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*OOPWBUPS+BQBO*OD ෋ॴ྄ &OHJOFFS ϩάͷઃܭͯ͠·͔͢ʁPSR3ͱϩάઃܭͷ࿩ PHPΧϯϑΝϨϯε෱Ԭ2018

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͓஌Βͤ εϥΠυ͸SpeakerDeckʹΞοϓ͠·͕͢… ࡱӨ౳΋ࣗ༝ʹͯ͠௖͍ͯ໰୊͋Γ·ͤΜ !IBOIBO

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͜ͷτʔΫͷ໨ඪ एखΤϯδχΞ தݎΤϯδχΞ ˠϩάग़ྗʹ͍ͭͯͷ͸͡ΊͷҰา ˠυΩυΩͯ͠΋Β͏

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ࠓճ͓࿩͢Δϩάग़ྗ ΞϓϦέʔγϣϯϩά ߦಈϩά΍΢Σϒαʔόͷϩά౳͸ର৅֎ ओॲཧʹӨڹΛ༩͑ͣɺόον΍΢ΣϒΞϓϦ ͷॲཧ్தͰԿΒ͔ͷ৘ใΛ֎෦ʹग़ྗ͢Δ

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ࠓճͷείʔϓ֎ͷ࿩ 'MVFOUE -PHTUBTI ϩάऩू ϩάՄࢹԽ ,JCBOB &MBTUJD4FBSDI

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ಋೖ

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ಋೖ ͋Δ೔

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ಋೖ εϐʔσΟʔʹ WBS@EVNQ Λॻ͍ͨΓফͨ͠Γ͢ΔएखΛ໨ܸɻ

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ಋೖ

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ಋೖ

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ಋೖ

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ಋೖ ఆৗతͳ஋ͱ͔ͷνΣοΫ͸ ϩάग़ྗͷ͕ศརΑͱ఻͑Δɻ

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ಋೖ ·ͬͨ͘ϐϯͱདྷͯͳ͍ͷΛ؍ଌ

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ಋೖ ϩάग़ྗʹ͍ͭͯ఻तͤͶ͹ʂ

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ಋೖ ࢥ͍ฦͯ͠ΈΔͱɻ ࣗ෼΋ϩάग़ྗͷํ๏ͱ͔शͬͨ͜ͱͳ͍ɻ งғؾͰग़ྗ͍ͯ͠Δʜ

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ಋೖ ϩάग़ྗͷΞϨίϨΛ·ͱΊͯ νʔϜͷڞ௨ೝࣝΛ࡞Γ͍ͨ σόοά΍γεςϜӡ༻ʹ͓͚Δڧ͍෢ثʹͳΔ

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0VUMJOF 8IBUJTMPHHJOH 8IZZPVMPH )PXZPVMPH 3JTLPGMPHHJOH 8IBUZPVTIPVMEQSFQBSF

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0VUMJOF 8IBUJTMPHHJOH 8IZZPVMPH )PXZPVMPH 3JTLPGMPHHJOH 8IBUZPVTIPVMEQSFQBSF

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ϩάग़ྗͱ͸ʁ -PHHJOHJTUIFBDUPGLFFQJOHBMPH -PHpMF8JLJQFEJB ৘ใMPH ΛͲ͔͜ʹग़ྗ͢Δ͜ͱ ఆٛ͸؇͍ʜ

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ϩάग़ྗʹؔΘΔ࢓༷ 3'$ TZTMPHͷ࢓༷͔͜͜Β৭ʑͱ೿ੜ 143 -PHHFS*OUFSGBDF

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ϩάग़ྗʹؔΘΔ࢓༷ 3'$ TZTMPHͷ࢓༷͔͜͜Β৭ʑͱ೿ੜ 143 -PHHFS*OUFSGBDF 1)1FS.VTU3FBE

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143ͷ֓ཁ ͭͷ࢓༷ ୹͍ͷͰͥͻ࣮ࡍʹಡΜͰ΄͍͠ IUUQTXXXQIQpHPSHQTSQTS

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143ͷ֓ཁ #BTJDT 3'$४ڌͭͷϩάϨϕϧ ͭͷग़ྗϝιου

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ϩάϨϕϧͱ͸ʁ EFCVH JOGP OPUJDF XBSOJOH FSSPS DSJUJDBM BMFSU FNFSHFODZ ॏେ౓

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ϩάϨϕϧͱ͸ʁ EFCVH JOGP OPUJDF XBSOJOH FSSPS DSJUJDBM BMFSU FNFSHFODZ -0(@-&7&-XBSOJOH ग़ྗ͞Εͳ͍

