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σʔλυϦϒϯͳֶߍ઀఺Λߴ଎࣮ݱ גࣜձࣾϦΫϧʔτϚʔέςΟϯάύʔτφʔζ Ӧۀ౷ׅຊ෦ ·ͳͼྖҬ ߴߍࢧԉ౷ׅ෦ ࢧԉاը෦ ࣄۀاը(ࣄۀاը5 ᖛদ ༤ر Data meetup #2

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Agenda | 01 02 03 04 05 06 07 ࣗݾ঺հ ֶߍ޲͚αʔϏεͷ঺հ എܠŋ՝୊ ղܾࡦ Ӧۀʷσʔλʹ͓͚ΔφϨοδϙΠϯτ ͳͥ͏·͍ͬͨ͘ͷ͔ʁ ͍͞͝ʹ

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ࣗݾ঺հ 01

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ܦྺ ࣾձਓ̑೥໨ ֶशྖҬ cσʔλʷӦۀʷاը ࣾձਓ೥໨ ࣾձਓ೥໨ Ӧۀ ࣾձਓ೥໨ Ϧαʔνϟʔ ৽نࣄۀ cσʔλʷӦۀਪਐ ඒ༰ྖҬ cσʔλʷ$MJFOU8FC ཱྀߦྖҬ cσʔλʷ6*ɾ69 ཱྀߦྖҬ cσʔλʷ8FCϚʔέ ࣾձਓ೥໨ ֶशྖҬ cσʔλʷӦۀ ࣾձਓ೥໨ ϨδྖҬ cళฮ෼ੳ ࣄۀ՝୊ %BUB ʷ ֻ͚߹Θͤ ޮՌ རӹ૑ग़

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ϓϩμΫτ։ൃ Ӧۀ ࣄۀ اը ࣄۀ ਪਐ ݱࡏͷࢲͷཱͪҐஔ ϓϩμΫτϚωʔδϟʔ ΤϯδχΞ Ӧۀ ӦۀΞγελϯτ

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ֶߍ޲͚αʔϏεͷ঺հ 02

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ʷ ελσΟαϓϦͷֶߍ༷޲͚αʔϏε͕͋Δ͜ͱΛ͝ଘ͡Ͱ͠ΐ͏͔ʁ ֶߍ

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ʷ ੜె༷޲͚αʔϏε ֶߍ༷޲ֶ͚श؅ཧγεςϜ

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ʷ ੜె༷޲͚αʔϏε ֶߍ༷޲ֶ͚श؅ཧγεςϜ

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എܠŋ՝୊ 03

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Ӧۀʷσʔλ ຊ೔͸ ͷ࿩ σʔλυϦϒϯͳֶߍ઀఺Λߴ଎࣮ݱʂ

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σʔλυϦϒϯͳֶߍ઀఺Λߴ଎࣮ݱʂ Ӧۀʷσʔλ ຊ೔͸ ͷ࿩

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ֶߍͷ༧ࢉձٞ͸೥̍ճ ݄ ಋೖ ༧ࢉձٞ ݄ ݄

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Ͱ͸Ӧۀ͸঎ஊ࣌ظҎ֎͸ ͳʹΛ΍͍ͬͯΔͷ͔ʁ ݄ ಋೖ ༧ࢉձٞ ݄ ݄

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αϓϦͷ׆༻Λ௨ͨ͡ ֶߍͷ՝୊ղܾϑΥϩʔ ݄ ಋೖ ༧ࢉձٞ ݄ ݄

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σʔλυϦϒϯͳֶߍ઀఺Λߴ଎࣮ݱʂ Ӧۀʷσʔλ ຊ೔͸ ͷ࿩

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ʹδϣΠϯͨ࣌͠ͷσʔλͷঢ়ଶ %BUBΛ͙͢ग़ͤΔ ਓ͕͍ͳ͔ͬͨ جૅ஋Λ೺Ѳ͍ͯ͠Δ ਓ͕গͳ͔ͬͨ ՄࢹԽ͞Ε͍ͯΔ %BUB͕গͳ͔ͬͨ ࢲ͕ ϓϩμΫταΠυ

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ʹδϣΠϯͨ࣌͠ͷσʔλͷঢ়ଶ %BUBΛ͙͢ग़ͤΔ ਓ͕͍ͳ͔ͬͨ جૅ஋Λ೺Ѳ͍ͯ͠Δ ਓ͕গͳ͔ͬͨ ՄࢹԽ͞Ε͍ͯΔ %BUB͕গͳ͔ͬͨ ࢲ͕

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ֶߍશମͷ ར༻ঢ়ଶ͕ Θ͔ΓͣΒ͍ Ͳͷઌੜ͕ ࢖͍ͬͯΔ͔ Θ͔Βͳ͍ Ӧۀ͸๚໰ͯ͠ ฉ͍ͯΈͳ͍ͱ ׆༻ঢ়ଶΘ͔Βͳ͍ ӦۀαΠυ

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ֶߍશମͷ ར༻ঢ়ଶ͕ Θ͔ΓͣΒ͍ Ͳͷઌੜ͕ ࢖͍ͬͯΔ͔ Θ͔Βͳ͍ Ӧۀ͸๚໰ͯ͠ ฉ͍ͯΈͳ͍ͱ ׆༻ঢ়ଶΘ͔Βͳ͍

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ֶߍશମͷ ར༻ঢ়ଶ͕ Θ͔ΓͣΒ͍ Ͳͷઌੜ͕ ࢖͍ͬͯΔ͔ Θ͔Βͳ͍ Ӧۀ͸๚໰ͯ͠ ฉ͍ͯΈͳ͍ͱ ׆༻ঢ়ଶΘ͔Βͳ͍ σʔλ ׆༻࣮੷ ʹجͮ͘ ఏҊ͕Ͱ͖ͳ͍ঢ়ଶͩͬͨ

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৽نͷ ֶߍಋೖ Ϧϐʔτ ͠ͳ͍ ผͷֶߍ ʹ঎ஊ ॱௐʹಋೖֶߍ͕ ૿͍͑ͯΔ͕ ࣍೥౓ʹϦϐʔτֶߍ͕ ͳ͔ͳ͔૿͍͔͑ͯͳ͍ Ӧۀʹͱ͍ͬͯۤ͠೔ʑ͕ଓ͍͍ͯͨ

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ղܾࡦ 04

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৽نͷ ֶߍಋೖ Ϧϐʔτ ͠ͳ͍ ผͷֶߍ ʹ঎ஊ ॱௐʹಋೖֶߍ͕ ૿͍͑ͯΔ͕ ࣍೥౓ʹϦϐʔτֶߍ͕ ͳ͔ͳ͔૿͍͔͑ͯͳ͍ Ӧۀʹͱ͍ͬͯۤ͠೔ʑ͕ଓ͍͍ͯͨ σʔλͰͲ͏΍ͬͯղܾ͢Δ͔

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ֶߍશମͷ ར༻ঢ়ଶ͕ Θ͔ΓͣΒ͍ Ͳͷઌੜ͕ ࢖͍ͬͯΔ͔ Θ͔Βͳ͍ Ӧۀ͸๚໰ͯ͠ ฉ͍ͯΈͳ͍ͱ ׆༻ঢ়ଶΘ͔Βͳ͍

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Ӧۀͷࢥߟͱ໨ઢʹཱͬͨσʔλετʔϦʔͱσβΠϯ ɾ σʔλΛ಺෦ϞχλϦϯάʹด͡ΔͷͰ͸ͳ͘ɺݱ৔ͷӦۀͷҝʹग़ྗ ɾ Ӧۀ͕࣮ࡍʮ෼͔Δʯʮ࢖͑Δʯ͜ͱΛ໨తʹɺσʔλΛετʔϦͰͭͳ͗ σβΠϯ΋ಉ࣌ʹ࠷దԽ ΦϯϥΠϯͰ࠷৽ͷঢ়ଶ͕ݟ͑Δ؀ڥΛߴ଎੔උɻ Ӧۀ޲͚ͷσʔλ੔උˠ#*πʔϧͷ੔උˠ0OMJOFͰσʔλఏڙ͢Δॳظ؀ڥΛिؒͰ্ཱͪ͛ Ӧۀ͸ɺϒϥ΢βͰ୲౰ֶߍͷ׆༻࠷৽ঢ়گΛऔಘͰ͖ΔΑ͏ʹ ʮઌੜͷ׆ಈ৘ใʯ΋Ϩϙʔτʹ௥Ճ͢Δ͜ͱͰ ʮઌੜͷ೔ʑͷΞΫγϣϯʯͱʮੜెͷߦಈʯͷؔ܎͕ɺ೺ѲՄೳʹ ʮӦۀࣗ਎ʯ͕୲౰ֶߍͷ׆༻ঢ়گΛ ʮͻͱ໨Ͱ೺ѲͰ͖Δʯ؀ڥͷఏڙ ʮઌੜʯ͕ࣗ਎ͷߦಈͱੜెͷߦಈͷؔ܎Λ ʮͻͱ໨ͰཧղͰ͖ΔʯϨϙʔςΟϯάʹ

