Data Engineering Study #20 "Introduction to Data Analytics with SQL" Book

Data Engineering Study #20「10年戦えるデータ分析入門」回・前半の発表資料です。

Transcript

1. .JOFSP
   "PLJ
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2. EJTDMBJNFS
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9. 42-Ͱ෼ੳ͠Α͏
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10.  ೥ຊͷ͓͞Β͍ʢຊηΫγϣϯʣ
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24. 
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25. 42-Ͱ෼ੳ͠Α͏
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27. ਖ਼௚ɺ໓ͼͯ΄͍͠ʜ
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    ৽͍͠ฒྻ3%#.4ͷ࣌୅
    w Ϋϥ΢υલఏͰDPNQVUFͱTUPSBHFΛ෼཭
    w ࠶ͼ42-ϕʔεͰτϥϯβΫγϣϯΛαϙʔτ͢Δ աڈ೥ͷ෼ੳ%#ͷྲྀΕ
38.  DPNQVUFͱTUPSBHFͷ෼཭
     τϥϯβΫγϣϯͷαϙʔτ
     ୯ҰΠϯελϯε΁ͷճؼ ͜ͷηΫγϣϯͷτϐοΫ
39. 
    DPNQVUFͱTUPSBHFͷ෼཭
40. 3FETIJGUͷྫ
    %4
    OPEF
    UZQF &UIFSOFU MFBEFS
    OPEF DPNQVUF DPNQVUF DPNQVUF DPNQVUF MPDBM
    EJTL MPDBM
    EJTL MPDBM
    EJTL MPDBM
    EJTL w γϯϓϧͳTIBSFE
    OPUIJOHΞʔΩςΫνϟ
    w σʔλ͸͢΂ͯFQIFNFSBM
    EJTLʹ഑ஔ
    w ϊʔυΛ௥Ճ͢Δͱશσʔλͷ࠶෼ࢄ͕ඞཁ Ͱ೔୯Ґͷ͕͔͔࣌ؒΔ
41. 3FETIJGUͷྫ
    3"
    OPEF
    UZQF &UIFSOFU MFBEFS
    OPEF DPNQVUF DPNQVUF DPNQVUF DPNQVUF 4 w σʔλ͸͢΂ͯ4ʹ഑ஔ
    w σʔλͱ͸·ͬͨؔ͘܎ͳ͘DPNQVUFϊʔυ Λ૿ݮͰ͖Δ
    w ݁Ռͱͯ͠EZOBNJDͳ૿ݮ΍ɺΫϥελʔؒ Ͱͷσʔλڞ༗ͳͲ͕ՄೳʹͳΔ
42. w ࣮ࡍʹࢼͯ͠Έͨͱ͜Ζ࠷େ͍ͯͲͷ଎౓௿ԼͰࡁΜͩ
    w 4QFDUSVNʢޙड़ʣͷΑ͏ͳ4ΞΫηεΛଟ༻͍ͯ͠Δͱࠩ ͸΄΅ग़ͳ͍
    w 3FETIJGU
    "26"ͷΑ͏ͳΩϟογϡΛ݉ͶͨετϨʔδ૚ ΛೖΕΔͱΉ͠Ζ଎͘ͳΔ৔߹΋͋Δ
    w എܠͱͯ͠ɺੲʹൺ΂ͯετϨʔδͱωοτϫʔΫͷ଎౓ࠩ ͕ॖ·͍ͬͯΔ఺͕͋Δ σʔλ͕཭ΕͨΒ஗͘ͳΒͳ͍ʁ
43. w γϟοϑϧʢ࠶෼ࢄʣઐ༻ͷผΫϥελʔ
    w 1SFTUP΍#JH2VFSZʹ࣮૷͞Ε͍ͯΔ
    w ωοτϫʔΫసૹ͸͍ͩͿ૿͑Δ͕ɺXSJUF
    BNQMJ fi DBUJPOΛ ๷͍Ͱߴ଎ԽͰ͖Δʢέʔε͕͋Δʣ γϟοϑϧΫϥελʔ
44. 5SFBTVSF
    %BUB
    1MB[NB 4 1MB[NB
    NFUBEBUB 1SFTUP
    $PPSEJOBUPS 1SFTUP
    8PSLFS 1SFTUP
    8PSLFS 1SFTUP
    8PSLFS 1SFTUP
    8PSLFS &UIFSOFU w DPNQVUFTUPSBHF෼཭ΞʔΩςΫνϟ
    w σʔλ͸͢΂ͯ4ʹ഑ஔ
    w ϝλσʔλ͸1PTUHSF42-ʹஔ͍͍ͯΔͷͰ τϥϯβΫγϣϯ͕࢖͑Δ
45. 5FSBEBUB
    7 #:/&5
    JOUFSDPOOFDU /PEF
     /PEF
     /PEF
     /PEF
     /PEF
     4UPSBHF
    "SSBZ 1& ".1 1& ".1 1& ".1 1& ".1 1& ".1 'JCSF
    $IBOOFM w ϘτϧωοΫʹͳΓ΍͍͢ϊʔυؒ௨৴ʹಠࣗϋʔ υ΢ΣΞ#:/&5Λ࢖͏͜ͱͰϦχΞʹεέʔϧ
    w MFBEFS૬౰͕֤ϊʔυʹ͍ΔϚϧνϚελʔ
    w ͓ߴ͍ετϨʔδΞϨΠΛෳ਺ϊʔυؒͰڞ༗͢Δ ͜ͱͰϨϓϦ΍OPEF
    GBJM࣌ͷ࠶෼ࢄΛճආ
46. 
