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TokyoR #111 Beginners' Session1 data handing
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yu_sekiya
February 23, 2024
Programming
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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
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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: