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PHPerに知ってほしいRDBの事_その2.pdf

soudai sone
May 07, 2016
28k

 PHPerに知ってほしいRDBの事_その2.pdf

soudai sone

May 07, 2016
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  1. PHPerʹ஌ͬͯ΄͍͠RDBͷࣄ
    Version 2.0
    1)1ΧϯϑΝϨϯεˏ෱Ԭ

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  2. What is it?
    σʔλϕʔεͷण໋͸
    ΞϓϦέʔγϣϯΑΓ΋௕͍

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

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  4. What is it?
    σʔλϕʔεͰ
    େ੾ͳ͜ͱ
    ΞϓϦέʔγϣϯͰ
    େ੾ͳ͜ͱ

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  5. What is it?
    ΞϓϦέʔγϣϯͰ
    େ੾ͳ͜ͱ
    σʔλϕʔεͰ
    େ੾ͳ͜ͱ
    ͜͜ͷ࿩Λ͠·͢

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  6. What is it?
    ର৅ͷσʔλϕʔειϑτ΢ΣΞ

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  7. What is it?
    PostgreSQL 9.5ͱMySQL 5.6(InnoDB)ʹݶΔ
    ଞͷRDBͷ࿩͸͠·ͤΜ

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  8. What is it?
    ৽ػೳͷ࿩

    ֤σʔλϕʔεͷίϛϡχςΟʹࢀՃ͠Α͏
    https://mysql-casual-slackin.herokuapp.com/
    https://postgresql-hackers-jp.herokuapp.com/
    େ੾ͳ࿩͚ͩͲࠓ೔͸͠ͳ͍͜ͱ

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  9. What is it?
    ࠓ೔ͷ࿩͢Δ͜ͱ

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  10. What is it?
    RDBΛ࢖͏্Ͱ͓͍֮͑ͯͯཉ͍͜͠ͱ

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  11. What is it?
    RDBΛ࢖͏্Ͱ͓͍֮͑ͯͯཉ͍͜͠ͱ

    جૅతͳ͜ͱͰ͙࣮͢ફͰ͖Δ͜ͱ

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  12. ͋͐͡Μͩ
    ̍ɹࣗݾ঺հ
    ̎ɹݕࡧͱINDEX
    ̏ɹ࡟আϑϥά
    ̐ɹϚςϦΞϥΠζυϏϡʔ
    ̑ɹ·ͱΊ

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  13. ͋͐͡Μͩ
    ̍ɹࣗݾ঺հ
    ̎ɹݕࡧͱINDEX
    ̏ɹ࡟আϑϥά
    ̐ɹϚςϦΞϥΠζυϏϡʔ
    ̑ɹ·ͱΊ

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  14. ࣗݾ঺հ
    ໊લɿીࠜɹ૖େʢͦͶɹ͚ͨͱ΋ʣ
    ೥ྸɿ31ࡀʢࡾਓͷࢠڙ͕͍·͢ʣ
    ৬ۀɿגࣜձࣾɹΦϛΧϨʢCTOʣ
    ॴଐɿ೔ຊPostgreSQLϢʔβձ
    ɹɹɹதࠃࢧ෦ ࢧ෦௕
    ɹɹٕज़తʹ͸LLܥݴޠͱ͔RDB͕޷͖Ͱ͢

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  15. What is it?
    d

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  16. ࣗݾ঺հ
    ໊લɿીࠜɹ૖େʢͦͶɹ͚ͨͱ΋ʣ
    ೥ྸɿ31ࡀʢࡾਓͷࢠڙ͕͍·͢ʣ
    ৬ۀɿגࣜձࣾɹΦϛΧϨʢCTOʣ
    ॴଐɿ೔ຊPostgreSQLϢʔβձ
    ɹɹɹதࠃࢧ෦ ࢧ෦௕
    ɹɹٕज़తʹ͸LLܥݴޠͱ͔RDB͕޷͖Ͱ͢

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  17. ͋͐͡Μͩ
    ̍ɹࣗݾ঺հ
    ̎ɹݕࡧͱINDEX
    ̏ɹ࡟আϑϥά
    ̐ɹϚςϦΞϥΠζυϏϡʔ
    ̑ɹ·ͱΊ

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  18. ݕࡧͱINDEX
    #5SFF*/%&9

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  19. ݕࡧͱINDEX
    #5SFF*/%&9
    3%#ͷ*/%&9͸جຊతʹ͜Ε
    ʢ(*/΍35SFFʹ͍ͭͯ͸ࠓճ৮Εͳ͍ʣ

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  20. ݕࡧͱINDEX
    Ҿ༻ݩɿIUUQTKBXJLJQFEJBPSHXJLJ##&$"
    ΢ΟΩϖσΟΞʮ#໦ʯ

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  21. ݕࡧͱINDEX
    w 8)&3&۟Ͱ࢖͏
    w (3061#:۟Ͱ΋࢖͏
    w 03%&3#:۟Ͱ΋࢖͏

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  22. ݕࡧͱINDEX
    w 8)&3&۟Ͱ࢖͏
    w (3061#:۟Ͱ΋࢖͏
    w 03%&3#:۟Ͱ΋࢖͏
    ݕࡧશൠͰ࢖͏

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  23. ݕࡧͱINDEX
    w 8)&3&۟Ͱ࢖͏
    w (3061#:۟Ͱ΋࢖͏
    w 03%&3#:۟Ͱ΋࢖͏
    ݕࡧશൠͰ࢖͏
    ͔͠͠.Z42-͸ͭͷ5"#-&Ͱ
    ͔ͭ͠*/%&9Λ࢖Θͳ͍

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  24. ݕࡧͱINDEX
    */%&9ΛޮՌతʹ࢖͏ʹ͸
    w ॏෳ͕গͳ͍΄͏͕ྑ͍
    w ݁Ռ͕গͳ͍΄͏͕ྑ͍

