Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
TokyoR #111 Beginners' Session1 data handing
Search
yu_sekiya
February 23, 2024
Programming
0
67
TokyoR #111 Beginners' Session1 data handing
TokyoR#111の初心者セッションで発表するつもりだった内容です。
yu_sekiya
February 23, 2024
Tweet
Share
More Decks by yu_sekiya
See All by yu_sekiya
Shinyのすすめ - Introduction to shiny -
kotatyamtema
0
79
TokyoR116_BeginnersSession1_環境構築
kotatyamtema
0
160
TokyoR#114 shiny+DT超(ザックリ)入門
kotatyamtema
0
85
TokyoR#113 bignners session2 Visualization
kotatyamtema
0
83
TokyoR #112 Beginners' Session2 data handing
kotatyamtema
0
88
TokyoR#95 bignners session2 Visualization
kotatyamtema
0
58
TokyoR#102 bignners session2
kotatyamtema
0
68
TokyoR #110 Beginners' Session1
kotatyamtema
0
220
TokyoR #108 Beginners' Session1
kotatyamtema
0
220
Other Decks in Programming
See All in Programming
プロダクト横断分析に役立つ、事前集計しないサマリーテーブル設計
hanon52_
3
530
Vibe Coding の話をしよう
schroneko
13
3.6k
エンジニア向けCursor勉強会 @ SmartHR
yukisnow1823
3
12k
個人開発の学生アプリが企業譲渡されるまで
akidon0000
2
1.1k
Make Parsers Compatible Using Automata Learning
makenowjust
2
6.9k
The Missing Link in Angular’s Signal Story: Resource API and httpResource
manfredsteyer
PRO
0
140
設計の本質:コード、システム、そして組織へ / The Essence of Design: To Code, Systems, and Organizations
nrslib
10
3.7k
七輪ライブラリー: Claude AI で作る Next.js アプリ
suneo3476
1
170
flutter_kaigi_mini_4.pdf
nobu74658
0
140
