Lookerを活用した可視化・分析業務の実践/Practice of visualizatio...
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Lookerを活用した可視化・分析業務の実践/Practice of visualization and analysis work using Looker in Developers IO 2019 by shinyaa31
2019年11月1日開催の『Developers.IO 2019』で発表したLookerセッションの資料です。
shinyaa31
November 01, 2019
Transcript
109 slides
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ࣗݾհ ͠Μ "84ίϯαϧςΟϯά෦ʹݱ"84ࣄۀຊ෦ͷલ IUUQTEFWDMBTTNFUIPEKQBVUIPSTIJOZBB @shinyaa31 #cmdevio ݄ɿΫϥεϝιου+0*/
݄ʙɿσʔλΠϯςάϨʔγϣϯ෦ ݄ʙɿσʔλΞφϦςΟΫεࣄۀຊ෦ ɾΫϥϝι ɾ$4" ΧελϚʔετʔϦʔΞφϦςΟΫε Ϧʔμʔ ɾ͖ͳ"84αʔϏεɿ"NB[PO3FETIJGU ɾ͖ͳөըɿϚουϚοΫεౖΓͷσεɾϩʔυ өըؗͰͷ௨ࢉࢹௌճɿճ ɾ͖ͳ4803%ɿୡຏҰՈ ɾ͖ͳՄࢹԽɿਤΛ׆༻ͨ͠ͷ -
ΞδΣϯμ ɾࣗݾհˍΠϯτϩ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ɾ-PPLFSͷར׆༻Πϝʔδ
ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ͏ʁͲͬͪ͏ʁ ɾ·ͱΊ #cmdevio -
ΞδΣϯμ ɾࣗݾհˍΠϯτϩ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ɾ-PPLFSͷར׆༻Πϝʔδ
ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ͏ʁͲͬͪ͏ʁ ɾ·ͱΊ #cmdevio -
-PPLFSͱͲΜͳͷͳͷ͔ɿݸਓతͬ͘͟Γཁ·ͱΊ ɾσʔλͷՄࢹԽɺੳɺڞ༗ͷͨΊͷॴػೳΛఏڙ͢Δ ɹʰσʔλϓϥοτϑΥʔϜʱɻ ɾσʔλͷ४උैདྷ௨Γɺ%#%8)ଆͰߦ͓ͬͯ͘ඞཁΞϦ ɾ8FC6*Λհ֤ͯ͠छૢ࡞Λߦ͏ ϒϥβͷΈσεΫτοϓΞϓϦແ͠ ɾ-PPL.-ͱ͍͏ݴޠΛͬͯཁૉͷ࡞ɺઃఆΛߦ͏
ɾσʔλϕʔεσʔλΣΞϋεʹͷΈରԠ͠ɺ ɹϩʔΧϧϑΝΠϧඇରԠ Ұ୴ԿΒ͔ͷڥʹऔΓࠐΉඞཁ༗Γ ɾσʔλͷใΛϓϥοτϑΥʔϜ෦ʹอ࣋͠ͳ͍ ɾ(JU࿈ܞʹඪ४ରԠʰΦϨΦϨఆٛˍՄࢹԽʱཚཱΛࢭ ɾ֤छ֎෦ΞϓϦαʔϏεͱͷॊೈͳ࿈ܞʹରԠ ɾҹͱͯ͠ʰ͔Ώ͍ͱ͜Ζʹख͕ಧ͘ɺศརͳαʔϏεʱɻ #cmdevio -
σʔλϕʔεଓઃఆɿ -PPLFS֓ཁ %BUBCBTF#VTJOFTT*OUFMMJHFODF #* "OBMZUJDT4PGUXBSFc-PPLFS IUUQTMPPLFSDPNTPMVUJPOTEBUBCBTFT -PPLFSͷରԠσʔλιʔεʹ͍ͭͯMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSBWBJMBCMFEBUBTPVSDFT
ɾ༧Ί༻ҙ͓͍ͯͨ͠σʔλϕʔεڥΛࢦఆ ɾʮଓ $POOFDUJPO ʯͷܗͰར༻ग़དྷΔΑ͏ʹ ɹ-PPLFSʹઃఆΛొ͓ͯ͘͠ ɾجຊతͳଓઃఆ ɾͦͷଞৄࡉͳ߲ ӬଓԽͳͲ ઃఆՄೳ ɾओཁͳ%#ɺ%8)͍͍ͩͨରԠ #cmdevio -
&YQMPSFΛͬͯσʔλΛ୳ࡧɿ -PPLFS֓ཁ -PPLFSͰͷσʔλ୳ࡧIUUQTEPDTMPPLFSDPNKBFYQMPSJOHEBUBFYQMPSJOHEBUB -PPLFSͰͷσʔλ୳ࡧͷجຊใIUUQTEPDTMPPLFSDPNKBFYQMPSJOHEBUB ɾσʔλΛ୳ࡧ &YQMPSF ͢Δػೳ ɾ༻ҙͨ͠Ϟσϧ
.PEFM ͔Β ɹσʔλΛݟͯੳΛ͠ͳ͕Β ɹϏϡʔ 7JFX l-PPLz Λ࡞ͨ͠Γ ɹμογϡϘʔυΛ࡞͍ͬͯ͘ #cmdevio -
-PPLFSϓϩδΣΫτΛ(JUϦϙδτϦͱ࿈ܞɿ -PPLFS֓ཁ 6TJOH7FSTJPO$POUSPMBOE%FQMPZJOH IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEWFSTJPODPOUSPMBOEEFQMPZJOHDIBOHFT ɾϓϩδΣΫτ୯ҐͰɺҙͷ(JUϦϙδτϦͱ ɹεϜʔζͳ࿈ܞ͕Մೳ ɾ(JUϦϙδτϦجຊతʹϢʔβଆ͕༻ҙ ɾ(JUૢ࡞ը໘6*͔Βૢ࡞
ɾ(JUϦϙδτϦͱ࿈ܞͯ͠ຊ൪ϦϦʔε͠ͳ͍ͱ ɹग़དྷͳ͍ػೳଟ͍ʹඞવతʹ(JU࿈ܞ͕ߦ͑ɺ ɹԁͳιʔείʔυཧ͕࣮ݱՄೳ #cmdevio -
ϏϡʔɾμογϡϘʔυฤूɿ -PPLFS֓ཁ #VJMEJOH-PPL.-%BTICPBSETIUUQTEPDTMPPLFSDPNKBEBTICPBSETDSFBUJOHMPPLNMEBTICPBSET ɾϞσϧ͔ΒใΛ୳ࡧˍՄࢹԽ ɾͦͷ༰Λʮ-PPLʯͱͯ͠อଘ ɹ -PPL ୯ҰάϥϑɺϏϡʔ
