DataBase Refactoring

Transcript

1. σʔλϕʔε ϦϑΝΫλϦϯά Φʔϓϯηϛφʔ!Ԭࢁ

2. What is it? ࠓ೔Έͳ͞Μʹ࣋ͬͯؼͬͯ΄͍͜͠ͱ

3. What is it? σʔλϕʔεͷण໋͸ ΞϓϦέʔγϣϯΑΓ΋௕͍

4. What is it? ͦΜͳ௕͍෇͖߹͍ʹͳΔσʔλϕʔε ͷେ੾ͳࣄΛ͓఻͑͠·͢

5. What is it? σʔλϕʔεͷϦϑΝΫλϦϯάͯ͠·͔͢ʁ

6. What is it? ෆద੾ͳσʔλϕʔε͕ ίʔυ΍αʔϏεͷ੒௕ΛࢭΊΔ

7. What is it?

8. What is it? վળ͢ΔͨΊͷ࠷ॳͷҰาΛ͓఻͑͠·͢

9. ͋͐͡Μͩ ̍ɹࣗݾ঺հ ̎ɹσʔλϕʔεͷෆ٢ͳष͍ ̏ɹઓ͏ͨΊͷࣄલ४උ ̐ɹϦϑΝΫλϦϯά ̑ɹ·ͱΊ

10. ͋͐͡Μͩ ̍ɹࣗݾ঺հ ̎ɹσʔλϕʔεͷෆ٢ͳष͍ ̏ɹઓ͏ͨΊͷࣄલ४උ ̐ɹϦϑΝΫλϦϯά ̑ɹ·ͱΊ

11. ࣗݾ঺հ ໊લɿીࠜɹ૖େʢͦͶɹ͚ͨͱ΋ʣ ೥ྸɿ32ࡀʢࡾਓͷࢠڙ͕͍·͢ʣ ৬ۀɿηʔϧεΤϯδχΞ ॴଐɿגࣜձࣾ ͸ͯͳʢMackerelνʔϜʣ ɹɹɹ೔ຊPostgreSQLϢʔβձ ɹɹɹɹɹதࠃࢧ෦ ࢧ෦௕ ɹɹٕज़తʹ͸LLܥݴޠͱ͔RDB͕޷͖Ͱ͢

12. ࣗݾ঺հ ໊લɿીࠜɹ૖େʢͦͶɹ͚ͨͱ΋ʣ ೥ྸɿ32ࡀʢࡾਓͷࢠڙ͕͍·͢ʣ ৬ۀɿηʔϧεΤϯδχΞ ॴଐɿגࣜձࣾ ͸ͯͳʢMackerelνʔϜʣ ɹɹɹ೔ຊPostgreSQLϢʔβձ ɹɹɹɹɹதࠃࢧ෦ ࢧ෦௕ ɹɹٕज़తʹ͸LLܥݴޠͱ͔RDB͕޷͖Ͱ͢

13. ࣗݾ঺հ ໊લɿીࠜɹ૖େʢͦͶɹ͚ͨͱ΋ʣ ೥ྸɿ32ࡀʢࡾਓͷࢠڙ͕͍·͢ʣ ৬ۀɿηʔϧεΤϯδχΞ ॴଐɿגࣜձࣾ ͸ͯͳʢMackerelνʔϜʣ ɹɹɹ೔ຊPostgreSQLϢʔβձ ɹɹɹɹɹதࠃࢧ෦ ࢧ෦௕ ɹɹٕज़తʹ͸LLܥݴޠͱ͔RDB͕޷͖Ͱ͢

    
    ೖࣾͰ͢ʂ

14. Mackerel

15. Mackerel

16. ͸ͯͳ͸஥ؒΛ୳ͯ͠·͢ curl -sIL mackerel.io | grep engineer

17. ࣗݾ঺հ ໊લɿીࠜɹ૖େʢͦͶɹ͚ͨͱ΋ʣ ೥ྸɿ32ࡀʢࡾਓͷࢠڙ͕͍·͢ʣ ৬ۀɿηʔϧεΤϯδχΞ ॴଐɿגࣜձࣾ ͸ͯͳʢMackerelνʔϜʣ ɹɹɹ೔ຊPostgreSQLϢʔβձ ɹɹɹɹɹதࠃࢧ෦ ࢧ෦௕ ɹɹٕज़తʹ͸LLܥݴޠͱ͔RDB͕޷͖Ͱ͢

