of adomain 'newpub.co/spades' with mean price 3.3, 3 clicks of adomain 'newpub.co/spades', 2 impressions of adomain 'nutrafol.com' with mean price 0.4, 1 impressions of adomain 'oneaday.com' with mean price 1.1, 3 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'pentlyconger.com' with mean price 0.6, 3 impressions of adomain 'pharm-alert.com' with mean price 2.1, 1 impressions of adomain 'playsimple.in' with mean price 0.1, 2 impressions of adomain 'postconsumerbrands.com' with mean price 0.3, 8 impressions of adomain 'progressive.com' with mean price 0.2, 1 impressions of adomain 'roblox.com' with mean price 0.0, 1 impressions of adomain 'sallyhansen.com' with mean price 0.2, 2 impressions of adomain 'samhsa.gov' with mean price 0.4, 4 impressions of adomain 'samsung.com' with mean price 0.4, 1 impressions of adomain 'solitaire.gurugame.ai' with mean price 0.0, 1 impressions of adomain 'southwest.com' with mean price 0.3, 1 impressions of adomain 'starz.com' with mean price 0.3, 1 impressions of adomain 'talkingtomandfriends.com' with mean price 0.0, 1 impressions of adomain 'textnow.com' with mean price 0.1, 1 impressions of adomain 'theraworx.com' with mean price 0.2, 1 impressions of adomain 'thisiscleveland.com' with mean price 0.5, 5 impressions of adomain 'ticketmaster.com' with mean price 0.2, 1 impressions of adomain 'tiktok.com' with mean price 2.0, 1 impressions of adomain 'unicycive.com' with mean price 0.2, 3 impressions of adomain 'walmart.com' with mean price 0.1, 2 impressions of adomain 'wkkellogg.com' with mean price 0.2; 7 sessions in app 'com.bubble.shooter.family', 104 ad_requests with mean bid_floor 24.2; 1 sessions in app 'com.easybrain.art.puzzle', 40 ad_requests with mean bid_floor 9.5; 1 sessions in app 'com.key.vibekeyboard', 2 ad_requests with mean bid_floor 5.2; 31 sessions in app 'com.king.candycrushsaga', 177 ad_requests with mean bid_floor 5.0; 31 sessions in app 'com.king.farmheroessaga', 162 ad_requests with mean bid_floor 4.3; 15 sessions in app 'com.newpubco.spades', 3442 ad_requests with mean bid_floor 17.8, 1 impressions of adomain 'ads.netapop.com' with mean price 0.2, 1 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'audible.com' with mean price 0.0, 2 impressions of adomain 'coca-cola.com' with mean price 0.2, 1 impressions of adomain 'colgate.com' with mean price 0.0, 3 impressions of adomain 'discovery.com' with mean price 0.2, 6 impressions of adomain 'disneyplus.com' with mean price 0.1, 1 impressions of adomain 'dolesunshine.com' with mean price 0.0, 2 impressions of adomain 'furniturerow.com' with mean price 0.5, 5 impressions of adomain 'goodfoods.com' with mean price 0.0, 2 impressions of adomain 'google.com' with mean price 2.1, 3 impressions of adomain 'healthprimal.com' with mean price 9.5, 1 impressions of adomain 'hinterlandiowa.com' with mean price 0.1, 1 impressions of adomain 'honda.com' with mean price 0.2, 1 impressions of adomain 'hormelfoods.com' with mean price 0.4, 6 impressions of adomain 'indeed.com' with mean price 0.1, 2 impressions of adomain 'kelloggs.com' with mean price 0.9, 1 impressions of adomain 'linkedin.com' with mean price 2.4, 3 impressions of adomain 'marcus.com' with mean price 0.1, 2 impressions of adomain 'metabolicmaintenance.com' with mean price 1.2, 1 impressions of adomain 'mg-united.com' with mean price 0.1, 1 impressions of adomain 'missouri.quitlogix.org' with mean price 0.3, 10 impressions of adomain 'mymlc.com' with mean price 0.8, 4 impressions of adomain 'naturalgrocers.com' with mean price 0.4, 3 impressions of adomain 'oakevergames.com' with mean price 0.1, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 3 impressions of adomain 'parking3d.gurugame.ai' with mean price 2.3, 1 clicks of adomain 'parking3d.gurugame.ai', 1 impressions of adomain 'peacocktv.com' with mean price 0.2, 3 impressions of adomain 'playsimple.in' with mean price 0.0, 2 impressions of adomain 'playtika.com' with mean price 0.1, 1 impressions of adomain 'puffco.com' with mean price 0.4, 1 impressions of adomain 'ramkotacasper.com' with mean price 0.0, 4 impressions of adomain 'samsung.com' with mean price 0.4, 11 impressions of adomain 'spectrum.com' with mean price 0.4, 1 impressions of adomain 'temptationstreats.com' with mean price 0.3, 4 impressions of adomain 'understandingresidualnmb.com' with mean price 1.0, 1 impressions of adomain 'uniqlo.com' with mean price 0.2, 4 impressions of adomain 'vitastudio.ai' with mean price 0.0, 1 impressions of adomain 'walgreens.com' with mean price 0.9, 1 impressions of adomain 'walmart.com' with mean price 1.4, 4 impressions of adomain 'wkkellogg.com' with mean price 0.0, 1 impressions of adomain 'www.admile.com' with mean price 0.7; 2 sessions in app 'com.peoplefun.wordcross', 33 ad_requests with mean bid_floor 6.7; 12 sessions in app 'com.relax.tile.story', 54 ad_requests with mean bid_floor 4.2; 5 sessions in app 'com.tile.match.blockpuzzle', 56 ad_requests with mean bid_floor 17.0; 1 sessions in app 'com.trace.ar.drawing', 1 ad_requests with mean bid_floor 5.2; 3 sessions in app 'com.tripledot.woodoku', 7 ad_requests with mean bid_floor 5.7; 1 sessions in app 'com.vitastudio.solitaire', 1 ad_requests with mean bid_floor 7.4; 1 sessions in app 'com.wordgame.words.connect', 1 ad_requests with mean bid_floor 7.9; 1 sessions in app 'in.playsimple.tripcross', 14 ad_requests with mean bid_floor 19.2; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 28.2; 1 sessions in app 'kidultlovin.word.zen', 4 ad_requests with mean bid_floor 3.9; 3 sessions in app 'linkdesks.tile.match.fun', 10 ad_requests with mean bid_floor 15.0; 1 sessions in app 'linkdesks.tile.match.story', 1 ad_requests with mean bid_floor 9.4';dc_35roundended_before_d8 is 1;ag_retention_d1 is 0;dc_35roundended_before_d8_timestamp is 2025-02-04 22:19:52;dc_15roundended_before_d8_timestamp is 45692.7702662037;ag_retention_d1_timestamp is ;0_timestamp is 2025-01-31 1:14:47;time_since_impression_in_hours is 47;channel is 'USA/I/fyber/com.blackout.spades/False/211';time_since_click_in_hours is 47;fast_imp_12h is 2;fast_click_2h is 0;rnd is 0.740689604243707;partition is 1440;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(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' '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(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(level_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' '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(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' 'bloom_com.blackout.spades_USA_7d' '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']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'abb8d39a-c80a-4c90-a4c9-0f7dfb4f5b2c;uuid is '82708d2e-5c90-420b-bfc4-a734eafe91e7';bid_timestamp is '2024-12-27 21:09:56';device_id is 'abb8d39a-c80a-4c90-a4c9-0f7dfb4f5b2c';biddate is '2024-12-27';country is 'USA';app is 'com.euchre.solitaire.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 37.7507124791042;target_cpi is 3.76159109728472;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 8.4906 ;min_floor is 8.4906 ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 0 ;time_since_impression is 0 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.17;prior_theme_impressions_count is 0;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-27 21:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '1 sessions in app 'com.antivirus', 1 ad_requests with mean bid_floor 5.2; 29 sessions in app 'com.euchre.solitaire.plus.offline.free.card.games', 11136 ad_requests with mean bid_floor 15.3, 3 impressions of adomain 'affolderequip.com' with mean price 0.6, 1 impressions of adomain 'amazon.com' with mean price 1.7, 1 impressions of adomain 'barillagroup.com' with mean price 0.6, 1 impressions of adomain 'mayfieldclinic.com' with mean price 0.5, 1 impressions of adomain 'paramountplus.com' with mean price 0.9, 1 impressions of adomain 'traveltexas.com' with mean price 0.6, 1 impressions of adomain 'westrichfurniture.com' with mean price 0.6; 39 sessions in app 'com.ig.bus.out', 2112 ad_requests with mean bid_floor 0.7, 1 impressions of adomain 'alkaseltzerplus.com' with mean price 0.3, 186 impressions of adomain 'amazon.com' with mean price 0.3, 3 impressions of adomain 'amcplus.com' with mean price 0.1, 1 impressions of adomain 'amtagvi.com' with mean price 0.9, 2 impressions of adomain 'appquantum.com' with mean price 0.0, 1 impressions of adomain 'aveeno.com' with mean price 0.3, 1 impressions of adomain 'avocadogreenmattress.com' with mean price 0.0, 1 impressions of adomain 'barillagroup.com' with mean price 0.1, 4 impressions of adomain 'bestonetire.com' with mean price 0.4, 14 impressions of adomain 'clorox.com' with mean price 0.2, 6 impressions of adomain 'coca-cola.com' with mean price 0.2, 3 impressions of adomain 'colgate.com' with mean price 0.1, 2 impressions of adomain 'colgatepalmolive.com' with mean price 0.1, 1 impressions of adomain 'covergirl.com' with mean price 0.1, 2 impressions of adomain 'crossmath.gurugame.ai' with mean price 0.0, 2 impressions of adomain 'cyberpowersystems.com' with mean price 0.1, 1 impressions of adomain 'dave.com' with mean price 0.0, 5 impressions of adomain 'depend.com' with mean price 0.2, 1 impressions of adomain 'dyson.com' with mean price 0.1, 4 impressions of adomain 'eyleahd.com' with mean price 0.6, 1 impressions of adomain 'farmcredit.com' with mean price 4.2, 1 clicks of adomain 'farmcredit.com', 1 impressions of adomain 'feel-good-foods.com' with mean price 0.1, 2 impressions of adomain 'ferrero.com' with mean price 0.4, 1 impressions of adomain 'gatorade.com' with mean price 0.1, 1 impressions of adomain 'google.com' with mean price 0.1, 2 impressions of adomain 'governorofpoker.com' with mean price 0.0, 1 impressions of adomain 'greenmountaincoffee.com' with mean price 0.1, 10 impressions of adomain 'haleon.com' with mean price 0.2, 2 impressions of adomain 'help.supercellsupport.com' with mean price 0.0, 1 impressions of adomain 'hersheys.com' with mean price 0.1, 1 impressions of adomain 'higgsgamestudio.com' with mean price 0.0, 2 impressions of adomain 'hillspet.com' with mean price 0.4, 1 impressions of adomain 'homedepot.com' with mean price 0.0, 1 impressions of adomain 'homes.com' with mean price 0.2, 5 impressions of adomain 'honest.com' with mean price 0.1, 1 impressions of adomain 