MySQLで画像 を扱うメリット・デメリットと障害・解決事例/Advantages_and_disadvantages_of_handling_images_with_MySQL_and_special_patterns

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「MySQLで画像 を扱うメリット・デメリットと障害・解決事例」
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Transcript

1. .Z42-Ͱը૾
   Λѻ͏
   ϝϦοτɾσϝϦοτͱ
   ো֐ɾղܾࣄྫ
   ·Έ΍ͳ͓͖
   !NBNZ
   +VO
   
   !QIQDPOGVL
   
   
2. ࣦഊମݧͱ
   ղܾख๏Λղઆ
3. 
   ϝϦοτ
   "
   
   σϝϦοτ
   $
4. ద੾ʹ
   ը૾Λ
   ѻ͏ํ๏Λ
   ͓࿩͠͠·͢
5. ͓࿩͢Δ͜ͱ ▶︎ ࣗݾ঺հ ▶︎ τϥϒϧࣄྫͱղܾํ๏ ▶︎ ϝϦοτɾσϝϦοτ ▶︎ Կ͕ϕετͳͷ͔ ▶︎ ͓ΘΓʹ
6. ͓࿩͢Δ͜ͱ ▶︎ ࣗݾ঺հ ▶︎ τϥϒϧࣄྫͱղܾํ๏ ▶︎ ϝϦοτɾσϝϦοτ ▶︎ Կ͕ϕετͳͷ͔ ▶︎ ͓ΘΓʹ
7. ࣗݾ঺հ Name ɿ·Έ΍ͳ͓͖ ॴଐɹ ɿInnovator Japan Inc. Twitterɿ@mamy1326ʢ·Έʔʣ - ීஈ͸PHPॻ͍ͯ·͢ - 2017೥1݄ʹॳΊͯmy.cnfΛ৮Δ - 2017೥ MySQL͕झຯ - 2018೥ DNSͱωοτϫʔΫ͕झຯ
8. ͱ͜ΖͰ
   Έͳ͞Μ
9. ը૾Λ3%#ʹ
   ೖΕͨ͜ͱ
   ·ͨ͸ʜ
10. ϓϩδΣΫτܦݧ
    ͋Γ·͔͢ʁ
    ڍख✋
11. ΋ͪΖΜʁ
    ๻΋͋Γ·͢ʂ
12. ௞ି؅ཧγεςϜ
    ෺݅ը૾Λશ෦
    ΧϥϜʹೖΕΔ
13. ͭΒ͍
14. ͓࿩͢Δ͜ͱ ▶︎ ࣗݾ঺հ ▶︎ τϥϒϧࣄྫͱղܾํ๏ ▶︎ ϝϦοτɾσϝϦοτ ▶︎ Կ͕ϕετͳͷ͔ ▶︎ ͓ΘΓʹ
16. %#͔Β
    ը૾Λ4&-&$5
    ʢ֎؍ɺ಺૷ɺؒऔɺपลʣ
17. ಥવͷ
    ͓٬͞·͔Βͷ
    ͓໰͍߹Θͤ
18. ͋Δ೔ͷ͓໰͍߹Θͤ ☎ɿ෺݅σʔλΞοϓϩʔυͨ͠Βɺ
    ɹɹը໘͕ਅͬനʹͳΔΜͰ͚͢Ͳ ɿը໘Ωϟϓνϟૹͬͯ௖͍ͯ΋
    ɹɹΑΖ͍͠Ͱ͔͢ʁ
19. ͋Δ೔ͷ͓໰͍߹Θͤ ը໘
    ਅͬന
20. ͋Δ೔ͷ͓໰͍߹Θͤ ը໘
    ਅͬന λΠϜΞ΢τ
21. ࣮ࡍʹى͖ͨτϥϒϧ ⾣େ͖ͳαΠζͷը૾ΛΞοϓϩʔυ
    ɹˠεϚϗɺσδΧϝαΠζ
    ⾣ෳ਺ຕΛҰ౓ʹΞοϓϩʔυ
    ɹˠ෺݅ͷը૾਺͕ଟ͍
    ⾣ϦΫΤετ͕ଟൃ
    ɹˠൟ๩ظʹूதɺෳ਺ళฮͰൃੜ
22. ͸ͯ
    
    ςʔϒϧߏ੒ݟΔ͔ʜ
23. mysql> show create table bukken\G *************************** 1. row *************************** Table: bukken Create Table: CREATE TABLE `bukken` ( `id` int(10) NOT NULL AUTO_INCREMENT, `name` varchar(50) NOT NULL, `gaikan_01` mediumblob NOT NULL, `gaikan_02` mediumblob, `gaikan_03` mediumblob, `gaikan_04` mediumblob, `gaikan_05` mediumblob, `gaikan_06` mediumblob, `gaikan_07` mediumblob, `gaikan_08` mediumblob, `gaikan_09` mediumblob, `gaikan_10` mediumblob, `madori_01` mediumblob