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  25. ݕࡧͱINDEX
    */%&9ΛޮՌతʹ࢖͏ʹ͸
    w ॏෳ͕গͳ͍΄͏͕ྑ͍
    w ݁Ռ͕গͳ͍΄͏͕ྑ͍
    6OJRVF͕ཧ૝
    ॏෳ͕ଟ͍৔߹ɺ*/%&9ͷҙຯ͕ബΕΔ
    Α͋͘Δͷ͸%&-&5&@'-"(

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  26. ݕࡧͱINDEX
    */%&9ΛޮՌతʹ࢖͏ʹ͸
    w ॏෳ͕গͳ͍΄͏͕ྑ͍
    w ݁Ռ͕গͳ͍΄͏͕ྑ͍
    ࢀরͷ5"#-&ͷશͯΛදࣔ͢ΔͳΒݩ͔Βશ
    ෦ݟͨ΄͏͕ྑ͍
    શମͷʙ·Ͱ͕*/%&9ར༻ͷ໨҆

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  27. ݕࡧͱINDEX
    */%&9Λ੍͢Δऀ͸ݕࡧΛ੍͢Δ

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  28. ݕࡧͱINDEX
    ࣮ߦܭըΛݟΔ

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  29. ݕࡧͱINDEX
    &91-"*/Ͱॏཁͳ͜ͱ
    w ૝ఆ͢ΔϨίʔυʹ࣮σʔλΛ͋ΘͤΔ
    w ౷ܭ৘ใΛ࠷৽ʹ͢Δ
    w ࣮ߦ݁Ռ͕ਖ਼͍͜͠ͱΛ֬ೝ͢Δ

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  30. ݕࡧͱINDEX
    &91-"*/Ͱॏཁͳ͜ͱ
    w ૝ఆ͢ΔϨίʔυʹ࣮σʔλΛ͋ΘͤΔ
    w ౷ܭ৘ใΛ࠷৽ʹ͢Δ
    w ࣮ߦ݁Ռ͕ਖ਼͍͜͠ͱΛ֬ೝ͢Δ
    σʔλྔʹΑ࣮ͬͯߦܭը͕มΘΔ͜ͱ΋ଟ͍
    ࣮ࡍΑΓগͳ͍σʔλͰ֬ೝͯ͠΋ҙຯ͕ແ͍

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  31. ݕࡧͱINDEX
    &91-"*/Ͱॏཁͳ͜ͱ
    w ૝ఆ͢ΔϨίʔυʹ࣮σʔλΛ͋ΘͤΔ
    w ౷ܭ৘ใΛ࠷৽ʹ͢Δ
    w ࣮ߦ݁Ռ͕ਖ਼͍͜͠ͱΛ֬ೝ͢Δ
    σʔλʹେྔͷ௥Ճɾ࡟আɾมߋ͕͋Δͱ౷ܭ৘ใ͕ෆਖ਼֬ʹͳΔ
    "/"-:;&5"#-&Ͱ౷ܭ৘ใΛߋ৽͔ͯ͠Β&91-"*/ʂʂ

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  32. ݕࡧͱINDEX
    &91-"*/Ͱॏཁͳ͜ͱ
    w ૝ఆ͢ΔϨίʔυʹ࣮σʔλΛ͋ΘͤΔ
    w ౷ܭ৘ใΛ࠷৽ʹ͢Δ
    w ࣮ߦ݁Ռ͕ਖ਼͍͜͠ͱΛ֬ೝ͢Δ
    ࣮ߦܭըͰߴ଎Խͯ͠΋࣮ߦ݁Ռ͕มΘΔͱҙຯ͕ແ͍
    ࠷ऴతʹຊ൪Ͱ֬ೝ͔ͯ͠ΒϦϦʔε͢Δ͜ͱ

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  33. ݕࡧͱINDEX
    &91-"*/ͷ·ͱΊ
    w ެࣜυΩϡϝϯτΛಡ΋͏ UZQFͳͲ͸छྨ͕୔ࢁ͋Δ

    IUUQTEFWNZTRMDPNEPDSFGNBOKBFYQMBJOPVUQVUIUNM

    IUUQTXXXQPTUHSFTRMKQEPDVNFOUIUNMTRMFYQMBJOIUNM
    w ૉৼΓେࣄ

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  34. ݕࡧͱINDEX
    .Z42-8PSLCFODI
    QHBENJO

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  35. ࣮ߦܭը
    CREATE TABLE `demo`.`users` (
    `id` INT NOT NULL AUTO_INCREMENT COMMENT '',
    `name` VARCHAR(45) NOT NULL COMMENT '',
    `age` INT NOT NULL COMMENT '',
    `created` DATETIME NOT NULL DEFAULT NOW () COMMENT '',
    PRIMARY KEY (`id`) COMMENT ''
    );
    ——શ݅Λબ୒͢ΔͷͰςʔϒϧεΩϟϯ
    SELECT * FROM demo.users;
    ——PRIMARY KEYʢINDEXʣΛར༻ͨ͠ྫ
    SELECT * FROM demo.users WHERE id > 100;
    ——INDEX͕ແ͍ͷͰςʔϒϧεΩϟϯ
    SELECT * FROM demo.users WHERE age > 20;

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  36. MySQL
    ૬ؔαϒΫΤϦ

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  37. ૬ؔαϒΫΤϦ
    ——஗͍૬ؔαϒΫΤϦ
    SELECT
    *
    FROM
    users
    WHERE
    age IN (SELECT
    age
    FROM
    users
    WHERE
    id BETWEEN 10 AND 100000)

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  38. MySQL
    .Z42-͔Β."5&3*"-*;&%ʹ
    มΘΓɺ+0*/ͷΑ͏ͳڍಈʹͳͬͨ
    ੲΑΓૣ͘ͳͬͨ

