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整理 Q1-Q3 实验代码与结果

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2026-09-24 16:25:15 +08:00
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deep_learning/Q3/outputs/explanation_selection/attachment4_predictions.csv
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sample_id,predicted_class,predicted_class_id,predicted_class_probability,predicted_intensity,transcript,video_file_exists,ctc_alignment_status,ctc_word_coverage,ctc_aligned_words,transcript_words,bert_token_ids_match_pickle
01,Neutral,1,0.602049708366394,-0.12586602568626404,Replacing these wear components when replacing the timing belt is essential to ensuring the new belt performs to its mileage requirements,True,ok,1.0,21,21,True
02,Positive,2,0.4676651060581207,0.24043764173984528,We want to live by each other’s happiness - not by each other’s misery.,True,partial,0.9285714285714286,13,14,True
03,Negative,0,0.4883529841899872,-0.6055137515068054,"There's one lender at the moment which I think is just Bankwest who don't take rental income into account, they take rental yield into account.",True,ok,1.0,25,25,True
04,Negative,0,0.5609740614891052,0.06384700536727905,"If I blow it at the team exercise, should I kiss my chances of cheering ""GO BLUE"" goodbye?] Absolutely not.",True,ok,1.0,20,20,True
05,Positive,2,0.8418908715248108,1.0688594579696655,"Hi, my name is Chloe, video marketer for Red Wagon Marketing.",True,ok,1.0,11,11,True
06,Positive,2,0.8087986707687378,0.8882662057876587,"If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that",True,ok,1.0,31,31,True
07,Positive,2,0.7762729525566101,0.8499683141708374,"As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow",True,ok,0.9803921568627451,50,51,True
08,Positive,2,0.8577593564987183,1.020017147064209,"That brings us to tonight, the Universal Design Grand Challenge",True,ok,1.0,10,10,True
09,Negative,0,0.9559774994850159,-1.5653929710388184,"(uhh) I did not like this movie at all, I would not recommend it",True,ok,1.0,14,14,True
10,Negative,0,0.8787182569503784,-0.9965534806251526,(umm) And you know I really do like to see fluffy chick flicks sometimes so I'm not against that but this one was pretty terrible,True,ok,1.0,25,25,True
11,Negative,0,0.6878972053527832,-0.6313911080360413,I would be ashamed to have made this film if I was a director,True,ok,1.0,14,14,True
12,Negative,0,0.7832551002502441,-1.2948027849197388,"Or worse, an individual previously had good credit, but usually by no fault of their own, or perhaps by fault of their own, they have let their credit sag, and credit scores is very low.",True,ok,1.0,35,35,True
13,Neutral,1,0.4873892366886139,0.27714914083480835,"For example, I could take a set of data and from that data, I can find a relationship between any two of the given factors or more.",True,ok,1.0,27,27,True
14,Positive,2,0.6718549728393555,0.6427467465400696,He is the co-founder of Rossen and Vettese Limited and the former Executive Director of Uniform Final Examination (UFE) courses at Toronto's York University.,True,ok,1.0,24,24,True
15,Positive,2,0.9403521418571472,1.3164536952972412,"However, despite their poverty, the family prioritize education because they believed in its power to transform lives",True,ok,1.0,17,17,True
16,Negative,0,0.9597424864768982,-1.8123797178268433,"It's a terrible, this is a terrible movie",True,ok,1.0,8,8,True
17,Positive,2,0.9568064212799072,1.3108301162719727,"Applying these four design concepts to your presentations is simple, easy and will make people think you turned into a design guru.",True,ok,1.0,22,22,True
18,Neutral,1,0.4668891727924347,-0.5185524225234985,"-And in Denmark - the first Baltic Cod fishery has been MSC – certified -Meanwhile, the Faeroese Mackerel Fishery has been denied MSC certification based on the fact that the fishery has failed to reach an agreement on mackerel quotas with Norway and the European Union.",True,ok,0.9565217391304348,44,46,True
19,Negative,0,0.5051047205924988,-0.09867963194847107,"People are surprisingly forgiving brands when they own up to mistakes, and unfortunately some haters out there love to point fingers and jump all over imperfections, but for the most part, people understand",True,ok,1.0,33,33,True
20,Positive,2,0.9234767556190491,1.2413525581359863,"And of course, click in the link of the description of this video for more, and we'll have more live updates and a stock market video (wrap-up) at the end of the day today.",True,ok,1.0,34,34,True