NOT NULL, `naiso_01` mediumblob NOT NULL, `naiso_02` mediumblob, `naiso_03` mediumblob, `naiso_04` mediumblob, `naiso_05` mediumblob, `naiso_06` mediumblob, `naiso_07` mediumblob, `naiso_08` mediumblob, `naiso_09` mediumblob, `naiso_10` mediumblob, `syuhen_01` mediumblob NOT NULL, `syuhen_02` mediumblob, `syuhen_03` mediumblob, `syuhen_04` mediumblob, `syuhen_05` mediumblob, `syuhen_06` mediumblob, `syuhen_07` mediumblob, `syuhen_08` mediumblob, `syuhen_09` mediumblob, `syuhen_10` mediumblob, `panorama` mediumblob, `gaikan_s_01` mediumblob NOT NULL, `gaikan_s_02` mediumblob, `gaikan_s_03` mediumblob, `gaikan_s_04` mediumblob, `gaikan_s_05` mediumblob, `gaikan_s_06` mediumblob, `gaikan_s_07` mediumblob, `gaikan_s_08` mediumblob, `gaikan_s_09` mediumblob, `gaikan_s_10` mediumblob, `madori_s_01` mediumblob NOT NULL, `naiso_s_01` mediumblob NOT NULL, `naiso_s_02` mediumblob, `naiso_s_03` mediumblob, `naiso_s_04` mediumblob, `naiso_s_05` mediumblob, `naiso_s_06` mediumblob, `naiso_s_07` mediumblob, `naiso_s_08` mediumblob, `naiso_s_09` mediumblob, `naiso_s_10` mediumblob, `syuhen_s_01` mediumblob NOT NULL, `syuhen_s_02` mediumblob, `syuhen_s_03` mediumblob, `syuhen_s_04` mediumblob, `syuhen_s_05` mediumblob, `syuhen_s_06` mediumblob, `syuhen_s_07` mediumblob, `syuhen_s_08` mediumblob, `syuhen_s_09` mediumblob, `syuhen_s_10` mediumblob, PRIMARY KEY (`id`) ) ENGINE=InnoDB AUTO_INCREMENT=28 DEFAULT CHARSET=utf8mb4 1 row in set (0.00 sec)
24. mysql> show create table bukken\G *************************** 1. row *************************** Table: bukken Create Table: CREATE TABLE `bukken` ( `id` int(10) NOT NULL AUTO_INCREMENT, `name` varchar(50) NOT NULL, `gaikan_01` mediumblob NOT