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  39. ૬ؔαϒΫΤϦ
    ——INDEX͕ར༻Ͱ͖Ε͹૬ؔαϒΫΤϦͰ΋଎͍
    SELECT
    *
    FROM
    users
    WHERE
    created = '2016-02-27 04:31:32'
    AND id IN (SELECT
    id
    FROM
    users
    WHERE
    id BETWEEN 10 AND 100000)

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  40. MySQL
    ૬ؔαϒΫΤϦ͸஗͍
    ৔߹͕ଟ͍

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  41. MySQL
    ૬ؔαϒΫΤϦ͸஗͍
    ˣ
    +0*/ʹॻ͖׵͑Δ

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  42. JOIN
    SELECT
    *
    FROM
    users
    INNER JOIN
    users AS tmp ON tmp.id = users.id
    AND tmp.id BETWEEN 10 AND 100000
    WHERE
    users.created = '2016-02-27 04:31:32'

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  43. MySQL
    +0*/͸ֻ͚ࢉ

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  44. MySQL
    +0*/͸ֻ͚ࢉ
    ˣ
    ߦ☓ߦ͸ߦ

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  45. MySQL
    .Z42-ʹ͸
    +0*/ͷΞϧΰϦζϜ͸Ұ͔ͭ͠ͳ͍

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  46. MySQL
    .Z42-ʹ͸
    +0*/ͷΞϧΰϦζϜ͸Ұ͔ͭ͠ͳ͍
    ܾͯ͠ಘҙͳΘ͚Ͱ͸ແ͍
    +0*/͸ϋΠίετͳΫΤϦ

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  47. MySQL
    w ग़དྷΔ͚ͩখ͔ͯ͘͞͠Β+0*/
    w ෆཁͳ+0*/͸ආ͚Δ
    w */%&9Λར༻ͨ͠+0*/Λ͢Δ

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  48. MySQL
    γϯϓϧɾߴ଎

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  49. MySQL
    γϯϓϧɾߴ଎
    ˣ
    ೉͍͠ࣄΛ͠ͳ͍
    ઃܭྗ͕ॏཁ

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  50. PostgreSQL
    w*/%&9͸ෳ਺ݸ࢖͑Δ
    wͦ΋ͦ΋*/%&9ͷछྨ͕୔ࢁ͋Δ
    w૬ؔαϒΫΤϦ΋଎͍
    w+0*/ͷΞϧΰϦζϜ΋ෳ਺͋Δ

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  51. PostgreSQL
    w*/%&9͸ෳ਺ݸ࢖͑Δ
    wͦ΋ͦ΋*/%&9ͷछྨ͕୔ࢁ͋Δ
    w૬ؔαϒΫΤϦ΋଎͍
    w+0*/ͷΞϧΰϦζϜ΋ෳ਺͋Δ
    ͭͷΫΤϦ಺Ͱෳ਺࢖͑Δ

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  52. PostgreSQL
    w*/%&9͸ෳ਺ݸ࢖͑Δ
    wͦ΋ͦ΋*/%&9ͷछྨ͕୔ࢁ͋Δ
    w૬ؔαϒΫΤϦ΋଎͍
    w+0*/ͷΞϧΰϦζϜ΋ෳ਺͋Δ
    #USFFɺ(*/ɺࣜ*/%&9ͳͲγʔϯʹ߹Θͤͯ
    ෳ਺ͷ*/%&9Λར༻Ͱ͖Δ

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  53. PostgreSQL
    w*/%&9͸ෳ਺ݸ࢖͑Δ
    wͦ΋ͦ΋*/%&9ͷछྨ͕୔ࢁ͋Δ
    w૬ؔαϒΫΤϦ΋଎͍
    w+0*/ͷΞϧΰϦζϜ΋ෳ਺͋Δ
    ࢖͑Δ42-ͷߏจ΋ଟ͍
    ྫ͑͹΢Πϯυ΢ؔ਺ͳͲ

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  54. PostgreSQL
    w*/%&9͸ෳ਺ݸ࢖͑Δ
    wͦ΋ͦ΋*/%&9ͷछྨ͕୔ࢁ͋Δ
    w૬ؔαϒΫΤϦ΋଎͍
    w+0*/ͷΞϧΰϦζϜ΋ෳ਺͋Δ
    /FTUFE-PPQ+PJO
    4PSU.FSHF+PJO
    )BTI+PJO

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  55. PostgreSQL
    ͜ͷຊ͕͘͢͝ྑ͍
    ͔͠͠ͷ࿩
    IUUQXXXBNB[PODPKQ಺෦ߏ଄͔ΒֶͿ1PTUHSF42-ઃܭɾӡ༻ܭըͷమଇ4PGUXBSF%FTJHOQMVTEQ

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  56. ෳ਺ར༻ͨ͠INDEX
    CREATE TABLE public.users (
    id integer NOT NULL DEFAULT nextval('users_id_seq'::regclass),
    name text NOT NULL,
    age integer NOT NULL,
    created timestamp without time zone NOT NULL DEFAULT now(),
    CONSTRAINT users_pkey PRIMARY KEY (id));
    CREATE INDEX users_created_idx
    ON public.users USING tree (created);
    ——idͱcreatedͷINDEXΛར༻͢Δ
    SELECT
    *
    FROM
    users
    WHERE
    id < 100
    AND created < '2016-02-27 05:41:28';

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  57. ࣜINDEX
    ——ࣜINDEXΛ࡞੒
    CREATE INDEX test_idx ON users (substr(name,10,12));
    ——ࣜͷ݁ՌͰINDEX͕ޮ͘
    SELECT name FROM users WHERE substr(name,10,12) = '10'

