TokyoR#119 bignners session2 Visualization

ॳ৺ऀηογϣϯ EBUBWJTVBMJ[BUJPOೖ໳ 5PLZP3 !LPUBUZBNUFNB

ࣗݾ঺հ 5XJUUFS*%!LPUBUZBNUFNB େֶͰͷઐ໳ߦಈੜଶֶ ཱҊdั֫d࣮ݧd෼ੳ·ͰϫϯΦϖ ࠓ·Ͱ٬ઌ΅ͬͪ෼ੳ԰ˠΞύϨϧ௨ൢձࣾ ݱࡏҩྍݕࠪձࣾ 3ྺ೥ա͗ͨ͸ͣʁӬԕͷॳ৺ऀ ۙگݱ৔൐૸ͱTIJOZBQQ৬ਓ ͓ۚ΋େࣄɺ࣌ؒ͸΋ͬͱେࣄ ɹɹ

໨త ͳͥσʔλͷՄࢹԽ͕ඞཁͳͷ͔ HHQMPUΛ࢖ͬͯجຊతͳ࡞ਤ͕ Ͱ͖ΔΑ͏ʹͳΔ

໨࣍ ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ 3Ͱ࡞ਤHHQMPUೖ໳ ద੾ͳ৭ͷબ୒
͞·͟·ͳάϥϑͱ࢖͍ํ

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ
HHQMPUͷ࡞ਤ֓೦ جຊͷॻ͖ํ ద੾ͳ৭ͷબ୒ ΧϥʔϢχόʔαϧσβΠϯ ͞·͟·ͳάϥϑͱ࢖͍ํ άϥϑͷछྨͱ࢖͍ํ ओͳάϥϑͷαϯϓϧ ώετάϥϜ ๮άϥϑ ശͻ͛ਤ ࢄ෍ਤ ંΕઢάϥϑ

ʮσʔλΛՄࢹԽ͢Δʯͱ͸ σʔλͷཧղ΁ͷ࠷ॳͷҰา ཁ໿஋Ͱ͸ݟಀͯ͠͠·͏ҟৗͷݕ஌ ݴޠԽ͠ʹ͍͘৘ใͷڞ༗ ্࢘΍ҙࢥܾఆ૚΁ͷޮՌతͳϓϨθϯࢿྉ ৘ใྔ͕ଟ͍ͷͰޮՌతʹ࢖͓͏

HHQMPUͷ࡞ਤ֓೦ جຊͷॻ͖ํ ͞·͟·ͳάϥϑͱ࢖͍ํ άϥϑͷछྨͱ࢖͍ํ ͞·͟·ͳάϥϑͱ࢖͍ํ άϥϑͷछྨͱ࢖͍ํ ओͳάϥϑͷαϯϓϧ ώετάϥϜ ๮άϥϑ ശͻ͛ਤ ࢄ෍ਤ ંΕઢάϥϑ

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ʹ͸མͱ͕݀͋͠Δ ฏۉඪ४ภࠩͰ͸σʔλͷ෼෍Λදݱ͖͠Εͳ͍

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ʹ͸མͱ͕݀͋͠Δ ฏۉඪ४ภࠩͰ͸σʔλͷ෼෍Λදݱ͖͠Εͳ͍ IUUQTWJTVBMJ[JOHKQUIFEBUBTBVSVTEP[FO

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ౷ܭ஋ʹ΋མͱ͕݀͋͠Δ γϯϓιϯͷύϥυοΫεʢ4JNQTPOTQBSBEPYʣ ˠσʔλશମͷ૬ؔͱάϧʔϓ͝ͱͷ૬ؔ͸Ұக͠ͳ͍͜ͱ͕͋Δ

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ద੾ͳछྨͷਤͷબ୒͕ॏཁ ෆద੾ͳਤΛ࢖͏ͱ෼͔Γʹ͍͚ͩ͘Ͱͳ͘ ҹ৅ૢ࡞΍ϛεϦʔσΟϯάΛট͘ ๾໓فئ%ԁάϥϑ