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143ͷ֓ཁ .FTTBHF ϝοηʔδ͸TUSJOH͔@@UP4USJOH Λ࣮૷ͨ͠PCKFDU ͦ͏Ͱͳ͚Ε͹ɺத਎ΛTUSJOHʹΩϟετ ϝοηʔδิ׬

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143ͷ֓ཁ $POUFYU DPOUFYUʹ͸ԿΛ౉͞Εͯ΋͍͔ͳΔྫ֎΋UISPX͠ ͳ͍ɻ·ͨFSSPS΋XBSOJOH΋OPUJDF΋ग़͞ͳ͍ &YDFQUJPOΦϒδΣΫτ͸AFYDFQUJPOAͱ͍͏LFZ ໊Ͱηοτ͢Δ

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143ͷ֓ཁ )FMQFSDMBTTFTBOEJOUFSGBDF 1TS४ڌͷ-PHΫϥεɺΠϯλϑΣʔεɺτϨΠτ ͷઆ໌

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0VUMJOF 8IBUJTMPHHJOH 8IZZPVMPH )PXZPVMPH 3JTLPGMPHHJOH 8IBUZPVTIPVMEQSFQBSF

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Կނϩάग़ྗΛߦ͏ͷ͔ʁ QSJOUσόοά͡Όବ໨ͳͷ͔ʁ

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QSJOUσόοά ൃݟతख๏ ώϡʔϦεςΟοΫ ݟ౰͕͍͍ͭͯΔݪҼͷߜࠐ 5SZ&SSPSͷͯͬͱΓૣ͍ํ๏

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QSJOUσόοάͷ໰୊఺ ࠶ݱੑʹ๡͍͠ QSJOUফ͠๨Ε໰୊ ͖ͬ͞ॻ͍ͨWBS@EVNQ͸΋͏ແ͍ ͳΜ͔ը໘ͷࠨ্ʹग़ͯΔʜ

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QSJOUσόοάͷ໰୊఺ ಉ͜͡ͱͷ܁ฦ ຊ൪؀ڥͰ͸ແཧ -B[JOFTTҧ൓ͷ൓෮QSJOU WBS@EVNQग़ͤ·ͤΜʜ

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QSJOUσόοάͷ໰୊఺ ΞϓϦέʔγϣϯ΁ͷӨڹ QSJOUͱFYJUͷ૊߹ͤ 'SBNF8PSLͷऴ୺ॲཧΛ๦֐ ։ൃ؀ڥʹ͓͍ͯɺ࠶ݱͮ͠Β͍ඍົͳόάΛੜΈग़͢

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ϩάग़ྗͷಛ௃ ࠶ݱੑ͕͋Δ ղੳతͳσόοά ઃஔՕॴ͸ৗʹಉ༷ʹϩάग़ྗ มߋʹΑΔࠩҟΛޙ͔ΒղੳՄೳ

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͜Μͳ࣌͸ϩάग़ྗ ৗʹ֬ೝ͍ͨ͠৘ใ όονͷ࣮ߦ৘ใ ຊ൪؀ڥͰݟ͍ͨ৘ใ

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ৗʹ֬ೝ͍ͨ͠৘ใ WJFXςϯϓϨʔτʹ౉ͨ͠஋ "1*ݺͼग़͠ͷ։࢝ɾऴྃ ࣮ߦͨ͠42-ͱύϥϝʔλ

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ຊ൪؀ڥͰݟ͍ͨ৘ใ ։ൃ؀ڥͰ࠶ݱ͠ͳ͍ෆ۩߹ͷݕূϩά ߈ܸݕ஌ϩά -PHJO߈ܸ౳ ܦ೥ྼԽ͕༧ଌ͞ΕΔՕॴͷܭଌϩά

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όονͷ࣮ߦ৘ใ ։࢝࣌ؒɾऴྃ࣌ؒ "#&/%࣌ͷఀࢭՕॴ ॲཧ݅਺ ࠶࣮ߦίϚϯυ ͜Ε͸ຊ౰ʹΦεεϝɻ

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0VUMJOF 8IBUJTMPHHJOH 8IZZPVMPH )PXZPVMPH 3JTLPGMPHHJOH 8IBUZPVTIPVMEQSFQBSF

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Ͳ͏΍ͬͯϩάग़ྗΛߦ͏ͷ͔ʁ 143४ڌՄೳͳϥΠϒϥϦʔ .POPMPH ;FOE-PHHFS ϑϨʔϜϫʔΫ͕ఏڙ͢ΔϩΨʔ ϩάΛૉ௚ʹग़ͤΔͳΒɺ143ඇ४ڌͰ΋ྑ͍