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  58. ૬ؔαϒΫΤϦ
    SELECT
    *
    FROM
    users
    WHERE
    age IN (SELECT
    age
    FROM
    users
    WHERE
    id BETWEEN 10 AND 100000)

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  59. ૬ؔαϒΫΤϦ
    ——σϞͰINDEXΛ࢖ͬͯ͘Εͳ͍ͷͰINDEXΛ༏ઌతʹར༻͢ΔΑ͏ʹࢦఆ
    SET ENABLE_SEQSCAN=OFF;
    SELECT
    *
    FROM
    users
    WHERE
    id IN (SELECT
    id
    FROM
    users
    WHERE
    id BETWEEN 10 AND 100000)

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  60. PostgreSQL
    1PTUHSF42-ͷ૬ؔαϒΫΤϦ͸
    ൺֱత଎͍

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  61. PostgreSQL
    ෳࡶͳूܭ͸ಘҙ
    ˣ
    Ͱ΋3%#ͷجຊ͸.Z42-ͱҰॹ

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  62. ͋͐͡Μͩ
    ̍ɹࣗݾ঺հ
    ̎ɹݕࡧͱINDEX
    ̏ɹ࡟আϑϥά
    ̐ɹϚςϦΞϥΠζυϏϡʔ
    ̑ɹ·ͱΊ

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  63. ͱΓ͋͑ͣ࡟আϑϥά
    IUUQXXXTMJEFTIBSFOFUU@XBEBSPOTBLVDBTVBM

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  64. ͱΓ͋͑ͣ࡟আϑϥά
    ͜ΜͳΧϥϜ໊Λ
    ࡞ͬͨ͜ͱ͋Γ·ͤΜ͔ʁ

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  65. ͱΓ͋͑ͣ࡟আϑϥά
    IPHF@EFMFUF@qBH

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  66. ͱΓ͋͑ͣ࡟আϑϥά
    ձһ࡟আϑϥάʜ
    ސ٬࡟আϑϥάʜ
    IPHFσʔλ࡟আϑϥάʜ

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  67. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আͱݴ͏໊ͷҋ

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  68. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আͷཧ༝

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  69. ͱΓ͋͑ͣ࡟আϑϥά
    w ΤϯυϢʔβ͔Βݟ͑ͳ͍͕ͨ͘͠σʔλ͸ফͨ͘͠ͳ͍
    w ࡟আͨ͠σʔλΛݕࡧ͍ͨ͠
    w σʔλΛফͣ͞ʹϩάʹ࢒͍ͨ͠
    w ޡͬͨૢ࡞Λͳ͔ͬͨ͜ͱʹ͍ͨ͠ɺ௚͙ʹݩʹ໭͍ͨ͠

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  70. ͱΓ͋͑ͣ࡟আϑϥά
    ͦͯ͠ੜ·ΕΔ%&-&5&@'-"(

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  71. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আ͸ͳͥμϝͳͷ͔ʁ

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  72. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আͷσϝϦοτ

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  73. ͱΓ͋͑ͣ࡟আϑϥά
    w ੵΈॏͳΔ8)&3&EFMFUF@qBH
    w 6OJRVF੍໿͕࢖͑ͳ͘ͳΔ
    w ෳࡶͳදࣔ৚݅ʢ2VFSZʣͷݪҼ

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  74. ͱΓ͋͑ͣ࡟আϑϥά
    w ੵΈॏͳΔ8)&3&EFMFUF@qBH
    w 6OJRVF੍໿͕࢖͑ͳ͘ͳΔ
    w ෳࡶͳදࣔ৚݅ʢ2VFSZʣͷݪҼ

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  75. ੵΈॏͳΔWHERE۟
    ϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    8)&3&
    CMPHEFMFUF@qBH

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  76. ੵΈॏͳΔWHERE۟
    ϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    8)&3&
    CMPHEFMFUF@qBH
    ϒϩάͷ࡟আϑϥάΛݟΔ

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  77. ੵΈॏͳΔWHERE۟
    ϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    8)&3&
    CMPHEFMFUF@qBH
    ϒϩάͷ࡟আϑϥάΛݟΔ
    ߋ৽ऀΞΧ΢ϯτ͕࡟আ͞ΕͯͨΒʁ

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  78. ੵΈॏͳΔWHERE۟
    ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH

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  79. ੵΈॏͳΔWHERE۟
    ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH
    Ϣʔβͷ࡟আϑϥάΛݟΔ

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  80. ੵΈॏͳΔWHERE۟
    ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH
    Ϣʔβͷ࡟আϑϥάΛݟΔ
    ॴଐ͕࡟আ͞ΕͯͨΒʁ

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  81. ੵΈॏͳΔWHERE۟
    ༗ޮͳॴଐͷ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    *//&3+0*/DVTUPNFST
    0/DVTUPNFSTJEVTFSTDVTUPNFS@JE
    "/%DVTUPNFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH

    View full-size slide

  82. ੵΈॏͳΔWHERE۟
    ༗ޮͳॴଐͷ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    *//&3+0*/DVTUPNFST
    0/DVTUPNFSTJEVTFSTDVTUPNFS@JE
    "/%DVTUPNFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH
    +0*/͕ͲΜͲΜੵΈॏͳΔ

    View full-size slide

  83. ੵΈॏͳΔWHERE۟
    ༗ޮͳॴଐͷ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    *//&3+0*/DVTUPNFST
    0/DVTUPNFSTJEVTFSTDVTUPNFS@JE
    "/%DVTUPNFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH
    +0*/͕ͲΜͲΜੵΈॏͳΔ
    2VFSZ͕ϘτϧωοΫʹ

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  84. ͱΓ͋͑ͣ࡟আϑϥά
    2VFSZͷෳࡶ౓ʹର͢Δରࡦ

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  85. ͱΓ͋͑ͣ࡟আϑϥά
    2VFSZͷෳࡶ౓ʹର͢Δରࡦ
    ˣ
    ༗ޮͳσʔλͷ7JFXΛ࡞Δ