'hormelfoods.com' with mean price 0.3, 1 impressions of adomain 'house-autry.com' with mean price 0.4, 1 impressions of adomain 'ibotta.com' with mean price 0.0, 1 impressions of adomain 'illinoislottery.com' with mean price 0.0, 1 impressions of adomain 'innogames.com' with mean price 0.0, 1 impressions of adomain 'instrematic.com' with mean price 0.0, 1 impressions of adomain 'intuit.com' with mean price 0.0, 1 impressions of adomain 'jeld-wen.com' with mean price 0.2, 2 impressions of adomain 'jigsawscapes.com' with mean price 0.0, 5 impressions of adomain 'justdice.io' with mean price 0.0, 1 impressions of adomain 'kidultlovin.com' with mean price 0.0, 4 impressions of adomain 'king.com' with mean price 0.0, 5 impressions of adomain 'learnings.ai' with mean price 0.0, 1 impressions of adomain 'learnings.com.cn' with mean price 0.0, 2 clicks of adomain 'linkedin.com', 2 impressions of adomain 'linkedin.com' with mean price 4.3, 1 impressions of adomain 'liquid-iv.com' with mean price 0.1, 1 impressions of adomain 'logitech.com' with mean price 0.1, 1 impressions of adomain 'maryruthorganics.com' with mean price 0.1, 1 impressions of adomain 'mccormick.com' with mean price 0.1, 2 impressions of adomain 'medline.com' with mean price 0.1, 1 impressions of adomain 'meetme.com' with mean price 0.0, 1 impressions of adomain 'miracle-ear.com' with mean price 0.7, 1 impressions of adomain 'mistplay.com' with mean price 0.0, 1 impressions of adomain 'mms.com' with mean price 0.1, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.1, 4 impressions of adomain 'mobilityware.com' with mean price 0.0, 1 impressions of adomain 'moonpay.com' with mean price 0.0, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.2, 5 impressions of adomain 'nutrafol.com' with mean price 0.2, 2 clicks of adomain 'oakevergames.com', 14 impressions of adomain 'oakevergames.com' with mean price 0.7, 1 impressions of adomain 'off-er.us' with mean price 0.2, 1 impressions of adomain 'oneaday.com' with mean price 0.2, 1 impressions of adomain 'orgain.com' with mean price 0.1, 1 impressions of adomain 'ororowear.com' with mean price 0.2, 6 impressions of adomain 'orville.com' with mean price 0.1, 1 impressions of adomain 'osu.edu' with mean price 1.3, 1 impressions of adomain 'paint.by.number' with mean price 0.0, 11 impressions of adomain 'paramount.com' with mean price 0.0, 1 impressions of adomain 'paramountplus.com' with mean price 0.3, 2 impressions of adomain 'paulmitchell.com' with mean price 0.2, 2 impressions of adomain 'pepcid.com' with mean price 0.7, 4 impressions of adomain 'pepsico.com' with mean price 0.2, 3 impressions of adomain 'pg.com' with mean price 0.2, 1 impressions of adomain 'pinckneyhugogroup.com' with mean price 0.1, 6 impressions of adomain 'playsimple.in' with mean price 0.0, 2 impressions of adomain 'playtika.com' with mean price 0.0, 2 impressions of adomain 'pluto.tv' with mean price 0.0, 1 impressions of adomain 'poise.com' with mean price 0.1, 12 impressions of adomain 'prestigebrands.com' with mean price 0.2, 12 impressions of adomain 'productmadness.com' with mean price 0.0, 1 impressions of adomain 'rovio.com' with mean price 0.0, 3 impressions of adomain 'royalcanin.com' with mean price 0.2, 6 impressions of adomain 'ruizfoods.com' with mean price 0.8, 1 impressions of adomain 'sauerbrandsinc.com' with mean price 1.7, 1 impressions of adomain 'seriously.com' with mean price 0.0, 2 impressions of adomain 'simplebro.co' with mean price 0.0, 1 impressions of adomain 'siriusxm.com' with mean price 0.0, 44 impressions of adomain 'skyrizi.com' with mean price 0.1, 3 impressions of adomain 'smithfieldfoods.com' with mean price 0.1, 2 impressions of adomain 'solitaire.gurugame.ai' with mean price 0.0, 3 impressions of adomain 'spinxgames.com' with mean price 0.0, 3 impressions of adomain 'starz.com' with mean price 0.2, 4 impressions of adomain 'supertreat.net' with mean price 0.0, 2 impressions of adomain 'tempursealy.com' with mean price 0.1, 8 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'torkusa.com' with mean price 0.1, 11 impressions of adomain 'toyota.com' with mean price 5.0, 8 clicks of adomain 'toyota.com', 2 impressions of adomain 'weather.com' with mean price 0.0, 1 impressions of adomain 'westrichfurniture.com' with mean price 0.5, 1 impressions of adomain 'whirlpoolcorp.com' with mean price 0.2, 2 impressions of adomain 'wkkellogg.com' with mean price 0.1, 1 impressions of adomain 'wright.edu' with mean price 1.0, 9 impressions of adomain 'www.learnings.ai' with mean price 0.0, 2 impressions of adomain 'youtube.com' with mean price 0.3, 1 impressions of adomain 'zencolor.app' with mean price 0.0, 2 impressions of adomain 'zephyrmobile.com' with mean price 0.0, 1 impressions of adomain 'zyrtec.com' with mean price 0.2; 7 sessions in app 'com.neapxnlhwk.woodnuts', 139 ad_requests with mean bid_floor 0.5, 1 impressions of adomain 'cocacola.com' with mean price 0.0, 8 impressions of adomain 'madison-reed.com' with mean price 0.3, 1 impressions of adomain 'textnow.com' with mean price 0.0, 2 impressions of adomain 'vyvgart.com' with mean price 0.0, 1 impressions of adomain 'westrichfurniture.com' with mean price 0.9; 30 sessions in app 'com.puzzle1studio.go.brickoutshoottheball', 3126 ad_requests with mean bid_floor 56.8; 8 sessions in app 'com.screwout.nutsjam', 324 ad_requests with mean bid_floor 29.7; 1 sessions in app 'com.wordgame.words.connect', 1 ad_requests with mean bid_floor 7.8; 1 sessions in app 'find.difference.spot.differences.hidden.puzzle.games.free', 1 ad_requests with mean bid_floor 0.0; 2 sessions in app 'in.playsimple.wordtrip', 4 ad_requests with mean bid_floor 4.9; 19 sessions in app 'pinochle.card.game.trick.solitaire.spades.bridge.bid.meld.multiplayer.game', 3993 ad_requests with mean bid_floor 16.8';dc_35roundended_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 2024-12-27 21:26:25;time_since_impression_in_hours is 0;channel is 'USA/I/bidmachine/com.euchre.solitaire.plus.offline.free.card.games/False/482';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.341940802435403;partition is 3355;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' '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' '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.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.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.hearts_Android_CPI_abdoul_V6_500k' '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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' '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.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.hearts_Android_CPI_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' 'com.mobilityware.spider_Android_CPA(Level_20)_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.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(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V4_2000k' '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(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.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '9eb62ee4-999f-421d-8051-bfdb4f72e45f;uuid is '28493a39-4554-4415-8d1d-8b8d9b211c0c';bid_timestamp is '2024-12-28 4:49:22';device_id is '9eb62ee4-999f-421d-8051-bfdb4f72e45f';biddate is '2024-12-28';country is 'USA';app is 'com.block.blast.free.cube.puzzle.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 16.8555872514843;target_cpi is 2.5;campaign is 57717;creative_id is 228773;session_duration is 0 ;seller_name is 'Maverick Mobile MAX';seller_id is 222;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 ;prior_tag_impressions_count is 4 ;time_since_impression is 602524 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.81;prior_theme_impressions_count is 4;prior_tag_clicks_count is 2 ;time_since_click is '5727868';hour is '2024-12-28 04:00:00+00:00';day_of_week is '5';os_version is 14;user_behavior_stats_in_past is '8 sessions in app 'com.DifLabs.Differences', 216 ad_requests with mean bid_floor 25.6, 1 impressions of adomain 'kinders.com' with mean price 1.0, 1 impressions of adomain 'roadtripcamping.com' with mean price 1.2; 6 sessions in app 'com.blackout.spades', 1369 ad_requests with mean bid_floor 34.5; 2 sessions in app 'com.blackout.word', 32 ad_requests with mean bid_floor 3.8; 22 sessions in app 'com.block.blast.free.cube.puzzle.game', 305 ad_requests with mean bid_floor 16.3, 8 impressions of adomain 'amazon.com' with mean price 0.3, 2 impressions of adomain 'flixchatter.net' with mean price 0.4, 1 clicks of adomain 'flyfoxgames.com', 1 impressions of adomain 'flyfoxgames.com' with mean price 18.4, 1 impressions of adomain 'galderma.com' with mean price 0.2, 1 impressions of adomain 'murdochs.com' with mean price 0.5, 2 impressions of adomain 'naturesbakery.com' with mean price 0.3, 1 impressions of adomain 'nuunlife.com' with mean price 0.3, 1 impressions of adomain 'samsung.com' with mean price 0.3, 1 impressions of adomain 'santanderus.com' with mean price 0.2, 1 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.3, 1 impressions of adomain 'wkkellogg.com' with mean price 0.2; 1 sessions in app 'com.fire.kirin.kirinfire.games.firekirin', 2 ad_requests with mean bid_floor 0.0; 3 sessions in app 'com.miracle.block.smash.journey', 33 ad_requests with mean bid_floor 4.1; 22 sessions in app 'com.newpubco.spades', 1279 ad_requests with mean bid_floor 11.8, 1 impressions of adomain 'airproducts.com' with mean price 0.6, 1 impressions of adomain 'ballsort.gurugame.ai' with mean price 18.1, 3 impressions of adomain 'biocodex.com' with mean price 0.5, 2 impressions of adomain 'bobevans.com' with mean price 0.5, 1 impressions of adomain 'bushbeans.com' with mean price 0.5, 1 impressions of adomain 'com.koykogames.Euphoria21Adventure' with mean price 0.1, 1 clicks of adomain 'dave.com', 3 impressions of adomain 'dave.com' with mean price 4.6, 1 impressions of adomain 'draftkings.com' with mean price 1.1, 3 impressions of adomain 'kay.com' with mean price 0.8, 1 impressions of adomain 'luzianne.com' with mean price 0.5, 6 impressions of adomain 'metrobyt-mobile.com' with mean price 1.1, 1 impressions of adomain 'olay.com' with mean price 0.5, 2 impressions of adomain 'paramountplus.com' with mean price 0.4, 1 clicks of adomain 'parking3d.gurugame.ai', 1 impressions of adomain 'parking3d.gurugame.ai' with mean price 10.2, 3 