ɾ-PPLΛ·ͱΊͯμογϡϘʔυʹ ɾఆٛ-PPL.-ͱͯ͠ཧ #cmdevio -
-PPLFS#MPDLTɿ -PPLFS֓ཁ "DDFMFSBUFZPVS"OBMZUJDTXJUI-PPLFS#MPDLTc-PPLFSIUUQTMPPLFSDPNQMBUGPSNCMPDLT 3FETIJGU0QUJNJ[BUJPOCZ"84c-PPLFSIUUQTMPPLFSDPNQMBUGPSNCMPDLTTPVSDFSFETIJGUPQUJNJ[BUJPOCZBXT ɾੳΛՃͤ͞ΔͨΊʹར༻͢Δ͜ͱ͕ग़དྷΔɺ ɹࣄલʹߏங͞Εͨॲཧίʔυͷմ #MPDL ɺ
ɹʰੳςϯϓϨʔτʱͷΑ͏ͳͷ ɾؔ࿈ϑΝΠϧΛϓϩδΣΫτʹऔΓࠐΈɺઃఆΛ ɹฤू͢Δ͚ͩͰ࠶ར༻͕Մೳʹ ɾ༻్ɺछྨଟذʹΔ ɹɾੳϒϩοΫ ɹɾιʔεϒϩοΫ ɹɾσʔλϒϩοΫ ɹɾσʔλπʔϧ ɹɾՄࢹԽϒϩοΫ ɹɾຒΊࠐΈϒϩοΫ #cmdevio -
1PXFSFECZ-PPLFSɿ -PPLFS֓ཁ 1PXFSFECZ-PPLFSc-PPLFS IUUQTMPPLFSDPNOFXTQSFTTMPPLFSFYQBOETFNCFEEFECJQSPHSBNXJUIUIFMBVODIPGQPXFSFECZMPPLFS <Ϩϙʔτ>ύωϧσΟεΧογϣϯʰ&NCFEEFE"OBMZUJDTͷՄೳੑʱr+PJOɿUIF5PVS5PLZPMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTSFQPSUMPPLFSKPJOUIFUPVSUPLZPQBOFMEJTDVTTJPOFNCFEEFEBOBMZUJDT ɾ-PPLFSͷਪਐ͢ΔʰຒΊࠐΈੳʱ ɾ"1*ܦ༝Ͱ༷ʑͳΞϓϦέʔγϣϯʹ-PPLFSΛ
ɹlຒΊࠐΉl &NCFE ͜ͱ͕ग़དྷΔ ɾํ༷ࣜʑͳܗͰ࣮ݱՄೳ ɹɾύϒϦοΫ ɹɾϓϥΠϕʔτ ɹɾγϯάϧαΠϯΦϯ ɹɾΫϩʔζυ #cmdevio -
(PPHMFʹΑΔ-PPLFSങऩͷൃද͕͋Γ·ͨ͠ (PPHMFUP"DRVJSF-PPLFSc(PPHMF$MPVE#MPH IUUQTDMPVEHPPHMFDPNCMPHUPQJDTJOTJEFHPPHMFDMPVEFYQBOEJOHPVSQMBUGPSNGPSCVTJOFTTJOUFMMJHFODFBOEFNCFEEFEBOBMZUJDT -PPLFSUP+PJO(PPHMF$MPVEc-PPLFS IUUQTMPPLFSDPNCMPHMPPLFSUPKPJOHPPHMFDMPVE ɾ݄ൃද ɾݱࡏॾʑͷௐରԠத ɾͪͳΈʹ͜ͷޙɺ
ɹ4BMFTGPSDF͕5BCMFBVങऩΛൃද #cmdevio -
ʰ-PPLFSͷதͷਓୡʱΠϯλϏϡʔ༰ɿཁࢫ ʰ(PPHMFʹΑΔങऩʱͰ͜Ε͔ΒͲ͏ͳΔʁ-PPLFSͷதͷਓୡʹ৭ʑΛฉ͍ͯΈͨMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTJOUFSWJFXXJUIMPPLFSKBQBO w -PPLFSͷதͷਓୡతʹlྑ͍ങऩzͩͬͨ w ࠓޙҾ͖ଓ͖ϚϧνΫϥυରԠ͠·͢ w
3FETIJGU-PPLFSͰѻ͏σʔλιʔεͷ ΛΊΔɺࠓޙ"84ٴͼ "84σʔλιʔεͷରԠܧଓ w -PPLFSͷྑ͞Λ׆͔ͯ͠ຊͰͷγΣΞ֦େΛૂ͏ #cmdevio -
ΞδΣϯμ ɾࣗݾհˍΠϯτϩ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ɾ-PPLFSͷར׆༻Πϝʔδ
ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ͏ʁͲͬͪ͏ʁ ɾ·ͱΊ #cmdevio -
-PPLFSߏཁૉɿϓϩδΣΫτ ϓϩδΣΫτ -PPL.-QSPKFDU ɹؔ࿈͢ΔॾཁૉΛؚΊΔ࠷্ҐͷཻɺཁૉॾʑͷೖΕͷɻ ɹ ओͳ-PPL.-ཁૉ ɹɾϞσϧ NPEFM
ɹɾϏϡʔ WJFX ɹɾΤΫεϓϩʔϥ FYQMPSF ɹɾ݁߹ KPJO ɹɾϚχϑΣετϑΝΠϧ NBOJGFTU ɹɾυΩϡϝϯτ ɹ˞(JUϦϙδτϦϓϩδΣΫτ୯ҐͰ࿈ܞ )PXB1SPKFDU8PSLTJO-PPLFSIUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEIPXQSPKFDUXPSLT -PPL.-ͷ༻ޠͱ֓೦IUUQTEPDTMPPLFSDPNKBEBUBNPEFMJOHMFBSOJOHMPPLNMMPPLNMUFSNTBOEDPODFQUT #cmdevio -
-PPLFSߏཁૉɿϞσϧ Ϟσϧ .PEFM ɹ୳ࡧʹ༻͍Δཁૉ܈Λఆ͓ٛͯ͘͠ͷɻ ɹϢʔβʔ͜ͷཁૉΛͬͯσʔλΛࢀরˍՄࢹԽ͢Δɻ ɹɾΤΫεϓϩʔϥ &YQMPSF
ɹɹ୳ࡧཁૉͷ࠷େ୯Ґɻ ɹɾδϣΠϯ +PJO ɹɹΤΫεϓϩʔϥͰɺҙͷϏϡʔಉ࢜ΛΈ߹Θͤͯ ɹɹ͏࣌ʹఆٛͱͯ͠༻͍Δɻ42-݁߹ͷΠϝʔδɻ #cmdevio -