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Ͳ͏΍ͬͯϩάग़ྗΛߦ͏ͷ͔ʁ ΦϨΦϨϩΨʔ͸ବ໨͔ʁ ษڧͷͨΊͷंྠͷ࠶ൃ໌͸0, Ͱ΋ຊ൪ར༻͸΍Ί·͠ΐ͏

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Ͳ͏΍ͬͯϩάग़ྗΛߦ͏ͷ͔ʁ ੜͰFSSPS@MPHؔ਺ͱ͔͸/( ͨͩ͠ɺօʹ΋౎߹ͬͯ΋ͷ͕͋Δ͜ ͱ͸ࢲ΋ཧղ͍ͯ͠Δ ͍Θͣ΋͕ͳ ෼͔ΓΈ͕͋Δ

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Ͳ͏΍ͬͯϩάग़ྗΛߦ͏ͷ͔ʁ ͓ߦّͷѱ͍ϩάग़ྗ͸ఫڈ͕جຊ ඃ֐͕গͳ͍͏ͪʹखΛଧ͍ͬͯ͜͏ ͱ͸͍͑ ೔෇ͷϑΥʔϚοτͱ͔ͰϞχϣΓͨ͘ͳ͍

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0VUMJOF 8IBUJTMPHHJOH 8IZZPVMPH )PXZPVMPH 3JTLPGMPHHJOH 8IBUZPVTIPVMEQSFQBSF

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ϩάग़ྗͷϦεΫ ϩάग़ྗ͸໾ʹཱͭ ͨͩ͠ɺϦεΫΛ಄ʹೖΕ͓ͯ͘ ඞཁ͕͋Δ

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ϦεΫ ৘ใ࿙͍͑ ΞϓϦέʔγϣϯ࣮ߦͷ๦֐ ϩάग़ྗͷઃఆϛε ҙਤ͠ͳ͍ݸਓ৘ใऩू

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৘ใ࿙͍͑ εϥυ IUUQTTFDVSJUZTSBEKQTUPSZ

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ྫ͑͹͜Μͳίʔυ %#Ͱύεϫʔυ҉߸Խͯͯ͠΋୆ແ͠

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ΞϓϦέʔγϣϯ࣮ߦͷ๦֐ Τϥʔൃੜ࣌ͷϩάΛϝʔϧૹ৴ όάϦϦʔεͰେྔͷΤϥʔϝʔϧ ϝʔϧૹ৴Ͱ٧·ͬͯʜ Τϥʔൃੜ࣌ͷϩάΛ4MBDLͰૹ৴ όάϦϦʔεͰSZ ·͞ʹΧΦε

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ઃఆϛε EFCVHϩά͕ຊ൪Ͱ΋ग़ͬͺͳ͠ ๲େͳྔͷϩάग़ྗ ΫΤϦύϥϝʔλʔ΋ʜ ૠೖɾߋ৽σʔλ͕શ෦࿙Ӯ͍ͯ͠ΔͷͱҰॹ

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ઃఆϛε ϩάΛ༗ޮ׆༻͢Δ ϩάϨϕϧͷઃఆϛε͕க໋ই

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ઃఆϛε ݟ͍ͨ࣌ʹϩά͕ͳ͍ ϦϦʔεͰϩάϑΝΠϧ͕ॻ׵ όάमਖ਼ޙʹݕূෆՄೳ ϩάͷग़ྗઌ͸ΞϓϦσΟϨΫτϦ֎ʹ

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ઃఆϛε Πϯϑϥͷ͓͡͞Μ͸ ΞϓϦέʔγϣϯϩά͸कඋൣғ֎ ࣗ෼ͷ਎͸ࣗ෼ͰकΕ

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ݸਓ৘ใ ݸਓ৘ใ͕ϩάʹग़ྗ͞Ε͍ͯΔ৔߹ (%13ͷേଇ͸ॏ͍ͨ ϓϥΠόγʔϙϦγʔ΁ͷهࡌ͸ʁ Ϣʔβ͕ಉҙͯ͠ͳ͍ར༻͸/(

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ݸਓ৘ใ ҙਤͤͣʹߦಈϩάΛऩूͯ͠͠·͍ͬͯ ͳ͍͔ʁόϨͳ͚Ε͹ྑ͍ͱ͍͏໰୊Ͱ͸ ͳ͍ɻ

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ҙࣝ͢΂͖ॏཁࣄ߲ ϩάग़ྗͰ͍͔ͳΔσʔλ΋࿙ӮՄೳ ϩάϑΝΠϧͷةݥੑΛཧղ͍ͯ͠ͳ͍ͱॏେ ͳଛࣦΛҾ͖ى͜͢Մೳੑ ੒௕͍ͯ͠ΔΞϓϦ͸ಛʹ஫ҙ

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͜͏͍͏ίʔυʹ൓Ԡ͢ΔΑ͏ʹʂ ΍͹͍৘ใΛEFCVHҎ֎Ͱग़ྗ

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͜͏͍͏ίʔυʹ൓Ԡ͢ΔΑ͏ʹʂ ઃఆϛεͰҰൃπϞͦ͠͏ͳϩά

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Ͱ͸Ͳ͏͠Ζͱʁ ΋͏ϩάͳΜͯग़ྗ͠ͳ͍΄͏͕ʜ ͦΕ΋Ұͭͷਖ਼ղͱͯ͠ΞϦ

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0VUMJOF 8IBUJTMPHHJOH 8IZZPVMPH )PXZPVMPH 3JTLPGMPHHJOH 8IBUZPVTIPVMEQSFQBSF

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ԿΛܾΊ͓͚ͯ͹͍͍ͷ͔ʁ ΞϓϦέʔγϣϯ։ൃ࣌ ΞϓϦέʔγϣϯӡ༻࣌ ͦΕͧΕͷܾΊ͝ͱϩάઃܭ

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ΞϓϦέʔγϣϯ։ൃ࣌ͷܾΊ͝ͱ -PHHFSͷબఆ .FTTBHFͷϧʔϧ جຊػೳʹେࠩ͸ແ͍ͷͰɺঢ়گʹ߹Θͤͯॊೈʹɻ -PHHFS࢖͍ͬͯΕ͹େ·͔ͳϑΥʔϚοτ͸߹͍ͬͯΔ ·ͣ͸։ൃऀ೚ͤͰ΋ྑ͍͔΋

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ΞϓϦέʔγϣϯ։ൃ࣌ͷܾΊ͝ͱ ڞ௨ग़ྗ಺༰ όονϩάͷग़ྗϑΥʔϚοτ 3FBENFʹॻ͍͓͍ͯͯ͋͛·͠ΐ͏ɻ ΫΤϦϩάɺWJFXύϥϝʔλ౳ మ൘Ͱ໾ཱͭͷͰ࡞Γ·͠ΐ͏ɻ

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ΞϓϦέʔγϣϯӡ༻࣌ͷܾΊ͝ͱ ؀ڥຖͷϩάϨϕϧ ϩάϑΝΠϧͷϩʔςʔγϣϯɺӬଓԽํ๏ ։ൃ؀ڥ͸EFCVH ຊ൪؀ڥ͸XBSOJOH౳ ΞϓϦέʔγϣϯΤϯδχΞͷ੹೚ʂ ޙͰղੳͰ͖ΔΑ͏ʹ͓ͯ͘͜͠ͱ

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ΞϓϦέʔγϣϯӡ༻࣌ͷܾΊ͝ͱ ϩάϨϕϧઃఆͷϑΣʔϧηʔϑ Ϗϧυ࣌ʹEFCVHϨϕϧͷϩάΛ࡟আ %*Ͱۭϩάग़ྗ࣮૷ʹ੾ସ ϩάग़ྗઌͱग़ྗํ๏ ϝʔϧ΍4MBDL͸ϒϩοΩϯά͠ͳ͍ํ๏ ಉ͡಺༰ͷΤϥʔϩάͷग़ྗ཈੍

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·ͣ͸࠷௿ݶ͔Β ग़དྷͨͯͷΞϓϦͰ׬ᘳΛ໨ࢦ͢ͷ͸ແཧ ΞϓϦͷ੒௕ϑΣʔζʹ߹ΘͤͯɺϦεΫͱ্ खʹௐ੔͍ͯ͘͜͠ͱ͕ॏཁ

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·ͱΊ एखΤϯδχΞͷํ΁ ϩάग़ྗ͸Τϥʔͷݕ஌ͱղੳΛߦ͏ڧྗͳखஈ ࡞๏ʹͷͬͱΓͭͭੵۃతʹ׆༻͠·͠ΐ͏

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·ͱΊ தݎΤϯδχΞͷํ΁ ͋ͳͨͷΞϓϦέʔγϣϯͷϩά͸େৎ෉Ͱ͔͢ʁ υΩυΩͯͨ͠Βਅ݋ͳӡ༻Λߟ͑·͠ΐ͏ɻ

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ૉఢͳϩάग़ྗੜ׆Λʂ