্खʹՄࢹԽͯ͠ ΑΓਂ͍σʔλͷ ཧղΛ

ࠓճ࢖༻͢Δσʔλ͸QBMNFSQFOHVJOTύοέʔδʹೖ͍ͬͯΔ lQFOHVJOTzσʔλ ˠࣄલʹܽଌ஋Λআ֎ ˠඞཁʹԠͯ͡ཁ໿஋Λࢉग़ IUUQTBMMJTPOIPSTUHJUIVCJPQBMNFSQFOHVJOT ࢖༻σʔλ

HHQMPUͷ࡞ਤ֓೦ HHQMPUͱ͸ UJEZWFSTͷதͰ༻ҙ͞Ε͍ͯΔ࡞ਤ༻QBDLBHF QIPUPTIPQ΍*MMVTUSBUPSͷΑ͏ʹ ϨΠϠʔΛॏͶ͍ͯ͘ΠϝʔδͰ࡞ਤ HHQMPU HFPN@999
TDBMF@ @

جຊͷॻ͖ํ ؔ਺ͷؒ͸z zͰͭͳ͙ QMPUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YCPEZ@NBTT@H Z
fl JQQFS@MFOHUI@NN HFPN@QPJOU BFT DPMPVSTQFDJFT TIBQFTFY อଘํ๏ HHTBWF QMPUQMPU fi MFlQMPUQOHz VOJUTlNNz XJEUI IFJHIU EQJ

HHQMPUͷϨΠϠʔͷ࣮ྫ جຊͷॻ͖ํ

جຊͷॻ͖ํ

ద੾ͳ৭ͷબ୒ ώτͷࢹ֮ʹ͸άϥσʔγϣϯ͕͋Δ ˠͳΔ΂͘୭ʹͰ΋൑ผ͠΍͍͢৭΍ܗΛબ୒͢Δ ΧϥʔϢχόʔαϧσβΠϯʹ഑ྀͨ͠ΧϥʔύϨοτΛ࢖͏ 3$PMPS#SFXFSΛ࢖ͬͨྫ EJTQMBZCSFXFSBMM DPMPSCMJOE'SJFOEMZ536&

άϥϑͷछྨͱ࢖͍ํ

ओͳάϥϑͷαϯϓϧ ώετάϥϜ QFOHVJOT@IJTUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YCPEZ@NBTT@H fi MMTQFDJFT
HFPN@IJTUPHSBN QPTJUJPOJEFOUJUZ BMQIB CJOXJEUI QMPU QFOHVJOT@IJTU

ओͳάϥϑͷαϯϓϧ ๮άϥϑ QFOHVJO@CBSHHQMPU EBUBQFOHVJO@QMPU BFT YTQFDJFT ZNFBO fi
MMTFY HFPN@CBS TUBUJEFOUJUZ QPTJUJPOEPEHF HFPN@FSSPSCBS BFT ZNJONFBOTE ZNBYNFBO TE QPTJUJPOQPTJUJPO@EPEHF XJEUI XJEUI QMPU QFOHVJO@CBS

ओͳάϥϑͷαϯϓϧ ശͻ͛ਤ QFOHVJO@CPYQMPUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YTQFDJFT ZCPEZ@NBTT@H fi
MMTFY HFPN@CPYQMPU QPTJUJPOEPEHF QMPU QFOHVJO@CPYQMPU

ओͳάϥϑͷαϯϓϧ ࢄ෍ਤ QFOHVJO@QPJOUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YCPEZ@NBTT@H Z fl JQQFS@MFOHUI@NN
HFPN@QPJOU BFT DPMPSTQFDJFT TIBQFTFY QMPU QFOHVJO@QPJOU

ओͳάϥϑͷαϯϓϧ ંΕઢάϥϑ QFOHVJO@MJOFHHQMPU EBUBQFOHVJO@QMPU BFT YZFBS ZNFBO
HFPN@MJOF BFT DPMPVSTQFDJFT MJOFUZQFTFY HFPN@FSSPSCBS BFT ZNJONFBOTE ZNBYNFBO TE ɹɹɹɹɹDPMPVSTQFDJFT XJEUI QMPU QFOHVJO@MJOF