-PPLFSߏཁૉɿϞσϧ &YQMPSFϝχϡʔ .PEFMϑΝΠϧ &YQMPSF+PJO7JFX %#ςʔϒϧ U@CMPHQPTUT ϒϩάߘσʔλ N@VTFS
ϢʔβʔϚελ N@SFGDBUT ಛूΧςΰϦϚελ &YQMPSF U@CMPHQPTUT ϒϩάߘσʔλ U@CMPHQPTUT N@VTFS N@SFGDBUT DNEFWJPεΩʔϚ 7JFX 7JFX 7JFX +PJO +PJO #cmdevio -
-PPLFSߏཁૉɿϏϡʔ Ϗϡʔ 7JFX ɹϑΟʔϧυ ߲ͷ Ϧετٴͼɺ ɹجͱͳΔςʔϒϧɾੜςʔϒϧͷࢀরΛఆٛɻ
ɹɾσΟϝϯγϣϯ %JNFOTJPO ɹɹΧςΰϦɺΓޱͱͳΔ߲ ɹɾϝδϟʔ .FBTVSF ɹɹɺूܭରͱͳΔ߲ ɹɾϑΟʔϧυηοτ 'JFME4FU #cmdevio -
-PPLFSߏཁૉɿϏϡʔ # \d cmdevio.t_blogposts; Table "cmdevio.t_blogposts" Column |
Type | Collation | Nullable | Default -----------+-----------------------------+-----------+----------+--------- post_id | integer | | not null | post_date | timestamp without time zone | | not null | title | character varying(500) | | not null | url | character varying(500) | | not null | author_id | character varying(30) | | not null | social | integer | | not null | twitter | integer | | not null | facebook | integer | | not null | hatena | integer | | not null | view | integer | | not null | Indexes: "t_blogposts_pkey" PRIMARY KEY, btree (post_id) ˞ࣗಈੜͷ߹ɺσΟϝϯγϣϯ܈ͱ݅ DPVOU ༻ҙ͞ΕΔ ɹϝδϟʔඞཁͳͷΛඞཁͳઃఆͰࣗ࡞͢Δඞཁ͋Γ σΟϝϯγϣϯ܈ͱ݅ DPVOU ϝδϟʔ߲܈ #cmdevio -
-PPLFSߏཁૉɿμογϡϘʔυ μογϡϘʔυ %BTICPBSE -PPLFSͷՄࢹԽཁૉΛͻͱ·ͱΊʹͨ͠ͷɻ ɹɾλΠϧ ɹɹɾΫΤϦλΠϧ ɹɹɹɹطଘ-PPL&YQMPSFΛࢀরͯ͠μογϡϘʔυݻ༗ͷཁૉͱͯ͠࡞
ɹɹɾϧοΫϦϯΫλΠϧ ɹɹɹɹطଘ-PPLΛࢀর͢ΔܗͰར༻ ɹɹɾςΩετλΠϧ ɹɹɹɹ০༻ͷϔομɾςΩετϥϕϧͱͯ͠ར༻ ɹɾݕࡧ݅ ɹɾઃఆ #cmdevio ϢʔβʔఆٛܕμογϡϘʔυͷ࡞ IUUQTEPDTMPPLFSDPNKBEBTICPBSETDSFBUJOHVTFSEBTICPBSET ϢʔβʔఆٛμογϡϘʔυͷฤू IUUQTEPDTMPPLFSDPNKBEBTICPBSETFEJUJOHVTFSEBTICPBSET -
-PPLFSߏཁૉɿμογϡϘʔυ #cmdevio ݕࡧ݅ ςΩετλΠϧ ΫΤϦλΠϧ ϧοΫϦϯΫλΠϧ -PPL ୯Ұͷάϥϑ
-PPL ୯Ұͷάϥϑ ࢀর ෳ ɾλΠϧʹμογϡϘʔυଆͷׅΓ ɾλΠϧʹछྨ͋Γɺ͕ͭ-PPLʹؔ͢Δͷ ɾ-PPLʹ-PPLFSͰ࡞ग़དྷΔ୯Ұͷάϥϑ ɾϧοΫϦϯΫλΠϧ ɹɾطଘ-PPLΛࢀরͯ͠දࣔͤ͞ΔܗͰఆٛ ɹɾطଘ-PPLΛআ͢ΔͱɺμογϡϘʔυଆͷ ɹɹදࣔ͞Εͳ͘ͳΔ ɾΫΤϦλΠϧ ɹɾطଘ-PPL&YQMPSFΛ͍ɺμογϡϘʔυͷ ɹɹ͍ͪཁૉͱͯ͠࡞ ɹɾطଘ-PPLΛআͯ͠ɺμογϡϘʔυଆͷ ɹɹཁૉͱͯ͠Δ &YQMPSF ৽ن࡞ -
-PPLFSߏཁૉɿͦͷଞ 6OEFSTUBOEJOH0UIFS1SPKFDU'JMFT IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEPUIFSQSPKFDUpMFT ͦͷଞϓϩδΣΫτؔ࿈ϑΝΠϧ ɹɾυΩϡϝϯτϑΝΠϧ ɹɾσʔλϑΝΠϧ ɹɾϓϩδΣΫτϚχϑΣετϑΝΠϧ NBOJGFTU
ɹɾϩέʔϧετϦϯάϑΝΠϧ ɹɾΤΫεϓϩʔϥϑΝΠϧ ɹɾͦͷଞ #cmdevio -
-PPLFSϓϩδΣΫτͷਐΊํ ྫ ՄࢹԽɾੳରͷௐࠪ ɾଞ#*πʔϧɺαʔϏεಉ༷ɺ ɹʰੳɾՄࢹԽରσʔλͷ४උʱඞཁ ɾ·ͨɺ-PPLFSͷ߹%#ɾ%8)ʹσʔλΛ ɹ֨ೲɺੵ͓ͯ͘͠ඞཁ͕͋Δ ϩʔΧϧϑΝΠϧඇରԠ
ɾݟ͍ͨˍੳ͍ͨ͠σʔλ͔ΒɺͲͷΑ͏ͳ ɹܗͰσʔλΛ࣋ͬͯ͘Δ͔ݕ౼ #cmdevio -
-PPLFSϓϩδΣΫτͷਐΊํ ྫ σʔλੳڥͷ४උ ɾ͍ΘΏΔʰσʔλੳج൫ʱͷߏங ɾҰ࿈ͷॲཧΛ࣮ݱ͢ΔڥΛ༻ҙ ɹɾσʔλΛू ɹɾσʔλΛ%#%8)ʹऔΓࠐΉ ɹɾσʔλϚʔτͷ࡞
ɾཁ݅ʹԠͯ͡σʔλΛՃ ɹɾऔΓࠐΉલʹՃ &5-CZϓϩάϥϜɺπʔϧ ɹɾऔΓࠐΜͰ͔ΒՃ &-5CZ42- #cmdevio -
