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Asterobots - No pain, No vein -

National Institution for the Promotion of Youth Education
                The 17th November, 2012

Kazunori Sakamoto            Waseda University
Daniel Perez                 Waseda University
Hiroaki Hosono               Tokyo Institute of Technology
Seiji Sato                   Waseda University
Development team
○ Kazunori Sakamoto   (Waseda University)
○ Hiroaki Hosono      (Tokyo Institute of Technology)
○ Seiji Sato          (Waseda University)
○ Daniel Perez        (Waseda University)
○ Dai Hamada          (Waseda University)
○ Shogo Kishimoto     (Tokyo Institute of Technology)
Masayuki Asakura      (Waseda University)
Ryohei Takasawa       (Waseda University)
Fumiya Kato           (Waseda University)
Masahiko Wada         (Waseda University)
Naohiko Tuda          (Waseda University)
Daichi Ota            (ACCESS,INC.)



2012/12/26                                              2
Rule of qualification round
• Prepare 34 teams + 2 our samples
• Conduct 600 games, that is, each team plays
  100 games randomly
• Calculate scores with 1st:21, 2nd: 15,
  3 rd:10, 4 th:6, 5 th:3, 6 th:1 points
• The highest 6 teams advance to the final!

• We couldn’t retrieve AI files:
  Sendy, THE 2DM@STER, CityU-EEngineer

  2012/12/26                               3
Let’s watch the games
•   http://www.youtube.com/watch?v=Uegcy4SxzMo
•   http://www.youtube.com/watch?v=s3npLM56M1k
•   http://www.youtube.com/watch?v=tApA8GL8hg8
•   http://www.youtube.com/watch?v=gXbIKeOcGlM
•   http://www.youtube.com/watch?v=saizuZ8HbP8
•   http://www.youtube.com/watch?v=p5D7q1XKbG8




2012/12/26                                       4
Matches on qualification round
You And Java,       ++(w++              Gunma’s Ambition
Donwload Freely
Sendy               Enumerable          C_hokudai

mofu.txt            not_shiokawa        GlasgowHaskellPlayer
Chrome              0xFF7               oshieteZukky

not_shiokawa        tmt514              TeamTakapt
Mi_Sawa2012         ma-bo-              C_hokudai

++(w++              There's more than   0xFF7
                    one WA to do AC.
UECoders            ( = w=)-< -_-)|||   CityU-EEngineer

There’s more than   Chrome              Sendy
one WA to do AC.
You And Java,       Hikikomori &&       Otoshigami
Download Freely     Okubyoumono

hiyokko_team        Otoshigami          tmt514
<<o<>_<*>o>>        THE 2DM@STER        Mr. Tantan
Matches on qualification round
You And Java,       ++(w++              Gunma’s Ambition
Donwload Freely
Sendy               Enumerable          C_hokudai

mofu.txt            not_shiokawa        GlasgowHaskellPlayer
Chrome              0xFF7               oshieteZukky

not_shiokawa        tmt514              TeamTakapt
Mi_Sawa2012         ma-bo-              C_hokudai

++(w++              There's more than   0xFF7
                    one WA to do AC.
UECoders            ( = w=)-< -_-)|||   CityU-EEngineer

There’s more than   Chrome              Sendy
one WA to do AC.
You And Java,       Hikikomori &&       Otoshigami
Download Freely     Okubyoumono

hiyokko_team        Otoshigami          tmt514
<<o<>_<*>o>>        THE 2DM@STER        Mr. Tantan
Matches on qualification round
You And Java,       ++(w++              Gunma’s Ambition
Donwload Freely
Sendy               Enumerable          C_hokudai

mofu.txt            not_shiokawa        GlasgowHaskellPlayer
Chrome              0xFF7               oshieteZukky

not_shiokawa        tmt514              TeamTakapt
Mi_Sawa2012         ma-bo-              C_hokudai

++(w++              There's more than   0xFF7
                    one WA to do AC.
UECoders            ( = w=)-< -_-)|||   CityU-EEngineer