·ͱΊ w ՄࢹԽ͢Δ͜ͱͰཁ໿஋͚ͩͰ͸෼͔Βͳ͍͜ͱ ͕ݟ͑Δ w ؒҧͬͨํ๏ͰͷՄࢹԽ͸༗֐ w HHQMPUύοέʔδΛ࢖͏ͱ؆୯ʹ৭ʑͳ࡞ਤ͕ Ͱ͖Δ ͍͖ͳΓػցֶशͰ͸ͳ͘
࠷ॳʹՄࢹԽ͠Α͏

ࢀߟࢿྉ w HHQMPUDIFBUTIFFU IUUQTSBXHJUIVCVTFSDPOUFOUDPNSTUVEJPDIFBUTIFFUT NBJOEBUBWJTVBMJ[BUJPOQEG ɾHHQMPUʹΑΔՄࢹԽೖ໳ IUUQTLB[VUBOHJUIVCJPGVLVPLB3JOUSP@HHQMPUIUNM ɾ3ͷ࡞ਤʹ͓͚Δϕετͳ഑৭ͷબͼํ IUUQTZPLB[BLJIBUFOBCMPHDPNFOUSZ
ɾσʔλՄࢹԽͷجຊ͕શ෦෼͔Δຊ IUUQTXXXTIPFJTIBDPKQCPPLEFUBJM

TokyoR#119 bignners session2 Visualization

TokyoR#119 bignners session2 Visualization

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ॳ৺ऀηογϣϯ EBUBWJTVBMJ[BUJPOೖ໳ 5PLZP3 !LPUBUZBNUFNB

ࣗݾ঺հ 5XJUUFS*%!LPUBUZBNUFNB େֶͰͷઐ໳ߦಈੜଶֶ ཱҊdั֫d࣮ݧd෼ੳ·ͰϫϯΦϖ ࠓ·Ͱ٬ઌ΅ͬͪ෼ੳ԰ˠΞύϨϧ௨ൢձࣾ ݱࡏҩྍݕࠪձࣾ 3ྺ೥ա͗ͨ͸ͣʁӬԕͷॳ৺ऀ ۙگݱ৔൐૸ͱTIJOZBQQ৬ਓ ͓ۚ΋େࣄɺ࣌ؒ͸΋ͬͱେࣄ ɹɹ

໨త ͳͥσʔλͷՄࢹԽ͕ඞཁͳͷ͔ HHQMPUΛ࢖ͬͯجຊతͳ࡞ਤ͕ Ͱ͖ΔΑ͏ʹͳΔ

໨࣍ ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ 3Ͱ࡞ਤHHQMPUೖ໳ ద੾ͳ৭ͷબ୒

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ

ʮσʔλΛՄࢹԽ͢Δʯͱ͸ σʔλͷཧղ΁ͷ࠷ॳͷҰา ཁ໿஋Ͱ͸ݟಀͯ͠͠·͏ҟৗͷݕ஌ ݴޠԽ͠ʹ͍͘৘ใͷڞ༗ ্࢘΍ҙࢥܾఆ૚΁ͷޮՌతͳϓϨθϯࢿྉ ৘ใྔ͕ଟ͍ͷͰޮՌతʹ࢖͓͏

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ʹ͸མͱ͕݀͋͠Δ ฏۉඪ४ภࠩͰ͸σʔλͷ෼෍Λදݱ͖͠Εͳ͍

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ʹ͸མͱ͕݀͋͠Δ ฏۉඪ४ภࠩͰ͸σʔλͷ෼෍Λදݱ͖͠Εͳ͍ IUUQTWJTVBMJ[JOHKQUIFEBUBTBVSVTEP[FO

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ౷ܭ஋ʹ΋མͱ͕݀͋͠Δ γϯϓιϯͷύϥυοΫεʢ4JNQTPOTQBSBEPYʣ ˠσʔλશମͷ૬ؔͱάϧʔϓ͝ͱͷ૬ؔ͸Ұக͠ͳ͍͜ͱ͕͋Δ