Beyond_the_Prompt__Evaluating__Testing__and_Securing_LLM_Applications.pdf
meteatamel
0
100
AI時代の開発者評価について
ayumuu
0
230
カオスに立ち向かう小規模チームの装備の選択〜フルスタックTSという装備の強み _ 弱み〜/Choosing equipment for a small team facing chaos ~ Strengths and weaknesses of full-stack TS~
bitkey
1
130
Featured
See All Featured
How STYLIGHT went responsive
nonsquared
100
5.5k
What’s in a name? Adding method to the madness
productmarketing
PRO
22
3.4k
Build your cross-platform service in a week with App Engine
jlugia
230
18k
Stop Working from a Prison Cell
hatefulcrawdad
268
20k
The World Runs on Bad Software
bkeepers
PRO
68
11k
A Tale of Four Properties
chriscoyier
158
23k
Optimizing for Happiness
mojombo
378
70k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Raft: Consensus for Rubyists
vanstee
137
6.9k
The Language of Interfaces
destraynor
157
25k
Gamification - CAS2011
davidbonilla
81
5.3k
Automating Front-end Workflow
addyosmani
1370
200k
Transcript
ॳ৺ऀηογϣϯ %BUB)BOEMJOH 5PLZP3 !LPUBUZBNUFNB
ࣗݾհ 5XJUUFS*%!LPUBUZBNUFNB େֶͰͷઐߦಈੜଶֶ ཱҊdั֫d࣮ݧdੳ·ͰϫϯΦϖ ࠓ·Ͱ٬ઌ΅ͬͪੳˠΞύϨϧ௨ൢձࣾ ݱࡏҩྍݕࠪձࣾ 3ྺա͔͗ͨʁӬԕͷॳ৺ऀ ۙگΏΔΏΔඈߦத य़ڿΛ֮͑ͣʜ
త 3ͷجຊతͳσʔλͷѻ͍͕͔Δ UJEZWFSTQBDLBHFΛͬͯ ΠϚυΩͷલॲཧ͕Ͱ͖ΔΑ͏ʹͳΔ
3Ͱͷσʔλͷѻ͍ͷجຊ ɹϓϩάϥϛϯάجૅ༻ޠ ɹσʔλܕͱσʔλߏ σʔλੳͷखॱ UJEZEBUBͱ UJEZWFSTFΛͬͨϞμϯͳσʔλϋϯυϦϯά
ɹσʔλ֓ཁͷ֬ೝ ɹύΠϓॲཧ ɹEQMZSUJEZSͷ͍ํ ˎڥߏஙʹ͍ͭͯաڈͷࢿྉΛࢀর͍ͩ͘͞ IUUQTTQFBLFSEFDLDPNLPUBUZBNUFNBUPLZPSOVNCFS CFHJOOFSTTFTTJPO .&/6
ϓϩάϥϜجૅ༻ޠ ༻ޠ ҙຯ ΦϒδΣΫτ จࣈɺؔͳͲɺ3Ͱѻ͏ͷͷ૯শ ม จࣈɺؔͳͲ໊લΛ͚ͨΦϒδΣΫτ ೖ มʹจࣈɺؔͳͲΛඥ͚ͮΔ͜ͱʢʣ ؔ