There’s more than   Chrome              Sendy
one WA to do AC.
You And Java,       Hikikomori &&       Otoshigami
Download Freely     Okubyoumono

hiyokko_team        Otoshigami          tmt514
<<o<>_<*>o>>        THE 2DM@STER        Mr. Tantan
Matches on qualification round
You And Java,       ++(w++              Gunma’s Ambition
Donwload Freely
Sendy               Enumerable          C_hokudai

mofu.txt            not_shiokawa        GlasgowHaskellPlayer
Chrome              0xFF7               oshieteZukky

not_shiokawa        tmt514              TeamTakapt
Mi_Sawa2012         ma-bo-              C_hokudai

++(w++              There's more than   0xFF7
                    one WA to do AC.
UECoders            ( = w=)-< -_-)|||   CityU-EEngineer

There’s more than   Chrome              Sendy
one WA to do AC.
You And Java,       Hikikomori &&       Otoshigami
Download Freely     Okubyoumono

hiyokko_team        Otoshigami          tmt514
<<o<>_<*>o>>        THE 2DM@STER        Mr. Tantan
Matches on qualification round
You And Java,       ++(w++              Gunma’s Ambition
Donwload Freely
Sendy               Enumerable          C_hokudai

mofu.txt            not_shiokawa        GlasgowHaskellPlayer
Chrome              0xFF7               oshieteZukky

not_shiokawa        tmt514              TeamTakapt
Mi_Sawa2012         ma-bo-              C_hokudai

++(w++              There's more than   0xFF7
                    one WA to do AC.
UECoders            ( = w=)-< -_-)|||   CityU-EEngineer

There’s more than   Chrome              Sendy
one WA to do AC.
You And Java,       Hikikomori &&       Otoshigami
Download Freely     Okubyoumono

hiyokko_team        Otoshigami          tmt514
<<o<>_<*>o>>        THE 2DM@STER        Mr. Tantan
Matches on qualification round
You And Java,       ++(w++              Gunma’s Ambition
Donwload Freely
Sendy               Enumerable          C_hokudai

mofu.txt            not_shiokawa        GlasgowHaskellPlayer
Chrome              0xFF7               oshieteZukky

not_shiokawa        tmt514              TeamTakapt
Mi_Sawa2012         ma-bo-              C_hokudai

++(w++              There's more than   0xFF7
                    one WA to do AC.
UECoders            ( = w=)-< -_-)|||   CityU-EEngineer

There’s more than   Chrome              Sendy
one WA to do AC.
You And Java,       Hikikomori &&       Otoshigami
Download Freely     Okubyoumono

hiyokko_team        Otoshigami          tmt514
<<o<>_<*>o>>        THE 2DM@STER        Mr. Tantan
Result of qualification round




2012/12/26                 11
Ranking after qualification round
1     oshieteZukky           13 Enumerable          25 zerohachi
2     wakaba                 14 usagisan            26 Guan-Wun
3     <<o<>_<*>o>>           15 _(:3 _| /_ )_       27 muteki-shogun
4     Gunma's Ambition       16 icp.py              28 THE 2DM@STER
5     not_shiokawa           17 tmt514              29 TeamTakapt
6     Mi_Sawa2012            18 ma-bo-              30 C_hokudai
7     ++(w++                 19 There's more than 31 0xFF7
                                one WA to do AC.
8     UECoders               20 ( = w=)-< -_-)|||   32 CityU-EEngineer
9     GlasgowHaskellPlayer   21 Chrome              33 Sendy
10 You And Java,             22 Hikikomori &&       34 Otoshigami
   Download Freely              Okubyoumono
11 Amadeus***d-(0w0)-b       23 Mr. Tantan
12 hiyokko_team              24 mofu.txt

    2012/12/26                                                      12
Rule of final round
• We conducted only 3 games
• Calculate scores with 1st:21, 2 nd: 15,
  3 rd:10, 4 th:6, 5 th:3, 6 th:1 points
• The highest team wins!




2012/12/26                              13
Let’s watch the games
• http://www.youtube.com/watch?v=G9xfh5o8l8k
• http://www.youtube.com/watch?v=LpaPFsWBuwQ
• http://www.youtube.com/watch?v=63IufWZpyZ4

• http://www.youtube.com/watch?v=BWKQdWCp7Y4




2012/12/26                                 14
Matches on 1st round
oshieteZukky   not_shiokawa   wakaba
not_shiokawa   Gunma's        not_shiokawa
               Ambition
Mi_Sawa2012    Mi_Sawa2012    oshieteZukky
wakaba         oshieteZukky   Mi_Sawa2012
Gunma's        wakaba         <<o<>_<*>o>>

