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DataBase Refactoring

88f4e84b94fe07cddbd9e6479d689192?s=47 soudai sone
May 16, 2017
9.8k

DataBase Refactoring

■オープンセミナー岡山の登壇資料です。
http://okayama.open-seminar.org/

■Twitterまとめ
https://togetter.com/li/1109418

88f4e84b94fe07cddbd9e6479d689192?s=128

soudai sone

May 16, 2017
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  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 σʔλϕʔεϦϑΝΫλϦϯά

  56. ϦϑΝΫλϦϯά

  57. ϦϑΝΫλϦϯά σʔλϕʔεϦϑΝΫλϦϯάͷ෼ྨ 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 σʔλϕʔεϦϑΝΫλϦϯάͷ෼ྨ 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 ɾQPTUHSFTRMKQ4MBDL νϟοτϧʔϜ  IUUQTQPTUHSFTRMIBDLFSTKQIFSPLVBQQDPN ɾNZTRMDBTVBM4MBDL νϟοτϧʔϜ  IUUQTNZTRMDBTVBMTMBDLJOIFSPLVBQQDPN

  100. ·ͱΊ lखΛಈ͔ͨ͠ਓ͚͕ͩੈքΛม͑Δz Š:BTVIJSP0OJTIJ

  101. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