ԿΒ͔ͷॲཧΛ݅ʹ߹Θ࣮ͤͯߦ͢ΔΑ͏ʹఆٛͨ͠ͷ Ҿ ؔͷ෦݅Λࢦఆ͢Δύϥϝʔλ
σʔλܕͱσʔλߏ ܕ໊ ੑ࣭ ม֬ೝ ܕ ࢛ଇԋࢉͳͲͷࣜʹΑΔॲཧ͕Ͱ͖ େখ͕ؔ͋Δ BTOVNFSJD JTOVNFSJD จࣈܕ
μϒϧΫΥʔςʔγϣϯͰғΜͰදݱɻ ਖ਼نදݱʹΑΔॲཧ͕Մೳ BTDIBSBDUFS JTDIBSBDUFS Ҽࢠܕ -BCFMTʢจࣈʣͷཪʹMFWFMTʢʣ͕ ఆٛ͞Ε͍ͯΔ BTGBDUPS JTGBDUPS σʔλܕͱ σʔλͷ࣋ͭੑ࣭ 3େ͖ͭ͘ͷܕͰೝࣝ
σʔλܕͱσʔλߏ ܕ໊ ੑ࣭ ม֬ೝ WFDUPSܕ ಉ͡छྨͷσʔλܕΛ࣍ݩͰूΊͨͷ BTWFDUPS JTWFDUPS NBUSJYܕ ಉ͡छྨͷσʔλܕΛ࣍ݩͰूΊͨͷ
BTNBUSJY JTNBUSJY EBUBGSBNFܕ ҟͳΔσʔλܕΛ࣍ݩʹूΊͨͷɺ 3ͷओઓ ͷ BTEBUBGSBNF JTEBUBGSBNF MJTUܕ ҟͳΔσʔλߏͷΦϒδΣΫτΛूΊͨͷ KTPO ੳ݁Ռͷग़ྗ͕͜ͷߏͰ͋Δ͜ͱ͕ଟ͍ BTMJTU JTMJTU σʔλߏͱ σʔλͷू·Γͷ࣋ͭੑ࣭ 3େ͖ͭ͘ͷߏ͕͋Δ wอ࣋Ͱ͖Δσʔλͷछྨ͕ҟͳΔ wσʔλߏ͝ͱʹͰ͖Δॲཧ͕ҟͳΔ wσʔλߏ͝ͱʹॲཧεϐʔυ͕ҟͳΔ
σʔλੳͷखॱ σʔλੳͰ۩ମతʹඞཁͳ࡞ۀ ɾσʔλ֓ཁͷ֬ೝ ɾUJEZEBUB㲗ඇUJEZEBUBͷม ɾσʔλͷՃूܭͳͲͷσʔλՃ σʔλϋϯυϦϯά )BEMFZ8JDLIBN(BSSFUU(SPMFNVOE UIFXFCTJUFGPSl3GPS%BUB4DJFODFzIUUQTSETIBEDPO[XSBOHMFJOUSPIUNM
UJEZEBUBͱ UJEZEBUB વσʔλ ͱɺ࣍ͷͭͷ݅Λຬͨͨ͠ දܕσʔλ ݸʑͷม͕ͭͷྻΛͳ͢ ݸʑͷ؍ଌ͕ͭͷߦΛͳ͢ ݸʑͷ؍ଌͷߏ୯Ґͷྨܕ͕ͭͷදΛͳ͢ ݸʑͷ͕ͭͷηϧΛͳ͢
UJEZEBUBͱ ਓ͕ݟ͍͢ܗࣜͱϓϩάϥϜ͕ݟ͍͢ܗࣜҟͳΔ ˠεϜʔζʹมͰ͖Δ͜ͱ͕େࣄ ඇUJEZɿਓ͕ݟ͍͢ UJEZɿϓϩάϥϜ͕ѻ͍͍͢
༻σʔλ ࠓճ༻͢ΔσʔλQBMNFSQFOHVJOTύοέʔδʹೖ͍ͬͯΔ lQFOHVJOTzσʔλ ˠࣄલʹܽଌΛআ֎ ˠඞཁʹԠͯ͡ཁΛࢉग़ IUUQTBMMJTPOIPSTUHJUIVCJPQBMNFSQFOHVJOT
σʔλ֓ཁͷ֬ೝ TLJNSTLJN QFOHVJOT
σʔλ֓ཁͷ֬ೝ TLJNSTLJN QFOHVJOT ֓ཁΛ֬ೝ͠ͳ͕Βܽଛͷॲཧํ๏ ͲΜͳσʔλܗࣜʹ·ͱΊ͔͢ͳͲ ੳʹඞཁͳ࡞ۀͷྲྀΕΛߟ͑Δ
UJEZWFSTFΛͬͨϞμϯͳσʔλϋϯυϦϯά ύΠϓ ΛͬͨσʔλϋϯυϦϯά ύΠϓॲཧ ैདྷͷॲཧ 9G G 9G Z
G 9 Z 9G H G H 9 9G Z G Z 9
UJEZWFSTFΛͬͨϞμϯͳσʔλϋϯυϦϯά ύΠϓ Λ͏ͱෳͷॲཧΛՄಡੑΛ୲อͨ͠·· ·ͱΊͯॻ͘͜ͱ͕Մೳ QFOHVJOT pMUFS TQFDJFTl"EFMJFz HSPVQ@CZ
JTMBOE TFY TVNNBSJTF OO NFBO@NBTTNFBO CPEZ@NBTT@H OBSN536& σʔλQFOHVJOT͔Β "EFMJFϖϯΪϯ͚ͩநग़͠ JTMBOEͱTFYͷΈ߹ΘͤͰ ಄Λ͑Δ͜ͱͱ ମॏͷฏۉΛٻΊΔ͜ͱΛ ࣮ߦ͢Δ