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ֶߍ๚໰࣌ʹ ઌੜͱͷίϛϡχέʔγϣϯ ͢Δҝͷπʔϧ ௨শɿ׆༻ঢ়گϨϙʔτ ֶߍ๚໰લʹ ֶߍͷ׆༻ঢ়گΛ ஌Δҝͷπʔϧ ௨শɿ)BNB#PBSE

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ֶߍ๚໰લʹ ֶߍͷ׆༻ঢ়گΛ ஌Δҝͷπʔϧ ௨শɿ)BNB#PBSE ֶߍ๚໰࣌ʹ ઌੜͱͷίϛϡχέʔγϣϯ ͢Δҝͷπʔϧ

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,1*ϞχλϦϯά ֶߍ׆༻࣮੷ ઌੜͷ׆༻ঢ়گ Ӧۀࣗ਎ͷୡ੒ঢ়گ ॓୊഑৴Ϧετ Ӧۀ͕ӾཡՄೳͳ߲໨

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ֶߍ๚໰લʹ ֶߍͷ׆༻ঢ়گΛ ஌Δҝͷπʔϧ ֶߍ๚໰࣌ʹ ઌੜͱͷίϛϡχέʔγϣϯ ͢Δҝͷπʔϧ ௨শɿ׆༻ঢ়گϨϙʔτ

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׆ ༻ ঢ় گ

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ઌੜ

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ੜె

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Ӧۀߦಈͷޮ཰Խ ୲౰ֶߍͷ׆༻ঢ়گ͕ݟ͑ΔҝɺӦۀϑΥϩʔͷཁ൱͕໌֬ʹͳΓɺ ϑΥϩʔඞཁͳֶߍΛ༏ઌͯ͠๚໰͢Δ͜ͱ͕Մೳ ઌੜ઀఺ͷ֦େ Ͳͷઌੜ͕GPS 5FBDIFSTΛݟͯ ࢖ͬͯ ΋Β͍͑ͯΔͷ͔͕Θ͔Δҝ Ӧۀ͕ձͬͨ͜ͱ͕ͳ͍ઌੜ΁ͷΞϙΠϯτ͕ՄೳͱͳΓ ֶߍ಺ʹαϓϦΛ࢖ͬͯ΋Β͑ΔઌੜΛ૿΍͢͜ͱʹ੒ޭ ม Խ

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Ӧۀ͔Βͷ੠ Ұྫ ઌੜ͔Βͷ੠ Ұྫ ม Խ ES8(JI#JI "C 0/ BF&( 4>APEL * ,1BF&JIVM9KTU+X(% 0/+?) &70/ ) ;W G!@(% "C(JI 2.-3D <,1:Q (% ESAPIO5= HNR)( ?$' G6

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ಋೖ೥౓͔ΒϦϐʔτ཰͸େ෯ʹվળ ೥౓ ೥౓ ೥౓

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Ӧۀʷσʔλʹ͓͚ΔφϨοδϙΠϯτ 05

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ৗʹϞχλϦϯάͷ׆༻ঢ়گΛϞχλϦϯά͓ͯ͘͠ ࢖ΘΕͳ͍Ϩϙʔτͷྔ࢈͸ԿͷՁ஋΋࢈·ͳ͍ ར༻ऀ΁ͷώΞϦϯάɾϑΟʔυόοΫͷ৔Λઃ͚Δ ѱ͍෦෼ͷ์ஔ͸ར༻ऀݮʹܨ͕Δ ਺஋ͷਖ਼֬ੑΛৗʹ࠷༏ઌʹ͢Δ දࣔ͞Ε͍ͯΔ਺ࣈʹ৴པ౓͕ݮΔͱར༻ऀݮʹͭͳ͕Δ ઃܭ؍఺