-PPLFSϓϩδΣΫτͷਐΊํ ྫ ݟ͍ͨɾੳ ͍ͨ͠Πϝʔδ ΰʔϧʣ ੳɾՄࢹԽʹඞཁͳ σʔλ༰ɺߏ %#ɾ%8)ʹऔΓࠐΉ
ͨΊͷϑΝΠϧ४උ ඞཁͳ ݩσʔλ ˞ΰʔϧ͔Βඞཁͳใ༰Λٯࢉͯ͠ચ͍ग़͠ɺ·ͣઌߦͯ͠ຊ ʰॲཧͷྲྀΕʱΛ࡞ͬͯΈΔˠن࣌ؒϦιʔεײΛ௫ΜͰԣల։ ࣮ॲཧͷྲྀΕ ߟ͑ํͷҰҊ ͷྲྀΕ #cmdevio -
<13>Ϗοάσʔλੳج൫ఏڙαʔϏεʮ$4"ʯͬͯ·͢ Ϋϥεϝιου$4" ݕࡧ Ϗοάσʔλੳج൫ΛςϯϓϨʔτԽɺ ظؒͰͷߏஙɾಋೖΛ࣮ݱ ɾ"NB[PO3FETIJGUରԠ ɾओͳػೳ ɹɾσʔλऔΓࠐΈ
ɹɾϓϩάϥϜ࣮ߦ 42- 1ZUIPO ɹɾ௨ ɹɾδϣϒཧ ج൫ߏஙʹ͓͚Δ༷ʑͳॲཧΛޮԽɺ ࣗಈԽͯؔ͠࿈ۀΛαϙʔτ ˞ࠓޙରԠ%#%8)ΛՃ༧ఆ ϏοάσʔλੳࢧԉͷΧελϚʔετʔϦʔΞφϦςΟΫεʛΫϥεϝιουʛΫϥεϝιουͷαʔϏε https://classmethod.jp/services/bigdata/ #cmdevio -
<13>σʔλϒϨϯσΟϯάɾੳπʔϧʮ"MUFSZYʯѻͬͯ·͢ ΫϥεϝιουΞϧςϦΫε ݕࡧ AlteryxʢΞϧλϦΫεʣͷ͝հ | Ϋϥεϝιουͷύʔτφʔ https://classmethod.jp/partner/alteryx/detail/ #cmdevio
σʔλੳʹֻ͔Δ࣌ؒίετΛݮ ҙࢥܾఆͷεϐʔυΞοϓΛଅਐ Ҏ্ͷ༷ʑͳʰॲཧπʔϧʱͰࢥ͍௨Γ ͷϫʔΫϑϩʔΛ࣮ݱՄೳ %FTJHOFS ɾσʔλલॲཧ ɾϒϨϯσΟϯά ɾੳ ଟछଟ༷ͳೖग़ྗσʔλιʔεʹରԠɺ Ռؔ࿈ϓϩμΫτʹల։Մೳ ɾڞ༗σʔλ౷ׅ 4FSWFS ɾσʔλΧλϩά $POOFDU ɾ༧ଌϦΞϧλΠϜܾఆ"1* 1SPNPUF ๛ͳϊϋʹΑΔٕज़ࢧԉ ࠃ།Ұͷʰ"MUFSZY"$&ʱͷଘࡏ -
-PPLFSϓϩδΣΫτͷਐΊํ ྫ -PPLFSϓϩδΣΫτͷ࡞ ɾʰσʔλϕʔεଓʱ͋Β͔͡Ί࡞͓ͯ͘͠ ɾ-PPL.-ϓϩδΣΫτʹσʔλϕʔεଓ͕ ɹඥͮ͘ܗ جຊϓϩδΣΫτɿ%#ଓɺ ɹঢ়گʹΑͬͯෳ%#ଓͷߏՄೳ
ɾϓϩδΣΫτ࡞ͷλΠϛϯάͱ߹Θͤͯ ɹ(JUϦϙδτϦ༻ҙ ɾ࡞ޙʹ(JUϦϙδτϦ࿈ܞઃఆਪ #cmdevio -
-PPLFSϓϩδΣΫτͷਐΊํ ྫ ୳ࡧͷ࣮ફ ɾ४උग़དྷͨ୳ࡧϦιʔεʹ&YQMPSFΛૢ࡞ͯ͠ ɹσʔλͷ༰Λ֬ೝɺੳ࣮ࢪ ɾՄࢹԽͷͨΊͷϏϡʔ -PPL ʹ͍ͭͯ
ɹ༰Λ֬ೝɺμογϡϘʔυ࡞ͷߏΛݕ౼ ɾඞཁͳใ͕͋ΕదٓΤΫεϓϩʔϥҎԼͷ ɹཁૉʹө #cmdevio -
-PPLFSϓϩδΣΫτͷਐΊํ ྫ ՄࢹԽͷ࡞ɾڞ༗ ɾ୳ࡧͷաఔͰݕ౼ͨ͠ʰՄࢹԽʱͷ༰Λ࣮ݱ ɾϏϡʔ -PPL Λ࡞ ɾμογϡϘʔυ
%BTICPBSE Λ࡞ ɹɾ-PPLͷՃ ɹɾμογϡϘʔυͷઃఆ ɾڞ༗ɺ࿈ܞͷઃఆඞཁʹԠͯ͡ #cmdevio -
-PPLFSͷϩʔϧͱύʔϛογϣϯ -PPLFSʹ͓͚ΔϩʔϧɾύʔϛογϣϯηοτɾϞσϧηοτͷߟ͑ํ ˍϢʔβʔ࡞ೖ MPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSSPMFQFSNJTTJPOTFUNPEFMTFUBOEDSFBUFVTFS ʻϩʔϧʼ ɹɾݖݶΛఆٛͨ͠ͷྫ "ENJO
%FWFMPQFS 6TFS 7JFXFS ɹɾϢʔβʔɺάϧʔϓʹ༩Մೳ άϧʔϓਪ ɹɾҎԼͷηοτ͔Βߏ͞ΕΔ ɹɹɾݖݶηοτ 1FSNJTTJPO4FU ɹɹɹɾʮग़དྷΔ͜ͱʯ ɹɹɹྫ FYQMPSF TFF@MPPLNM@EBTICPBSET NBOBHF@NPEFMT ɹɹɾϞσϧηοτ .PEFM4FU ɹɹɹɾʮΞΫηεग़དྷΔ-PPL.-ϞσϧͷΈ߹Θͤɺൣғʯ #cmdevio -
-PPLFSͰ࣮ݱग़དྷΔʮΞΫηε੍ޚʯ *18IJUFMJTU IUUQTEPDTMPPLFSDPNBENJOPQUJPOTTFSWFSJQXIJUFMJTU ηΩϡΞͳσʔλϕʔεΞΫηεΛՄೳʹ͢Δ IUUQTEPDTMPPLFSDPNKBTFUVQBOENBOBHFNFOUFOBCMJOHTFDVSFEC #cmdevio ɾ-PPLFSΠϯελϯεڥͷΞΫηε੍ޚ ɹɾ*1ϗϫΠτϦετػೳ
ɾ-PPLFS͕ΞΫηε͢Δ%#%8)ͷΞΫηε੍ޚ ɹɾ-PPLFSϗετͷ*1ΞυϨεΛʰϗϫΠτϦετʱͱͯ͠ ɹɹ%#%8)ʹొ ɾ-PPLFSͷϩάΠϯೝূ੍ޚ ɹɾύεϫʔυೝূ ɹɾೋཁૉೝূ ɹɾ(PPHMFೝূ ɹɾ4".-ೝূͳͲ -
-PPLFSͰ࣮ݱग़དྷΔʮΞΫηε੍ޚʯ "DDFTT$POUSPMBOE1FSNJTTJPO.BOBHFNFOU IUUQTEPDTMPPLFSDPNBENJOPQUJPOTUVUPSJBMTQFSNJTTJPOT #cmdevio ɾίϯςϯπʹؔ͢ΔΞΫηε੍ޚ ɹɾϑΥϧμϑΥϧμͷ-PPLɺμογϡϘʔυͷΞΫηε ɾσʔλʹؔ͢ΔΞΫηε੍ޚ ɹɾϞσϧηοτ