Ambition
<<o<>_<*>o>>   <<o<>_<*>o>>   Gunma's
                              Ambition
Ranking after 1st round

       Rank AI name             1st     Score
       1     oshieteZukky       1 (21) 21
       2     not_shiokawa       2 (15) 15
       3     wakaba             3 (10) 10
       4     Mi_Sawa2012        4 (6)   6
       5     <<o<>_<*>o>>       5 (3)   3
       6     Gunma's Ambition   6 (1)   1



2012/12/26                                      16
Matches on 2 nd round
oshieteZukky   not_shiokawa   wakaba
not_shiokawa   Gunma's        not_shiokawa
               Ambition
Mi_Sawa2012    Mi_Sawa2012    oshieteZukky
wakaba         oshieteZukky   Mi_Sawa2012
Gunma's        wakaba         <<o<>_<*>o>>

Ambition
<<o<>_<*>o>>   <<o<>_<*>o>>   Gunma's
                              Ambition
Ranking after 2nd round

 Rank AI name                   1st        2nd        Score
         1   wakaba             3   (10)   1   (21)   31
         2   not_shiokawa       2   (15)   2   (15)   30
         3   oshieteZukky       1   (21)   6   (1)    22
         4   <<o<>_<*>o>>       5   (3)    3   (10)   13
         5   Mi_Sawa2012        4   (6)    5   (3)    9
         6   Gunma's Ambition   6   (1)    4   (6)    7




2012/12/26                                                 18
Matches on 3 rd round
oshieteZukky   not_shiokawa   wakaba
not_shiokawa   Gunma's        not_shiokawa
               Ambition
Mi_Sawa2012    Mi_Sawa2012    oshieteZukky
wakaba         oshieteZukky   Mi_Sawa2012
Gunma's        wakaba         <<o<>_<*>o>>

Ambition
<<o<>_<*>o>>   <<o<>_<*>o>>   Gunma's
                              Ambition
Final ranking

Rank AI name               1st     2nd     3 rd    Score
  1
 2
 3
 4
 5
 6      Gunma's Ambition   6 (1)   4 (6)   5 (3)   10




  2012/12/26                                        20
Final ranking

Rank AI name               1st     2nd     3 rd   Score
  1
 2
 3
 4
 5      Mi_Sawa2012        4 (6)   5 (3)   3 (10) 19
 6      Gunma's Ambition   6 (1)   4 (6)   5 (3)  10




  2012/12/26                                       21
Final ranking

Rank AI name               1st     2nd    3 rd    Score
  1
 2
 3      oshieteZukky       1 (21) 6 (1)   4 (6)   28
 3      <<o<>_<*>o>>       5 (3)   3 (10) 2 (15) 28
 5      Mi_Sawa2012        4 (6)   5 (3)  3 (10) 19
 6      Gunma's Ambition   6 (1)   4 (6)  5 (3)  10




  2012/12/26                                       22
One of one battle
               for 3 rd place
oshieteZukky
                   v.s.
      <<o<>_<*>o>>
2012/12/26                       23
Let’s watch
the games
2012/12/26   24
Final ranking

Rank AI name               1st     2nd    3 rd    Score
  1
 2
 3      oshieteZukky       1 (21) 6 (1)   4 (6)   28
 4      <<o<>_<*>o>>       5 (3)   3 (10) 2 (15) 28
 5      Mi_Sawa2012        4 (6)   5 (3)  3 (10) 19
 6      Gunma's Ambition   6 (1)   4 (6)  5 (3)  10




  2012/12/26                                       25
Final ranking

Rank AI name               1st     2nd    3 rd    Score
  1
 2      wakaba             3 (10) 1 (21) 6 (1)    32
 3      oshieteZukky       1 (21) 6 (1)   4 (6)   28
 4      <<o<>_<*>o>>       5 (3)   3 (10) 2 (15) 28
 5      Mi_Sawa2012        4 (6)   5 (3)  3 (10) 19
 6      Gunma's Ambition   6 (1)   4 (6)  5 (3)  10