    τϥϯβΫγϣϯͷαϙʔτ
47. w ͜Ε·Ͱ͸ࢀরॏࢹͩͬͨ෼ੳγεςϜʹߋ৽ܥͷ೾͕དྷ͍ͯΔ
    w τϥϯβΫγϣϯͷαϙʔτ͸ඞવ
    w ετϨʔδ͕ެ։͞Ε͍ͯΔ͔Ͳ͏͔Ͱ೉қ౓͕มΘΔ
    w "QBDIF
    *DFCFSHͳͲ͸جຊతʹ͸ެ։ετϨʔδΛ૝ఆͨ͠ϑΥʔϚοτ ʢ༷ʑͳγεςϜ͕ΞΫηεͰ͖Δʣ
    w 3FETIJGU΍1MB[NBͷετϨʔδ͸4Ͱ͋ͬͯ΋ઐ༻όέοτΛ࢖͏ͷͰτϥ ϯβΫγϣϯͷ࣮૷͕γεςϜʹด͡Δ
    w ύϑΥʔϚϯε͔Βߟ͑Δͱઐ༻ετϨʔδΛ࣋ͭ΄͏͕༗ར
    w σʔλϨΠΫͰ͢΂ͯΛ·͔ͳ͏ํ޲ʹ͸ߦ͔ͳ͍ͱ༧૝
    w ઐ༻ετϨʔδ
    
    0CKFDU
    4UPSBHF
    "DDFTTʢޙड़ʣʹͳΔͷͰ͸ʁ τϥϯβΫγϣϯͷαϙʔτ
48. 
    ୯ҰΠϯελϯε΁ͷճؼ
49. IUUQTNPUIFSEVDLDPNCMPHCJHEBUBJTEFBE
50. w େ൒ͷاۀ͸ϏοάσʔλΛ͍࣋ͬͯͳ͍ʢϛυϧσʔλͰ͋ Δʣ
    w ετϨʔδ͸࣌ؒʹൺྫͯ͠ඞཁྔ͕૿͍͕͑ͯ͘ɺίϯϐϡʔ τ͸͍ͨͯ͠૿͑ͳ͍
    w Ϛγϯύϫʔ͸·ͩ૿Ճ͠ଓ͚͓ͯΓɺͭ·Γίϯϐϡʔλʔ ୆ͰॲཧͰ͖Δσʔλྔ͸૿͑ଓ͚͍ͯΔ #*(
    %"5"
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    %&"% VUCYMBSHF
    ୆ͰࡁΉͷͰ͸ʁ
51. %VDL%#ʹΑΔ෼ੳ%#ͷߏ੒ ΫισΧ
    Πϯελϯε %VDL%# 4
52. w ࠶෼ࢄ͸ϘτϧωοΫͰͳ͘ ͳΔ
    w Ϛϧνςφϯτͷ෼ࢄ%#ϕϯ μʔʹ͸Өڹ͕͋Δʁ มΘΔ͜ͱͱมΘΒͳ͍͜ͱ w ෼ੳγεςϜͷத৺ʹίΞͱͳ Δฒྻσʔλϕʔε͕ඞཁ
    w ΫΤϦʔ࠷దԽͷखஈ
    w ར༻ଆͷϝϯςίετ
    มΘΔ มΘΒͳ͍
53. ΋͔ͯ͠͠ʜʜ
54. w DPNQVUFͱTUPSBHFͷ෼཭͸࣌୅ͷ਼੎
    w ॲཧͷ಺༰͝ͱʹΫϥελʔΛ෼͚ΔΞʔΩςΫνϟͷొ৔
    w τϥϯβΫγϣϯαϙʔτ΋࣌୅ͷ਼੎
    w τϥϯβΫγϣϯͷ࣮૷ʹ͸ઐ༻ετϨʔδ͕͋Δ΄͏͕༗ར
    w ͋͑ͯ෼ࢄ͠ͳ͍બ୒ࢶ΋ొ৔ͨ͠ ηΫγϣϯ·ͱΊ
55. ෼ੳαʔϏεϕϯμʔͷಓ Ϣʔβʔاۀͷಓ ϚϧνςφϯτͰΫϥελʔΛ ॏͶͯεέʔϧΞ΢τͩυʔϯ ͜͏͍͏͜ͱʜʜ͔ʁ γϯάϧςφϯτͷϊʔυͰ ίϯύΫτʹղܾͩ
56. 
    σʔλ͸ϲॴ ʹूΊΔ΂͖͔
57. 42-Ͱ෼ੳ͠Α͏
    σʔλΛϲॴʹूΊΑ͏
    σʔλΛ૚ߏ଄ʹฤ੒͠Α͏ 42-த৺ΞʔΩςΫνϟ
58. w ॻ੶Λॻ͍ͨ࣌఺Ͱ͸ɺ҆ఆੑͱ଎౓Λߟ͑Δͱ·ͩ෺ཧతʹҰ ϲॴʹूΊΔ΄͏͕Α͍ͱ͍͏൑அͩͬͨ
    w ͦͷޙʹීٴͨͭ͠ͷػೳ
    w 0CKFDU
    4UPSBHF
    "DDFTT
    w 'FEFSBUFE
    2VFSZ
    w %BUB
    4IBSJOH σʔλΛͭͷ%#ʹूΊΔ
59. w 4΍$MPVE
    4UPSBHFͷΑ͏ͳΦϒδΣΫτετϨʔδ্ͷΦϒ δΣΫτΛ௚઀ΫΤϦʔ͢Δػೳʢ3FETIJGU
    4QFDUSVNͳͲʣ 0CKFDU
    4UPSBHF
    "DDFTT 3FETIJGU 4 ΫΤϦʔ
60. w ଞͷσʔλϕʔεΛ௚઀ΫΤϦʔ͢Δػೳʢ3FETIJGU
    'FEFSBUFE
    2VFSZͳͲʣ
    w ੓࣏తʹ&5-ΑΓָͩͬͨΓ͢Δ͜ͱ΋͋ΔΒ͍͠ 'FEFSBUFE
    2VFSZ 3FETIJGU .Z42- ΫΤϦʔ
61. w ଞͷσʔλϕʔεͷςʔϒϧΛಁաతʹࢀরͰ͖Δ %BUB
    4IBSJOH 3FETIJGU
     ΫΤϦʔ 4 3FETIJGU
     4
62. w 'FEFSBUFE
    2VFSZ͸αΠζͰ࢖͍෼͚Δͷ͕ݱ࣮త
    w খ͍͞ςʔϒϧ͸&-5ͰऔΓࠐΉΑΓ'FEFSBUFE
    2VFSZ
    w ڊେͳςʔϒϧ͸Ҿ͖ଓ͖&-5
    w 0CKFDU
    4UPSBHF
    "DDFTT͸τϥϯβΫγϣϯ༗ແʹΑΔ
    w ΞΫηεϩάͳͲͷڊେ͕ͩ௥ՃΦϯϦʔͷςʔϒϧ͸0CKFDU
    4UPSBHF
    "DDFTT
    w Ϛελʔ΍αϚϦʔςʔϒϧ͸಺෦ςʔϒϧ
    w %BUB
    4IBSJOH͸Ϋϥελʔ෼ׂΛ໨తʹ͢ΔͱΑ͍
    w ྫ͑͹ࢠձࣾͷσʔλΛผΫϥελʔʹ෼͚ͭͭάϧʔϓͰ౷߹͢Δέʔεͳ Ͳ σʔλ࿈ܞػೳͷ࢖͍Ͳ͜Ζ
63. ෺ཧతʹͭͷ%#΁
    σʔλΛूΊΔඞཁ͸ͳ͍͕ɺ
    42-Ͱಁաతʹ
    ΞΫηεՄೳʹ͸͢΂͖
64. w 3FETIJGUͷ"VSPSB
    ;FSP&5-
    w "VSPSBͷςʔϒϧ͕ඵ͍ͯͲͰ3FETIJGUʹϨϓϦ͞ΕɺΞΫηεՄೳʹͳ Δ
    w 4OPX fl BLFͷ6OJTUPSF
    w 0-51ΞΫηεʹ޲͍ͨ)ZCSJE
    5BCMFΛ࡞Δ͜ͱ͕Ͱ͖Δ
    w ෼ੳΫΤϦʔ͔Β΋ී௨ͷςʔϒϧͷΑ͏ʹΞΫηεͰ͖Δ 0-51ͱͷ౷߹ ʢ௥Ճʣ;FSP&5-ͱ6OJTUPSF
65. ࠓޙ͸σʔλϕʔε୯ମΑΓ΋
    ෼ੳγεςϜશମͷઃܭ͕໰୊
66. 
    σʔλΛͲͷ Α͏ʹฤ੒͢Δ͔
67. 42-Ͱ෼ੳ͠Α͏
    σʔλΛϲॴʹूΊΑ͏
    σʔλΛ૚ߏ଄ʹฤ੒͠Α͏ 42-த৺ΞʔΩςΫνϟ
68.  &5-ΑΓ&-5
    w ୈ૚ΛʮιʔεσʔλΛͦͷ··ϩʔυ͢ΔεΩʔϚʯͱఆٛ͢Δ͜ͱͰɺ ඞવతʹ&-5ʹͳΔ
     ෺ཧσʔλϚʔτΑΓԾ૝σʔλϚʔτ
    w ୈ૚Λ഑ஔͨ͜͠ͱͰɺඞવతʹԾ૝σʔλϚʔτʹͳΔ
    w ˡˠ
    0-51
    %#ͰσʔλϚʔτΛ࡞Δ
     σʔλͷྲྀΕ͸Ұํ޲
    w ୈ૚͔Β૚ɺ૚΁ͷํ޲Ͱσʔλ͸ྲྀΕΔ΂͖
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    w σʔλऔΓࠐΈͱ%8)ߏங͸σʔλϚʔτߏஙͱ͸ผͷνʔϜʹͳΔ͜ͱ͕ ଟ͍ͷͰɺͦ͜Ͱ੾͓ͬͯ͘ ૚ߏ੒ͷഎܠ
69. w جຊతʹ͸͜ͷ··ͰΑͦ͞͏
    w ७ਮͳσʔλͷ࿩୊͸ٕज़ͷਐาͰมΘΓʹ͍ͨ͘Ί
    w ͕ͩɺ΋ͬͱڧௐ͢΂͖ͩͬͨ͜ͱͳΒ͋Δ ૚ߏ੒Λม͑Δ༨஍͸͋Δ͔
70. w ෼ੳσʔλϕʔεʹ͸σʔλͷྲྀΕ͕͋Δ
    w 0-51σʔλϕʔεʹ͸͜Μͳʹ͸͖ͬΓͨ͠ྲྀΕ͸ͳ͍
    w ෼ੳσʔλετϦʔϜʹ͸ग़ޱ͕͋Δ
    w ͭ·Γ׆༻ઌ͕͋Δ
    w ׆༻͕σʔλసૹͷ৔߹͸BDUJWBUJPOɺSFWFSTF
    &5-ͳͲͱݺ͹ΕΔ
    w ͢΂ͯͷσʔλॲཧ͸BDUJWBUJPOͷͨΊʹ͋Δ
    w ͳͥͳΒՁ஋ΛੜΉͷ͸BDUJWBUJPO͔ͩΒ
    w ෼ੳγεςϜશମΛޙΖ͔Β࡞Δ΂͖
    w ׆༻ࢪࡦ
    ˠ
    BDUJWBUJPO
    ˠʢσʔλϚʔτʣˠ
    ιʔεσʔλ ΑΓڧௐ͢΂͖ͩͬͨ͜ͱ
71. ·ͱΊ
72. w 42-͸·ͩ·ͩਐԽ͓ͯ͠Γɺਰୀͷؾ഑΋ͳ͘ɺద༻ྖҬ͸޿ ͕͓ͬͯΓɺॏཁ౓͸ߴ·ΔҰํͰ͋Δ
    w σʔλ͸42-ʹΑͬͯಁաతʹΞΫηεͰ͖Δ৔ॴʹूΊΔ΂͖ Ͱ͋Δ
    w ෼ࢄ%#͔Ͳ͏͔͸Θ͔Βͳ͍͕ɺத৺ʹίΞͱͳΔ෼ੳ%#Λஔ ͘͜ͱ͸ࠓޙ΋มΘΒͳ͍
    w Ͳͷσʔλϕʔε͔ΑΓ΋ɺ෼ੳγεςϜશମΛͲͷΑ͏ʹߏ੒ ͢Δ͔͕ࠓޙ͸໰୊ʹͳΓͦ͏
    w ෼ੳγεςϜ͸ޙΖʢ׆༻ࢪࡦʣ͔Β࡞Δ΂͖ ·ͱΊ
73. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