.PEFM4FU ɿϩʔϧʹద༻ɺΞΫηεରൣғΛ੍ݶ ɹɾΞΫηεϑΟϧλ BDDFTTpMUFS ɿදࣔग़དྷΔσʔλߦΛ੍ݶ ɹɾΞΫηεڐՄ BDDFTTHSBOU ɿ-PPLFS֤छཁૉϑΟʔϧυͷΞΫηεΛ੍ݶ ɾػೳʹؔ͢ΔΞΫηε੍ޚ ɹɾݖݶηοτ 1FSNJTTJPO4FU ɿϩʔϧʹద༻ɺϢʔβʔͷʰग़དྷΔ͜ͱʱΛ੍ݶ ɾϢʔβʔάϧʔϓͱϩʔϧͷؔ ɹɾʰϞσϧηοτ .PEFM4FU ʱͱʰݖݶηοτ 1FSNJTTJPO4FU ʱΛϩʔϧʹ༩ ɹɾϩʔϧΛϢʔβʔάϧʔϓʹ༩ʹ֘͢ΔϢʔβʔάϧʔϓͷݖݶΛࢦఆ ɾϢʔβʔଐੑΛ༻͍ͨΞΫηε੍ݶ ɹɾάϧʔϓϢʔβʔʹʰϢʔβʔଐੑ VTFSBUUSJCVUFT ʱͱͯ͠ҙͷΛઃఆ ɹɾྫ ձ໊ࣾɺॴଐ෦ॺɺϒϥϯυͳͲˠΞΫηεϑΟϧλͰϢʔβʔଐੑͷΛϑΟϧλϦϯάՄೳ -
ΞδΣϯμ ɾࣗݾհˍΠϯτϩ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ɾ-PPLFSͷར׆༻Πϝʔδ
ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ͏ʁͲͬͪ͏ʁ ɾ·ͱΊ #cmdevio -
-PPLFSͱ5BCMFBVɺํඋ͍͑ͯΔ ͱ-PPLFS͕ఏএ͢Δ ͷ ɾඒ͘͠ΠϯλϥΫςΟϒͳϏδϡΞϦθʔγϣϯ ɾϙΠϯτˍΫϦοΫܕΠϯλʔϑΣʔεʹΑΔײతͳੳ ɾશΧελϚΠζՄೳͳμογϡϘʔυ ɾΈࠐΈ͕؆ܿ ɾࣗࣾσʔλϕʔεʹଓ ɾγϯάϧαΠϯΦϯ ɾٕज़ʹৄ͘͠ͳ͍Ϣʔβʔ؆୯ʹ͑ΔϨϙʔτϏϧμʔ
ɾϑϧػೳ"1* ɾϞόΠϧɺλϒϨοτɺσεΫτοϓͰͷݟ͢͞ -PPLFSWT5BCMFBV -PPLFSWT5BCMFBVcൺֱc-PPLFSIUUQTKBMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV -PPLFSWT5BCMFBVc$PNQBSJTPOc-PPLFSIUUQTMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV #cmdevio -
-PPLFSͷΈ͕උ͍͑ͯΔ ͱ-PPLFS͕ఏএ͢Δ ͷ ɾҰݩཧ͞ΕͨσʔλϓϥοτϑΥʔϜ͔Βͷ࣮֬ͳճ ɾϏοάσʔλΛఆͨ͠ΞʔΩςΫνϟ ɾݱࡏͷ࠷ύϫϑϧͳσʔλϕʔεΛશ׆༻ ɾσʔλͷநग़ෆཁɺ͓٬༷ͷσʔλϕʔεʹσʔλΛҡ࣋ ɾͻͱͭͷπʔϧ͔Β؆୯ʹͰ͖ΔϦϯΫڞ༗Ͱڞಉ࡞ۀ͕༰қ ɾνϟοτ͔ΒඵͰςΫχΧϧαϙʔτΛఏڙ ɾ࠶ར༻ՄೳͳσʔλϞσϧʹΑΔ෮։ൃ
ɾόʔδϣϯཧػೳࡌ ɾޮతͰಡΈऔΓՄೳͳ42-Λ࡞ ɾ4NBSU$BDIFʹΑΔ࠷৽σʔλ ɾϒϥβϕʔε ɾΘ͔ͣͰγʔϜϨεʹιϑτΣΞΛΞοϓάϨʔυ ɾ.BDͱ1$ʹରԠ ɾΛܦͨࠪՄೳͳ༻ࢦඪ ɾݎ࿚ͳεέδϡʔϦϯάͱΞϥʔτͷΦϓγϣϯ -PPLFSWT5BCMFBV -PPLFSWT5BCMFBVcൺֱc-PPLFSIUUQTKBMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV -PPLFSWT5BCMFBVc$PNQBSJTPOc-PPLFSIUUQTMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV #cmdevio -
Ұݩཧ͞ΕͨσʔλϓϥοτϑΥʔϜ͔Βͷ࣮֬ͳճ Trustworthy answers from a centralized data platform -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
ɾ-PPL.-Ͱ࡞͞ΕͨϞσϧ &YQMPSF Λڞ༗ ɾ(JUϦϙδτϦ࿈ܞʹΑΔఆٛใͷόʔδϣϯཧ ˠࢦඪͷཚཱΧΦεΛࢭ ˠϢʔβʔຖʹಘΒΕΔճ͕ҟͳΔɺͱ͍͏ঢ়گΛճආ -PPLFSϓϥοτϑΥʔϜʹ͍ͭͯc-PPLFS IUUQTKBMPPLFSDPNQSPEVDUMPPLFSEJ⒎FSFODF ߴͳσʔλੳϓϥοτϑΥʔϜˍιϑτΣΞc-PPLFS IUUQTKBMPPLFSDPNQMBUGPSNPWFSWJFX ˞5BCMFBVͰϫʔΫϒοΫͦͷଞཁૉͷཧػೳʹ͍͠ ɹ (JU࿈ܞແ͍ʗ5BCMFBV4FSWFSʹू͢ΔࣄͰίϯςϯπཧՄೳ͕ͩ%FTLUPQ্ʹ͔͠ແ͍ͷ·Ͱख͕ٴͳ͍ ˞·ͨɺ5BCMFBVͰ8PSLCPPLͰɺϢʔβʔຖͷʮಠࣗͷࢦඪΛ࣋ͬͨఆٛʯ͕࡞Εͯ͠·͏ ɹఆٛͷूதཧ͕ग़དྷͳ͘ͳΓɺΧΦεͷݩʹͳΔՄೳੑ #cmdevio -
ϏοάσʔλΛఆͨ͠ΞʔΩςΫνϟ Architected for the world of big data -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
"TLUIF&YQFSUT%BUB"SDIJUFDUVSFTGPS#FUUFS"OBMZUJDTXJUI"NB[PO3FETIJGUc-PPLFS IUUQTMPPLFSDPNCMPHEBUBBSDIJUFDUVSFGPSBNB[POSFETIJGUGPSCFUUFSBOBMZUJDT ɾ"84($14OPXqBLFͳͲɺ࠷৽ͷσʔλੳج൫ͱ ɹ߹Θͤͯར༻͢Δ͜ͱΛఆ ɾ-PPLFSඳըσʔλॲཧʹಛԽɺ ɹूܭɾԋࢉॲཧͳͲ%#ɾ%8)ଆͷར׆༻͕લఏ ɹɾʰඳըʱʹද্ࣔݶΛઃఆ ɹˠେنσʔλͷzѻ͍zʹؔ͢ΔελϯεΛ໌ࣔ ˞5BCMFBVͰ͜ΜͳϗϫΠτϖʔύʔ͋Δ༷ɿ ɹϏοάσʔλʹ͍ͭͯͷ5BCMFBVͷϏδϣϯc5BCMFBV4PGUXBSF ɹIUUQTXXXUBCMFBVDPNKBKQMFBSOXIJUFQBQFSTUBCMFBVTWJTJPOCJHEBUB #cmdevio -
ݱࡏͷ࠷ύϫϑϧͳσʔλϕʔεΛશ׆༻ Fully leverages today's most powerful databases -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
ɾରԠ%#%8)3FETIJGU #JH2VFSZ 4OPXqBLF ɹؚΊɺ࠷ۙͷஶ໊ͳͷ΄΅ཏ ɾ%#%8)ຖͷ%JBMFDUΛαϙʔτɺΤϯδϯຖʹ࠷దԽ σʔλϕʔεͷઃఆʹؔ͢ΔΠϯετϥΫγϣϯ IUUQTEPDTMPPLFSDPNKBTFUVQBOENBOBHFNFOUEBUBCBTFDPOpH -PPLFS%JBMFDU4VQQPSU42--PPLFS$PNNVOJUZ IUUQTEJTDPVSTFMPPLFSDPNUMPPLFSEJBMFDUTVQQPSU #cmdevio -
σʔλͷநग़ෆཁɺ͓٬༷ͷσʔλϕʔεʹσʔλΛҡ࣋ Leaves data in your database -- no need to
extract data -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ ɾ-PPLFS42-Λൃߦ͠ɺ%#ɾ%8)ଆͰ࣮ߦͨ͠ ɹ݁ՌͷΈΛѻ͏ ɾ-PPLFSͰɺzநग़zػೳͷΑ͏ͳ ɹʰσʔλΛαʔόଆʹอ࣋ʱ͢ΔΈΛ࣋ͨͳ͍ ˠ͓٬͞·σʔλͷzॴࡏz͕ҠΔ͜ͱແ͍ ˞5BCMFBVͰʰநग़ʱͱ͍͏ػೳ͕͋ΓɺσʔλΛʮݸผʹอ࣋ʯ͢Δ͜ͱग़དྷΔʹศར͕ͩɺॴࡏ͕ࢄΒΔՄೳੑ ɹσʔλͷநग़5BCMFBVIUUQTIFMQUBCMFBVDPNDVSSFOUQSPEFTLUPQKBKQFYUSBDUJOH@EBUBIUN #cmdevio -
ͻͱͭͷπʔϧ͔Β؆୯ʹͰ͖ΔϦϯΫڞ༗Ͱڞಉ࡞ۀ͕༰қ Easy link-sharing from a single tool makes collaboration easy
-PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ ɾ-PPLFSͷίϯςϯπʹࣗ༝ʹߦ͖དྷ͕Մೳ ɹɾυϦϧμϯ ɹɾੳ݁Ռ͔ΒଞͷμογϡϘʔυͷભҠ ɾೝূɺڐՄ͕͞Ε͍ͯΕɺ63-ͭͰใͷڞ༗͕༰қ 4IBSJOH%BUBGSPN63-T IUUQTEPDTMPPLFSDPNKBTIBSJOHBOEQVCMJTIJOHTIBSJOHVSMT ύϒϦοΫڞ༗ɺΠϯϙʔτɺຒΊࠐΈ IUUQTEPDTMPPLFSDPNKBTIBSJOHBOEQVCMJTIJOHQVCMJTIJOHMPPLTXJUIQVCMJDVSMT ˞5BCMFBVͷ߹ɺ8PSLCPPL୯ҐͰಠཱ͍ͯ͠ΔͨΊɺ8PSLCPPLΛ͑Δڞ༗ෆՄೳ #cmdevio -
νϟοτ͔ΒඵͰςΫχΧϧαϙʔτΛఏڙ Technical support available by chat in seconds -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
Support Access https://docs.looker.com/admin-options/settings/support-access ɾ%$- %FQBSUNFOUPG$VTUPNFS-PWF ɹސ٬Λॏࢹͨ͠αϙʔτνʔϜ͕ରԠ ɾϝχϡʔ͔Βଈνϟοτ͕ىಈ ɾνϟοτͳͷͰ વ Ϩε͕ૣ͍ ɾ ຊͷ Ӧۀ࣌ؒͰ͋ΕຊޠͰɺ ɹͦΕҎ֎ͷ࣌ؒଳͰӳޠͰରԠ ɾඞཁʹԠͯ͡63-ڞ༗͑ঢ়گͷѲਝ ɾ ϝʔϧରԠΞϦ #cmdevio -
࠶ར༻ՄೳͳσʔλϞσϧʹΑΔ෮։ൃ Iterative development with a reusable data model -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
Data Modeling in Looker https://info.looker.com/data-modeling/data-modeling-in-looker-2 Reusing Code with Extends https://docs.looker.com/data-modeling/learning-lookml/extends ɾ-PPL.-ܧঝ֦ு͕Մೳ ɾ(JUϦϙδτϦ͔ΒɺଞϢʔβʔ͕࡞ͨ͠ͷΛ ɹΠϯϙʔτ͢Δ͜ͱՄೳ ˠϊϋͷڞ༗ɺՌͷ࠶ར༻͕ͱͯ༰қ ˞5BCMFBVͷ߹ɺෳग़དྷͯܧঝ࠶ར༻ͱ͍͏໘Ͱػೳʹ͍͠ #cmdevio -