EQMZSͷجຊؔ ؔ ಈ࡞ TFMFDU ྻͷબ pMUFS ݅ʹΑΔߦͷநग़ NVUBUF ྻͷՃ HSPVQ@CZ
݅ʹΑΔߦͷάϧʔϓԽ TVNNBSJTF ߦͷू KPJO EBUBGSBNFಉ࢜ͷ݁߹ BSSBOHF ߦͷฒସ͑
σʔλͷ݁߹ ؔ ಈ࡞ MFGU@KPJO Y Z CZl[z YΛج४ʹ݁߹ SJHIU@KPJO Y
Z CZl[z ZΛج४ʹ݁߹ JOOFS@KPJO Y Z CZl[z Y Z྆ํʹଘࡏ͢ΔߦͷΈ݁߹ GVMM@KPJO Y Z CZl[z Y Z྆ํͷߦΛ݁߹ BOUJ@KPJO Y Z CZl[z Zͱඥ͔ͮͳ͍YΛฦ͢ ˎෳྻΛLFZʹKPJO͢Δ߹ CZD l[z l[[z ˎLFZʹ͢Δྻ໊͕ҟͳΔ߹ CZD l[zl[[z
UJEZSͷجຊؔ ؔ ಈ࡞ QJWPU@MPOHFS EBUBGSBNFΛॎʹมܗ͢Δ wDPMTಈ͔͍ͨ͠ྻ wOBNFT@UPͱͱྻ໊ͩͬͨͷΛೖΕΔྻ໊ wWBMVFT@UPಈ͔ͨ͠ΛೖΕΔྻ໊ QJWPU@XJEFS EBUBGSBNFΛԣʹมܗ͢Δ
wJE@DPMTࢦఆͨ͠ྻͷϢχʔΫͳΈ߹Θ͕ͤͦΕͧΕߦʹͳΔ wOBNFT@GSPN৽͘͠ྻ໊ʹͳΔྻ wWBMVFT@GSPNಈ͔͍ͨ͠ྻ VOJU ྻಉ࢜Λ݁߹͢Δ TFQBSBUF ྻΛ͚Δ ESPQ@OB /"͕͋ΔߦΛআ͢Δ SFQMBDF@OB /"Λࢦఆͨ͠ʹஔ͢Δ pMM /"Λɺ/"ͷ্ԼͲͪΒ͔ͷʹஔ͢Δ
BDSPTTؔͱ݅ॲཧ ؔ ಈ࡞ TUBSUT@XJUI ࢦఆͨ͠จࣈྻ͔Β࢝·Δྻ͚ͩબ FOET@XJUI ࢦఆͨ͠จࣈྻͰऴΘΔྻ͚ͩબ DPOUBJOT ࢦఆͨ͠จࣈྻؚ͕·ΕΔྻ͚ͩબ NBUDIFT
ࢦఆͨ͠ਖ਼نදݱͱҰக͢Δྻ͚ͩબ POF@PG ࢦఆͨ͠จࣈϕΫτϧͱҰக͢Δྻ͚ͩબ OVN@SBOHF ࢦఆͨ͠൪߸ͷྻ͚ͩબ XIFSF ܕผͰࢦఆͨ͠ํͷྻ͚ͩબ BDSPTTؔɿෳྻΛࢦఆͯ͠ҙͷॲཧΛ࣮ࢪ͢Δؔ ɹEQMZSUJEZSͷؔʹ౷Ұͯ͠ద༻Ͱ͖Δ 9NVUBUF BDSPTT DPMT GOT DPMTྻ໊ͷࢦఆ GOTద༻͢Δॲཧ
&YBNQMF TVNNBSZ@QFOHVJOTʹσʔλQFOHVJOT͔Β TFY͕ܽଌͷߦΛআ͠ TQFDJFTͱJTMBOEͱTFYͷΈ߹ΘͤͰ ΧϥϜ͚ͩΛநग़͠ɺ ฏۉͱඪ४ภࠩΛٻΊΔ TVNNBSZ@QFOHVJOTQFOHVJOT pMUFS JTOB TFY
HSPVQ@CZ TQFDJFT JTMBOE TFY TVNNBSJTF BDSPTT XIFSF JTOVNFSJD dNFBO OBSN536& dTE OBSN536&
ύΠϓ Λͬͨ ϞμϯͳσʔλϋϯυϦϯάͰ ͤͳσʔλੳΛ
จࣈྻॲཧͳͲଞʹ͑ΔσʔλϋϯυϦϯάͷ ख๏͍Ζ͍Ζ͋Γ·͢ɻ Γ͍ͨ͜ͱͷΠϝʔδΛ࡞ͬͯɺ্खʹࢼߦࡨޡ ͠ͳ͕Βշదͳ3ੜ׆Λա͍ͯͩ͘͝͠͞ɻ 3ͷ͍ํʹࠔͬͨΒʜ IFMQ Λ͏ $3"/ͷެࣜQEGΛಡΉ
SXBLBMBOHʹ࣭͢Δ HPPHMFઌੜͷ͓ੈʹͳΔ ࠷ޙʹ
&/+0: