Upgrade to Pro — share decks privately, control downloads, hide ads and more …

TokyoR#119 bignners session2 Visualization

Avatar for yu_sekiya yu_sekiya
September 19, 2025
Programming
0
190

TokyoR#119 bignners session2 Visualization

TokyoR#119の初心者セッションの資料です。

Avatar for yu_sekiya

yu_sekiya

September 19, 2025
Tweet

More Decks by yu_sekiya

See All by yu_sekiya
TokyoR#119 rvestでhtml_liveをさわってみた話
Avatar for yu_sekiya kotatyamtema
0
31
Shinyのすすめ - Introduction to shiny -
Avatar for yu_sekiya kotatyamtema
0
160
TokyoR116_BeginnersSession1_環境構築
Avatar for yu_sekiya kotatyamtema
0
230
TokyoR#114　shiny+DT超(ザックリ)入門
Avatar for yu_sekiya kotatyamtema
0
93
TokyoR#113 bignners session2 Visualization
Avatar for yu_sekiya kotatyamtema
0
120
TokyoR #112 Beginners' Session2 data handing
Avatar for yu_sekiya kotatyamtema
0
120
TokyoR #111 Beginners' Session1 data handing
Avatar for yu_sekiya kotatyamtema
0
87
TokyoR#95 bignners session2 Visualization
Avatar for yu_sekiya kotatyamtema
0
62
TokyoR#102 bignners session2
Avatar for yu_sekiya kotatyamtema
0
83

Other Decks in Programming

See All in Programming
HTTPプロトコル正しく理解していますか？ 〜かわいい猫と共に学ぼう。ฅ^•ω•^ฅ ﾆｬ〜
Avatar for ♛Heitor Hirose hekuchan
2
640
AIで開発はどれくらい加速したのか？AIエージェントによるコード生成を、現場の評価と研究開発の評価の両面からdeep diveしてみる
Avatar for どすこい daisuketakeda
1
670
0→1 フロントエンド開発 Tips🚀 #レバテックMeetup
Avatar for 弁護士ドットコム bengo4com
0
480
今こそ知るべき耐量子計算機暗号(PQC)入門 / PQC: What You Need to Know Now
Avatar for mackey0225 mackey0225
3
290
MDN Web Docs に日本語翻訳でコントリビュート
Avatar for uutan1108 ohmori_yusuke
0
420
CSC307 Lecture 02
Avatar for Javier Gonzalez-Sanchez javiergs
PRO
1
760
実はマルチモーダルだった。ブラウザの組み込みAI🧠でWebの未来を感じてみよう #jsfes #gemini
Avatar for n0bisuke n0bisuke2
3
1.4k
GISエンジニアから見たLINKSデータ
Avatar for nokonoko1203 nokonoko1203
0
190
脳の「省エネモード」をデバッグする ～System 1（直感）と System 2（論理）の切り替え～
Avatar for HideyukiKitao panda728
PRO
0
130
ELYZA_Findy AI Engineering Summit登壇資料_AIコーディング時代に「ちゃんと」やること_toB LLMプロダクト開発舞台裏_20251216
Avatar for 株式会社ELYZA elyza
2
1k
AIによるイベントストーミング図からのコード生成 / AI-powered code generation from Event Storming diagrams
Avatar for nrs nrslib
2
1.3k
Vibe codingでおすすめの言語と開発手法
Avatar for uyuki uyuki234
0
170

Featured

See All Featured
Why Your Marketing Sucks and What You Can Do About It - Sophie Logan
Avatar for Sophie Logan marketingsoph
0
55
Color Theory Basics | Prateek | Gurzu
Avatar for Gurzu gurzu
0
170
A better future with KSS
Avatar for Kyle Neath kneath
240
18k
Future Trends and Review - Lecture 12 - Web Technologies (1019888BNR)
Avatar for Beat Signer signer
PRO
0
3.2k
The Hidden Cost of Media on the Web [PixelPalooza 2025]
Avatar for Tammy Everts tammyeverts
2
130
Effective software design: The role of men in debugging patriarchy in IT @ Voxxed Days AMS
Avatar for Kenny Baas-Schwegler baasie
0
200
AI Search:
Where Are We & What Can We Do About It?
Avatar for Aleyda Solis aleyda
0
6.8k
Visual Storytelling: How to be a Superhuman Communicator
Avatar for David Neal reverentgeek
2
410
Exploring the relationship between traditional SERPs and Gen AI search
Avatar for Ray Grieselhuber raygrieselhuber
PRO
2
3.5k
"I'm Feeling Lucky" - Building Great Search Experiences for Today's Users (#IAC19)
Avatar for Dan Newman danielanewman
231
22k
A brief & incomplete history of 
UX Design for the World Wide Web: 1989–2019
Avatar for Jason CranfordTeague jct
1
270
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
Avatar for Eileen M. Uchitelle eileencodes
38
2.7k

Transcript

  1. ॳ৺ऀηογϣϯ EBUBWJTVBMJ[BUJPOೖ໳ 5PLZP3 !LPUBUZBNUFNB 

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

  3. ໨త ͳͥσʔλͷՄࢹԽ͕ඞཁͳͷ͔ HHQMPUΛ࢖ͬͯجຊతͳ࡞ਤ͕ Ͱ͖ΔΑ͏ʹͳΔ

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

    ͞·͟·ͳάϥϑͱ࢖͍ํ

  5. .&/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

  6. .&/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

  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࢖͍ํ ͞·͟·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 ద੾ͳ৭ͷબ୒  ΧϥʔϢχόʔαϧσβΠϯ ͞·͟·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  Z

    fl JQQFS@MFOHUI@NN   HFPN@QPJOU BFT DPMPVSTQFDJFT  TIBQFTFY  อଘํ๏ HHTBWF QMPUQMPU  fi MFlQMPUQOHz VOJUTlNNz  XJEUI IFJHIU EQJ 

  18. HHQMPUͷϨΠϠʔͷ࣮ྫ جຊͷॻ͖ํ

  19. جຊͷॻ͖ํ

  20. جຊͷॻ͖ํ

  21. جຊͷॻ͖ํ

  22. جຊͷॻ͖ํ

  23. .&/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

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

  25. .&/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

  26. άϥϑͷछྨͱ࢖͍ํ

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

      HFPN@IJTUPHSBN QPTJUJPOJEFOUJUZ BMQIB CJOXJEUI  QMPU QFOHVJOT@IJTU

  28. 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

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

    MMTFY   HFPN@CPYQMPU QPTJUJPOEPEHF  QMPU QFOHVJO@CPYQMPU

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

      HFPN@QPJOU BFT DPMPSTQFDJFT TIBQFTFY  QMPU QFOHVJO@QPJOU

  31. 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

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

    ࠷ॳʹՄࢹԽ͠Α͏

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

    ɾσʔλՄࢹԽͷجຊ͕શ෦෼͔Δຊ IUUQTXXXTIPFJTIBDPKQCPPLEFUBJM