From 0798d54e30692ca46dc959f05b475764cabb9e98 Mon Sep 17 00:00:00 2001 From: kubapok Date: Thu, 14 Oct 2021 11:38:26 +0200 Subject: [PATCH] roberta no year from scratch better finetuning --- dev-0/out.tsv | 83980 +++++++++---------- roberta_no_year_from_scratch/04_predict.py | 6 +- roberta_no_year_from_scratch/run.sh | 12 + test-A/out.tsv | 49986 +++++------ 4 files changed, 66998 insertions(+), 66986 deletions(-) create mode 100644 roberta_no_year_from_scratch/run.sh diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 8896528..ef3ee4b 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -5,19 +5,19 @@ news culture news news -news -news business news news news +business +news lifestyle sport news news +news lifestyle -lifestyle -lifestyle +culture lifestyle news lifestyle @@ -33,43 +33,43 @@ news sport news news -business +lifestyle sport news news news -culture +news opinion news news business -business -sport news +sport +culture news news business sport news -lifestyle +sport news opinion 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+147309,15 @@ news news lifestyle lifestyle -news sport news opinion business -lifestyle -news +sport news news news +culture business lifestyle culture @@ -147325,7 +147325,7 @@ business news news opinion -culture +news news opinion news @@ -147337,15 +147337,15 @@ news news opinion opinion -lifestyle -news -news +business +sport news +lifestyle culture news lifestyle business -news +business opinion lifestyle news @@ -147353,8 +147353,8 @@ business business news sport -removed -sport +business +news lifestyle news sport @@ -147364,20 +147364,20 @@ sport sport news news -culture +sport business news sport news news -news -business sport news +business news +sport news news -lifestyle +sport news news news @@ -147387,7 +147387,7 @@ news news news sport -lifestyle +business sport business news @@ -147402,28 +147402,28 @@ news news news news -business news -business news +business news +sport news sport lifestyle news news news -news +sport opinion opinion +lifestyle +business news +business news news news business -lifestyle -business -business news news sport @@ -147436,28 +147436,28 @@ news news news lifestyle -business +news news sport business +culture news news -news -news -lifestyle +sport lifestyle +business news -culture -culture news +culture +business news news news news news -lifestyle +sport culture -news +business lifestyle opinion news @@ -147465,33 +147465,33 @@ sport news news sport -business -opinion news +opinion news -culture +business +lifestyle news news sport news -business +news sport news business -opinion -business news +news +opinion sport news sport sport news -news +opinion news news sport -lifestyle -business +news +news news news news @@ -147500,19 +147500,19 @@ business news news sport -news +lifestyle news news sport news news -business news -business news +business +business culture sport -news +business news business news @@ -147522,31 +147522,31 @@ sport business business news -news +business +sport +lifestyle sport lifestyle sport -news sport -news news business sport -lifestyle +sport news news business news -business +news sport sport news -sport +news news opinion news sport -culture +news news news news @@ -147555,25 +147555,25 @@ sport news business business -opinion +lifestyle news sport sport +sport news -news -news +business news business lifestyle +business +culture sport +culture news -sport -news -opinion news news business -culture +news sport business news @@ -147583,11 +147583,11 @@ news sport sport sport -sport +business lifestyle -sport +news business -sport +lifestyle opinion news business @@ -147599,11 +147599,11 @@ sport news business lifestyle -business +news news news culture -sport +news business news news @@ -147611,15 +147611,15 @@ news business news news -business -lifestyle +news business news news -opinion -business news news +business +news +sport sport sport news @@ -147633,10 +147633,10 @@ news news culture business +opinion news news -news -news +sport news news news @@ -147649,7 +147649,7 @@ business sport news news -lifestyle +news news sport news @@ -147659,10 +147659,10 @@ news news sport news +opinion news -business +culture news -opinion business news news @@ -147670,7 +147670,7 @@ news news business business -opinion +sport news opinion news @@ -147681,39 +147681,39 @@ sport culture news news +sport news news -sport business sport -business +news +sport news news news -culture news business sport news news news -news +sport news news news business news news -culture news opinion +culture news news sport news news news -opinion +news sport news sport @@ -147725,25 +147725,25 @@ news news lifestyle lifestyle -business -opinion news news -culture news news news news news news -business news news news news news news -culture +news +news +news +news +news news news lifestyle @@ -147753,7 +147753,7 @@ business sport news sport -news +opinion news opinion news @@ -147762,11 +147762,11 @@ news sport news culture -news +business news culture news -culture +news business opinion news @@ -147774,7 +147774,7 @@ lifestyle news news news -business +news news news news @@ -147792,9 +147792,9 @@ business news sport business +business news -news -news +sport news news news @@ -147808,37 +147808,37 @@ sport sport culture news -business +lifestyle news news opinion news sport -business +lifestyle culture culture news news opinion -lifestyle +culture news sport opinion business news news -business -news -news +sport news news +sport +business news news business sport news news -sport +news news sport business @@ -147847,12 +147847,12 @@ business sport news sport -culture +news opinion news news news -sport +news sport culture news @@ -147868,22 +147868,22 @@ sport news news culture -news +sport culture news business opinion sport +sport +opinion business opinion news -culture news news news news news -culture sport news news @@ -147897,7 +147897,7 @@ news news news news -sport +news sport news news @@ -147906,7 +147906,7 @@ opinion news news business -removed +news news sport business @@ -147920,7 +147920,7 @@ business news business sport -news +business sport news sport @@ -147934,22 +147934,22 @@ sport sport news news -business -opinion news news news +culture +news sport -business +news sport news -business +news news lifestyle sport opinion culture -business +news news news sport @@ -147977,7 +147977,7 @@ sport lifestyle news culture -news +business news news news @@ -147986,20 +147986,20 @@ sport news news lifestyle -business +news sport opinion opinion -business sport -opinion +sport +business news news -lifestyle -sport +culture sport news news +news sport news news @@ -148010,7 +148010,7 @@ news sport news news -opinion +news news lifestyle news @@ -148023,14 +148023,14 @@ news news business news +opinion +news news news news news -sport -business business -opinion +news news news opinion @@ -148042,17 +148042,17 @@ sport news news news -business +news news news business sport -lifestyle news news +culture sport news -opinion +culture news news opinion @@ -148070,20 +148070,20 @@ sport culture news opinion -culture +opinion news opinion news business news lifestyle -lifestyle +culture sport news news news news -news +business news business business @@ -148092,9 +148092,9 @@ sport opinion news news -culture +news sport -opinion +news sport opinion news @@ -148104,7 +148104,7 @@ lifestyle news business news -news +opinion news sport news @@ -148112,16 +148112,16 @@ news sport lifestyle news -news +sport news opinion opinion -opinion +sport news lifestyle news business -lifestyle +sport news news sport @@ -148137,8 +148137,8 @@ news opinion business news -sport -lifestyle +news +news sport lifestyle news @@ -148155,7 +148155,7 @@ news opinion business news -opinion +lifestyle news news news @@ -148165,10 +148165,10 @@ opinion business news news -news +business news sport -opinion +news sport opinion news @@ -148176,8 +148176,8 @@ sport news sport news -culture lifestyle +culture business sport news @@ -148188,11 +148188,11 @@ news news sport news -opinion -culture news news -business +news +news +news sport news business @@ -148217,17 +148217,17 @@ news sport news news -news +business business opinion sport business news -news -news -news -business +sport business +opinion +news +sport news business news @@ -148239,7 +148239,7 @@ business news business sport -news +business news news news @@ -148247,8 +148247,8 @@ opinion business business news -lifestyle -news +sport +sport news news opinion @@ -148263,11 +148263,11 @@ business news news news -opinion +news sport business -business -sport +news +news news news business @@ -148281,11 +148281,11 @@ news news business news -culture +lifestyle sport news news -culture +news news lifestyle news @@ -148294,14 +148294,14 @@ lifestyle opinion sport news -business +news