18. ͋͐͡Μͩ ̍ɹࣗݾ঺հ ̎ɹσʔλϕʔεͷෆ٢ͳष͍ ̏ɹઓ͏ͨΊͷࣄલ४උ ̐ɹϦϑΝΫλϦϯά ̑ɹ·ͱΊ

19. σʔλϕʔεͷෆ٢ͳष͍ σʔλϕʔεͷෆ٢ͳष͍

20. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻

21. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ Ϩίʔυͷଐੑʹ߹Θͤͯ஋ͷҙຯ͕มΘΔΑ͏ͳΧϥϜ
    

    ձһͩͱೖձ೔ɺελοϑͩͱೖࣾ೔ͱ͢ΔͳͲ

22. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ ςʔϒϧόʔδϣϯ
    

    ࢓༷มߋͷ܁Γฦ͠ͷ຤ɺੜ·ΕΔ͜ͱ͕͋Δ

23. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ ඇਖ਼نԽͷ຤ɺσʔλͷ੔߹ੑ͕औΕͳ͘ͳΔ

24. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ ྫ͑͹NFNP

    NFNP NFNPʜ
    ຊ౰ʹඞཁͳ৔߹͸ෳ਺ͷΤϯςΟςΟΛͭʹͯ͠ΔՄ ೳੑ͕͋Δ

25. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ ෆཁͳσʔλ͸࡟আ͢Δʢ࿦ཧ࡟আ͠ͳ͍ʣ
    

    ຊ౰ʹඞཁͳ৔߹͸ύʔςʔγϣϯ΍γϟʔσΟϯά

26. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ ࿦ཧ*%ͳͲσʔλͷதͷ৘ใʹΑͬͯҙຯ͕มΘΔ΋ͷ
    

    ͔Β࢝·Δ*%͸؅ཧऀɺ͔Β࢝·Δ*%͸ϢʔβͳͲ

27. σʔλϕʔεͷෆ٢ͳष͍ wෳ਺ͷ໨తʹ࢖ΘΕΔΧϥϜ
    wෳ਺ͷ໨తʹ࢖ΘΕΔςʔϒϧ
    w৑௕ͳσʔλ
    wΧϥϜͷଟ͗͢Δςʔϒϧ
    wߦͷଟ͗͢Δςʔϒϧ
    wʮεϚʔτʯΧϥϜ
    wมߋͷڪා σʔλϕʔεϦϑΝΫλϦϯά͔ΒҾ༻ σʔλϕʔεͷมߋ΍σʔλͷߋ৽ʹΑͬͯɺΞϓϦέʔ