ͳͥՄࢹԽ͕ඞཁͳͷ͔ ద੾ͳछྨͷਤͷબ୒͕ॏཁ ෆద੾ͳਤΛ࢖͏ͱ෼͔Γʹ͍͚ͩ͘Ͱͳ͘ ҹ৅ૢ࡞΍ϛεϦʔσΟϯάΛট͘ ๾໓فئ%ԁάϥϑ

্खʹՄࢹԽͯ͠ ΑΓਂ͍σʔλͷ ཧղΛ

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ

ࠓճ࢖༻͢Δσʔλ͸QBMNFSQFOHVJOTύοέʔδʹೖ͍ͬͯΔ lQFOHVJOTzσʔλ ˠࣄલʹܽଌ஋Λআ֎ ˠඞཁʹԠͯ͡ཁ໿஋Λࢉग़ IUUQTBMMJTPOIPSTUHJUIVCJPQBMNFSQFOHVJOT ࢖༻σʔλ

HHQMPUͷ࡞ਤ֓೦ HHQMPUͱ͸ UJEZWFSTͷதͰ༻ҙ͞Ε͍ͯΔ࡞ਤ༻QBDLBHF QIPUPTIPQ΍*MMVTUSBUPSͷΑ͏ʹ ϨΠϠʔΛॏͶ͍ͯ͘ΠϝʔδͰ࡞ਤ HHQMPU HFPN@999

جຊͷॻ͖ํ ؔ਺ͷؒ͸z zͰͭͳ͙ QMPUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YCPEZ@NBTT@H Z

HHQMPUͷϨΠϠʔͷ࣮ྫ جຊͷॻ͖ํ

جຊͷॻ͖ํ

جຊͷॻ͖ํ

جຊͷॻ͖ํ

جຊͷॻ͖ํ

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ

ద੾ͳ৭ͷબ୒ ώτͷࢹ֮ʹ͸άϥσʔγϣϯ͕͋Δ ˠͳΔ΂͘୭ʹͰ΋൑ผ͠΍͍͢৭΍ܗΛબ୒͢Δ ΧϥʔϢχόʔαϧσβΠϯʹ഑ྀͨ͠ΧϥʔύϨοτΛ࢖͏ 3$PMPS#SFXFSΛ࢖ͬͨྫ EJTQMBZCSFXFSBMM DPMPSCMJOE'SJFOEMZ536&

.&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔ ཁ໿஋ͷམͱ݀͠ ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳ ࢖༻σʔλʢQFOHVJOTʣ

άϥϑͷछྨͱ࢖͍ํ

ओͳάϥϑͷαϯϓϧ ώετάϥϜ QFOHVJOT@IJTUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YCPEZ@NBTT@H fi MMTQFDJFT

ओͳάϥϑͷαϯϓϧ ๮άϥϑ QFOHVJO@CBSHHQMPU EBUBQFOHVJO@QMPU BFT YTQFDJFT ZNFBO fi

ओͳάϥϑͷαϯϓϧ ശͻ͛ਤ QFOHVJO@CPYQMPUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YTQFDJFT ZCPEZ@NBTT@H fi

ओͳάϥϑͷαϯϓϧ ࢄ෍ਤ QFOHVJO@QPJOUHHQMPU EBUBQFOHVJO@QMPUEBUB BFT YCPEZ@NBTT@H Z fl JQQFS@MFOHUI@NN

ओͳάϥϑͷαϯϓϧ ંΕઢάϥϑ QFOHVJO@MJOFHHQMPU EBUBQFOHVJO@QMPU BFT YZFBS ZNFBO

·ͱΊ w ՄࢹԽ͢Δ͜ͱͰཁ໿஋͚ͩͰ͸෼͔Βͳ͍͜ͱ ͕ݟ͑Δ w ؒҧͬͨํ๏ͰͷՄࢹԽ͸༗֐ w HHQMPUύοέʔδΛ࢖͏ͱ؆୯ʹ৭ʑͳ࡞ਤ͕ Ͱ͖Δ ͍͖ͳΓػցֶशͰ͸ͳ͘

ࢀߟࢿྉ w HHQMPUDIFBUTIFFU IUUQTSBXHJUIVCVTFSDPOUFOUDPNSTUVEJPDIFBUTIFFUT NBJOEBUBWJTVBMJ[BUJPOQEG ɾHHQMPUʹΑΔՄࢹԽೖ໳ IUUQTLB[VUBOHJUIVCJPGVLVPLB3JOUSP@HHQMPUIUNM ɾ3ͷ࡞ਤʹ͓͚Δϕετͳ഑৭ͷબͼํ IUUQTZPLB[BLJIBUFOBCMPHDPNFOUSZ