NULL, `gaikan_02` mediumblob, `gaikan_03` mediumblob, `gaikan_04` mediumblob, `gaikan_05` mediumblob, `gaikan_06` mediumblob, `gaikan_07` mediumblob, `gaikan_08` mediumblob, `gaikan_09` mediumblob, `gaikan_10` mediumblob, `madori_01` mediumblob NOT NULL, `naiso_01` mediumblob NOT NULL, `naiso_02` mediumblob, `naiso_03` mediumblob, `naiso_04` mediumblob, `naiso_05` mediumblob, `naiso_06` mediumblob, `naiso_07` mediumblob, `naiso_08` mediumblob, `naiso_09` mediumblob, `naiso_10` mediumblob, `syuhen_01` mediumblob NOT NULL, `syuhen_02` mediumblob, `syuhen_03` mediumblob, `syuhen_04` mediumblob, `syuhen_05` mediumblob, `syuhen_06` mediumblob, `syuhen_07` mediumblob, `syuhen_08` mediumblob, `syuhen_09` mediumblob, `syuhen_10` mediumblob, `panorama` mediumblob, `gaikan_s_01` mediumblob NOT NULL, `gaikan_s_02` mediumblob, `gaikan_s_03` mediumblob, `gaikan_s_04` mediumblob, `gaikan_s_05` mediumblob, `gaikan_s_06` mediumblob, `gaikan_s_07` mediumblob, `gaikan_s_08` mediumblob, `gaikan_s_09` mediumblob, `gaikan_s_10` mediumblob, `madori_s_01` mediumblob NOT NULL, `naiso_s_01` mediumblob NOT NULL, `naiso_s_02` mediumblob, `naiso_s_03` mediumblob, `naiso_s_04` mediumblob, `naiso_s_05` mediumblob, `naiso_s_06` mediumblob, `naiso_s_07` mediumblob, `naiso_s_08` mediumblob, `naiso_s_09` mediumblob, `naiso_s_10` mediumblob, `syuhen_s_01` mediumblob NOT NULL, `syuhen_s_02` mediumblob, `syuhen_s_03` mediumblob, `syuhen_s_04` mediumblob, `syuhen_s_05` mediumblob, `syuhen_s_06` mediumblob, `syuhen_s_07` mediumblob, `syuhen_s_08` mediumblob, `syuhen_s_09` mediumblob, `syuhen_s_10` mediumblob, PRIMARY KEY (`id`) ) ENGINE=InnoDB AUTO_INCREMENT=28 DEFAULT CHARSET=utf8mb4 1 row in set (0.00 sec) ͑ʁ
25. ςʔϒϧߏ੒