impressions of adomain 'pg.com' with mean price 0.4, 3 impressions of adomain 'platoscloset.com' with mean price 1.1, 1 impressions of adomain 'playtika.com' with mean price 0.6, 1 impressions of adomain 'productmadness.com' with mean price 5.7, 1 clicks of adomain 'productmadness.com', 2 impressions of adomain 'redbull.com' with mean price 0.6, 1 impressions of adomain 'subwayfranchise.com' with mean price 1.6, 1 impressions of adomain 'theconsumertransparencyproject.com' with mean price 2.6, 1 impressions of adomain 'thesimplygoodfoodscompany.com' with mean price 0.5, 1 impressions of adomain 'tubitv.com' with mean price 7.5, 1 clicks of adomain 'tubitv.com', 3 impressions of adomain 'valottery.com' with mean price 0.9; 2 sessions in app 'com.tripledot.woodoku', 43 ad_requests with mean bid_floor 7.2, 7 impressions of adomain 'mccormick.com' with mean price 0.8; 7 sessions in app 'com.vitastudio.mahjong', 5 ad_requests with mean bid_floor 0.0; 14 sessions in app 'find.difference.spot.differences.hidden.puzzle.games.free', 326 ad_requests with mean bid_floor 32.5, 1 impressions of adomain 'aaadiscountfloorsrva.com' with mean price 0.2, 1 impressions of adomain 'callapp.com' with mean price 0.0, 1 impressions of adomain 'cash.app' with mean price 0.3, 1 impressions of adomain 'dramabox.com' with mean price 0.0, 3 impressions of adomain 'metrobyt-mobile.com' with mean price 1.2, 2 impressions of adomain 'mondelezinternational.com' with mean price 0.3, 1 impressions of adomain 'pluto.tv' with mean price 0.2, 1 impressions of adomain 'roadtripcamping.com' with mean price 1.2, 1 impressions of adomain 'wawa.com' with mean price 0.2; 10 sessions in app 'find.difference.spot.hidden.differences.detective', 60 ad_requests with mean bid_floor 53.2; 4 sessions in app 'find.spot.fun.relax.difference', 177 ad_requests with mean bid_floor 28.8; 1 sessions in app 'in.playsimple.wordtrip', 2 ad_requests with mean bid_floor 11.9; 5 sessions in app 'puzzle.game.find.differences', 154 ad_requests with mean bid_floor 28.5, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.8, 2 impressions of adomain 'platoscloset.com' with mean price 0.5, 1 impressions of adomain 'playsimple.in' with mean price 0.1';dc_35roundended_before_d8 is 1;ag_retention_d1 is 1;dc_35roundended_before_d8_timestamp is 2024-12-30 20:24:58;dc_15roundended_before_d8_timestamp is 45656.7358333333;ag_retention_d1_timestamp is 2024-12-28 11:34:46;0_timestamp is 2024-12-28 11:34:46;time_since_impression_in_hours is 167;channel is 'USA/I/bidmachine/com.block.blast.free.cube.puzzle.game/False/222';time_since_click_in_hours is 1591;fast_imp_12h is 1;fast_click_2h is 0;rnd is 0.0888199366873707;partition is 1380;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.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'bloom_com.block.blast.free.cube.puzzle.game_USA_95' '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.aaafun.watersort_Android_CPA(ag_retention_d1)_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(140)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_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.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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_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.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.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(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.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(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_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_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.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.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.aaafun.watersort_Android_CPI_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.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.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_500k' '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(147)_abdoul_V6_100k' '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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' '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' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_500k' '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' '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.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_2000k']
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1
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '91c697a4-47be-4063-8680-69e32b2764b1;uuid is 'd642ec9f-339d-41a4-ae20-d678a50da6e6';bid_timestamp is '2025-01-18 3:23:23';device_id is '91c697a4-47be-4063-8680-69e32b2764b1';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 '38ae8dca33411b0730f636ced16d2306';display_manager is 'ironsource';raw_price is 72.964977992948;target_cpi is 1.5;campaign is 57517;creative_id is 228773;session_duration is 3 ;seller_name is 'Ironsource SSP';seller_id is 137;content_type is 'vi';bid_floor is 3.1906 ;min_floor is 3.1906 ;bidmachine_placement_value is 6.625;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 2 ;time_since_impression is 36980100 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 5.59;prior_theme_impressions_count is 2;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2025-01-18 03:00:00+00:00';day_of_week is '5';os_version is 12;user_behavior_stats_in_past is '43 sessions in app 'com.blackout.backgammon', 273 ad_requests with mean bid_floor 5.1, 2 impressions of adomain 'amazon.com' with mean price 2.5, 1 impressions of adomain 'apretudehcp.com' with mean price 1.3, 4 impressions of adomain 'cabenuvahcp.com' with mean price 1.8, 5 impressions of adomain 'dovatohcp.com' with mean price 1.9, 1 impressions of adomain 'jigsaw.puzzle.game' with mean price 0.2, 1 impressions of adomain 'justdice.io' with mean price 0.1, 1 impressions of adomain 'kidultlovin.com' with mean price 0.1, 4 impressions of adomain 'lilly.com' with mean price 0.7, 2 impressions of adomain 'mattel163.com' with mean price 0.2, 1 impressions of adomain 'mistplay.com' with mean price 0.2, 2 impressions of adomain 'mobilityware.com' with mean price 0.2, 1 impressions of adomain 'murdochs.com' with mean price 0.6, 1 impressions of adomain 'newpub.co/hearts' with mean price 54.3, 1 impressions of adomain 'novomedlink.com' with mean price 0.3, 1 impressions of adomain 'textnow.com' with mean price 0.2, 1 impressions of adomain 'veozahhcp.com' with mean price 0.2; 41 sessions in app 'com.blackout.spades', 2744 ad_requests with mean bid_floor 33.3, 4 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.6, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.7, 1 impressions of adomain 'risingwings.com' with mean price 1.0, 1 clicks of adomain 'royalcanin.com', 2 impressions of adomain 'royalcanin.com' with mean price 0.9, 1 impressions of adomain 'usmed.com' with mean price 0.7, 1 impressions of adomain 'veozahhcp.com' with mean price 2.7; 2 sessions in app 'com.bubbleshooter.popbubbles.collectcards', 3 ad_requests with mean bid_floor 5.2; 1 sessions in app 'com.erudite.trivia.brain.quiz.mind.game', 2 ad_requests with mean bid_floor 73.7; 1 sessions in app 'com.mahjong.op.gp', 3 ad_requests with mean bid_floor 3.0; 1 sessions in app 'com.mnogogames.triviascapes', 22 ad_requests with mean bid_floor 8.0; 3 sessions in app 'com.mobilityware.CrownSolitaire', 71 ad_requests with mean bid_floor 13.8; 1 sessions in app 'com.mobilityware.PyramidFree', 27 ad_requests with mean bid_floor 12.5; 1 sessions in app 'com.newpubco.spades', 10 ad_requests with mean bid_floor 9.5, 1 impressions of adomain 'astrazeneca.com' with mean price 2.1; 1 sessions in app 'com.niuaigo.bubble.shooter', 1 ad_requests with mean bid_floor 73.4; 1 sessions in app 'com.numbergames.linked2248.tile.numberpuzzle2048', 9 ad_requests with mean bid_floor 1.4; 1 sessions in app 'com.staplegames.spades', 13 ad_requests with mean bid_floor 43.1; 1 sessions in app 'com.unicostudio.braintest', 5 ad_requests with mean bid_floor 2.3; 1 sessions in app 'com.xiyou.puzzle.card.solitaire.classic', 1 ad_requests with mean bid_floor 146.7; 1 sessions in app 'happy.paint.coloring.color.number', 4 ad_requests with mean bid_floor 0.0; 1 sessions in app 'in.playsimple.tripcross', 2 ad_requests with mean bid_floor 3.7; 1 sessions in app 'kidultlovin.word.zen', 1 ad_requests with mean bid_floor 9.5';dc_35roundended_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 2025-01-18 3:26:41;time_since_impression_in_hours is 10272;channel is 'USA/V/ironsource/com.blackout.spades/False/137';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.370629392185755;partition is 1669;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'com.murka.scatterslots_Android_CPI_abdoul_V4_2000k' 'de.empfohlen_Android_CPI_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(120)_abdoul_mmp_V6_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V6_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_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.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_100k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(108)_abdoul_V4_2000k' 'de.empfohlen_Android_CPI_abdoul_V4_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.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_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.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_500k' 'de.empfohlen_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.murka.scatterslots_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'and.lihuhu.findmatch_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V5_2000k' '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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V6_500k' '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.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_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' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_500k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_500k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_500k' 'com.block.juggle_Android_CPA(s_custom1_revenue)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_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.