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  86. ͱΓ͋͑ͣ࡟আϑϥά
    2VFSZͷෳࡶ౓ʹର͢Δରࡦ
    ˣ
    ༗ޮͳσʔλͷ7JFXΛ࡞Δ
    2VFSZͷߴ଎Խʹ͸ͳΒͳ͍

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  87. ͱΓ͋͑ͣ࡟আϑϥά
    શͯͷ*/%&9ͷηΧϯμϦʹ
    %&-&5&@'-"(ΛೖΕΔඞཁ͕͋Δ

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  88. ͱΓ͋͑ͣ࡟আϑϥά
    શͯͷ*/%&9ͷηΧϯμϦʹ
    %&-&5&@'-"(ΛೖΕΔඞཁ͕͋Δ
    .Z42-͸*/%&9Λͭͷ5"#-&Ͱ͔ͭ͠࢖Θͳ͍
    8)&3&EFMFUF@qBH͸ΧʔσΟφϦςΟ͕ภΔ

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  89. ͱΓ͋͑ͣ࡟আϑϥά
    શͯͷ*/%&9ͷηΧϯμϦʹ
    %&-&5&@'-"(ΛೖΕΔඞཁ͕͋Δ
    1PTUHSF42-΋*/%&9Λෳ਺ޮ͔ͤΔ
    2VFSZΛॻ͘ͷ͕େม
    ΧʔσΟφϦςΟͷ໰୊͸ಉ༷

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  90. ͱΓ͋͑ͣ࡟আϑϥά
    w ੵΈॏͳΔ8)&3&EFMFUF@qBH
    w 6OJRVF੍໿͕࢖͑ͳ͘ͳΔ
    w ෳࡶͳදࣔ৚݅ʢ2VFSZʣͷݪҼ

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  91. ͱΓ͋͑ͣ࡟আϑϥά
    w ੵΈॏͳΔ8)&3&EFMFUF@qBH
    w 6OJRVF੍໿͕࢖͑ͳ͘ͳΔ
    w ෳࡶͳදࣔ৚݅ʢ2VFSZʣͷݪҼ
    ͭ·Γ֎෦,FZ੍໿΋ࢮ͵

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  92. ͱΓ͋͑ͣ࡟আϑϥά
    JE OBNF BHF EFMFUFE
    TPVEBJ
    TPVEBJ
    TPOF
    UBLFUPNP

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  93. ͱΓ͋͑ͣ࡟আϑϥά
    JE OBNF BHF EFMFUFE
    TPVEBJ
    TPVEBJ
    TPOF
    UBLFUPNP

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  94. ͱΓ͋͑ͣ࡟আϑϥά
    JE OBNF BHF EFMFUFE
    TPVEBJ
    TPVEBJ
    TPOF
    UBLFUPNP
    ಉ͡Ϣʔβ໊͕͍ΔͷͰ
    6OJRVF੍໿Ͱ͖ͳ͍

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  95. ͱΓ͋͑ͣ࡟আϑϥά
    JE OBNF BHF EFMFUFE
    TPVEBJ
    TPVEBJ
    TPOF
    UBLFUPNP
    ಉ͡Ϣʔβ໊͕͍ΔͷͰ
    6OJRVF੍໿Ͱ͖ͳ͍
    ΋ͪΖΜ֎෦Ωʔ੍໿΋Ͱ͖ͳ͍

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  96. ͱΓ͋͑ͣ࡟আϑϥά
    JE OBNF BHF EFMFUFE
    TPVEBJ
    TPVEBJ
    TPOF
    UBLFUPNP
    αϩήʔτΩʔͰ֎෦Ωʔ੍໿ͨ͠৔߹͸
    ؔ࿈ͨ͠σʔλ͸ผਓѻ͍ʹͳΔ

    View full-size slide

  97. ͱΓ͋͑ͣ࡟আϑϥά
    JE OBNF BHF EFMFUFE
    TPVEBJ
    TPVEBJ
    TPOF
    UBLFUPNP
    αϩήʔτΩʔͰ֎෦Ωʔ੍໿ͨ͠৔߹͸
    ؔ࿈ͨ͠σʔλ͸ผਓѻ͍ʹͳΔ
    φνϡϥϧΩʔͷ৔߹͸ࢮ͵

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  98. ͱΓ͋͑ͣ࡟আϑϥά
    ֎෦Ωʔ੍໿͕ࢮ͵

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  99. ͱΓ͋͑ͣ࡟আϑϥά
    ֎෦Ωʔ੍໿͕ࢮ͵
    ˣ
    ςʔϒϧͷؔ࿈ੑͷ୲อ͕ࢮ͵

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  100. ͱΓ͋͑ͣ࡟আϑϥά
    σʔλͷෆ੔߹Λ๷͛ͳ͍

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  101. ͱΓ͋͑ͣ࡟আϑϥά
    σʔλͷෆ੔߹Λ๷͛ͳ͍
    ˣ
    όάͷԹচʹͳΔ

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  102. ͱΓ͋͑ͣ࡟আϑϥά
    σʔλͷෆ੔߹Λ๷͛ͳ͍
    ˣ
    ώϡʔϚϯΤϥʔ΋๷͛ͳ͍

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  103. ͱΓ͋͑ͣ࡟আϑϥά
    σʔλͷෆ੔߹͕ى͖ͨΒʁ

    View full-size slide

  104. ͱΓ͋͑ͣ࡟আϑϥά
    σʔλͷෆ੔߹͕ى͖ͨΒʁ
    ˣ
    ݩʹ໭͢ͷ͸ࢸ೉ͷٕ

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  105. ͱΓ͋͑ͣ࡟আϑϥά
    w ੵΈॏͳΔ8)&3&EFMFUF@qBH
    w 6OJRVF੍໿͕࢖͑ͳ͘ͳΔ
    w ෳࡶͳදࣔ৚݅ʢ2VFSZʣͷݪҼ