    γϣϯ͕յΕΔͷͰ͸ʁͱͳΓखΛ෇͚Εͳ͍ঢ়ଶ

28. σʔλϕʔεͷෆ٢ͳष͍ σʔλϕʔεͷෆ٢ͳष͍
    

29. σʔλϕʔεͷෆ٢ͳष͍ σʔλϕʔεͷෆ٢ͳष͍
    ˣ
    ٕज़తෛ࠴

30. σʔλϕʔεͷෆ٢ͳष͍ νʔζͳͷ͔෗ͬͨڇೕͳͷ͔

31. σʔλϕʔεͷෆ٢ͳष͍ νʔζͳͷ͔෗ͬͨڇೕͳͷ͔
    ˣ
    ຊ౰ʹվम͕ඞཁ͔Ͳ͏͔

32. σʔλϕʔεͷෆ٢ͳष͍ ᄿ֮Λຏ͘

33. σʔλϕʔεͷෆ٢ͳष͍ ৭ΜͳઃܭΛݟΔ

34. σʔλϕʔεͷෆ٢ͳष͍

35. σʔλϕʔεͷෆ٢ͳष͍ ௚͢΂͖ͩͱ෼͔Ε͹ɺ
    ҆৺ͯ͋͠ͱ͸ಓΛਐΉ͚ͩ

36. ͋͐͡Μͩ ̍ɹࣗݾ঺հ ̎ɹσʔλϕʔεͷෆ٢ͳष͍ ̏ɹઓ͏ͨΊͷࣄલ४උ ̐ɹϦϑΝΫλϦϯά ̑ɹ·ͱΊ

37. ઓ͏ͨΊͷࣄલ४උ ઓ͏ʹϦϑΝΫλϦϯά

38. ઓ͏ͨΊͷࣄલ४උ σʔλϕʔεͷಛ௃

39. ઓ͏ͨΊͷࣄલ४උ σʔλϕʔεͷಛ௃
    w σʔλ͸ৗʹมԽ͍ͯ͠Δ
    w Өڹൣғ͕޿͍
    w %#ΛࢭΊΔ͜ͱ͕೉͍͠

40. ઓ͏ͨΊͷࣄલ४උ ϦϑΝΫλϦϯάʹඞཁͳϞϊ

41. ઓ͏ͨΊͷࣄલ४උ

42. ઓ͏ͨΊͷࣄલ४උ

43. ઓ͏ͨΊͷࣄલ४උ σʔλϕʔεͷಛ௃
    w σʔλ͸ৗʹมԽ͍ͯ͠Δ
    w Өڹൣғ͕޿͍
    w %#ΛࢭΊΔ͜ͱ͕೉͍͠ ϞχλϦϯάͯ͠ঢ়ଶΛ஌Δ
    มԽͷӨڹΛϦΞϧλΠϜʹ஌Δ

44. ઓ͏ͨΊͷࣄલ४උ σʔλϕʔεͷಛ௃
    w σʔλ͸ৗʹมԽ͍ͯ͠Δ
    w Өڹൣғ͕޿͍
    w %#ΛࢭΊΔ͜ͱ͕೉͍͠ Өڹ͕޿͍͔Βͦ͜ςετΛॻ͘
    γφϦΦςετ΋େ੾
    

    ؔ࿈͢ΔΞϓϦέʔγϣϯͷશ͕ͯର৅

45. ઓ͏ͨΊͷࣄલ४උ σʔλϕʔεͷಛ௃
    w σʔλ͸ৗʹมԽ͍ͯ͠Δ
    w Өڹൣғ͕޿͍
    w %#ΛࢭΊΔ͜ͱ͕೉͍͠

46. ઓ͏ͨΊͷࣄલ४උ αʔϏεఀࢭͷน
    w αʔϏε͸ࢭΊΕͳ͍
    w ࢭΊͨ࣌ͷӨڹൣғ͕Θ͔Βͳ͍
    w ແఀࢭͷ࢓૊ΈΛ࡞Δͷ͸೉͍͠

47. ઓ͏ͨΊͷࣄલ४උ αʔϏεఀࢭͷน
    

48. ઓ͏ͨΊͷࣄલ४උ αʔϏεఀࢭͷน
    ˣ
    ੓࣏ͱٕज़ͷ྆ํͰղܾ͢Δ

49. ઓ͏ͨΊͷࣄલ४උ αʔϏεఀࢭͷน
    w αʔϏε͸ࢭΊΕͳ͍
    w ࢭΊͨ࣌ͷӨڹൣғ͕Θ͔Βͳ͍
    w ແఀࢭͷ࢓૊ΈΛ࡞Δͷ͸೉͍͠

50. ઓ͏ͨΊͷࣄલ४උ αʔϏεఀࢭͷน
    w αʔϏε͸ࢭΊΕͳ͍
    w ࢭΊͨ࣌ͷӨڹൣғ͕Θ͔Βͳ͍
    w ແఀࢭͷ࢓૊ΈΛ࡞Δͷ͸೉͍͠

51. ઓ͏ͨΊͷࣄલ४උ αʔϏεఀࢭͷน
    w αʔϏε͸ࢭΊΕͳ͍
    w ࢭΊͨ࣌ͷӨڹൣғ͕Θ͔Βͳ͍
    w ແఀࢭͷ࢓૊ΈΛ࡞Δͷ͸೉͍͠

52. ઓ͏ͨΊͷࣄલ४උ σʔλϕʔεϦϑΝΫλϦϯά͸
    ͘͢͝௕͍εύϯʹͳΔ

53. ઓ͏ͨΊͷࣄલ४උ ࢝ΊΔલʹඞཁͳࣄ
    w ର৅Λબఆ͠ɺҠߦظؒΛܾΊΔ
    w ςετͱϞχλϦϯάΛἧ͑Δ
    w ϦϦʔεઓུΛܾΊΔ

54. ͋͐͡Μͩ ̍ɹࣗݾ঺հ ̎ɹσʔλϕʔεͷෆ٢ͳष͍ ̏ɹઓ͏ͨΊͷࣄલ४උ ̐ɹϦϑΝΫλϦϯά ̑ɹ·ͱΊ

55. ϦϑΝΫλϦϯά σʔλϕʔε
    ϦϑΝΫλϦϯά

56. ϦϑΝΫλϦϯά

57. ϦϑΝΫλϦϯά σʔλϕʔε
    ϦϑΝΫλϦϯάͷ෼ྨ
    w ߏ଄ ςʔϒϧ΍7JFXͷఆٛ
    w σʔλ඼࣭ σʔλͷ஋
    

    w ࢀর੔߹ੑ ςʔϒϧͷؔ࿈ੑ
    w ϝιου ετΞυϓϩγδϟ
    w มߋ ςʔϒϧ΍ΧϥϜͷ௥Ճ
    w ΞʔΩςΫνϟ ΞϓϦͱͷΠϯλʔϑΣΠε
58. None