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V6_500k' 'com.aaafun.watersort_Android_CPI_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_500k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V5_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V5_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' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_2000k' 'coloring.color.number.happy.paint.art.drawing.puzzle_Android_CPA(tcp_dsc_0215_short_term)_abdoul_V4_2000k' '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' '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.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_47)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'loppipoppi.ginrummy_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V6_500k' 'and.brainworks.nummatch_Android_CPI_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V6_100k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'de.empfohlen_Android_CPI_abdoul_V4_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(s_custom7_revenue)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V6_500k' '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' '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.mobilityware.spider_Android_CPA(Level_20)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V5_100k' 'com.mobilityware.spider_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.block.juggle_Android_CPA(s_ad_revenue_to_af3)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_2000k' 'loppipoppi.dominoes_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_mmp_V5_500k' 'com.murka.scatterslots_Android_CPA(first_action)_abdoul_V6_2000k' 'com.block.juggle_Android_CPI_abdoul_V6_2000k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_Android_CPI_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_500k' 'com.newpubco.spades_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_V5_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V5_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V6_2000k' 'loppipoppi.numbermatch_retargeting_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_500k' '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.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V6_500k' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_mmp_V5_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_mmp_V5_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_V5_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_500k' '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.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.spades_retargeting_Android_CPA(147)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_2000k' '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.numbermatch_retargeting_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V5_2000k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.topultragame.slotlasvega_Android_CPI_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_mmp_V6_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'f2021431-3dc1-4df2-9b5d-617738518aff;uuid is 'bfd59dc4-bb1d-4768-9e14-2ab2195ce091';bid_timestamp is '2025-02-07 7:04:36';device_id is 'f2021431-3dc1-4df2-9b5d-617738518aff';biddate is '2025-02-07';country is 'USA';app is 'com.tripledot.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 29.9999999999999;target_cpi is 3.71999999999999;campaign is 58286;creative_id is 228965;session_duration is 0 ;seller_name is 'Tripledot MAX';seller_id is 197;content_type is 've';bid_floor is 22.2706 ;min_floor is 22.2706 ;bidmachine_placement_value is 24.537037;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 4 ;time_since_impression is 13483619 ;learning is 0 ;creative_theme is 'rightangles';user_coefficient is 1;prior_theme_impressions_count is 4;prior_tag_clicks_count is 4 ;time_since_click is '13483612';hour is '2025-02-07 07:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '39 sessions in app 'ball.sort.puzzle.color.game.bubble.sorting.free', 492 ad_requests with mean bid_floor 5.3, 1 impressions of adomain 'amazon.com' with mean price 0.7, 1 impressions of adomain 'galderma.com' with mean price 0.2, 1 impressions of adomain 'kalvitamins.com' with mean price 0.2, 2 impressions of adomain 'nutrafol.com' with mean price 0.5, 2 impressions of adomain 'paulmitchell.com' with mean price 0.3, 1 impressions of adomain 'progressivecommercial.com' with mean price 0.9, 1 impressions of adomain 'stmntgrooming.us' with mean price 0.3, 1 impressions of adomain 'subaru.com' with mean price 0.6, 4 impressions of adomain 'walmart.com' with mean price 0.7; 7 sessions in app 'barcelona.wonder.triple3d', 149 ad_requests with mean bid_floor 2.5; 3 sessions in app 'bible.wordgame.words.connect.crossword.cookies', 68 ad_requests with mean bid_floor 18.1; 1 sessions in app 'com.aaaudi.wordmaker', 11 ad_requests with mean bid_floor 2.3; 7 sessions in app 'com.bigcake.android.solitairedaily', 200 ad_requests with mean bid_floor 3.5; 51 sessions in app 'com.car.jam.puzzle', 1125 ad_requests with mean bid_floor 16.5, 3 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'discovery.com' with mean price 0.5, 6 impressions of adomain 'haleon.com' with mean price 0.4, 1 impressions of adomain 'hillspet.com' with mean price 0.4, 3 impressions of adomain 'isdin.com' with mean price 0.3, 1 clicks of adomain 'newpub.co', 1 impressions of adomain 'newpub.co' with mean price 12.5, 2 clicks of adomain 'newpub.co/klondikesolitaire', 2 impressions of adomain 'newpub.co/klondikesolitaire' with mean price 13.6; 16 sessions in app 'com.euchre.solitaire.plus.offline.free.card.games', 936 ad_requests with mean bid_floor 14.5, 1 impressions of adomain 'airstream.com' with mean price 0.7, 1 impressions of adomain 'amazon.com' with mean price 1.6, 1 impressions of adomain 'jsberrylaw.com' with mean price 1.5, 1 impressions of adomain 'mobilesafetytech.com' with mean price 0.5, 1 clicks of adomain 'newpub.co/klondikesolitaire', 1 impressions of adomain 'newpub.co/klondikesolitaire' with mean price 17.7; 128 sessions in app 'com.fiogonia.mmm', 1100 ad_requests with mean bid_floor 31.7; 2 sessions in app 'com.fiogonia.spades', 42 ad_requests with mean bid_floor 50.3; 1 sessions in app 'com.gamovation.mahjongclub', 13 ad_requests with mean bid_floor 11.3; 1 sessions in app 'com.gamovation.tileclub', 27 ad_requests with mean bid_floor 4.7; 12 sessions in app 'com.hearts.solitaire.plus.offline.free.card.games', 215 ad_requests with mean bid_floor 10.4, 8 impressions of adomain 'eglinfcu.org' with mean price 1.5, 2 impressions of adomain 'pfinsurance.com' with mean price 1.0, 6 impressions of adomain 'stonecore.co' with mean price 1.5, 1 impressions of adomain 'vapecity.us' with mean price 1.5; 20 sessions in app 'com.histudiogames.wordserenityg', 140 ad_requests with mean bid_floor 11.5; 33 sessions in app 'com.insbraingames.peacetile.gp', 312 ad_requests with mean bid_floor 2.2, 26 impressions of adomain 'amazon.com' with mean price 0.5, 1 impressions of adomain 'coca-cola.com' with mean price 0.2, 2 impressions of adomain 'giii.com' with mean price 0.5, 5 impressions of adomain 'isdin.com' with mean price 0.6, 1 impressions of adomain 'paramountplus.com' with mean price 0.5, 1 impressions of adomain 'shopgenius.com' with mean price 1.1, 2 impressions of adomain 'threadmillhomelinen.com' with mean price 0.2; 1 sessions in app 'com.intensedev.classicsolitaire.gp', 5 ad_requests with mean bid_floor 1.9; 1 sessions in app 'com.mahjong.op.gp', 7 ad_requests with mean bid_floor 2.2; 6 sessions in app 'com.mnogogames.triviascapes', 147 ad_requests with mean bid_floor 14.8; 1 sessions in app 'com.mobilityware.freecell', 21 ad_requests with mean bid_floor 13.8; 1 sessions in app 'com.newpubco.spades', 35 ad_requests with mean bid_floor 21.8; 14 sessions in app 'com.oakever.tiletrip', 536 ad_requests with mean bid_floor 27.9, 1 impressions of adomain 'amazon.com' with mean price 0.4, 1 impressions of adomain 'doggiedailies.com' with mean price 0.4, 1 impressions of adomain 'maloufsleep.com' with mean price 0.2; 11 sessions in app 'com.ooogames.calmingcrosswords.android', 47 ad_requests with mean bid_floor 33.4; 1 sessions in app 'com.playvalve.spades', 17 ad_requests with mean bid_floor 60.1; 1 sessions in app 'com.puzzlegames.carescape3d.gp', 8 ad_requests with mean bid_floor 0.9, 1 clicks of adomain 'newpub.co/klondikesolitaire', 1 impressions of adomain 'newpub.co/klondikesolitaire' with mean price 11.8; 7 sessions in app 'com.solitaire.card', 37 ad_requests with mean bid_floor 21.9, 1 impressions of adomain 'helenoftroy.com' with mean price 0.6; 11 sessions in app 'com.solitaire.cards.deluxe', 87 ad_requests with mean bid_floor 3.6; 286 sessions in app 'com.supercell.hayday', 8473 ad_requests with mean bid_floor 125.3; 17 sessions in app 'com.tripledot.spades', 253 ad_requests with mean bid_floor 29.4, 2 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'beiersdorf.com' with mean price 0.6, 1 impressions of adomain 'benjaminone.com' with mean price 0.5, 1 impressions of adomain 'cox.com' with mean price 0.3, 1 impressions of adomain 'crypto.com' with mean price 0.3, 1 impressions of adomain 'goodyspowder.com' with mean price 0.8, 2 impressions of adomain 'isdin.com' with mean price 0.9, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 30.0, 1 impressions of adomain 'paramountplus.com' with mean price 0.1, 1 impressions of adomain 'phone.com' with mean price 0.9, 1 impressions of adomain 'playsimple.in' with mean price 0.3, 1 impressions of adomain 'plumbingnwa.com' with mean price 1.1, 3 impressions of adomain 'progressive.com' with mean price 0.6, 1 impressions of adomain 'raymarine.com' with mean price 0.7, 1 impressions of adomain 'samsung.com' with mean price 0.6, 1 impressions of adomain 'schwarzkopf.com' with mean price 0.5, 1 impressions of adomain 'softbakedapps.com' with mean price 1.0, 1 impressions of adomain 'subaru.com' with mean price 0.3, 1 impressions of adomain 'vicks.com' with mean price 0.6; 5 sessions in app 'com.tripledot.woodoku', 10 ad_requests with mean bid_floor 2.6; 4 sessions in app 'com.vitastudio.mahjong', 9 ad_requests with mean bid_floor 8.4; 1 sessions in app 'hidden.objects.find.it.out.seek.puzzle.games.free', 23 ad_requests with mean bid_floor 0.5; 1 sessions in app 'in.playsimple.triple.tile.matchgame.pair.three.puzzle.object.royale', 7 ad_requests with mean bid_floor 15.2; 3 sessions in app 'in.playsimple.wordtrip', 11 ad_requests with mean bid_floor 24.8; 1 sessions in app 