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  106. ͱΓ͋͑ͣ࡟আϑϥά
    ਖ਼͍͠σʔλΛ
    දࣔͤ͞Δ৚͕݅ଟ͍

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  107. ੵΈॏͳΔWHERE۟
    ༗ޮͳॴଐͷ༗ޮͳΞΧ΢ϯτͷϒϩάΛऔ͖͍ͬͯͨ৔߹
    4&-&$5

    '30.
    CMPH
    *//&3+0*/VTFST
    0/VTFSTJECMPHVTFS@JE
    "/%VTFSTEFMFUF@qBH
    *//&3+0*/DVTUPNFST
    0/DVTUPNFSTJEVTFSTDVTUPNFS@JE
    "/%DVTUPNFSTEFMFUF@qBH
    8)&3&
    CMPHEFMFUF@qBH
    දࣔͤ͞ΔͨΊʹ
    ͭͷςʔϒϧ͕ؔ܎͍ͯ͠Δ

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  108. ͱΓ͋͑ͣ࡟আϑϥά
    ͭͷσʔλΛऔΔͨΊʹ
    ؔ܎͢Δ5"#-&͕ଟ͗͢Δ

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  109. ͱΓ͋͑ͣ࡟আϑϥά
    ʮ͋ͷσʔλऔΔʹ͸˓˓ͱ☓☓ͱ
    ˚˚Λ+0*/ͯ͠8)&3&ͯ͠4&-&$5
    ۟ʹ"4Ͱผ໊Λ෇͚ͯʜʯ
    Έ͍ͨͳࣄ͕සൃ͢Δ

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  110. ͱΓ͋͑ͣ࡟আϑϥά
    ࢓༷มߋͷ࣌ͷӨڹൣғ͕޿͍

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  111. ͱΓ͋͑ͣ࡟আϑϥά
    ࢓༷มߋͷ࣌ͷӨڹൣғ͕޿͍
    ˣ
    ͭ·ΓόάͷԹচʹͳΔ

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  112. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আ͸࢖Θͳ͍΄͏͕ྑ͍

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  113. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আ͸࢖Θͳ͍΄͏͕ྑ͍
    ˣ
    5"#-&ʹঢ়ଶΛ࣋ͨͤͳ͍

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  114. ͱΓ͋͑ͣ࡟আϑϥά
    ࿦ཧ࡟আ͸࢖Θͳ͍΄͏͕ྑ͍
    ˣ
    5"#-&ʹঢ়ଶΛ࣋ͨͤͳ͍
    ϦϨʔγϣφϧϞσϧͰදݱ͢Δ

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  115. ͱΓ͋͑ͣ࡟আϑϥά
    ॲํᝦ

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  116. ͱΓ͋͑ͣ࡟আϑϥά
    ༗ޮͳσʔλͷΈΛ࢒͢

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  117. ͱΓ͋͑ͣ࡟আϑϥά
    ༗ޮͳσʔλͷΈΛ࢒͢
    ˣ
    ྫ͑͹࡟আࡁΈ5"#-&Λ࡞Δ

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  118. ͱΓ͋͑ͣ࡟আϑϥά
    EFMFUFE@VTFST
    VTFST

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  119. ͱΓ͋͑ͣ࡟আϑϥά
    EFMFUFE@VTFST
    VTFST
    TPVEBJ
    TPOF
    UBLFUPNP

    View full-size slide

  120. ͱΓ͋͑ͣ࡟আϑϥά
    EFMFUFE@VTFST
    VTFST
    TPVEBJ
    TPOF
    UBLFUPNP
    ࡟আ %&-&5&จ

    View full-size slide

  121. ͱΓ͋͑ͣ࡟আϑϥά
    EFMFUFE@VTFST
    VTFST
    TPVEBJ
    TPOF
    UBLFUPNP
    TPVEBJ
    τϦΨʔͰҠ͢

    View full-size slide

  122. ͱΓ͋͑ͣ࡟আϑϥά
    EFMFUFE@VTFST
    VTFST
    TPOF
    UBLFUPNP
    TPVEBJ
    ςʔϒϧʹ͸࣮ࡍͷσʔλͷΈ͕࢒Δ

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  123. ͱΓ͋͑ͣ࡟আϑϥά
    ஫ҙ఺

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  124. ͱΓ͋͑ͣ࡟আϑϥά
    ஫ҙ఺
    ˣ
    τϦΨʔ͸࢓༷มߋʹऑ͍

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  125. ͱΓ͋͑ͣ࡟আϑϥά
    ஫ҙ఺
    ˣ
    τϦΨʔ͸࢓༷มߋʹऑ͍
    ྫ͑͹"-5&3จͰΧϥϜΛ૿΍͢ͱ
    τϦΨʔ͕ࢮ͵

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  126. ͱΓ͋͑ͣ࡟আϑϥά
    έʔεόΠέʔεͰख๏͸બͿ͜ͱ

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  127. ͱΓ͋͑ͣ࡟আϑϥά
    έʔεόΠέʔεͰख๏͸બͿ͜ͱ
    ˣ
    ࿦ཧ࡟আ͸࢖Θͳ͍

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  128. ͱΓ͋͑ͣ࡟আϑϥά
    ؔ࿈ͨ͠ςʔϒϧ͸ʁ

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  129. ͱΓ͋͑ͣ࡟আϑϥά
    ؔ࿈ͨ͠ςʔϒϧ͸ʁ
    ˣ
    ඞཁͳΒ࡟আࡁΈ5"#-&Λ࡞Δ
    ෆཁͳΒ%&-&5&͢Δ

