From d3899851de82c814b094e05ae73b6cc55b90c230 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Wed, 27 Apr 2022 18:28:47 +0100 Subject: [PATCH 1/7] Add files via upload Optimised XGB Regressor via Randomised CV Search --- task_1_predictions.csv | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 task_1_predictions.csv diff --git a/task_1_predictions.csv b/task_1_predictions.csv new file mode 100644 index 0000000..e8f7087 --- /dev/null +++ b/task_1_predictions.csv @@ -0,0 +1,29 @@ +-0.42170906 +0.06228739 +-0.802917 +-0.03186798 +0.064269304 +-1.3776927 +-1.8045907 +-1.9762549 +0.069423914 +-0.94970393 +-0.6295067 +-0.9275925 +-0.58177125 +-0.09335816 +-0.1397466 +-0.5362661 +-0.82911825 +0.08040294 +-1.6379175 +-2.4176798 +-0.29810905 +-0.6541823 +-1.7098339 +-2.1071472 +-0.88550174 +-1.7311013 +-3.0149062 +-1.7620535 +-1.5506635 From 7011bc7ac2e7a791e03e0eca8e522dc65a20b410 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Wed, 27 Apr 2022 18:33:37 +0100 Subject: [PATCH 2/7] Add files via upload Optimised XGB Regressor ensembles with other regressor (see Erik), then trained on the overall training dataset --- task_1_predictions.csv | 58 +++++++++++++++++++++--------------------- 1 file changed, 29 insertions(+), 29 deletions(-) diff --git a/task_1_predictions.csv b/task_1_predictions.csv index e8f7087..129b4ab 100644 --- a/task_1_predictions.csv +++ b/task_1_predictions.csv @@ -1,29 +1,29 @@ --0.42170906 -0.06228739 --0.802917 --0.03186798 -0.064269304 --1.3776927 --1.8045907 --1.9762549 -0.069423914 --0.94970393 --0.6295067 --0.9275925 --0.58177125 --0.09335816 --0.1397466 --0.5362661 --0.82911825 -0.08040294 --1.6379175 --2.4176798 --0.29810905 --0.6541823 --1.7098339 --2.1071472 --0.88550174 --1.7311013 --3.0149062 --1.7620535 --1.5506635 +-0.4396801182549736 +-0.1203125636321307 +-0.35152431854441124 +-0.16463833781347723 +-0.1831181584452347 +-0.8753574037940212 +-1.6189335327885062 +-1.8822929722952304 +-0.2027158594522899 +-0.8680044751137891 +-0.620143350162314 +-0.9408581937261874 +-0.3432335166046254 +-0.029463680495492157 +-0.3106942280104328 +-0.38036399403895915 +-0.42147648335119187 +-0.1706268835471398 +-1.6630284109462685 +-1.6455470538352184 +-0.5558818022418329 +-0.6783052421876384 +-1.1834596558698656 +-2.2444855045463386 +-0.803698398093681 +-1.5604083424411057 +-1.9865400886907534 +-1.4942117403055308 +-1.4018972590104672 From 2141a5f0f1447f7b6a943946446713ac85f04d00 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Wed, 27 Apr 2022 18:38:25 +0100 Subject: [PATCH 3/7] Add files via upload Removed XGB Regressor --- task_1_predictions.csv | 58 +++++++++++++++++++++--------------------- 1 file changed, 29 insertions(+), 29 deletions(-) diff --git a/task_1_predictions.csv b/task_1_predictions.csv index 129b4ab..b93026f 100644 --- a/task_1_predictions.csv +++ b/task_1_predictions.csv @@ -1,29 +1,29 @@ --0.4396801182549736 --0.1203125636321307 --0.35152431854441124 --0.16463833781347723 --0.1831181584452347 --0.8753574037940212 --1.6189335327885062 --1.8822929722952304 --0.2027158594522899 --0.8680044751137891 --0.620143350162314 --0.9408581937261874 --0.3432335166046254 --0.029463680495492157 --0.3106942280104328 --0.38036399403895915 --0.42147648335119187 --0.1706268835471398 --1.6630284109462685 --1.6455470538352184 --0.5558818022418329 --0.6783052421876384 --1.1834596558698656 --2.2444855045463386 --0.803698398093681 --1.5604083424411057 --1.9865400886907534 --1.4942117403055308 --1.4018972590104672 +-0.43775762187499295 +-0.1672659779241086 +-0.37741953764956426 +-0.1755992857487923 +-0.2183346794432111 +-0.7740417414177547 +-1.5939242054869545 +-1.871934492932255 +-0.24128837065625497 +-0.8229814697230337 +-0.6436666443326552 +-0.9515454155097549 +-0.35225712155213745 +-0.02509770621022169 +-0.36104662465698345 +-0.40420641088111375 +-0.47103594542288896 +-0.20484249572829322 +-1.6801197193562252 +-1.6758153934734168 +-0.6154551434526812 +-0.6894256040178053 +-1.0798784451828767 +-2.2644120301229647 +-0.7874908178094632 +-1.5489891869547177 +-1.9743655319660136 +-1.4586267793303822 +-1.4031852572603145 From 88c136c87737ae20867a0ce3cfa2b43c457ca3f8 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Wed, 27 Apr 2022 20:41:37 +0100 Subject: [PATCH 4/7] Add files via upload XGB regressor with feature engineering --- task_1_predictions.csv | 58 +++++++++++++++++++++--------------------- 1 file changed, 29 insertions(+), 29 deletions(-) diff --git a/task_1_predictions.csv b/task_1_predictions.csv index b93026f..c66ce67 100644 --- a/task_1_predictions.csv +++ b/task_1_predictions.csv @@ -1,29 +1,29 @@ --0.43775762187499295 --0.1672659779241086 --0.37741953764956426 --0.1755992857487923 --0.2183346794432111 --0.7740417414177547 --1.5939242054869545 --1.871934492932255 --0.24128837065625497 --0.8229814697230337 --0.6436666443326552 --0.9515454155097549 --0.35225712155213745 --0.02509770621022169 --0.36104662465698345 --0.40420641088111375 --0.47103594542288896 --0.20484249572829322 --1.6801197193562252 --1.6758153934734168 --0.6154551434526812 --0.6894256040178053 --1.0798784451828767 --2.2644120301229647 --0.7874908178094632 --1.5489891869547177 --1.9743655319660136 --1.4586267793303822 --1.4031852572603145 +-0.44191206 +-0.3944798 +-0.09322667 +-0.1708644 +-0.30529588 +-1.1815926 +-1.1826818 +-2.0135868 +-0.32956588 +-0.8034942 +-0.5621934 +-0.9619255 +-0.2753759 +-0.016539037 +-0.13189799 +-0.28877467 +-0.06201142 +-0.38064396 +-1.5615797 +-2.2954063 +-0.2561692 +-1.1450917 +-1.2767658 +-2.1709752 +-0.6967685 +-1.6016524 +-2.5834382 +-1.4748304 +-1.634866 From 1c806eb1803816807f8d105ae550ce4c26bb8527 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Thu, 28 Apr 2022 12:22:53 +0100 Subject: [PATCH 5/7] Add files via upload Ensemble with SVR, NuSVR, XGB after GridSearchCV --- task_1_predictions.csv | 58 +++++++++++++++++++++--------------------- 1 file changed, 29 insertions(+), 29 deletions(-) diff --git a/task_1_predictions.csv b/task_1_predictions.csv index c66ce67..6701872 100644 --- a/task_1_predictions.csv +++ b/task_1_predictions.csv @@ -1,29 +1,29 @@ --0.44191206 --0.3944798 --0.09322667 --0.1708644 --0.30529588 --1.1815926 --1.1826818 --2.0135868 --0.32956588 --0.8034942 --0.5621934 --0.9619255 --0.2753759 --0.016539037 --0.13189799 --0.28877467 --0.06201142 --0.38064396 --1.5615797 --2.2954063 --0.2561692 --1.1450917 --1.2767658 --2.1709752 --0.6967685 --1.6016524 --2.5834382 --1.4748304 --1.634866 +-1.772971209264994 +-1.4477779121996794 +-1.4838944500662363 +-1.287413489619906 +-1.5571428905939204 +-1.4133247208392257 +-0.844070088423457 +-1.2753463420419964 +-1.5249025246879604 +-0.8935029816424832 +-1.0973748051512595 +-0.803920745159575 +-1.335034867366683 +-1.2484682561368328 +-0.6840619600753071 +-0.9529636014815711 +-1.2806859585586343 +-1.4898934777464286 +-1.3174236897748364 +-0.6100017055912751 +-1.2431273428878786 +-1.301213343744122 +-1.515901679905557 +-1.1060172414903127 +-0.881882137974482 +-0.8255173777077388 +-0.9232045734873466 +-1.0950907806889723 +-1.2801568916334505 From f83da5ea1abda3e33574b5aaa5220a809ab9fab4 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Thu, 28 Apr 2022 12:25:29 +0100 Subject: [PATCH 6/7] Add files via upload --- task_1_predictions.csv | 58 +++++++++++++++++++++--------------------- 1 file changed, 29 insertions(+), 29 deletions(-) diff --git a/task_1_predictions.csv b/task_1_predictions.csv index 6701872..1b62980 100644 --- a/task_1_predictions.csv +++ b/task_1_predictions.csv @@ -1,29 +1,29 @@ --1.772971209264994 --1.4477779121996794 --1.4838944500662363 --1.287413489619906 --1.5571428905939204 --1.4133247208392257 --0.844070088423457 --1.2753463420419964 --1.5249025246879604 --0.8935029816424832 --1.0973748051512595 --0.803920745159575 --1.335034867366683 --1.2484682561368328 --0.6840619600753071 --0.9529636014815711 --1.2806859585586343 --1.4898934777464286 --1.3174236897748364 --0.6100017055912751 --1.2431273428878786 --1.301213343744122 --1.515901679905557 --1.1060172414903127 --0.881882137974482 --0.8255173777077388 --0.9232045734873466 --1.0950907806889723 --1.2801568916334505 +-0.44049464484839823 +-0.3238770107853802 +-0.3700107057273014 +-0.016750250474372803 +-0.5743045568519407 +-0.7891075254543084 +-1.5938977049206535 +-2.017370035481349 +-0.5953157184286515 +-0.8822189368169076 +-0.653863548916367 +-0.9580914320644833 +-0.37757563312353515 +0.1999203928671912 +-0.10090602298170954 +-0.4704225406016911 +-0.2992738994055277 +-0.40601582037211975 +-1.6920937355739223 +-2.4011868381594286 +-0.3778412130394975 +-0.9045687921551768 +-1.0661083942883647 +-2.404176565273294 +-0.8301895106631406 +-1.6231134723356646 +-2.7921791312419195 +-1.5812687992626 +-1.444468552182346 From 72bf0e6b7feba0994f3c50cdc10644ef3d6160d3 Mon Sep 17 00:00:00 2001 From: GiacomoFabrini <65025875+GiacomoFabrini@users.noreply.github.com> Date: Thu, 28 Apr 2022 13:23:53 +0100 Subject: [PATCH 7/7] Add files via upload --- task_2_predictions.csv | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 task_2_predictions.csv diff --git a/task_2_predictions.csv b/task_2_predictions.csv new file mode 100644 index 0000000..4e15cd5 --- /dev/null +++ b/task_2_predictions.csv @@ -0,0 +1,29 @@ +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608 +-1.0650689181838608