'jp.co.goodroid.hyper.hexaaway', 5 ad_requests with mean bid_floor 2.8, 4 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'hillspet.com' with mean price 0.2, 1 impressions of adomain 'nutrafol.com' with mean price 0.2, 1 impressions of adomain 'seventhgeneration.com' with mean price 0.5, 1 impressions of adomain 'victorallen.com' with mean price 0.2; 94 sessions in app 'jp.co.goodroid.hyper.nutsandboltssort', 1314 ad_requests with mean bid_floor 3.6, 99 impressions of adomain 'amazon.com' with mean price 0.3, 1 impressions of adomain 'aveeno.com' with mean price 0.2, 1 impressions of adomain 'beachbody.com' with mean price 0.3, 2 impressions of adomain 'brightpetnutrition.com' with mean price 0.2, 1 impressions of adomain 'castrol.com' with mean price 0.5, 2 impressions of adomain 'cerave.com' with mean price 0.3, 3 impressions of adomain 'clorox.com' with mean price 0.2, 5 impressions of adomain 'cocacola.com' with mean price 0.0, 2 impressions of adomain 'colgate.com' with mean price 0.2, 1 impressions of adomain 'coloplastmenshealth.com' with mean price 0.7, 1 impressions of adomain 'covergirl.com' with mean price 0.4, 24 impressions of adomain 'cox.com' with mean price 0.3, 2 impressions of adomain 'crownlaboratories.com' with mean price 0.2, 9 impressions of adomain 'curaleaf.com' with mean price 0.5, 4 impressions of adomain 'depend.com' with mean price 0.2, 1 impressions of adomain 'discovery.com' with mean price 0.2, 2 impressions of adomain 'doggiedailies.com' with mean price 0.2, 1 impressions of adomain 'dove.com' with mean price 0.2, 1 impressions of adomain 'eglinfcu.org' with mean price 0.5, 1 impressions of adomain 'elmesandysprings.com' with mean price 0.5, 1 impressions of adomain 'exmox.com' with mean price 0.0, 3 impressions of adomain 'galderma.com' with mean price 0.3, 1 impressions of adomain 'giii.com' with mean price 0.2, 1 impressions of adomain 'h2oyeah.com' with mean price 0.4, 23 impressions of adomain 'haleon.com' with mean price 0.3, 3 impressions of adomain 'helenoftroy.com' with mean price 0.2, 1 impressions of adomain 'instacart.com' with mean price 0.0, 33 impressions of adomain 'isdin.com' with mean price 0.4, 3 impressions of adomain 'itcosmetics.com' with mean price 0.2, 1 impressions of adomain 'jerseymikes.com' with mean price 0.3, 2 impressions of adomain 'jigsaw.puzzle.game' with mean price 0.1, 1 impressions of adomain 'kleenex.com' with mean price 0.3, 2 impressions of adomain 'lancome-usa.com' with mean price 0.2, 5 impressions of adomain 'learnings.ai' with mean price 0.0, 3 impressions of adomain 'learnings.com.cn' with mean price 0.0, 1 impressions of adomain 'liquid-iv.com' with mean price 0.2, 8 impressions of adomain 'maloufsleep.com' with mean price 0.2, 1 impressions of adomain 'moroccanoil.com' with mean price 0.3, 2 impressions of adomain 'narcan.com' with mean price 0.2, 3 impressions of adomain 'newpub.co' with mean price 13.3, 1 clicks of adomain 'newpub.co', 1 clicks of adomain 'newpub.co/klondikesolitaire', 3 impressions of adomain 'newpub.co/klondikesolitaire' with mean price 19.3, 1 impressions of adomain 'nordicnaturals.com' with mean price 0.2, 14 impressions of adomain 'nutrafol.com' with mean price 0.2, 3 impressions of adomain 'okeeffescompany.com' with mean price 0.2, 4 impressions of adomain 'omegaxl.com' with mean price 0.5, 1 impressions of adomain 'paint.by.number' with mean price 0.0, 1 impressions of adomain 'playtika.com' with mean price 0.0, 1 impressions of adomain 'prevagen.com' with mean price 0.3, 3 impressions of adomain 'pricelines.com' with mean price 0.0, 1 impressions of adomain 'refreshbrand.com' with mean price 0.3, 5 impressions of adomain 'royalcanin.com' with mean price 0.2, 2 impressions of adomain 'samsung.com' with mean price 0.3, 1 impressions of adomain 'santanderus.com' with mean price 0.7, 1 impressions of adomain 'solitairecollection.gurugame.ai' with mean price 0.0, 3 impressions of adomain 'spectrumbrands.com' with mean price 0.2, 8 impressions of adomain 'stmntgrooming.us' with mean price 0.3, 5 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'tiktok.com' with mean price 0.5, 2 impressions of adomain 'timberland.com' with mean price 0.2, 1 impressions of adomain 'unilever.com' with mean price 0.2, 11 impressions of adomain 'vetriscience.com' with mean price 0.3, 2 impressions of adomain 'victorallen.com' with mean price 0.2, 5 impressions of adomain 'www.learnings.ai' with mean price 0.0, 2 impressions of adomain 'zquared.com' with mean price 0.2; 1 sessions in app 'solitaire.patience.card.games.klondike.free', 35 ad_requests with mean bid_floor 11.4';dc_35roundended_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 2025-02-07 7:09:03;time_since_impression_in_hours is 3745;channel is 'USA/I/bidmachine/com.tripledot.spades/False/197';time_since_click_in_hours is 3745;fast_imp_12h is 2;fast_click_2h is 2;rnd is 0.267825069828694;partition is 167;segments is ['closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPI_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' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(120)_abdoul_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_100k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_100k' '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.newpubco.spades_Android_CPA(145)_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_240)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V3_500k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V3_500k' '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.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(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' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_2000k' '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.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.newpubco.spades_Android_CPI_abdoul_V4_500k' 'com.PulsSoftware.WS_retargeting_Android_CPI_abdoul_V4_2000k' '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(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' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'bloom_com.fiogonia.spades_USA_7d' 'closet.match.pair.matching.games_Android_CPI_abdoul_V4_500k' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_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(147)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_500k' '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' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V4_100k' '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.klondikesolitaire_Android_CPI_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_500k' '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' '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.klondikesolitaire_Android_CPA(105)_abdoul_V4_500k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_online_loop_180min)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_500k' 'com.hutchgames.formularacing_Android_CPI_abdoul_V3_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_100k' 'com.koolgames.bubblepopper_Android_CPA(dc_6level_end_befored8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_new_features_abdoul_100k_09_18_2024' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V6_100k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V3_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_10GameStart_BeforeD8)_abdoul_V6_100k' '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' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_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.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' 'beetles.puzzle.solitaire_Android_CPA(grt_client_revenue)_abdoul_V3_100k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V3_500k' 'com.aaaudi.wordmaker_Android_CPA(dc_30level_done_BeforeD4)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_100k' '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(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.spidersolitaire_Android_CPA(dc_40GameCompleted_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_500k' 'com.loppipoppi.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_mmp_light_V6_500k' '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.klondikesolitaire_Android_CPI_abdoul_V6_100k' '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.spades_Android_CPA(145)_abdoul_mmp_light_V6_500k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(105)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_500k' 'com.kds.tile.match.master_retargeting_Android_CPI_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V4_500k' '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_CPA(140)_abdoul_mmp_light_V6_100k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V6_500k' 'com.goods.sorting.games.triple.match3d.puzzle_Android_CPI_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V3_500k' 'com.newpubco.klondikesolitaire_Android_CPA(110)_abdoul_V4_100k' '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' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V6_500k' '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(120)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V5_500k' '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.hearts_Android_CPA(ag_retention_d1)_abdoul_V5_100k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_100k' 'closet.match.pair.matching.games_Android_CPA(level_2)_abdoul_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_AG_100k_21_12_2024' 'closet.match.pair.matching.games_Android_CPA(client_ad_revenue)_abdoul_V4_500k' '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.Eventyr.WS_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_mmp_light_V6_2000k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V4_2000k' 'loppipoppi.yatzy_retargeting_Android_CPA(dc_10GameEnd_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_25GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_7GameStart_BeforeD8)_abdoul_V4_100k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_2000k' 'com.aaafun.watersort_Android_CPI_abdoul_V6_500k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPI_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(level_3)_abdoul_V4_2000k' '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.aaafun.watersort_Android_CPI_abdoul_V4_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.klondikesolitaire_Android_CPI_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d7)_abdoul_V6_100k' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_loop_winNormalLevel_40)_abdoul_V3_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.klondikesolitaire_Android_CPI(install)_abdoul_V6_AG_100k_01_08_2025' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_500k' 'bloom_com.tripledot.spades_USA_80' 'beetles.puzzle.solitaire_Android_CPA(grt_3r_count_7)_abdoul_V4_2000k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(m_pics_finished_5)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_500k' 'loppipoppi.numbermatch_retargeting_Android_CPA(104)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.newpubco.spades_retargeting_Android_CPA(145)_abdoul_V6_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_abdoul_V4_2000k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_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_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V6_100k' 'com.pixel.art.coloring.color.number_Android_CPA(m_mins_played_360)_abdoul_V4_500k' 'com.aaafun.watersort_Android_CPA(ag_retention_d1)_abdoul_V6_100k' '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.klondikesolitaire_Android_CPA(112)_abdoul_V6_100k' 'com.newpubco.klondikesolitaire_Android_CPA(112)_abdoul_V4_100k' 'com.newpubco.klondikesolitaire_Android_CPA(dc_15GameStart_BeforeD8)_abdoul_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d7)_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.