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TokyoR#113 bignners session2 Visualization

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June 08, 2024
Programming
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TokyoR#113 bignners session2 Visualization

TokyoR #113の初心者セッション2 可視化入門の資料です。

Avatar for yu_sekiya

yu_sekiya

June 08, 2024

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Transcript

  1. ॳ৺ऀηογϣϯ 1MPU7JTVBMJ[BUJPO 5PLZP3 !LPUBUZBNUFNB  

  2. ࣗݾ঺հ 5XJUUFS*%!LPUBUZBNUFNB େֶͰͷઐ໳ߦಈੜଶֶ ཱҊdั֫d࣮ݧd෼ੳ·ͰϫϯΦϖ ࠓ·Ͱ٬ઌ΅ͬͪ෼ੳ԰ˠΞύϨϧ௨ൢձࣾ ݱࡏҩྍݕࠪձࣾ 3ྺ೥ա͔͗ͨ΋ʁӬԕͷॳ৺ऀ ۙگࣗ෼ͷଘࡏҙٛΛݟࣦ͍ͦ͏ͳࠓ೔͜ͷࠒʜ ۚમత༨༟˺ਫ਼ਆత༨༟ ɹɹ

  3. ໨త ͳͥσʔλͷՄࢹԽ͕ඞཁͳͷ͔ HHQMPUΛ࢖ͬͯجຊతͳ࡞ਤ͕ Ͱ͖ΔΑ͏ʹͳΔ

  4. ໨࣍  ʮσʔλΛՄࢹԽ͢Δʯͱ͸  ͳͥՄࢹԽ͕ඞཁͳͷ͔  3Ͱ࡞ਤHHQMPUೖ໳  ͞·͟·ͳάϥϑͱ࢖͍ํ

  5. .&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔  ཁ໿஋ͷམͱ݀͠  ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳  ࢖༻σʔλʢQFOHVJOTʣ

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

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

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

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

  8. .&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔  ཁ໿஋ͷམͱ݀͠  ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳  ࢖༻σʔλʢQFOHVJOTʣ

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

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

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

  11. ͳͥՄࢹԽ͕ඞཁͳͷ͔ ౷ܭ஋ʹ΋མͱ͕݀͋͠Δ γϯϓιϯͷύϥυοΫεʢ4JNQTPOTQBSBEPYʣ ˠσʔλશମͷ૬ؔͱάϧʔϓ͝ͱͷ૬ؔ͸Ұக͠ͳ͍͜ͱ͕͋Δ

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

  13. ্खʹՄࢹԽͯ͠ ΑΓਂ͍σʔλͷ ཧղΛ

  14. .&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔  ཁ໿஋ͷམͱ݀͠  ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳  ࢖༻σʔλʢQFOHVJOTʣ

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

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

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

    TDBMF@ @

  17. جຊͷॻ͖ํ ؔ਺ͷؒ͸z zͰͭͳ͙ QMPUHHQMPU EBUBQFOHVJO@QMPUEBUB  BFT YCPEZ@NBTT@H  ZqJQQFS@MFOHUI@NN

      HFPN@QPJOU BFT DPMPVSTQFDJFT  TIBQFTFY  อଘํ๏ HHTBWF QMPUQMPU pMFlQMPUQOHz VOJUTlNNz  XJEUI IFJHIU EQJ 

  18. .&/6 ʮσʔλΛՄࢹԽ͢Δʯͱ͸ ͳͥՄࢹԽ͕ඞཁͳͷ͔  ཁ໿஋ͷམͱ݀͠  ద੾ͳछྨͷબ୒ 3Ͱ࡞ਤHHQMPUೖ໳  ࢖༻σʔλʢQFOHVJOTʣ

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

  19. άϥϑͷछྨͱ࢖͍ํ

  20. ओͳάϥϑͷαϯϓϧ ώετάϥϜ QFOHVJOT@IJTUHHQMPU EBUBQFOHVJO@QMPUEBUB  BFT YCPEZ@NBTT@H pMMTQFDJFT  

    HFPN@IJTUPHSBN QPTJUJPOJEFOUJUZ BMQIB CJOXJEUI  QMPU QFOHVJOT@IJTU

  21. ओͳάϥϑͷαϯϓϧ ๮άϥϑ QFOHVJO@CBSHHQMPU EBUBQFOHVJO@QMPU  BFT YTQFDJFT ZNFBO pMMTFY 

     HFPN@CBS TUBUJEFOUJUZ QPTJUJPOEPEHF   HFPN@FSSPSCBS BFT ZNJONFBOTE ZNBYNFBO TE  QPTJUJPOQPTJUJPO@EPEHF XJEUI XJEUI  QMPU QFOHVJO@CBS

  22. ओͳάϥϑͷαϯϓϧ ശͻ͛ਤ QFOHVJO@CPYQMPUHHQMPU EBUBQFOHVJO@QMPUEBUB  BFT YTQFDJFT ZCPEZ@NBTT@H pMMTFY 

     HFPN@CPYQMPU QPTJUJPOEPEHF  QMPU QFOHVJO@CPYQMPU

  23. ओͳάϥϑͷαϯϓϧ ࢄ෍ਤ QFOHVJO@QPJOUHHQMPU EBUBQFOHVJO@QMPUEBUB  BFT YCPEZ@NBTT@H ZqJQQFS@MFOHUI@NN  

    HFPN@QPJOU BFT DPMPSTQFDJFT TIBQFTFY  QMPU QFOHVJO@QPJOU

  24. 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

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

    ࠷ॳʹՄࢹԽ͠Α͏

  26. ࢀߟࢿྉ w HHQMPUDIFBUTIFFU IUUQTSBXHJUIVCVTFSDPOUFOUDPN STUVEJPDIFBUTIFFUTNBJOEBUB WJTVBMJ[BUJPOQEG ɾHHQMPUʹΑΔՄࢹԽೖ໳ IUUQTLB[VUBOHJUIVCJPGVLVPLB3 JOUSP@HHQMPUIUNM