     mysql> show create table bukken\G ****************** 1. row ****************** Table: bukken Create Table: CREATE TABLE `bukken` ( `id` int(10) NOT NULL AUTO_INCREMENT, `name` varchar(50) NOT NULL, ⾣ʮͪΌΜͱʯ֬ೝͯ͠ΈΔ
26. ςʔϒϧߏ੒
     `gaikan_01` mediumblob NOT NULL, `gaikan_02` mediumblob, `gaikan_03` mediumblob, `gaikan_04` mediumblob, `gaikan_05` mediumblob, `gaikan_06` mediumblob, `gaikan_07` mediumblob, `gaikan_08` mediumblob, `gaikan_09` mediumblob, `gaikan_10` mediumblob,
27. ςʔϒϧߏ੒
     `madori_01` mediumblob NOT NULL, `naiso_01` mediumblob NOT NULL, `naiso_02` mediumblob, `naiso_03` mediumblob, `naiso_04` mediumblob, `naiso_05` mediumblob, `naiso_06` mediumblob, `naiso_07` mediumblob, `naiso_08` mediumblob, `naiso_09` mediumblob, `naiso_10` mediumblob,
28. ςʔϒϧߏ੒
     `syuhen_01` mediumblob NOT NULL, `syuhen_02` mediumblob, `syuhen_03` mediumblob, `syuhen_04` mediumblob, `syuhen_05` mediumblob, `syuhen_06` mediumblob, `syuhen_07` mediumblob, `syuhen_08` mediumblob, `syuhen_09` mediumblob, `syuhen_10` mediumblob, `panorama` mediumblob,
29. ςʔϒϧߏ੒
     `gaikan_s_01` mediumblob NOT NULL, `gaikan_s_02` mediumblob, `gaikan_s_03` mediumblob, `gaikan_s_04` mediumblob, `gaikan_s_05` mediumblob, `gaikan_s_06` mediumblob, `gaikan_s_07` mediumblob, `gaikan_s_08` mediumblob, `gaikan_s_09` mediumblob, `gaikan_s_10` mediumblob,
30. ςʔϒϧߏ੒
     `madori_s_01` mediumblob NOT NULL, `naiso_s_01` mediumblob NOT NULL, `naiso_s_02` mediumblob, `naiso_s_03` mediumblob, `naiso_s_04` mediumblob, `naiso_s_05` mediumblob, `naiso_s_06` mediumblob, `naiso_s_07` mediumblob, `naiso_s_08` mediumblob, `naiso_s_09` mediumblob, `naiso_s_10` mediumblob,
31. ςʔϒϧߏ੒