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৘ใաଟʹͳΒͳ͍Α͏ʹ͢Δ ӦۀͷٻΊΔׂ͘Β͍ͷ৘ใ ৘ใ͕ଟ͗͢ΔͱӦۀ͕Ͳͷ৘ใΛ࢖͑͹͍͍͔ߟ͑ͳ͍ͱ͍͚ͳ͘ͳΔ Ӧۀ͕ΫϥΠΞϯτ઀఺ͷ֦େʹूதͰ͖ΔΑ͏ʹɺ#*πʔϧͷӾཡ͕࣌ؒແବʹͳΒͳ͍Α͏ʹ ͲͷӦۀ΋༏۰͠ͳ͍ ֤άϧʔϓ΍ݸਓʹ࠷దԽ͸͠ͳ͍ɺશࠃڞ௨Ͱ࢖͑ΔൣғͰͷվળɾमਖ਼ͷΈΛߦ͏ Ӧۀʹෆ৴ײΛ༩͑ͳ͍ҝʹͳͥ͜ͷ஋ɾάϥϑΛ௥Ճͨ͠ͷ͔Λ໌֬ʹ͢Δ ӦۀߦಈΛཧղ͢Δ اըΑ͕ΓͷίϯςϯπͰݱ৔ͷཉ͍͠৘ใͱͷဃ཭Λൃੜͤ͞ͳ͍Α͏ʹ͢Δ ӦۀͷτʔΫεΫϦϓτͱσʔλετʔϦʔ͕Ұக͍ͯ͠Δ͔Λ֬ೝ͢Δ Ӧۀಋೖ؍఺

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εϐʔυ͸Ձ஋ දݱ͸؆୯ͳ΋ͷͰ͍͍ ϝΠϯ͸Ӧۀ اը૊৫؍఺

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ࠓ͓࿩ͨ͠ϙΠϯτ͸ ࣮ࡍͲ͏͍͏͜ͱ͔

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Ӧۀʹ͸ Ձ஋ͷ͋Δσʔλ͚ͩΛݟͤΔ ͦͯ͠ Ӧۀ͕ݟͨΒ͙͢ཧղͰ͖Δ ͱ͍͏͜ͱ

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ͦͯ͠Ӧۀʹ࢖͍ଓ͚ͯ΋Β͑Δͱ ੒ՌͷͰΔφϨοδ૑ग़Λଅਐ͠ ͞Βʹ͍͍׆༻ํ๏Λ୳͖͔͚ͬ͢ʹͳΔ

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ͳͥ͏·͍ͬͨ͘ͷ͔ʁ 06

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,OPXŖ)PX %P)PX φϨοδ͕͋ͬͨ ͳͥ͏·͍ͬͨ͘ͷ͔ʁ

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৽نࣄۀ Ӧۀن໛ɿ਺ਓ ੒ख़ࣄۀ Ӧۀن໛ɿ਺ඦਓ αϓϦͷߴߍӦۀ Ӧۀن໛ɿதؒ

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σʔλͷڝ૪༏Ґ͕͋ͬͨ ͳͥ͏·͍ͬͨ͘ͷ͔ʁ

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͔͠͠ ΋ͬͱ΋େࣄͳͷ͸ ϊ΢ϋ΢Ͱ΋φϨοδͰ΋ͳ͘

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Ϛωδϝϯτਞɺݱ৔͕ σʔλ׆༻ʹੵۃత ͳͥ͏·͍ͬͨ͘ͷ͔ʁ

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ചΓ্͛͸౰વॏཁ ͨͩɺͦͷઌʹ ੜెͷະདྷʹߩݙ͍ͨ͠ͱ͍͏ࢥ͍͕ Ӧۀݱ৔΍ݱ৔Λࢧ͑Δاը૊৫Ͱڧ͘ɺ σʔλΛ׆༻ͯ͠ ݱ࣮ΛΑ͍͖͍ͯͨ͘͠จԽ͕͋Δ

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͍͞͝ʹ 07

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ŋձ࿩ͷओޠ͕ઌੜŋੜెͰ͋Δ͜ͱ ŋઌੜͷ࢓ࣄΛ஌ΓɺࢧԉͰ͖Δ͜ͱ ŋੜెͷֶྗ্͕͕ͬͨͱ͍͏ઌੜͷ੠ ࢲ͕·ͳͼྖҬͰ࢓ࣄΛָ͍͍ͯͯ࣌͠͠

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ࢲ͕αϓϦʷڭҭʷ%BUBͰ࣮ݱ͍ͨ͜͠ͱ ੜెͷਐ࿏࣮ݱͷҝɺઌੜŋ྆͝਌͕ ੜెͷʮσʔλʯΛ௨ͯ͡ ͦΕͧΕͷؔΘΔ࣌ؒͷதͰ ੜెΛཧղ͠ྭ·͢͜ͱͷͰ͖Δ ৔ɾػձΛఏڙ͍ͨ͠ ੜెͷʮ·ͩ͜͜ʹͳ͍ग़ձ͍ʯͷͨΊʹɻ

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&/% ੜెͷʮ·ͩɺ͜͜ʹͳ͍ɺग़ձ͍ʯͷͨΊʹɻ ͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