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_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' 'closet.match.pair.matching.games_Android_CPA(day_2_start)_abdoul_V6_2000k' 'beetles.puzzle.solitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA_dc_30RoundEnded_BeforeD8_control_abdoul_100k_09_18_2024' 'com.solitaire.klondike.patience.ocean.aquarium_Android_CPA(sdk_ua_level_loop_winNormalLevel_40)_abdoul_V3_100k' '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' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_500k' 'closet.match.pair.matching.games_Android_CPA(ag_retention_d1)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'bbc5196c-648a-4f13-a3a3-dbb0539c2049;uuid is 'c35b9099-5163-4781-a4bb-1b27978ebc06';bid_timestamp is '2024-12-13 3:03:02';device_id is 'bbc5196c-648a-4f13-a3a3-dbb0539c2049';biddate is '2024-12-13';country is 'USA';app is 'com.gimica.solitaireverse';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 2.78887716766968;target_cpi is 2;campaign is 57577;creative_id is 228773;session_duration is 0 ;seller_name is 'Gimica MAX';seller_id is 243;content_type is 'vi';bid_floor is 2.3199 ;min_floor is 0.0106 ;bidmachine_placement_value is 2.572815;placement_historical_value is 3.36774;third_party_bid_price is 2.3199;prior_tag_impressions_count is 1 ;time_since_impression is 1921479 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 0.43;prior_theme_impressions_count is 1;prior_tag_clicks_count is 0 ;time_since_click is '0';hour is '2024-12-13 03:00:00+00:00';day_of_week is '4';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.fugo.wow', 2436 ad_requests with mean bid_floor 8.8, 1 impressions of adomain 'alignprobiotics.com' with mean price 3.2, 2 impressions of adomain 'beiersdorf.com' with mean price 0.5, 4 impressions of adomain 'bk.com' with mean price 0.2, 1 impressions of adomain 'cdc.gov' with mean price 1.8, 1 impressions of adomain 'enspryng.com' with mean price 0.2, 1 impressions of adomain 'huggies.com' with mean price 0.2, 1 impressions of adomain 'icyhot.com' with mean price 0.2, 1 impressions of adomain 'kellanova.com' with mean price 0.5, 2 impressions of adomain 'lifenutrition.com' with mean price 4.6, 1 clicks of adomain 'lifenutrition.com', 1 impressions of adomain 'meiomi.com' with mean price 0.2, 1 impressions of adomain 'nationalgeographic.org' with mean price 5.3, 1 impressions of adomain 'nestle-watersna.com' with mean price 0.2, 3 impressions of adomain 'nutramaxlabs.com' with mean price 0.2, 1 impressions of adomain 'subaru.com' with mean price 0.3, 2 impressions of adomain 'verizonwireless.com' with mean price 0.4, 1 impressions of adomain 'wildernessatthesmokies.com' with mean price 0.3, 2 impressions of adomain 'woodmenlife.com' with mean price 0.7; 25 sessions in app 'com.gimica.solitaireverse', 1345 ad_requests with mean bid_floor 21.2, 1 impressions of adomain 'abcmouse.com' with mean price 0.1, 1 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'bidease.com_101931' with mean price 0.1, 1 impressions of adomain 'bluebuffalo.com' with mean price 0.2, 1 impressions of adomain 'com.tacticalsyndicate.assess' with mean price 0.0, 6 impressions of adomain 'covergirl.com' with mean price 0.3, 1 impressions of adomain 'curtarra.com' with mean price 0.0, 1 impressions of adomain 'dave.com' with mean price 0.0, 1 clicks of adomain 'directauto.com', 1 impressions of adomain 'directauto.com' with mean price 0.4, 1 impressions of adomain 'discovery.com' with mean price 0.4, 3 impressions of adomain 'disneyplus.com' with mean price 0.1, 9 impressions of adomain 'gurugame.ai' with mean price 0.0, 1 impressions of adomain 'haleon.com' with mean price 0.3, 1 impressions of adomain 'hondadealers.com' with mean price 0.0, 7 impressions of adomain 'instagram.com' with mean price 0.2, 1 impressions of adomain 'jigsawscapes.com' with mean price 0.0, 1 impressions of adomain 'localjobsformi.com' with mean price 21.7, 1 impressions of adomain 'megafortuna.co' with mean price 0.0, 2 impressions of adomain 'myhumehealth.com' with mean price 0.0, 1 impressions of adomain 'nordvpn.com' with mean price 0.1, 1 impressions of adomain 'nutrafol.com' with mean price 0.4, 1 impressions of adomain 'one1brands.com' with mean price 0.1, 1 impressions of adomain 'paramountplus.com' with mean price 0.3, 1 impressions of adomain 'paulmitchell.com' with mean price 0.2, 2 impressions of adomain 'pentlyconger.com' with mean price 0.1, 2 impressions of adomain 'philips.com' with mean price 0.3, 1 impressions of adomain 'playsimple.in' with mean price 0.0, 1 impressions of adomain 'priceline.com' with mean price 0.0, 1 impressions of adomain 'roblox.com' with mean price 0.0, 4 impressions of adomain 'sleepnumber.com' with mean price 0.2, 2 impressions of adomain 'starbucks.com' with mean price 0.2, 2 impressions of adomain 'talkingtomandfriends.com' with mean price 0.0, 1 impressions of adomain 'temu.com' with mean price 0.0, 6 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'thesloanloso.com' with mean price 0.2, 1 impressions of adomain 'uphold.com' with mean price 0.0, 1 impressions of adomain 'verizon.com' with mean price 0.1, 1 impressions of adomain 'weather.com' with mean price 0.0, 2 impressions of adomain 'wkkellogg.com' with mean price 0.2, 1 impressions of adomain 'www.progressivecommercial.com' with mean price 0.0, 1 impressions of adomain 'yourcyberdefensehq.com' with mean price 0.0, 1 impressions of adomain 'zencolor.app' with mean price 0.0; 57 sessions in app 'com.justplay.app', 377 ad_requests with mean bid_floor 1.4; 2 sessions in app 'com.peoplefun.wordcross', 8 ad_requests with mean bid_floor 7.6; 1 sessions in app 'com.tripledot.solitaire', 1 ad_requests with mean bid_floor 4.5; 7 sessions in app 'com.tripledot.woodoku', 34 ad_requests with mean bid_floor 10.0; 3 sessions in app 'games.burny.color.sort.woody.puzzle', 149 ad_requests with mean bid_floor 34.3; 19 sessions in app 'games.burny.playdoku.block.puzzle', 748 ad_requests with mean bid_floor 1.9, 1 impressions of adomain 'acrisure.com' with mean price 1.6, 2 impressions of adomain 'adidas.com' with mean price 0.0, 1 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'bidease.com_101931' with mean price 0.0, 1 impressions of adomain 'brightpetnutrition.com' with mean price 0.1, 1 impressions of adomain 'chromewebdata' with mean price 0.0, 2 impressions of adomain 'clairol.com' with mean price 0.2, 1 impressions of adomain 'coca-cola.com' with mean price 0.3, 1 impressions of adomain 'depend.com' with mean price 0.1, 6 impressions of adomain 'gurunetwork.com' with mean price 0.0, 1 impressions of adomain 'illinoislottery.com' with mean price 0.0, 1 impressions of adomain 'jasonrobbinsre.com' with mean price 0.1, 1 impressions of adomain 'philips.com' with mean price 0.1, 2 impressions of adomain 'playsimple.in' with mean price 0.0, 4 impressions of adomain 'pluto.tv' with mean price 0.0, 1 impressions of adomain 'prestigebrands.com' with mean price 0.1, 1 impressions of adomain 'pulte.com' with mean price 0.1, 1 impressions of adomain 'roblox.com' with mean price 0.0, 2 impressions of adomain 'royalcanin.com' with mean price 0.3, 1 impressions of adomain 'saily.com' with mean price 0.0, 1 impressions of adomain 'samsung.com' with mean price 0.7, 1 impressions of adomain 'supportjimmylai.com' with mean price 0.2, 1 impressions of adomain 'talkingtomandfriends.com' with mean price 0.0, 2 impressions of adomain 'textnow.com' with mean price 0.0, 1 impressions of adomain 'useactive.com' with mean price 0.1; 25 sessions in app 'games.burny.wood.block.puzzle', 2132 ad_requests with mean bid_floor 25.4, 840 impressions of adomain 'adidas.com' with mean price 0.0, 1 impressions of adomain 'admile.com' with mean price 0.3, 8 impressions of adomain 'amazon.com' with mean price 0.2, 1 impressions of adomain 'arlo.com' with mean price 0.2, 2 impressions of adomain 'bathandbodyworks.com' with mean price 0.0, 1 impressions of adomain 'bidease.com' with mean price 0.0, 1 impressions of adomain 'bumble.com' with mean price 0.0, 1 impressions of adomain 'cameronscoffee.com' with mean price 1.2, 1 impressions of adomain 'carhartt.com' with mean price 0.2, 6 impressions of adomain 'coca-cola.com' with mean price 0.2, 1 impressions of adomain 'cocacola.com' with mean price 0.0, 2 impressions of adomain 'comenity.com' with mean price 0.0, 1 impressions of adomain 'consumable.com' with mean price 0.0, 1 impressions of adomain 'crunch.com' with mean price 1.5, 1 impressions of adomain 'crypto.com' with mean price 0.0, 1 impressions of adomain 'directauto.com' with mean price 0.2, 2 impressions of adomain 'garnierusa.com' with mean price 0.2, 9 impressions of adomain 'iheart.com' with mean price 0.0, 1 impressions of adomain 'intimate.ai' with mean price 0.1, 1 impressions of adomain 'izervay.com' with mean price 1.4, 1 impressions of adomain 'johnnysrv.com' with mean price 0.2, 1 impressions