  2012/12/26                                       26
Final ranking

Rank AI name      1st    2nd    3 rd   Score
  1  not_shiokawa 2 (15) 2 (15) 1 (21) 51
 2      wakaba             3 (10) 1 (21) 6 (1)     32
 3      oshieteZukky       1 (21) 6 (1)    4 (6)   28
 4      <<o<>_<*>o>>       5 (3)   3 (10) 2 (15) 28
 5      Mi_Sawa2012        4 (6)   5 (3)  3 (10) 19
 6      Gunma's Ambition   6 (1)   4 (6)   5 (3)   10



  2012/12/26                                        27
Thank you
   for listening!
2012/12/26          28

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JavaChallenge 2012 Result

  • 1. Asterobots - No pain, No vein - National Institution for the Promotion of Youth Education The 17th November, 2012 Kazunori Sakamoto Waseda University Daniel Perez Waseda University Hiroaki Hosono Tokyo Institute of Technology Seiji Sato Waseda University
  • 2. Development team ○ Kazunori Sakamoto (Waseda University) ○ Hiroaki Hosono (Tokyo Institute of Technology) ○ Seiji Sato (Waseda University) ○ Daniel Perez (Waseda University) ○ Dai Hamada (Waseda University) ○ Shogo Kishimoto (Tokyo Institute of Technology) Masayuki Asakura (Waseda University) Ryohei Takasawa (Waseda University) Fumiya Kato (Waseda University) Masahiko Wada (Waseda University) Naohiko Tuda (Waseda University) Daichi Ota (ACCESS,INC.) 2012/12/26 2
  • 3. Rule of qualification round • Prepare 34 teams + 2 our samples • Conduct 600 games, that is, each team plays 100 games randomly • Calculate scores with 1st:21, 2nd: 15, 3 rd:10, 4 th:6, 5 th:3, 6 th:1 points • The highest 6 teams advance to the final! • We couldn’t retrieve AI files: Sendy, THE 2DM@STER, CityU-EEngineer 2012/12/26 3
  • 4. Let’s watch the games • http://www.youtube.com/watch?v=Uegcy4SxzMo • http://www.youtube.com/watch?v=s3npLM56M1k • http://www.youtube.com/watch?v=tApA8GL8hg8 • http://www.youtube.com/watch?v=gXbIKeOcGlM • http://www.youtube.com/watch?v=saizuZ8HbP8 • http://www.youtube.com/watch?v=p5D7q1XKbG8 2012/12/26 4
  • 5. Matches on qualification round You And Java, ++(w++ Gunma’s Ambition Donwload Freely Sendy Enumerable C_hokudai mofu.txt not_shiokawa GlasgowHaskellPlayer Chrome 0xFF7 oshieteZukky not_shiokawa tmt514 TeamTakapt Mi_Sawa2012 ma-bo- C_hokudai ++(w++ There's more than 0xFF7 one WA to do AC. UECoders ( = w=)-< -_-)||| CityU-EEngineer There’s more than Chrome Sendy one WA to do AC. You And Java, Hikikomori && Otoshigami Download Freely Okubyoumono hiyokko_team Otoshigami tmt514 <<o<>_<*>o>> THE 2DM@STER Mr. Tantan
  • 6. Matches on qualification round You And Java, ++(w++ Gunma’s Ambition Donwload Freely Sendy Enumerable C_hokudai mofu.txt not_shiokawa GlasgowHaskellPlayer Chrome 0xFF7 oshieteZukky not_shiokawa tmt514 TeamTakapt Mi_Sawa2012 ma-bo- C_hokudai ++(w++ There's more than 0xFF7 one WA to do AC. UECoders ( = w=)-< -_-)||| CityU-EEngineer There’s more than Chrome Sendy one WA to do AC. You And Java, Hikikomori && Otoshigami Download Freely Okubyoumono hiyokko_team Otoshigami tmt514 <<o<>_<*>o>> THE 2DM@STER Mr. Tantan