     `syuhen_s_01` mediumblob NOT NULL, `syuhen_s_02` mediumblob, `syuhen_s_03` mediumblob, `syuhen_s_04` mediumblob, `syuhen_s_05` mediumblob, `syuhen_s_06` mediumblob, `syuhen_s_07` mediumblob, `syuhen_s_08` mediumblob, `syuhen_s_09` mediumblob, `syuhen_s_10` mediumblob, PRIMARY KEY (`id`) ) ENGINE=InnoDB AUTO_INCREMENT=7687528 DEFAULT CHARSET=utf8mb4 1 row in set (0.00 sec)
32. ςʔϒϧߏ੒
     `syuhen_s_01` mediumblob NOT NULL, `syuhen_s_02` mediumblob, `syuhen_s_03` mediumblob, `syuhen_s_04` mediumblob, `syuhen_s_05` mediumblob, `syuhen_s_06` mediumblob, `syuhen_s_07` mediumblob, `syuhen_s_08` mediumblob, `syuhen_s_09` mediumblob, `syuhen_s_10` mediumblob, PRIMARY KEY (`id`) ) ENGINE=InnoDB AUTO_INCREMENT=7687528 DEFAULT CHARSET=utf8mb4 1 row in set (0.00 sec) όΠφϦσʔλ
    อଘ༻ΧϥϜ
33. ͳΜͱը૾
    શ෦
    3%#
    ʹ
    ͋ΔΜͰ͢Αʢ਒͑੠
34. ࣮ࡍͷͱ͜Ζ
    ͲΜͳ։ൃ͔ͩͬͨ
35. ཧ૝ʢ։ൃʣͱݱ࣮ʢӡ༻ʣ ͏Μɺେৎ෉ʂ ⾣։ൃ͍ͯͨ͠؀ڥ 8FC %# ։ൃऀ
36. ⾣࣮ࡍͷ؀ڥ 8FC %# ཧ૝ʢ։ൃʣͱݱ࣮ʢӡ༻ʣ
37. ⾣࣮ࡍͷ؀ڥ ❌ ωοτϫʔΫ 8FC %# ཧ૝ʢ։ൃʣͱݱ࣮ʢӡ༻ʣ
38. ⾣࣮ࡍͷ؀ڥ ϓϩηε 8FC %# ❌ ཧ૝ʢ։ൃʣͱݱ࣮ʢӡ༻ʣ
39. ⾣࣮ࡍͷ؀ڥ ❌ λΠϜΞ΢τ 8FC %# ཧ૝ʢ։ൃʣͱݱ࣮ʢӡ༻ʣ
40. ӡ༻Λ૝ఆ͍ͯ͠ͳ͍ ɾେ͖ͳը૾͸Ξοϓ͠ͳ͍ͩΖ͏
    ɾ͍ͬ΃ΜʹΞοϓ͠ͳ͍ͩΖ͏
    ɾେ੎ͰΞοϓ͠ͳ͍ͩΖ͏
    ɾ༰ྔ͸͙͢ʹᷓΕͳ͍ͩΖ͏
    ɾ৑௕Խ͠ͳ͍͍ͯͩ͘Ζ͏
    ɾࠔͬͨΒεέʔϧΞοϓ͢Ε͹ʁ
41. ӡ༻Λ૝ఆ͍ͯ͠ͳ͍ ɾେ͖ͳը૾͸Ξοϓ͠ͳ͍ͩΖ͏
    ɾ͍ͬ΃ΜʹΞοϓ͠ͳ͍ͩΖ͏
    ɾେ੎ͰΞοϓ͠ͳ͍ͩΖ͏
    ɾ༰ྔ͸͙͢ʹᷓΕͳ͍ͩΖ͏
    ɾ৑௕Խ͠ͳ͍͍ͯͩ͘Ζ͏
    ɾࠔͬͨΒεέʔϧΞοϓ͢Ε͹ʁ ❌
42. Ͱ͸
    Ͳ͏΍ͬͯ
    ղܾ͢Δ͔
43. ղܾࡦ ⾣ॲཧͰ͖ΔσʔλྔΛ੍ݶ
    ɹˠׂͱ͙͢ରԠͰ͖Δ͕࢑ఆత
    ⾣Ϣʔβʔ਺Λ੍ݶ
    ɹˠαʔϏεͰ͋ΔҎ্೉͍͠
    ⾣؂ࢹ͢Δ
    ɹˠେ੾͕ͩࠜຊղܾͰ͸ͳ͍
    ⾣%#ॲཧΛվળ͢Δ
    ɹˠ໌Β͔ͳωοΫΛࠜຊղܾ
44. ղܾࡦ ⾣ॲཧͰ͖ΔσʔλྔΛ੍ݶ
    ɹˠׂͱ͙͢ରԠͰ͖Δ͕࢑ఆత
    ⾣Ϣʔβʔ਺Λ੍ݶ
    ɹˠαʔϏεͰ͋ΔҎ্೉͍͠
    ⾣؂ࢹ͢Δ
    ɹˠେ੾͕ͩࠜຊղܾͰ͸ͳ͍
    ⾣%#ॲཧΛվળ͢Δ
    ɹˠ໌Β͔ͳωοΫΛࠜຊղܾ
45. ࠜຊղܾ·Ͱͷ
    ಓͷΓ
46. ࠜຊղܾ·ͰͷಓͷΓ ⾣ը૾Λ3%#͔Β੾Γ཭͢
    ⾣3%#΁ͷόΠφϦొ࿥ഇࢭ
    ⾣׬શҠߦ·Ͱͷ࢓૊ΈߟҊ
47. ಓͷΓᶃ ⾣ը૾Λ3%#͔Β੾Γ཭͢
    ɾը૾ϑΝΠϧ໊Λอଘ͢Δςʔϒϧ༻ҙ
    ɾ3%#Ҏ֎ʹը૾อଘ͢ΔॲཧΛ௥Ճʢᶄʣ
    ɾϑΝΠϧ໊Λ3%#ʹอଘ͢Δॲཧ௥Ճ
    ৽نొ࿥ɾมߋը૾Λ
    3%#Ҏ֎ʹ഑ஔ͢Δ४උ
48. ಓͷΓᶄ ⾣3%#΁ͷόΠφϦొ࿥ॲཧΛഇࢭ
    ɾը૾อଘϧʔϧΛܾΊΔʢJEJEOBJTPKQHʣ
    ɾॲཧ੾Γସ͑ͷͨΊϝϯςφϯε