of adomain 'levi.com' with mean price 0.2, 1 impressions of adomain 'lipozem.com' with mean price 2.9, 1 clicks of adomain 'lipozem.com', 1 impressions of adomain 'lowes.com' with mean price 0.2, 4 impressions of adomain 'meineke.com' with mean price 0.8, 2 impressions of adomain 'metabolicmaintenance.com' with mean price 2.0, 1 impressions of adomain 'milkbone.com' with mean price 0.2, 2 impressions of adomain 'mistplay.com' with mean price 0.0, 1 impressions of adomain 'ncdps.gov' with mean price 0.3, 1 impressions of adomain 'numerator.com' with mean price 0.1, 1 impressions of adomain 'optimumnutrition.com' with mean price 0.2, 1 impressions of adomain 'paintbynumber.app' with mean price 0.0, 1 impressions of adomain 'paramountplus.com' with mean price 0.2, 5 impressions of adomain 'play.google.com' with mean price 0.0, 3 impressions of adomain 'playsimple.in' with mean price 0.0, 6 impressions of adomain 'playtika.com' with mean price 0.1, 1 impressions of adomain 'playtowingames.net' with mean price 0.0, 15 impressions of adomain 'pluto.tv' with mean price 0.0, 7 impressions of adomain 'podcast.com' with mean price 0.0, 1 impressions of adomain 'premierwellnesspicks.com' with mean price 2.6, 3 impressions of adomain 'prestigebrands.com' with mean price 0.1, 34 impressions of adomain 'priceline.com' with mean price 0.0, 5 impressions of adomain 'roblox.com' with mean price 0.0, 7 impressions of adomain 'royalcanin.com' with mean price 0.2, 1 impressions of adomain 'saily.com' with mean price 0.0, 1 impressions of adomain 'self.inc' with mean price 0.0, 1 impressions of adomain 'seriously.com' with mean price 0.0, 3 impressions of adomain 'starbucks.com' with mean price 0.0, 1 impressions of adomain 'support.spaceflightsimulator.app' with mean price 0.0, 2 impressions of adomain 'talkingtomandfriends.com' with mean price 0.0, 4 impressions of adomain 'temu.com' with mean price 0.0, 3 impressions of adomain 'verizon.com' with mean price 0.1, 1 impressions of adomain 'weather.com' with mean price 0.0; 10 sessions in app 'in.playsimple.wordtrip', 71 ad_requests with mean bid_floor 15.2';dc_35roundended_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 533;channel is 'USA/V/bidmachine/com.gimica.solitaireverse/False/243';time_since_click_in_hours is 0;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.524262767472618;partition is 167;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' 'bloom_com.gimica.solitaireverse_USA_30d' '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(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V4_2000k' 'bloom_com.gimica.solitaireverse_USA_95' 'com.newpubco.spades_Android_CPA(141)_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_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_V6_500k' 'bloom_com.gimica.solitaireverse_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V6_2000k' 'bloom_com.gimica.solitaireverse_USA_80' 'bloom_com.blackout.spades_USA_1d' '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' '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(148)_abdoul_V6_2000k']
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is '8177641f-4dc5-49cc-b70c-e28d80ced4dd;uuid is 'cb17dc25-275c-497f-b42c-9b244a37e5fe';bid_timestamp is '2025-01-19 2:11:41';device_id is '8177641f-4dc5-49cc-b70c-e28d80ced4dd';biddate is '2025-01-19';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 35.652653;target_cpi is 0.749559508935604;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 35.642653 ;min_floor is ;bidmachine_placement_value is ;placement_historical_value is ;third_party_bid_price is ;prior_tag_impressions_count is 1 ;time_since_impression is 4608585 ;learning is 0 ;creative_theme is 'newversion';user_coefficient is 1.03;prior_theme_impressions_count is 1;prior_tag_clicks_count is 1 ;time_since_click is '4608582';hour is '2025-01-19 02:00:00+00:00';day_of_week is '6';os_version is 14;user_behavior_stats_in_past is '2 sessions in app 'com.aceviral.angrygranrun', 2 ad_requests with mean bid_floor 32.2; 22 sessions in app 'com.amplez.lg_remote_akb', 36 ad_requests with mean bid_floor 1.8; 11 sessions in app 'com.blackout.spades', 198 ad_requests with mean bid_floor 14.5; 13 sessions in app 'com.callapp.contacts', 29 ad_requests with mean bid_floor 4.4; 2 sessions in app 'com.mistplay.mistplay', 0 ad_requests with mean bid_floor 0.0; 11 sessions in app 'com.mobilityware.GinRummySolitaire', 379 ad_requests with mean bid_floor 18.8, 1 impressions of adomain 'albert.com' with mean price 0.5, 1 impressions of adomain 'cash.app' with mean price 0.4, 1 impressions of adomain 'goldennugget.com' with mean price 0.6, 2 impressions of adomain 'mistplay.com' with mean price 0.3, 1 clicks of adomain 'newpub.co/spades', 1 impressions of adomain 'newpub.co/spades' with mean price 35.7, 1 impressions of adomain 'productmadness.com' with mean price 0.2, 1 impressions of adomain 'rei.com' with mean price 1.1, 1 impressions of adomain 'squareup.com' with mean price 0.2, 3 impressions of adomain 'textnow.com' with mean price 0.4, 1 impressions of adomain 'traditionalmedicinals.com' with mean price 0.6; 1 sessions in app 'com.newpubco.spades', 11 ad_requests with mean bid_floor 19.5, 1 impressions of adomain 'paxlovid.com' with mean price 1.6, 1 impressions of adomain 'samsclub.com' with mean price 0.5; 13 sessions in app 'com.outfit7.mytalkingtom2', 29 ad_requests with mean bid_floor 8.1, 1 impressions of adomain 'infbhealthplans.com' with mean price 2.9; 1 sessions in app 'de.empfohlen', 0 ad_requests with mean bid_floor 0.0; 1 sessions in app 'download.videobrowser.videobrowser', 3 ad_requests with mean bid_floor 3.5';dc_35roundended_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 2025-01-19 2:21:04;time_since_impression_in_hours is 1280;channel is 'USA/I/bidmachine/com.mobilityware.GinRummySolitaire/False/192';time_since_click_in_hours is 1280;fast_imp_12h is 0;fast_click_2h is 0;rnd is 0.568672792432709;partition is 1119;segments is ['com.newpubco.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V3_100k' '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(145)_abdoul_V4_500k' 'com.aaaudi.wordmaker_retargeting_Android_CPI_abdoul_V4_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(108)_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_100k' 'closet.match.pair.matching.games_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.murka.scatterslots_Android_CPA(first_action)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(140)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'bloom_com.fiogonia.spades_USA_7d' 'com.mobilityware.spider_Android_CPA(paid_imp_20)_abdoul_V4_2000k' 'com.block.juggle_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' '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' '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(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_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(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'loppipoppi.dominoes_Android_CPI_abdoul_V4_2000k' 'com.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V3_100k' 'bloom_com.blackout.spades_USA_80' 'bloom_com.fiogonia.spades_USA_1d' 'com.mobilityware.spider_Android_CPA(paid_imp_38)_abdoul_V4_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.hearts_Android_CPA(ag_retention_d7)_abdoul_V4_100k' '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(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.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_V3_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.aaaudi.wordmaker_retargeting_Android_CPA(ag_retention_d1)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_2000k' 'com.newpubco.spades_retargeting_Android_CPA(146)_abdoul_V4_2000k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_light_V6_2000k' 'com.pixel.art.coloring.color.number_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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.aaaudi.wordmaker_Android_CPI_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_100k' 'bloom_com.blackout.spades_USA_1d' 'com.newpubco.spades_Android_CPI_abdoul_V3_500k' 'loppipoppi.yatzy_retargeting_Android_CPI_abdoul_V4_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(dc_15roundended_before_d8)_abdoul_V4_100k' 'com.newpubco.spidersolitaire_Android_CPA(ag_retention_d1)_abdoul_V4_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(ag_retention_d1)_abdoul_V3_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_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.spidersolitaire_Android_CPI_abdoul_V6_2000k' 'bloom_com.blackout.spades_USA_7d' 'com.newpubco.spades_Android_CPI_abdoul_V3_100k' 'bloom_com.blackout.spades_USA_30d' '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(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.spidersolitaire_Android_CPI_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_2000k' 'com.mobilityware.spider_Android_CPA(Level_10)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_01_08_2025' 'com.newpubco.spades_Android_CPA(147)_abdoul_V4_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_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.pixel.art.coloring.color.number_Android_CPI_abdoul_V4_2000k' 'bloom_com.blackout.spades_USA_95' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(108)_abdoul_V3_100k']
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0
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Consider an adtech request hitting AdExchange for auction with set of attributes and the goal is to predict whether the ad request impression can be converted to action (CPA)