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  130. ͱΓ͋͑ͣ࡟আϑϥά
    ؔ࿈ͨ͠ςʔϒϧ͸ʁ
    ˣ
    ඞཁͳΒ࡟আࡁΈ5"#-&Λ࡞Δ
    ෆཁͳΒ%&-&5&͢Δ
    ֎෦Ωʔ੍໿͕࢖͑Ε͹$"4$"%&΋ग़དྷΔ

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  131. ͱΓ͋͑ͣ࡟আϑϥά
    ؔ࿈ͨ͠ςʔϒϧ͸ʁ
    ˣ
    ඞཁͳΒ࡟আࡁΈ5"#-&Λ࡞Δ
    ෆཁͳΒ%&-&5&͢Δ
    ֎෦Ωʔ੍໿͕࢖͑Ε͹$"4$"%&΋ग़དྷΔ
    ࣄ࣮ͷΈΛอଘ͢Δ

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  132. ͱΓ͋͑ͣ࡟আϑϥά
    wϢʔβͷঢ়ଶ TUBUVTΧϥϜʣ
    w՝ۚঢ়ଶʢ༩৴ɺ੥ٻࡁΈʣ
    wΧʔτ৘ใʢΧΰͷதɺߪೖࡁΈʣ
    ྨࣅྫ

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  133. ͱΓ͋͑ͣ࡟আϑϥά
    %#ʹঢ়ଶΛ࣋ͨͤΔͷ͸ةͳ͍

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  134. ͱΓ͋͑ͣ࡟আϑϥά
    %#ʹঢ়ଶΛ࣋ͨͤΔͷ͸ةͳ͍
    ˣ
    %#ʹ͸ࣄ࣮ͷΈΛอଘ͢Δ

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  135. ͋͐͡Μͩ
    ̍ɹࣗݾ঺հ
    ̎ɹݕࡧͱINDEX
    ̏ɹ࡟আϑϥά
    ̐ɹϚςϦΞϥΠζυϏϡʔ
    ̑ɹ·ͱΊ

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  136. ϚςϦΞϥΠζυϏϡʔ
    1PTUHSF42-ʹ͸
    ϚςϦΞϥΠζυɾϏϡʔ͕͋Δ

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  137. ϚςϦΞϥΠζυϏϡʔ
    ͳ͓ɺ.Z42-ʹ͸ͳ͍

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  138. ϚςϦΞϥΠζυϏϡʔ
    ϚςϏϡʔͱ͸ʁ
    7JFXΛ࣮ମԽͤ͞Δ
    ͭ·ΓΫΤϦͷ݁Ռͷ5"#-&Λ࡞Δ

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  139. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ

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  140. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ

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  141. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ
    $3&"5&

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  142. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ ूܭ݁Ռ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ
    $3&"5&

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  143. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ ूܭ݁Ռ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ
    ूܭ݁ՌΛࢀর͢ΔͷͰߴ଎Ͱγϯϓϧʂʂ

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  144. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ ूܭ݁Ռ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ
    ՝ۚ

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  145. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ ूܭ݁Ռ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ
    ϦϑϨογϡ
    ՝ۚ

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  146. ϚςϦΞϥΠζυϏϡʔ
    ूܭࡁΈද
    ՝ۚMPH
    ՝ۚ ूܭ݁Ռ
    ܭࢉ݁ՌΛϚςϏϡʔʹ͢Δ
    ՝ۚ
    ϦϑϨογϡ
    ՝ۚ
    ϦϑϨογϡ͠ͳ͍ͱूܭ݁Ռ͸มΘΒͳ͍

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  147. ϚςϦΞϥΠζυϏϡʔ
    wෳࡶͳςʔϒϧΛγϯϓϧʹ
    w஗͍ΫΤϦΛߴ଎ʹ
    w*/%&9νϡʔχϯά΋Մೳ
    ϝϦοτ

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  148. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ

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  149. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ

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  150. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ
    ࣮ମΛ࣋ͭͷͰσʔλϑΝΠϧ͕࡞੒͞ΕΔ
    ࡞ͬͨ෼͚ͩσΟεΫεϖʔεΛѹഭ͢Δ

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  151. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ
    ࣮ମΛ࣋ͭͷͰσʔλϑΝΠϧ͕࡞੒͞ΕΔ
    ࡞ͬͨ෼͚ͩσΟεΫεϖʔεΛѹഭ͢Δ
    ࢀরݩͷςʔϒϧͷ૿Ճͱ߹ΘͤͯϚςϏϡʔ͕૿͑Ε͹
    ࢦ਺తʹσΟεΫεϖʔεͷ࢖༻ྔ͕૿͑Δ

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  152. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ
    ߋ৽͕ࣦഊͨ࣌͠ͷॲཧΛ๨Εͣʹʂ

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  153. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ

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  154. ϚςϦΞϥΠζυϏϡʔ
    wදྖҬΛ࢖͏
    wϦϑϨογϡ͕ඞཁ
    wϦϑϨογϡͷίετ͕ߴ͍
    σϝϦοτ
    1PTUHSF42-ʹ͸ࠩ෼ߋ৽͸ແ͍
    ˠσʔλ͕ΫΤϦͷ࣮ߦ଎౓͕஗͚Ε͹ߋ৽΋஗͍

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  155. ϚςϦΞϥΠζυϏϡʔ
    ͦΜͳσϝϦοτΛഎෛͬͯ΋
    ૉ੖Β͍͠ޮՌ͕ϚςϏϡʔ͸͋Δ

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  156. ϚςϦΞϥΠζυϏϡʔ
    ϚςϏϡʔͰ࡟আϑϥάͷ
    ༗ޮσʔλ7JFXΛ࡞Δ

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  157. ϚςϦΞϥΠζυϏϡʔ
    ϚςϏϡʔͰ༗ޮσʔλ7JFXΛ࡞Δ