  • 7. Matches on qualification round You And Java, ++(w++ Gunma’s Ambition Donwload Freely Sendy Enumerable C_hokudai mofu.txt not_shiokawa GlasgowHaskellPlayer Chrome 0xFF7 oshieteZukky not_shiokawa tmt514 TeamTakapt Mi_Sawa2012 ma-bo- C_hokudai ++(w++ There's more than 0xFF7 one WA to do AC. UECoders ( = w=)-< -_-)||| CityU-EEngineer There’s more than Chrome Sendy one WA to do AC. You And Java, Hikikomori && Otoshigami Download Freely Okubyoumono hiyokko_team Otoshigami tmt514 <<o<>_<*>o>> THE 2DM@STER Mr. Tantan
  • 8. Matches on qualification round You And Java, ++(w++ Gunma’s Ambition Donwload Freely Sendy Enumerable C_hokudai mofu.txt not_shiokawa GlasgowHaskellPlayer Chrome 0xFF7 oshieteZukky not_shiokawa tmt514 TeamTakapt Mi_Sawa2012 ma-bo- C_hokudai ++(w++ There's more than 0xFF7 one WA to do AC. UECoders ( = w=)-< -_-)||| CityU-EEngineer There’s more than Chrome Sendy one WA to do AC. You And Java, Hikikomori && Otoshigami Download Freely Okubyoumono hiyokko_team Otoshigami tmt514 <<o<>_<*>o>> THE 2DM@STER Mr. Tantan
  • 9. Matches on qualification round You And Java, ++(w++ Gunma’s Ambition Donwload Freely Sendy Enumerable C_hokudai mofu.txt not_shiokawa GlasgowHaskellPlayer Chrome 0xFF7 oshieteZukky not_shiokawa tmt514 TeamTakapt Mi_Sawa2012 ma-bo- C_hokudai ++(w++ There's more than 0xFF7 one WA to do AC. UECoders ( = w=)-< -_-)||| CityU-EEngineer There’s more than Chrome Sendy one WA to do AC. You And Java, Hikikomori && Otoshigami Download Freely Okubyoumono hiyokko_team Otoshigami tmt514 <<o<>_<*>o>> THE 2DM@STER Mr. Tantan
  • 10. Matches on qualification round You And Java, ++(w++ Gunma’s Ambition Donwload Freely Sendy Enumerable C_hokudai mofu.txt not_shiokawa GlasgowHaskellPlayer Chrome 0xFF7 oshieteZukky not_shiokawa tmt514 TeamTakapt Mi_Sawa2012 ma-bo- C_hokudai ++(w++ There's more than 0xFF7 one WA to do AC. UECoders ( = w=)-< -_-)||| CityU-EEngineer There’s more than Chrome Sendy one WA to do AC. You And Java, Hikikomori && Otoshigami Download Freely Okubyoumono hiyokko_team Otoshigami tmt514 <<o<>_<*>o>> THE 2DM@STER Mr. Tantan
  • 11. Result of qualification round 2012/12/26 11
  • 12. Ranking after qualification round 1 oshieteZukky 13 Enumerable 25 zerohachi 2 wakaba 14 usagisan 26 Guan-Wun 3 <<o<>_<*>o>> 15 _(:3 _| /_ )_ 27 muteki-shogun 4 Gunma's Ambition 16 icp.py 28 THE 2DM@STER 5 not_shiokawa 17 tmt514 29 TeamTakapt 6 Mi_Sawa2012 18 ma-bo- 30 C_hokudai 7 ++(w++ 19 There's more than 31 0xFF7 one WA to do AC. 8 UECoders 20 ( = w=)-< -_-)||| 32 CityU-EEngineer 9 GlasgowHaskellPlayer 21 Chrome 33 Sendy 10 You And Java, 22 Hikikomori && 34 Otoshigami Download Freely Okubyoumono 11 Amadeus***d-(0w0)-b 23 Mr. Tantan 12 hiyokko_team 24 mofu.txt 2012/12/26 12