news business news news sport culture -sport +business news business news @@ -148315,8 +148315,8 @@ business news news opinion +lifestyle news -sport news news news @@ -148326,45 +148326,45 @@ sport news sport news -news +sport lifestyle -opinion -business news +business news news news news sport -news +culture news news sport -opinion +sport +news news lifestyle -culture +news sport sport -culture -lifestyle +news business -sport -lifestyle business -opinion sport news +business +sport +sport news +sport news lifestyle news news news news +culture news news -opinion news lifestyle sport @@ -148383,7 +148383,7 @@ news business news sport -opinion +news sport business business @@ -148404,17 +148404,17 @@ opinion news business news -news +culture sport sport news news news -opinion -lifestyle -news +sport news +sport news +lifestyle news opinion business @@ -148422,7 +148422,7 @@ news news sport news -opinion +news news business news @@ -148439,46 +148439,46 @@ news sport sport opinion -business news news sport +sport +lifestyle news +business news -news -opinion opinion business news news news -news +business business business news -news -opinion +sport opinion news news news +news sport news lifestyle news -news +business sport sport +business news news -lifestyle -opinion +culture sport business +sport news news -news -news +lifestyle news news sport @@ -148488,39 +148488,39 @@ news news sport sport -opinion +business news sport news -business +news news business news news -business +news opinion news news business news news -news +sport news sport -culture news news -sport +news sport news +business news news business -news +business sport news opinion -news +sport lifestyle news news @@ -148528,50 +148528,50 @@ business sport news news -culture +lifestyle news -opinion news sport +sport lifestyle business news -culture +lifestyle sport news -news culture -sport +lifestyle sport sport news -opinion +news +news news sport news business news -lifestyle +news news culture sport business sport news -business -business +news +news news culture -culture -sport news -sport +news +news +news business opinion news news news -lifestyle +news news sport business @@ -148579,26 +148579,26 @@ news business sport news -sport news +business news sport news sport -culture news -business news news news -culture +business +news +opinion news news sport news news news -business +opinion lifestyle news culture @@ -148606,10 +148606,10 @@ sport news news business -news lifestyle news news +news business sport sport @@ -148622,14 +148622,14 @@ opinion business sport business -lifestyle news -opinion +news +culture business -lifestyle news news -sport +news +lifestyle opinion news news @@ -148650,9 +148650,9 @@ news business sport news +culture lifestyle -business -sport +news news news opinion @@ -148664,24 +148664,24 @@ news news business news -opinion news news -culture -lifestyle news news -business +lifestyle news news -sport news +business +culture +sport news news news news news news +sport opinion culture news @@ -148695,16 +148695,16 @@ news news news sport -news -lifestyle -sport culture sport -business -business -culture +sport +opinion sport news +business +opinion +sport +opinion news sport sport @@ -148716,7 +148716,7 @@ sport news sport sport -business +sport business sport sport @@ -148730,15 +148730,15 @@ news sport news news -business news -business news -business +news +news +news opinion -business +sport opinion -business +news sport news news @@ -148751,25 +148751,25 @@ news sport news news +business news news news news -news -news -opinion business +opinion +news culture sport -culture -culture opinion +news +news opinion news business news news -news +sport opinion news business @@ -148778,33 +148778,33 @@ news news news news -culture +news sport news sport sport news news -lifestyle -business sport -lifestyle news +sport +business news -opinion news opinion news +opinion news news news news news +culture sport news news news -culture +sport news news news @@ -148816,15 +148816,15 @@ news opinion news news -lifestyle +sport news business news news +opinion news -news -culture -news +opinion +business news news business @@ -148835,28 +148835,28 @@ news business culture news -opinion news news news -business +news +news sport news news lifestyle sport -business -sport news +sport news +sport business +news +news business -sport -sport news news sport -news +business sport news news @@ -148866,15 +148866,15 @@ opinion business news news -lifestyle +news sport business -news +business opinion -lifestyle -news news news +sport +sport lifestyle news news @@ -148891,26 +148891,26 @@ sport lifestyle news news -business +news news news news opinion -business +news sport -business -business +opinion +news +news news -business business sport business -culture -sport +news +news news sport sport -lifestyle +sport sport news news @@ -148921,20 +148921,20 @@ news business news news -culture +news business culture -culture +news business news news -opinion +news business sport +opinion +culture news business -lifestyle -business sport news sport @@ -148946,18 +148946,18 @@ news opinion sport business +culture +sport news -business -business sport sport news news news -business +news news opinion -business +sport news sport culture @@ -148965,22 +148965,22 @@ news lifestyle business sport -sport news news news -business +news +news lifestyle lifestyle news -business news news +sport news business sport news -culture +news business opinion news @@ -148989,63 +148989,63 @@ culture business news culture -business +opinion lifestyle -sport +culture news business sport culture sport news -business +news news business sport -culture +sport news news news news -lifestyle +culture news news sport news -culture +lifestyle business -news +sport sport news news news news business -business -news -news +culture news +lifestyle news news -culture -culture news +opinion +lifestyle lifestyle news news -opinion news news +opinion news news news +sport opinion sport +sport news news news -business -culture +lifestyle news news news @@ -149067,7 +149067,7 @@ news news opinion business -lifestyle +opinion business business business @@ -149077,18 +149077,18 @@ news news news news -news +sport business news business sport -business -sport +news sport news -opinion news -culture +news +news +opinion sport news news @@ -149099,27 +149099,27 @@ news business business news -opinion -sport +culture sport news news -culture +lifestyle +news +news news -business opinion opinion news -business -business +news +news news news business -culture -opinion -sport news +sport +sport news +culture lifestyle news business diff --git a/roberta_no_year_from_scratch/04_predict.py b/roberta_no_year_from_scratch/04_predict.py index e92437b..077c891 100644 --- a/roberta_no_year_from_scratch/04_predict.py +++ b/roberta_no_year_from_scratch/04_predict.py @@ -3,12 +3,12 @@ from config import LABELS_LIST, MODEL from transformers import AutoTokenizer from tqdm import tqdm -device = 'cpu' - +device = 'cuda' +model_path= './roberta-ireland' from transformers import AutoModelForSequenceClassification -model = AutoModelForSequenceClassification.from_pretrained('test_trainer/checkpoint-620000/') +model = AutoModelForSequenceClassification.from_pretrained(model_path).cuda() tokenizer = AutoTokenizer.from_pretrained(MODEL) for dataset in ('dev-0', 'test-A'): diff --git a/roberta_no_year_from_scratch/run.sh b/roberta_no_year_from_scratch/run.sh new file mode 100644 index 0000000..cfa4980 --- /dev/null +++ b/roberta_no_year_from_scratch/run.sh @@ -0,0 +1,12 @@ +python run_glue.py --model_name_or_path roberta-base \ + --train_file ../train/huggingface_format.csv \ + --validation_file /media/kuba/ssdsam/gonito/ireland-news/dev-0/huggingface_format.csv \ + --do_train \ + --max_seq_length 64 \ + --per_device_train_batch_size 32 \ + --learning_rate 2e-5 \ + --num_train_epochs 3 \ + --output_dir ./roberta-ireland \ + --save_steps=10000 \ + --eval_steps=10000 \ + --evaluation_strategy steps diff --git a/test-A/out.tsv b/test-A/out.tsv index ceec16e..4605f4e 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,23 +1,23 @@ sport lifestyle news -sport -news news +sport news sport sport +sport news business opinion news news -culture news +sport lifestyle sport news -lifestyle +news news news business @@ -26,29 +26,29 @@ news sport news news -news +business news news news sport opinion -lifestyle +news news sport news news news -culture -opinion -sport news news +sport +news news +culture business sport news sport -opinion +lifestyle news business sport @@ -56,12 +56,12 @@ news news news news -news +business news sport news news -lifestyle +culture news news opinion @@ -73,10 +73,10 @@ news news sport opinion -lifestyle +culture news business -opinion +culture business news news @@ -89,11 +89,11 @@ sport news news news -news +lifestyle culture news business -sport +news news opinion opinion @@ -120,40 +120,40 @@ sport news sport news +sport news news news -opinion news sport news news business -news -lifestyle business news news news news news +news +sport sport news news lifestyle news -business +news sport sport opinion news -lifestyle +culture opinion news -sport news news news +sport news opinion news @@ -171,38 +171,38 @@ business news news business -opinion +news business sport news lifestyle +lifestyle business -business -news news +sport news business lifestyle lifestyle -business news news -business news -culture -lifestyle news news -sport -business news +lifestyle news -sport news +sport +opinion +sport news +sport news news +sport news +opinion news news news @@ -215,8 +215,8 @@ news news business news -sport news +culture business business news @@ -230,14 +230,14 @@ business news news news -business +news lifestyle news news sport culture -news -news +business +lifestyle business business lifestyle @@ -245,7 +245,7 @@ news opinion culture sport -lifestyle +sport news sport lifestyle @@ -255,29 +255,29 @@ culture sport opinion culture -sport +opinion sport news sport news -business +news business sport opinion news -news +business sport news news sport -lifestyle -culture news news news news news -business +opinion +news +news news news business @@ -287,25 +287,25 @@ sport business news news -news -news sport -news -news +sport +sport news business +news +sport opinion opinion sport news news business -business +news news news culture -lifestyle -lifestyle +opinion +news news news news @@ -314,14 +314,14 @@ news news sport business -news -news +business +business opinion news news news news -business +news news sport business @@ -330,23 +330,23 @@ business news news news -news +business news news opinion opinion sport -lifestyle +sport news sport news -culture +news sport news business sport news -news +lifestyle news news sport @@ -354,7 +354,7 @@ news news business news -sport +news news news news @@ -364,26 +364,26 @@ news sport sport news +business +opinion news news news news news +sport +sport news news sport -sport news -opinion news -culture news -business news lifestyle sport sport -news +sport opinion news news @@ -392,15 +392,15 @@ news business news culture -news +business sport sport news -news +sport culture opinion culture -culture +lifestyle news lifestyle business @@ -414,10 +414,10 @@ news sport news opinion -opinion +news sport news -culture +news opinion lifestyle sport @@ -431,32 +431,32 @@ news news news lifestyle +sport +culture news news news +business news news -news -news -business business opinion news opinion -lifestyle -culture news -business news +news +business +business sport culture news +culture news -news -sport +lifestyle opinion business -news +business news business news @@ -465,11 +465,11 @@ business sport news news +opinion +news +news news news -business -business -opinion news lifestyle news @@ -478,7 +478,7 @@ news sport news opinion -news +sport lifestyle news news @@ -487,13 +487,13 @@ sport news opinion sport -opinion -business +sport +news business news news news -business +news culture news news @@ -507,34 +507,34 @@ culture opinion sport sport -opinion -culture news +lifestyle news +business sport -opinion news +sport news news business news news news -lifestyle +business news -culture news news -sport news sport +news sport +news business news culture business business -news +sport news news news @@ -547,7 +547,7 @@ sport news opinion news -news +sport business news news @@ -563,21 +563,21 @@ opinion sport sport news -news -news +business news news opinion +business news news sport news -business +lifestyle news news opinion news -culture +sport news news news @@ -585,10 +585,11 @@ news news sport opinion +sport news news -sport news +business news news news @@ -596,12 +597,11 @@ news news news news -culture opinion news business lifestyle -news +opinion news news sport @@ -613,7 +613,7 @@ news sport news news -culture +opinion news opinion news @@ -624,14 +624,14 @@ news news culture sport -news +sport news news news sport sport opinion -news +culture business business business @@ -640,7 +640,7 @@ news news culture business -lifestyle +culture business sport news @@ -650,55 +650,55 @@ news sport news news -opinion +news news business news opinion news news -news +sport opinion news opinion +sport +sport +news business -lifestyle news news news opinion -news -opinion business news business news -culture -lifestyle +sport +news news -lifestyle -business opinion business news business business +business +business opinion news -sport +news news sport business opinion sport -business +news news sport sport news culture news -news +sport news business news @@ -710,22 +710,22 @@ news news opinion news -news business news +lifestyle news -news +business news sport -lifestyle news +business news news business sport news sport -business +news business news news @@ -751,33 +751,33 @@ business sport news sport -news +business news sport -opinion +sport news sport business -culture news news +culture news news news sport news sport -news -business +lifestyle business -sport lifestyle +sport +news news lifestyle sport business news -news +lifestyle sport news news @@ -794,7 +794,7 @@ news culture news news -news +opinion sport news sport @@ -802,49 +802,49 @@ business sport news sport -sport +news sport news culture -business +news business news business -sport +opinion culture business news news news news -culture -news +opinion news +culture news news business news -opinion +culture news -lifestyle news +sport opinion -news +culture business sport lifestyle -news +sport sport business news -business +news lifestyle opinion news news opinion news -news +opinion news news sport @@ -853,9 +853,9 @@ news business sport news -opinion news -business +news +news sport news lifestyle @@ -899,22 +899,22 @@ sport news news news -news sport -news +sport +business news business +news sport sport -sport -news news +business sport news news news opinion -lifestyle +business news news business @@ -925,18 +925,18 @@ news news news business +sport +news news news -sport news news news -business news news -business news sport +sport news news sport @@ -944,28 +944,28 @@ culture culture sport news -culture news news news +sport news -business news news -business -business news -business +lifestyle +opinion +news +news business news sport sport news +lifestyle news -news -news +business opinion -lifestyle +news news business sport @@ -982,17 +982,17 @@ culture news business business -business -business culture +news +lifestyle business news -opinion +news culture -business +lifestyle sport sport -opinion +news news news opinion @@ -1002,14 +1002,14 @@ news news opinion news -business -lifestyle +news +news sport news opinion +lifestyle news -news -culture +opinion opinion news business @@ -1020,15 +1020,15 @@ sport sport news news -sport +news news sport news sport +business news news news -culture lifestyle news business @@ -1051,25 +1051,25 @@ news news business lifestyle -lifestyle +news news news sport lifestyle -news -news sport news +sport news news news news +business news news opinion news -news -news +sport +opinion news news sport @@ -1077,15 +1077,15 @@ business sport business news +culture news news -business sport culture business business news -lifestyle +news news opinion sport @@ -1094,7 +1094,7 @@ sport news news opinion -culture +news opinion business lifestyle @@ -1107,41 +1107,41 @@ business news news sport +lifestyle news -culture -news +lifestyle opinion sport -business news news news news -business news +lifestyle news news news news news -opinion -lifestyle -news news +culture opinion news +culture +news news news news -business news +culture news +business news news opinion news +sport news -opinion business news sport @@ -1152,31 +1152,31 @@ business news sport news -business news -culture +news +news sport news opinion -lifestyle news news news -culture +sport +news sport lifestyle opinion news -culture +sport news news opinion sport news business -lifestyle news -sport +news +news news news lifestyle @@ -1189,17 +1189,17 @@ sport sport news opinion -news +business +sport sport -news news sport business news news -news sport -news +sport +business sport news news @@ -1208,17 +1208,17 @@ opinion news business news -news +sport opinion news -news +sport +business business news news news news -news -news +business opinion news sport @@ -1227,31 +1227,31 @@ business business opinion news -opinion +news opinion news news -business +news news sport business sport news -sport +business news news sport -news -opinion sport -opinion +lifestyle +sport +news news news business news business sport -business +lifestyle news news news @@ -1263,10 +1263,10 @@ news news news news +sport +sport news -business -news -news +lifestyle business news sport @@ -1278,7 +1278,7 @@ news opinion sport business -business +news sport culture news @@ -1286,11 +1286,11 @@ news news news opinion -business +news news news sport -business +opinion news business sport @@ -1300,7 +1300,7 @@ business news culture sport -news +sport sport lifestyle news @@ -1310,24 +1310,24 @@ sport news business news +culture news news news news business -business lifestyle -news -news +sport +opinion culture news culture +sport news news news -culture business -news +opinion sport news news @@ -1346,18 +1346,18 @@ sport business business news -news +lifestyle business news news news sport -news +business sport news sport news -news +business news news news @@ -1366,7 +1366,7 @@ news sport news lifestyle -business +sport news opinion sport @@ -1378,14 +1378,14 @@ news business sport news -business +news sport lifestyle sport news -news -news business +news +sport sport sport opinion @@ -1409,13 +1409,13 @@ sport business sport news +culture news +lifestyle news news news -news -news -news +business sport business news @@ -1423,7 +1423,7 @@ sport sport sport news -news +sport news lifestyle news @@ -1444,35 +1444,35 @@ sport news opinion news -lifestyle news -opinion news +opinion news news +culture lifestyle news news news -business +news news news news business opinion -lifestyle +news news opinion sport news -culture +opinion sport news business business news news -culture +sport lifestyle news news @@ -1484,19 +1484,19 @@ business news business business -lifestyle +news news sport -culture news news -sport news +sport news news news news culture +culture news lifestyle sport @@ -1505,12 +1505,12 @@ business news news business -news +opinion sport -business news news -business +news +news sport sport opinion @@ -1521,13 +1521,13 @@ news news lifestyle business -culture +opinion news culture sport news culture -business +news news culture sport @@ -1536,7 +1536,7 @@ news sport news business -culture +lifestyle news sport news @@ -1555,29 +1555,29 @@ sport sport business news -sport +business news news -culture +sport sport opinion news opinion -business +news news lifestyle business -news +lifestyle culture news news +culture lifestyle -news business news sport -opinion news +sport news news opinion @@ -1586,9 +1586,9 @@ news news news news +business news -news -news +sport news sport news @@ -1599,45 +1599,45 @@ business business sport sport -opinion news -business +lifestyle +news business news -sport +news news sport -opinion +news news business +news lifestyle -business news news sport news news business -culture +news culture sport news -sport -sport news sport news -news -news +sport news sport +opinion news +sport +culture news sport news sport sport -business +news news news business @@ -1645,67 +1645,67 @@ opinion news sport news -culture +lifestyle news news culture news news business +culture +news news -opinion -opinion lifestyle -business +news news sport sport business sport news -business -sport +lifestyle news -opinion news -business +opinion news -lifestyle -lifestyle -lifestyle news news -sport news +business +lifestyle +opinion news +sport +business news +sport news lifestyle business +opinion business -business -news +culture news lifestyle -lifestyle 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@@ -1939,24 +1939,24 @@ news news news news -lifestyle +news news culture sport opinion business -business +news business business news -lifestyle news news news -lifestyle news news -opinion +news +news +news lifestyle news news @@ -1965,7 +1965,7 @@ business news news news -culture +news sport culture news @@ -1975,18 +1975,18 @@ news news news news -news +business sport news -opinion -business +news +lifestyle news business news business news news -business +lifestyle sport business news @@ -1996,7 +1996,7 @@ opinion news sport news -news +business news news news @@ -2008,9 +2008,9 @@ news news news news -opinion +business +news news -culture news news business @@ -2019,22 +2019,22 @@ news news news news -news +lifestyle sport -opinion +news sport lifestyle business sport news -sport +business opinion news news sport sport sport -news +sport news lifestyle news @@ -2043,15 +2043,15 @@ news news news lifestyle -news +sport news business -news +culture sport culture -opinion -news 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