59. ϦϑΝΫλϦϯά ៉ྷͳϦϑΝΫλϦϯά
    w ࢀরͱߋ৽ͷಡΈࠐΈઌΛ෼͚Δ
    w ߋ৽ͷϘτϧωοΫΛ෼͚Δ
    w σʔλઃܭΛݟ௚͢
    w ద੾ʹ*/%&9Λ׆༻͢Δ

60. ϦϑΝΫλϦϯά ҋͷਂ͍ϦϑΝΫλϦϯά
    w +0*/Λඇਖ਼نԽͰิ͏
    w ֎෦Ωʔ੍໿Λ֎͢
    w ͱΓ͋͑ͣΩϟογϡʹಥͬࠐΉ
    w ۃ౓ͷεέʔϧΞοϓ

61. ϦϑΝΫλϦϯά ϦϑΝΫλϦϯάख๏

62. ϦϑΝΫλϦϯά ϦϑΝΫλϦϯάख๏
    w %#ϚΠάϨʔγϣϯπʔϧΛ࢖͏
    w %#ͷػೳΛར༻͢Δ
    w खಈͰ42-Λ࣮ߦ͢Δ

63. ϦϑΝΫλϦϯά ϦϑΝΫλϦϯάख๏
    w %#ϚΠάϨʔγϣϯπʔϧΛ࢖͏
    w %#ͷػೳΛར༻͢Δ
    w खಈͰ42-Λ࣮ߦ͢Δ

64. ϦϑΝΫλϦϯά ϦϑΝΫλϦϯάख๏
    w %#ϚΠάϨʔγϣϯπʔϧΛ࢖͏
    w %#ͷػೳΛར༻͢Δ
    w खಈͰ42-Λ࣮ߦ͢Δ

65. ϦϑΝΫλϦϯά ϦϑΝΫλϦϯάख๏
    w %#ϚΠάϨʔγϣϯπʔϧΛ࢖͏
    w %#ͷػೳΛར༻͢Δ
    w खಈͰ42-Λ࣮ߦ͢Δ

66. ϦϑΝΫλϦϯά ϦϑΝΫλϦϯάͷίπ
    

67. ϦϑΝΫλϦϯά Ҡߦલʹ໭ͤΔࣄ

68. ϦϑΝΫλϦϯά Ҡߦத͸աڈͷঢ়ଶΛอ࣋͢Δࣄ

69. ϦϑΝΫλϦϯά σʔλϕʔε
    ϦϑΝΫλϦϯάͷ෼ྨ
    w ߏ଄ ςʔϒϧ΍7JFXͷఆٛ
    w σʔλ඼࣭ σʔλͷ஋
    

    w ࢀর੔߹ੑ ςʔϒϧͷؔ࿈ੑ
    w ϝιου ετΞυϓϩγδϟ
    w มߋ ςʔϒϧ΍ΧϥϜͷ௥Ճ
    w ΞʔΩςΫνϟ ΞϓϦͱͷΠϯλʔϑΣΠε

70. JE ໊લ ೥ྸ  ીࠜɹ૖େ   ીࠜɹኽָ  

    ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔  ીࠜɹ૖େ   ીࠜɹኽָ   ીࠜɹᗅָ   ીࠜɹࡣָ 

71. JE ໊લ ೥ྸ  ીࠜɹ૖େ   ીࠜɹኽָ  

    ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔  ીࠜɹ૖େ   ીࠜɹኽָ   ીࠜɹᗅָ   ીࠜɹࡣָ  ຖ೥Ճྸͷ61%"5&͕ඞཁͳͷͰ ੜ೥݄೔ʹมߋ͍ͨ͠

72. JE ໊લ ೥ྸ  ીࠜɹ૖େ   ીࠜɹኽָ  

    ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔  ીࠜɹ૖େ   ીࠜɹኽָ   ીࠜɹᗅָ   ીࠜɹࡣָ  ੜ೥݄೔͔Β೥ྸΛܭࢉͤ͞Δ ࢓૊Έ͕ඞཁ
    

73. JE ໊લ ೥ྸ  ીࠜɹ૖େ   ીࠜɹኽָ  

    ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔  ીࠜɹ૖େ   ીࠜɹኽָ   ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔ ೥ྸ  ીࠜɹ૖େ    ીࠜɹኽָ    ીࠜɹᗅָ    ીࠜɹࡣָ  