  • 13. Rule of final round • We conducted only 3 games • Calculate scores with 1st:21, 2 nd: 15, 3 rd:10, 4 th:6, 5 th:3, 6 th:1 points • The highest team wins! 2012/12/26 13
  • 14. Let’s watch the games • http://www.youtube.com/watch?v=G9xfh5o8l8k • http://www.youtube.com/watch?v=LpaPFsWBuwQ • http://www.youtube.com/watch?v=63IufWZpyZ4 • http://www.youtube.com/watch?v=BWKQdWCp7Y4 2012/12/26 14
  • 15. Matches on 1st round oshieteZukky not_shiokawa wakaba not_shiokawa Gunma's not_shiokawa Ambition Mi_Sawa2012 Mi_Sawa2012 oshieteZukky wakaba oshieteZukky Mi_Sawa2012 Gunma's wakaba <<o<>_<*>o>> Ambition <<o<>_<*>o>> <<o<>_<*>o>> Gunma's Ambition
  • 16. Ranking after 1st round Rank AI name 1st Score 1 oshieteZukky 1 (21) 21 2 not_shiokawa 2 (15) 15 3 wakaba 3 (10) 10 4 Mi_Sawa2012 4 (6) 6 5 <<o<>_<*>o>> 5 (3) 3 6 Gunma's Ambition 6 (1) 1 2012/12/26 16
  • 17. Matches on 2 nd round oshieteZukky not_shiokawa wakaba not_shiokawa Gunma's not_shiokawa Ambition Mi_Sawa2012 Mi_Sawa2012 oshieteZukky wakaba oshieteZukky Mi_Sawa2012 Gunma's wakaba <<o<>_<*>o>> Ambition <<o<>_<*>o>> <<o<>_<*>o>> Gunma's Ambition
  • 18. Ranking after 2nd round Rank AI name 1st 2nd Score 1 wakaba 3 (10) 1 (21) 31 2 not_shiokawa 2 (15) 2 (15) 30 3 oshieteZukky 1 (21) 6 (1) 22 4 <<o<>_<*>o>> 5 (3) 3 (10) 13 5 Mi_Sawa2012 4 (6) 5 (3) 9 6 Gunma's Ambition 6 (1) 4 (6) 7 2012/12/26 18
  • 19. Matches on 3 rd round oshieteZukky not_shiokawa wakaba not_shiokawa Gunma's not_shiokawa Ambition Mi_Sawa2012 Mi_Sawa2012 oshieteZukky wakaba oshieteZukky Mi_Sawa2012 Gunma's wakaba <<o<>_<*>o>> Ambition <<o<>_<*>o>> <<o<>_<*>o>> Gunma's Ambition
  • 20. Final ranking Rank AI name 1st 2nd 3 rd Score 1 2 3 4 5 6 Gunma's Ambition 6 (1) 4 (6) 5 (3) 10 2012/12/26 20
  • 21. Final ranking Rank AI name 1st 2nd 3 rd Score 1 2 3 4 5 Mi_Sawa2012 4 (6) 5 (3) 3 (10) 19 6 Gunma's Ambition 6 (1) 4 (6) 5 (3) 10 2012/12/26 21
  • 22. Final ranking Rank AI name 1st 2nd 3 rd Score 1 2 3 oshieteZukky 1 (21) 6 (1) 4 (6) 28 3 <<o<>_<*>o>> 5 (3) 3 (10) 2 (15) 28 5 Mi_Sawa2012 4 (6) 5 (3) 3 (10) 19 6 Gunma's Ambition 6 (1) 4 (6) 5 (3) 10 2012/12/26 22
  • 23. One of one battle for 3 rd place oshieteZukky v.s. <<o<>_<*>o>> 2012/12/26 23
  • 25. Final ranking Rank AI name 1st 2nd 3 rd Score 1 2 3 oshieteZukky 1 (21) 6 (1) 4 (6) 28 4 <<o<>_<*>o>> 5 (3) 3 (10) 2 (15) 28 5 Mi_Sawa2012 4 (6) 5 (3) 3 (10) 19 6 Gunma's Ambition 6 (1) 4 (6) 5 (3) 10 2012/12/26 25
  • 26. Final ranking Rank AI name 1st 2nd 3 rd Score 1 2 wakaba 3 (10) 1 (21) 6 (1) 32 3 oshieteZukky 1 (21) 6 (1) 4 (6) 28 4 <<o<>_<*>o>> 5 (3) 3 (10) 2 (15) 28 5 Mi_Sawa2012 4 (6) 5 (3) 3 (10) 19 6 Gunma's Ambition 6 (1) 4 (6) 5 (3) 10 2012/12/26 26
  • 27. Final ranking Rank AI name 1st 2nd 3 rd Score 1 not_shiokawa 2 (15) 2 (15) 1 (21) 51 2 wakaba 3 (10) 1 (21) 6 (1) 32 3 oshieteZukky 1 (21) 6 (1) 4 (6) 28 4 <<o<>_<*>o>> 5 (3) 3 (10) 2 (15) 28 5 Mi_Sawa2012 4 (6) 5 (3) 3 (10) 19 6 Gunma's Ambition 6 (1) 4 (6) 5 (3) 10 2012/12/26 27
  • 28. Thank you for listening! 2012/12/26 28