    ɾ3%#ʹొ࿥͍ͯͨ͠ॲཧΛ׬શʹഇࢭ
    3%#Ͱͷ
    ը૾૿ՃΛఀࢭ
49. ಓͷΓᶅ ⾣׬શҠߦ·Ͱͷ࢓૊ΈߟҊ
    ɾ3%#ը૾ΛόονͰετϨʔδ΁
    ɾετϨʔδʹແ͚Ε͹3%#͔ΒಡΉ
    ɾ׬શʹҠߦ͕ऴΘΔ࣌ؒΛܭࢉ
    ܭըతʹը૾Λ
    ׬શʹҠߦ
50. ⾣අ༻ͱظ͕ؒ๲େʹ͔͔Δ
    ⾣αʔϏε͕ఀࢭ͢Δ
    ⾣ӡ༻ޙͰࣦഊ͕ڐ͞Εͳ͍
    ⾣৴༻͕ࣦ௢͢Δ ղܾ·ͰʹΘ͔ͬͨ͜ͱ
51. ͍ͬͨΜղܾ
    ͔ͨ͠Βͦ͜
    ྐʹ͠Α͏ʂ
52. ͓࿩͢Δ͜ͱ ▶︎ ࣗݾ঺հ ▶︎ τϥϒϧࣄྫͱղܾํ๏ ▶︎ ϝϦοτɾσϝϦοτ ▶︎ Կ͕ϕετͳͷ͔ ▶︎ ͓ΘΓʹ
53. ϝϦοτ
54. ϝϦοτ ▶︎ τϥϯβΫγϣϯͷԸܙ ▶︎ ҉߸ԽͱηΩϡϦςΟ ▶︎ όοΫΞοϓͷू໿ੑ ▶︎ ؂ࠪʢཤྺʣͷ౷߹తͳ࣮૷
55. τϥϯβΫγϣϯͷԸܙ ⾣ϑΝϯτϜϑΝΠϧͷճආ
    ɹˠSPMMCBDLͰҰൃͰͳ͔ͬͨ͜ͱʹ
    ϑΝΠϧͱ%#͕
    
    ಉ͡τϥϯβΫγϣϯͰ੍ޚ
56. ҉߸ԽͱηΩϡϦςΟ ⾣ඇৗʹηϯγςΟϒͳը૾
    ɹˠΧϧςʹఴ෇͢Δը૾ͳͲ
    ҉߸ԽɾηΩϡΞ
    ʹ
    औΓѻ͏
57. όοΫΞοϓͷू໿ੑ ⾣%#όοΫΞοϓͱಉ࣌ʹ
    ɹˠը૾΋όοΫΞοϓ͞ΕΔ
    %#ϦετΞ΍ผγεςϜͱͯ͠ͷ
    ؀ڥߏஙָ͕
58. ؂ࠪ ཤྺ ͷ౷߹తͳ࣮૷ ⾣ը૾ͷߋ৽ཤྺΛऔΓ͍ͨ
    ɹˠόʔδϣϯ؅ཧ΋͍ͨ͠
    ύϑΥʔϚϯεΛ٘ਜ਼
    ʹͯ͠΋
    ࣮૷͍ͨ͠ͳΒ0,
59. σϝϦοτ
60. σϝϦοτ ▶︎ ύϑΥʔϚϯε௿Լ ▶︎ DBͷετϨʔδѹഭ ▶︎ ωοτϫʔΫΛѹഭ ▶︎ ো֐఺ͷ૿Ճ ▶︎ ͓·͚ɿը૾ΛDB͔Β෼ׂ࣌ͷฐ֐
61. ύϑΥʔϚϯε௿Լ ⾣ը૾σʔλΛϨίʔυʹؚΉ
    ɹˠಡΈॻ͖͢Δσʔλྔ૿Ճ
    σΟεΫ*0͕
    ஗͘ͳΔ
62. %#ͷετϨʔδѹഭ ⾣૝ఆΛ௒͑ͨσʔλ૿Ճ
    ɹˠཁ݅௥Ճ΍ӡ༻ઃܭ΋Ε
    কདྷతʹ
    ετϨʔδΛѹഭ
63. ωοτϫʔΫΛѹഭ ⾣ը૾Λ%#͔Βऔಘ
    ɹˠωοτϫʔΫѹഭ
    8FC%#ؒ
    8FC%#ؒͷϨΠςϯγ͕ߴ͘
    Ϩεϙϯε͕௿Լ
64. ো֐఺ͷ૿Ճ ⾣ը૾ߋ৽ॲཧ͕ෳࡶ
    ɹˠ༨ܭͳ
    ϓϩάϥϜɺ42-
    Λ௨͢
    ো֐఺
    ͕૿͑Δ
65. ⾣੩తϑΝΠϧΛઐ༻αʔόʔ΁
    ɹˠશϨίʔυҠߦɺϑΝΠϧ໊௥Ճ
    ؆୯ʹ෼ׂɺҠಈͰ͖ͣ
    σʔλྔ࣍ୈͰ
    ͕͔͔࣌ؒΔ ʲ͓·͚ʳը૾Λ%#͔Β෼ׂ࣌ͷฐ֐
66. ͓࿩͢Δ͜ͱ ▶︎ ࣗݾ঺հ ▶︎ τϥϒϧࣄྫͱղܾํ๏ ▶︎ ϝϦοτɾσϝϦοτ ▶︎ Կ͕ϕετͳͷ͔ ▶︎ ͓ΘΓʹ
67. Կ͕ϕετͳͷ͔ ⾣ಛघͳཁ݅
    ͷ৔߹ʹ࢖͏
    ɹɹˠָ͔ͩΒ҆қʹಥͬࠐ·ͳ͍
    ⾣ύϑΥʔϚϯεɾίετ
    ɹͱͷτϨʔυΦϑ
    ɹɹˠ։ൃ޻਺ɺӡ༻ίετΛਂ͘ߟྀ
    ⾣ઃܭɾ࣮૷Λ͔ͬ͠Γܭը
    ɹɹˠޙͰࠔΔ͜ͱ͕͘͢͝ଟ͍
    ⾣3%#ͷຊདྷͷ੹຿
    Λߟྀ
    ɹɹˠϦϨʔγϣφϧσʔλϕʔεͬͯͳΜ͚ͩͬʁ
68. ͓࿩͢Δ͜ͱ ▶︎ ࣗݾ঺հ ▶︎ τϥϒϧࣄྫͱղܾํ๏ ▶︎ ϝϦοτɾσϝϦοτ ▶︎ Կ͕ϕετͳͷ͔ ▶︎ ͓ΘΓʹ
69. γεςϜɾαʔϏε͸
70. ཁ݅ͱϦιʔεͷ
    τϨʔυΦϑ
71. ͋ͪΒΛཱͯΕ͹
    ͪ͜Βཱ͕ͨ͵͕
72. ϝϦοτɾσϝϦοτ
    ಛघύλʔϯΛ
    Α͘ߟ͑ͯ
73. க໋తʹ
    ࠔΒͳ͍Α͏ʹ
74. ӡ༻Λߟ͑ͨ
    ઃܭΛ͠·͠ΐ͏ʂ
75. σʔλͷण໋͸
    ΞϓϦΑΓ௕͍ͧ
76. ͋Γ͕ͱ͏͍͟͝·ͨ͠ʂ