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  158. ϚςϦΞϥΠζυϏϡʔ
    ϚςϏϡʔͰ༗ޮσʔλ7JFXΛ࡞Δ
    ˣ
    ߴ଎Ͱ2VFSZ΋γϯϓϧ

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  159. ϚςϦΞϥΠζυϏϡʔ
    ϚςϏϡʔͰ༗ޮσʔλ7JFXΛ࡞Δ
    ˣ
    ߴ଎Ͱ2VFSZ΋γϯϓϧ
    4&-&$5'30.BDUJWF@CMPH

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  160. ϚςϦΞϥΠζυϏϡʔ
    ߋ৽ͨ͠ΒϚςϏϡʔΛߋ৽
    ˣ
    DVTUPNFSTͰ΋VTFSTͰ΋CMPHͰ΋
    ߋ৽͕͋Ε͹ϚςϏϡʔ΋ߋ৽
    ˞஫ҙ఺
    3&'3&4)."5&3*"-*;&%7*&8͕සൃ͢Δͱ
    4FSWFSͷϦιʔεΛ৯͏
    1PTUHSF42-ʹ͸·ͩࠩ෼ߋ৽͕ແ͍ͨΊ

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  161. ϚςϦΞϥΠζυϏϡʔ
    ͝ར༻͸ܭըతʹ

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  162. ͋͐͡Μͩ
    ̍ɹࣗݾ঺հ
    ̎ɹݕࡧͱINDEX
    ̏ɹ࡟আϑϥά
    ̐ɹϚςϦΞϥΠζυϏϡʔ
    ̑ɹ·ͱΊ

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  163. ·ͱΊ
    wυΩϡϝϯτΛݟΔ
    w࣮ߦܭըΛݟΔ
    wਪଌΑΓ΋ܭଌ

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  164. ·ͱΊ
    ͋Δ೔ಥવ஗͘ͳΔ

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  165. ·ͱΊ
    ͋Δ೔ಥવ஗͘ͳΔ
    ˣ
    σʔλྔ͕ϝϞϦʹ৐Βͳ͘ͳΔ

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  166. ࣮ફͰϋϚΔ᠘
    w ूܭର৅͕େ͖͘ͳͬͯूܭ࣌ʹϝϞϦʹ৐Βͳ͍

    ˠ5FNQPSBSZΛ%JTLʹు͘ͷͰॏ͘ͳΔ
    w */%&9͕ແ͘5"#-&εΩϟϯΛ͍ͯͨ͠

    ˠςετ࣌͸σʔλ͕খ͔ͬͨ͞ͷͰ໰୊ʹؾ͔ͮͳ͔ͬͨ
    w ϓϩάϥϜ͕ϧʔϓͷ਺͚ͩΫΤϦΛ౤͍͛ͯͨ

    ˠߦ਺͕૿͑Δͱϧʔϓճ਺͕૿͑ͯॏ͘ͳΔ
    w ߋ৽͕ܹ͘͠*/%&9ͷஅยԽ͕ൃੜͨ͠

    ˠ61%"5&΍%&-&5&ʹΑͬͯ*/%&9͕அยԽͯ͠஗͘ͳΔ

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  167. ࣮ફͰϋϚΔ᠘
    w ूܭର৅͕େ͖͘ͳͬͯूܭ࣌ʹϝϞϦʹ৐Βͳ͍

    ˠ5FNQPSBSZΛ%JTLʹు͘ͷͰॏ͘ͳΔ
    w */%&9͕ແ͘5"#-&εΩϟϯΛ͍ͯͨ͠

    ˠςετ࣌͸σʔλ͕খ͔ͬͨ͞ͷͰ໰୊ʹؾ͔ͮͳ͔ͬͨ
    w ϓϩάϥϜ͕ϧʔϓͷ਺͚ͩΫΤϦΛ౤͍͛ͯͨ

    ˠߦ਺͕૿͑Δͱϧʔϓճ਺͕૿͑ͯॏ͘ͳΔ
    w ߋ৽͕ܹ͘͠*/%&9ͷஅยԽ͕ൃੜͨ͠

    ˠ61%"5&΍%&-&5&ʹΑͬͯ*/%&9͕அยԽͯ͠஗͘ͳΔ
    ࣮ߦܭըΛ
    ݟΕΔΑ͏ʹͳΖ͏

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  168. ·ͱΊ
    %#ͷ໰୊͸๨Εͨࠒʹ΍ͬͯ͘Δ

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  169. ·ͱΊ
    3%#ͷ஌ࣝ͸ण໋͕௕͍

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  170. ·ͱΊ
    3%#ͷ஌ࣝ͸ण໋͕௕͍
    ˣ
    ֮͑Ε͹࢓ࣄͰ௕͍ؒ໾ʹཱͭ

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  171. ·ͱΊ
    %#ͷ໰୊͸ΫϦςΟΧϧ

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  172. ·ͱΊ
    σʔλͷࢮ͸αʔϏεͷࢮ

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  173. ·ͱΊ
    %#ͷ໰୊͸ΫϦςΟΧϧ
    ˣ
    ͭ·Γղܾ͢Ε͹ӳ༤

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  174. ·ͱΊ
    ۪ऀ͸ܦݧʹֶͿ
    ݡऀ͸աڈʹֶͿ

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  175. ·ͱΊ
    3%#͸ྺ࢙͕௕͍

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  176. ·ͱΊ
    3%#͸ྺ࢙͕௕͍
    ˣ
    ৭Μͳܦݧஊ͔Βֶ΂Δ

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  177. ·ͱΊ
    ӡ༻ͱઃܭͱཧ࿦ͷ࿩

    SQLΞϯνύλʔϯͱDB࣮ફೖ໳Λಡ΋͏

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  178. ·ͱΊ
    3%#͸͍͍ͧɻ

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  179. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ

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