1 sample_id predicted_class predicted_class_id predicted_class_probability predicted_intensity transcript video_file_exists ctc_alignment_status ctc_word_coverage ctc_aligned_words transcript_words bert_token_ids_match_pickle
2 01 Neutral 1 0.602049708366394 -0.12586602568626404 Replacing these wear components when replacing the timing belt is essential to ensuring the new belt performs to its mileage requirements True ok 1.0 21 21 True
3 02 Positive 2 0.4676651060581207 0.24043764173984528 We want to live by each other’s happiness - not by each other’s misery. True partial 0.9285714285714286 13 14 True
4 03 Negative 0 0.4883529841899872 -0.6055137515068054 There's one lender at the moment which I think is just Bankwest who don't take rental income into account, they take rental yield into account. True ok 1.0 25 25 True
5 04 Negative 0 0.5609740614891052 0.06384700536727905 If I blow it at the team exercise, should I kiss my chances of cheering "GO BLUE" goodbye?] Absolutely not. True ok 1.0 20 20 True
6 05 Positive 2 0.8418908715248108 1.0688594579696655 Hi, my name is Chloe, video marketer for Red Wagon Marketing. True ok 1.0 11 11 True
7 06 Positive 2 0.8087986707687378 0.8882662057876587 If you're a fan of dancing in that sense, just like to watch people dance, see impressive dance moves then you might want to check out this movie solely for that True ok 1.0 31 31 True
8 07 Positive 2 0.7762729525566101 0.8499683141708374 As Linn’s associate editor Michael Baadke reports in our November 28 issue, attendees “enthusiastically discussed the topics of growing the hobby, the future of stamp shows, and dealers and philatelic partnerships, along with ways the leading organizations involved in the stamp hobby can work together to make it succeed and grow True ok 0.9803921568627451 50 51 True
9 08 Positive 2 0.8577593564987183 1.020017147064209 That brings us to tonight, the Universal Design Grand Challenge True ok 1.0 10 10 True
10 09 Negative 0 0.9559774994850159 -1.5653929710388184 (uhh) I did not like this movie at all, I would not recommend it True ok 1.0 14 14 True
11 10 Negative 0 0.8787182569503784 -0.9965534806251526 (umm) And you know I really do like to see fluffy chick flicks sometimes so I'm not against that but this one was pretty terrible True ok 1.0 25 25 True
12 11 Negative 0 0.6878972053527832 -0.6313911080360413 I would be ashamed to have made this film if I was a director True ok 1.0 14 14 True
13 12 Negative 0 0.7832551002502441 -1.2948027849197388 Or worse, an individual previously had good credit, but usually by no fault of their own, or perhaps by fault of their own, they have let their credit sag, and credit scores is very low. True ok 1.0 35 35 True
14 13 Neutral 1 0.4873892366886139 0.27714914083480835 For example, I could take a set of data and from that data, I can find a relationship between any two of the given factors or more. True ok 1.0 27 27 True
15 14 Positive 2 0.6718549728393555 0.6427467465400696 He is the co-founder of Rossen and Vettese Limited and the former Executive Director of Uniform Final Examination (UFE) courses at Toronto's York University. True ok 1.0 24 24 True
16 15 Positive 2 0.9403521418571472 1.3164536952972412 However, despite their poverty, the family prioritize education because they believed in its power to transform lives True ok 1.0 17 17 True
17 16 Negative 0 0.9597424864768982 -1.8123797178268433 It's a terrible, this is a terrible movie True ok 1.0 8 8 True
18 17 Positive 2 0.9568064212799072 1.3108301162719727 Applying these four design concepts to your presentations is simple, easy and will make people think you turned into a design guru. True ok 1.0 22 22 True
19 18 Neutral 1 0.4668891727924347 -0.5185524225234985 -And in Denmark - the first Baltic Cod fishery has been MSC – certified -Meanwhile, the Faeroese Mackerel Fishery has been denied MSC certification based on the fact that the fishery has failed to reach an agreement on mackerel quotas with Norway and the European Union. True ok 0.9565217391304348 44 46 True
20 19 Negative 0 0.5051047205924988 -0.09867963194847107 People are surprisingly forgiving brands when they own up to mistakes, and unfortunately some haters out there love to point fingers and jump all over imperfections, but for the most part, people understand True ok 1.0 33 33 True
21 20 Positive 2 0.9234767556190491 1.2413525581359863 And of course, click in the link of the description of this video for more, and we'll have more live updates and a stock market video (wrap-up) at the end of the day today. True ok 1.0 34 34 True