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OK ,I got an adtech request from mobile user with following features: idfa is 'f68314b0-6002-4af6-87f6-67f45b493304;uuid is '9bdf8355-a784-440b-affe-e5c801e5da36';bid_timestamp is '2025-01-09 18:30:32';device_id is 'f68314b0-6002-4af6-87f6-67f45b493304';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 14.4404839171722;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 30.916667;placement_historical_value is 12.176344;third_party_bid_price is ;prior_tag_impressions_count is 11 ;time_since_impression is 78659 ;learning is 0 ;creative_theme is 'completed_gp';user_coefficient is 2.1;prior_theme_impressions_count is 11;prior_tag_clicks_count is 11 ;time_since_click is '78656';hour is '2025-01-09 18:00:00+00:00';day_of_week is '3';os_version is 11;user_behavior_stats_in_past is '1 sessions in app 'art.puzzle.games.jigsaw.coloring.free.game', 26 ad_requests with mean bid_floor 1.7; 61 sessions in app 'com.hearts.solitaire.plus.offline.free.card.games', 3572 ad_requests with mean bid_floor 12.5, 12 impressions of adomain 'abcquality.org' with mean price 1.3, 1 impressions of adomain 'alcapone-us.com' with mean price 1.4, 3 impressions of adomain 'amazon.com' with mean price 0.8, 2 impressions of adomain 'andersongeneraldentistry.com' with mean price 1.0, 4 impressions of adomain 'arcgreatfalls.com' with mean price 1.0, 1 impressions of adomain 'ardentmills.com' with mean price 1.6, 6 impressions of adomain 'ashtonparkapts.com' with mean price 1.0, 1 impressions of adomain 'atlantamotorspeedway.com' with mean price 1.5, 1 impressions of adomain 'bauschhealth.com' with mean price 1.2, 11 impressions of adomain 'bio-rad.com' with mean price 1.1, 2 impressions of adomain 'cdw.com' with mean price 1.1, 1 impressions of adomain 'chelanfresh.com' with mean price 2.0, 1 impressions of adomain 'clemsoneye.com' with mean price 1.1, 6 impressions of adomain 'comfortkeepers.com' with mean price 1.1, 54 impressions of adomain 'commissaries.com' with mean price 1.4, 17 impressions of adomain 'drhorton.com' with mean price 1.4, 4 impressions of adomain 'dynamichealthcarolinas.com' with mean price 1.3, 4 impressions of adomain 'emoryhealthcare.org' with mean price 1.5, 5 impressions of adomain 'enjoyhearing.com' with mean price 1.5, 1 impressions of adomain 'epconcommunities.com' with mean price 0.8, 1 impressions of adomain 'esupplements.com' with mean price 0.4, 1 impressions of adomain 'ferrismowers.com' with mean price 1.7, 3 impressions of adomain 'firstcommunitysc.com' with mean price 0.8, 1 impressions of adomain 'goldencorral.com' with mean price 1.3, 2 impressions of adomain 'goodwillsc.org' with mean price 1.1, 1 impressions of adomain 'greatsouthernhomes.com' with mean price 0.7, 1 impressions of adomain 'habitatanderson.org' with mean price 1.4, 3 impressions of adomain 'hamptonfurniture.com' with mean price 1.5, 2 impressions of adomain 'handsoffmyrewards.com' with mean price 0.7, 1 impressions of adomain 'holisticallyhealthyiam.com' with mean price 1.1, 14 impressions of adomain 'hrblock.com' with mean price 0.9, 3 impressions of adomain 'marbellatownhomes.net' with mean price 1.1, 1 impressions of adomain 'meetgcc.com' with mean price 1.2, 3 impressions of adomain 'milb.com' with mean price 1.7, 2 impressions of adomain 'missionrockresidential.com' with mean price 1.4, 1 impressions of adomain 'mollymaid.com' with mean price 1.6, 8 impressions of adomain 'novelmallardcreek.com' with mean price 1.4, 2 impressions of adomain 'novomedlink.com' with mean price 1.3, 1 impressions of adomain 'paramount.com' with mean price 1.2, 5 impressions of adomain 'paramountplus.com' with mean price 1.0, 12 impressions of adomain 'paulmitchell.com' with mean price 0.6, 6 impressions of adomain 'samsung.com' with mean price 1.3, 1 impressions of adomain 'scholastic.com' with mean price 1.2, 4 impressions of adomain 'steelforestga.com' with mean price 0.7, 2 impressions of adomain 'strivectin.com' with mean price 1.1, 1 impressions of adomain 'superroofingcompany.com' with mean price 0.7, 6 impressions of adomain 'teradyne.com' with mean price 0.7, 3 impressions of adomain 'texize.com' with mean price 0.6, 14 impressions of adomain 'textnow.com' with mean price 7.8, 2 impressions of adomain 'thealstonapartments.com' with mean price 1.1, 2 impressions of adomain 'thereserveatanderson.com' with mean price 0.9, 1 impressions of adomain 'thewoodlandsatfurman.org' with mean price 1.4, 1 impressions of adomain 'thinkdifferent.law' with mean price 1.1, 2 impressions of adomain 'thompsoncff.org' with mean price 0.7, 3 impressions of adomain 'touchsource.net' with mean price 2.1, 1 impressions of adomain 'turnkeyroofing.net' with mean price 1.2, 2 impressions of adomain 'txtav.com' with mean price 1.1; 2 sessions in app 'com.puzzlegames.carescape3d.gp', 228 ad_requests with mean bid_floor 0.3, 1 impressions of adomain 'highlevelsafeguard.com' with mean price 0.4, 1 impressions of adomain 'rewards-locker.com' with mean price 6.1, 34 impressions of adomain 'roomstogo.com' with mean price 1.4, 1 impressions of adomain 'wellnessguide104.com' with mean price 7.6, 2 impressions of adomain 'yourradioplace.com' with mean price 0.3; 64 sessions in app 'com.spades.solitaire.online.plus.offline.free.card.games', 3881 ad_requests with mean bid_floor 13.1, 2 clicks of adomain 'HealthWellnessJournal.com', 2 impressions of adomain 'HealthWellnessJournal.com' with mean price 12.5, 1 impressions of adomain 'oakevergames.com' with mean price 12.0, 3 impressions of adomain 'super-savings-online.com' with mean price 17.6; 1 sessions in app 'com.tripledot.woodoku', 1 ad_requests with mean bid_floor 2.6; 5 sessions in app 'easy.launcher', 5 ad_requests with mean bid_floor 0.0; 2 sessions in app 'in.playsimple.wordtrip', 9 ad_requests with mean bid_floor 6.1; 7 sessions in app 'mahjong.free.games', 566 ad_requests with mean bid_floor 40.3';dc_35roundended_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 2025-01-09 19:03:18;time_since_impression_in_hours is 21;channel is 'USA/I/bidmachine/com.spades.solitaire.online.plus.offline.free.card.games/False/482';time_since_click_in_hours is 22;fast_imp_12h is 3;fast_click_2h is 2;rnd is 0.80706670464325;partition is 1119;segments is ['com.newpubco.hearts_Android_CPA(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V6_2000k' '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.spades_Android_CPA(148)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_30RoundEnded_BeforeD8)_abdoul_V6_MMP_Light_100k_11_10_2024' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_500k' 'com.block.juggle_Android_CPA(af_app_opened)_abdoul_V3_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_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.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.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(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(140)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V4_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_AG_100k_21_12_2024' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V4_100k' 'loppipoppi.yatzy_apps_embeddings_similarity' '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(108)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPA(ag_retention_d1)_abdoul_V4_500k' 'com.newpubco.spades_Android_CPA(148)_abdoul_mmp_V6_2000k' '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.spades_Android_CPA(146)_abdoul_mmp_light_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(141)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V4_100k' '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(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(ag_retention_d1)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_V6_500k' '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.spades_Android_CPA(140)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPA(108)_abdoul_mmp_light_V6_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(141)_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(146)_abdoul_V4_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V3_500k' 'com.PulsSoftware.WS_retargeting_Android_CPA(dc_20LevelStart_BeforeD8)_abdoul_V4_2000k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_500k' 'com.newpubco.spades_Android_CPI_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(dc_15roundended_before_d8)_abdoul_mmp_light_V6_100k' '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_V4_100k' '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(dc_35roundended_before_d8)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_light_V6_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' '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(148)_abdoul_mmp_V6_100k' '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.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(145)_abdoul_mmp_V6_100k' '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(145)_abdoul_mmp_light_V6_2000k' '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(140)_abdoul_mmp_light_V6_100k' 'com.newpubco.spades_Android_CPI(install)_abdoul_V6_Appgrowth_New_100k_12_10_2024' 'com.newpubco.spades_Android_CPA(140)_abdoul_V6_100k' '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' 'loppipoppi.dominoes_retargeting_Android_CPI_abdoul_V6_2000k' 'com.newpubco.spades_Android_CPA(141)_abdoul_mmp_V6_2000k' 'com.newpubco.spades_Android_CPI_abdoul_V4_100k' '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_CPI_abdoul_V3_500k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_100k' '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_V4_100k' 'com.newpubco.spades_Android_CPA(dc_35roundended_before_d8)_abdoul_mmp_light_V6_2000k' '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.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.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(146)_abdoul_V6_100k' '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.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.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' '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' 'bloom_com.fuzzymobilegames.spades_USA_1d' 'com.newpubco.spades_Android_CPA(141)_abdoul_V4_100k' '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_CPI_abdoul_all_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_CPI_abdoul_mmp_V4_500k' '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(120)_abdoul_V6_100k' 'com.newpubco.spades_Android_CPA(145)_abdoul_mmp_light_V6_100k' '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.newpubco.spades_Android_CPI_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(140)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_V6_500k' 'com.newpubco.spades_Android_CPA(145)_abdoul_V4_100k' 'com.newpubco.spades_Android_CPA(120)_abdoul_mmp_V6_100k' 'com.newpubco.spades_Android_CPA(dc_40roundended_before_d8)_abdoul_mmp_V6_100k' 'bloom_com.fiogonia.spades_USA_80' 'com.newpubco.spades_Android_CPA(147)_abdoul_mmp_light_V6_500k' 'com.newpubco.spades_Android_CPA(146)_abdoul_mmp_light_V6_100k' 'com.newpubco.hearts_Android_CPI_abdoul_V6_2000k']
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