74. JE ໊લ ೥ྸ  ીࠜɹ૖େ   ીࠜɹኽָ  

    ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔  ીࠜɹ૖େ   ીࠜɹኽָ   ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔ ೥ྸ  ીࠜɹ૖େ    ીࠜɹኽָ    ીࠜɹᗅָ    ીࠜɹࡣָ   Ծ૝ྻΛར༻͢Δ

75. JE ໊લ ೥ྸ  ીࠜɹ૖େ   ીࠜɹኽָ  

    ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔  ીࠜɹ૖େ   ીࠜɹኽָ   ીࠜɹᗅָ   ીࠜɹࡣָ  JE ໊લ ੜ೥݄೔ ೥ྸ  ીࠜɹ૖େ    ીࠜɹኽָ    ીࠜɹᗅָ    ીࠜɹࡣָ   ෆཁʹͳͬͨΒ
    ࡟আ͢Δ

76. ϦϑΝΫλϦϯά খ͞ͳมߋΛ௕͍εύϯͰ܁Γฦ͢

77. ϦϑΝΫλϦϯά খ͞ͳมߋΛ௕͍εύϯͰ܁Γฦ͢
    ˣ
    %#͸Өڹൣғ͕޿͍ͷͰ
    ੾Γ෼͚Λ͠΍͘͢͢Δ͜ͱ͕େࣄ

78. ϦϑΝΫλϦϯά େ͖ͳσʔλͷϦϑΝΫλϦϯά

79. ϦϑΝΫλϦϯά େ͖ͳσʔλͷϦϑΝΫλϦϯάྫ
    w େ͖ͳςʔϒϧͷมߋ
    w Ϩίʔυͷߋ৽͕ܹ͍͠ςʔϒϧ
    w %#ͷόʔδϣϯΞοϓ

80. มߋલ ΞϓϦ

81. ෳ੡ มߋલ มߋޙ ΞϓϦ

82. มߋલ มߋޙ ΞϓϦ

83. มߋલ มߋޙ ΞϓϦ

84. มߋޙ ΞϓϦ

85. ϦϑΝΫλϦϯά %#ͷػೳΛ͏·͘׆༻͢Δ

86. ͋͐͡Μͩ ̍ɹࣗݾ঺հ ̎ɹσʔλϕʔεͷෆ٢ͳष͍ ̏ɹઓ͏ͨΊͷࣄલ४උ ̐ɹDBϦϑΝΫλϦϯά ̑ɹ·ͱΊ

87. ·ͱΊ σʔλϕʔε͸ੜ͖෺

88. ·ͱΊ σʔλϕʔε͸ੜ͖෺ ↓ ఆظతͳϝϯςφϯε͸ඞਢ

89. ·ͱΊ ໰୊͸খ͍͞͏ͪʹ௚͢

90. ·ͱΊ ໰୊͸খ͍͞͏ͪʹ௚͢ ↓ DBͷ੒௕ͱڞʹ໰୊΋ංେԽ͢Δ

91. ·ͱΊ πʔϧ΍DBͷػೳΛ׆༻͢Δ

92. ·ͱΊ πʔϧ΍DBͷػೳΛ׆༻͢Δ ↓ DBϚΠάϨʔγϣϯ΍Ծ૝ྻͳͲ ઓ͏ͨΊͷಓ۩΋೔ʑਐԽ͍ͯ͠Δ

93. ·ͱΊ

94. ·ͱΊ

95. ·ͱΊ Ұ౓࡞ͬͨ%#͸ফͤͳ͍
    

96. ·ͱΊ Ұ౓࡞ͬͨ%#͸ফͤͳ͍
    ˣ
    ઃܭ͕େࣄ

97. ·ͱΊ पғͷܦݧஊ͔ΒֶͿ
    

98. ·ͱΊ पғͷܦݧஊ͔ΒֶͿ
    ˣ
    ੵۃతʹίϛϡχςΟΛར༻͢Δ

99. ࢀߟࢿྉ ɾQPTUHSFTRMKQ
    4MBDL νϟοτϧʔϜ
    IUUQTQPTUHSFTRMIBDLFSTKQIFSPLVBQQDPN
    ɾNZTRMDBTVBM
    4MBDL νϟοτϧʔϜ
    IUUQTNZTRMDBTVBMTMBDLJOIFSPLVBQQDPN
    

100. ·ͱΊ lखΛಈ͔ͨ͠ਓ͚͕ͩੈքΛม͑Δz
     Š
     :BTVIJSP
     0OJTIJ

101. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