όʔδϣϯཧػೳࡌ Built-in version control -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ 4FUUJOH6QBOE5FTUJOHB(JU$POOFDUJPO IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFETFUUJOHVQHJUDPOOFDUJPO
6TJOH7FSTJPO$POUSPMBOE%FQMPZJOH IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEWFSTJPODPOUSPMBOEEFQMPZJOHDIBOHFT ɾ-PPL.-ϓϩδΣΫτΛ(JUϦϙδτϦͱ࿈ܞՄೳ ɾ ಄z֓ཁzͰݴٴͨ͠ͷͰ͜͜ͰׂѪ #cmdevio -
ޮతͰಡΈऔΓՄೳͳ42-Λ࡞ Writes performant, readable SQL for you -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
)PX-PPLFS(FOFSBUFT42- IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHMFBSOJOHMPPLNMIPXMPPLFSHFOFSBUFTTRM ɾ-PPLFSଆͰઃఆ༰͔Β ɹޮతͳ42-ΫΤϦΛൃߦ ɾੜ༰<42->λϒͰ ɹ֬ೝՄೳ ɾ֤ϓϥοτϑΥʔϜʹ࠷దԽ ɹ͞Εͨ42-Λੜ #cmdevio -
4NBSU$BDIFʹΑΔ࠷৽σʔλ Freshest-possible data with Smart Caching -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
Caching Queries and Rebuilding PDTs with Datagroups https://docs.looker.com/data-modeling/learning-lookml/caching Smart Caching Deep Dive by Abby West - YouTube https://www.youtube.com/watch?v=ncWqAHpM3Ac Join 2017_Deep Dive_Smart Caching https://www.slideshare.net/looker/join-2017deep-divesmart-caching ɾઃఆͰΩϟογϡΛޮ͔ͤɺ ɹޮੑΛ্ ɾΩϟογϡఆظత ࣌ؒࢦఆ ɹΠϕϯτۦಈ Ͱ༰ߋ৽͕Մೳ ɾৗʹϏδωε্Ͱඞཁͳ࠷৽ͷ ɹσʔλΞΫηεՄೳʹ #cmdevio -
ϒϥβϕʔε 100% browser-based -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ Supported Browsers https://docs.looker.com/admin-options/supported-browsers
ɾσεΫτοϓΞϓϦέʔγϣϯ͕ෆཁ ɾΠϯλʔωοτΞΫηεՄೳͳ͕͋Ε ɹͲ͔͜ΒͰΞΫηεՄೳ ɾ63-Λڞ༗͢Δ͚ͩͰ୭ʹͰίϯςϯπͷڞ༗͕Մೳʹ ɾ3&45"1*ͰଞΞϓϦέʔγϣϯͱܨ͕Δࣄ͕ग़དྷΔ ɹˠϢʔβʔ͕طʹར༻͍ͯ͠ΔۀΞϓϦέʔγϣϯΛ ɹɹؚΜͩۀϑϩʔͷதʹ-PPLFSΛ؆୯ʹೖΕΔ͜ͱ͕ग़དྷΔ #cmdevio -
Θ͔ͣͰγʔϜϨεʹιϑτΣΞΛΞοϓάϨʔυ Software upgrades happen seamlessly in minutes -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
#FTU1SBDUJDFTXIFO6QEBUJOHZPVS-PPLFS*OTUBODFr-PPLFS)FMQ$FOUFS IUUQTIFMQMPPLFSDPNIDFOVTBSUJDMFT#FTU1SBDUJDFTXIFO6QEBUJOHZPVS-PPLFS*OTUBODF ɾϢʔβʔͷڥΛ-PPLFS͕ཧɺϢʔβʔଆͷ࡞ۀແ͠Ͱ ɹ࠷৽൛ͷΞοϓάϨʔυ͕Մೳ ɾΞοϓάϨʔυ࣌ۃྗμϯλΠϜ͕ൃੜ͠ͳ͍Α͏ͳ ɹΈΛߏஙӡ༻ ɾϩʔΧϧΞϓϦέʔγϣϯͷཧແ͘ɺ ɹόʔδϣϯίϯτϩʔϧΠϯετʔϧ࡞ۀҰෆཁ #cmdevio -
.BDͱ1$ʹରԠ Works perfectly on Mac and PC -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
ɾ-PPLFSϒϥβϕʔεͷαʔϏε ɾϒϥβ͕͑ΔͰ͋ΕಉҰػೳಉҰ69ΛఏڙՄೳ #cmdevio -
ΛܦͨࠪՄೳͳ༻ࢦඪ Tracked and auditable usage metrics -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
ɾ-PPLFSͷཧػೳ͔Β༷ʑͳ ɹߦಈϩάΞΫηεใΛ֬ೝՄೳ ɹɾϢʔβʔ ɹɾίϯςϯπ ɹɾύϑΥʔϚϯε ɾ(JU࿈ܞͰ-PPL.-ͷใཧɺ ɹϦϦʔεલͷ֤छ֬ೝεϜʔζʹ 4ZTUFN"DUJWJUZ1BHFT IUUQTEPDTMPPLFSDPNBENJOPQUJPOTTZTUFNBDUJWJUZ $SFBUJOH-PPLFS6TBHFBOE.FUBEBUB3FQPSUTXJUIJ@@MPPLFS IUUQTEPDTMPPLFSDPNBENJOPQUJPOTUVUPSJBMTJ@@MPPLFS #cmdevio -
ݎ࿚ͳεέδϡʔϦϯάͱΞϥʔτͷΦϓγϣϯ Robust scheduling and alerting options -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔͷ
4DIFEVMJOH%BUB%FMJWFSJFT IUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHTDIFEVMJOHBOETIBSJOHTDIFEVMJOH "MFSUT IUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHBMFSUT #cmdevio -
ࢲతʰ-PPLFSͷྑ͍ͱ͜Ζʱ ͋ΒͨΊͯํͷʮಛʯΛڍ͛ͯΈΔ ɾίϯςϯπɾใͷόʔδϣϯཧ͕ߦ͑Δ ɹɾ(JU࿈ܞΛσϑΥϧτͰαϙʔτ ɹɾՌΛόʔδϣϯཧՄೳˠ༷ʑͳԸܙ͕ಘΒΕΔ ɾઐ༻πʔϧͷಋೖ͕ෆཁ ɹɾ-PPLFSར༻ϢʔβʔରԠϒϥβࠐΈͷ͚ͩ͋Ε0, ɹɾόʔδϣϯΞοϓάϨʔυͷΘ͔͠͞Βղ์͞ΕΔ
ɾ-PPL.-ͱ͍͏ʰίʔυɾઃఆʱͰશͯΛཧ ɹɾݸਓతʹίʔυهड़ ୭͕ ͍ͣΕ౿ΈࠐΉྖҬͩ͠ɺΞϦͩͱࢥ͏ ɹɾֶशίετΑΓ-PPL.-Λ֮͑ΔࣄͰಘΒΕΔϝϦοτͷํ͕େ͖͍ ɾ֎෦ͱͷσʔλˍαʔϏε࿈ܞ͕ॆ࣮ ɹɾσʔλΛʰ֎෦ʹ࿈ܞՄೳʱͳͷͰ͍উख͕ྑ͍ ɹɾ-PPLFS"1*"DUJPO)VCຒΊࠐΈੳɺ༷ʑͳػೳΛ׆༻Մೳ ɹˠطଘۀΞϓϦΛத৺ͱͨ͠ۀϑϩʔ͕ΊΔ #cmdevio -
ࢲతʰ5BCMFBVͷྑ͍ͱ͜Ζʱ ͋ΒͨΊͯํͷʮಛʯΛڍ͛ͯΈΔ ɾ͍࢝Ίͷϋʔυϧͷ͞ ɹɾײˍ(6*ૢ࡞Ͱ͍࢝ΊΔ͜ͱ͕ग़དྷΔ ɹɾॳظֶशίετ͕ඇৗʹ͘ࡁΉ ɹɾਓͰ࢝ΊΒΕΔϑοτϫʔΫͷܰ͋͞Δ ɾՄࢹԽͷදݱྗ ɹɾଟछଟ༷ͳදࣔܗࣜʹରԠ
ɹɾΞΠσΞ࣍ୈͰඒྷͳσβΠϯදݱ࣮ݱՄೳ ɹɾཧۭؒใपΓ࠷ۙॆ࣮͖ͯͨ͠ ɾϩʔΧϧϑΝΠϧʹ ରԠ ɹɾʰखݩͷϑΝΠϧΛ͙͢ʹՄࢹԽʱग़དྷΔͷخ͍͠ ɹɾʰݟ͍ͨͷʱͷϓϩτλΠϓΛࢼͤΔͷେ͖͍ͱࢥ͏ #cmdevio -
-PPLFSͱ5BCMFBVΛʰซ༻ʱͯ͠ੳɾՄࢹԽΛՃ <-PPLFS> ɾϓϩτλΠϓ݁ՌΛө ɾμογϡϘʔυͷڞ༗ ɾҰൠϢʔβʔͷࢀর༻్ʹ ɾ֤छఆٛͷཧ ʹ(JU࿈ܞ ɾੳͷڞ༗ ʹຒΊࠐΈੳ
ɾσʔλͷ࿈ܞ -PPLFS"1* ɾॲཧͷ࿈ܞ ʹ"DUJPO)VC ˞ڞ༗ల։࿈ܞ༻్ʹ׆༻ ݸਓతʹߟ͑ΔͦΕͧΕͷʰ͍͚ํʱྫ <5BCMFBV> ɾՄࢹԽֶशͷಋೖͱͯ͠ ɾՄࢹԽϓϩτλΠϓ࡞ ɾΞΧσϛΧϧͳੳख๏Λ ɹۦ͢ΔϢʔβʔͷ ɹΞυϗοΫͳਂ۷Γ༻్ʹ ɾදݱྗ͕ඞཁͳ7J[ͷ࡞ ˞ݕূਂ۷Γ༻్ʹ׆༻ #cmdevio -
ΞδΣϯμ ɾࣗݾհˍΠϯτϩ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ɾ-PPLFSͷར׆༻Πϝʔδ
ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ͏ʁͲͬͪ͏ʁ ɾ·ͱΊ #cmdevio -
-PPLFSެࣜใݯ ɾ-PPLFS%PDVNFOUBUJPOIUUQTEPDTMPPLFSDPN ɾ-PPLFS6TFS(VJEF3FTPVSDFTc-PPLFSIUUQTMPPLFSDPNHVJEF ɹɾ(FUUJOH4UBSUFEIUUQTMPPLFSDPNHVJEFHFUUJOHTUBSUFE ɹɾ-PPLFS)FMQ$FOUFSIUUQTIFMQMPPLFSDPNIDFOVT
ɹɾ-PPLFS$PNNVOJUZIUUQTEJTDPVSTFMPPLFSDPN ɹɾ-PPLFS6OJWFSTJUZIUUQTUSBJOJOHMPPLFSDPN ※υΩϡϝϯτຊޠͰ ɹಡΊΔͷ͋Γ·͢ #cmdevio -
-PPLFSʹڵຯΛ࣋ͨΕͨํ1P$ ֓೦࣮ূ Λɿ #cmdevio -PPLFS֓೦࣮ূ
1P$ c-PPLFSIUUQTKBMPPLFSDPNEFNPQSPPGPGDPODFQU -
w -PPLFSʜྑ͍Ͱ͢ʂ w -PPLFSʹݶΒͣɺہ໘ʹԠͯ͡ʰదͨ͠ʱπʔϧαʔϏεΛ ซ༻ͯ͠ɺੳۀΛՃ͍ͤͯ͜͞͏ʂ w -PPLFS֎෦࿈ܞʹॊೈʹରԠग़དྷΔαʔϏεɻ σʔλ࿈ܞɾॲཧ࿈ܞɾຒΊࠐΈੳͳͲ্ख͘׆༻͠Α͏ʂ w Ϋϥεϝιου-PPLFSͱͷύʔτφʔక݁Λ݁ΜͰ͍·͢ʂ
w %FWFMPQFST*0Ͱ-PPLFSͷΞτϓοτɺҾ͖ଓ͖ ΨϯΨϯͬͯߦ͖·͢ʂΑΖ͓͘͠ئ͍͠·͢ʂʂ ·ͱΊ #cmdevio
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