Jupyterでダッシュボードを簡単に作る！

Voilaとholoviewsを使って簡単にダッシュボードを作る内容です。

Transcript

1. +VQZUFSͰ෼ੳμογϡϘʔυΛ؆୯ʹ࡞Δʂ
   
   ՄࢹԽϥΠϒϥϦ͕͍ͬͺ͍͋ͬͯ๻͸΋͏ർΕͨΑ
   Ώ͔͡Θ!ZVKJLBXB@QZ
2. ࣗݾ঺հ :VKJ
   ,BXBLBNJʢΏ͔͡Θʣ ZVKJLBXBQZ ZVKJLBXB@QZ
3. ՄࢹԽϥΠϒϥϦ͸ଟ͍ NBUQMPUMJC
   TFBCPSO
   CPLFI ͜ͷଞʹ΋͍ͬͺ͍͋Δʜ CHQMPU
   QMPUMZ
   BMUBJS
   
4. Θ͕··ͳ๻ NBUQMPUMJC΋͍͍͚Ͳ
   TFBCPSOͷํ͕͔͍͍͚ͬ͜Ͳ
   CPLFIͷํ͕ର࿩ࣜͰྑͦ͞͏ͩ͠
   ͋ΕʁQMPUMZ΋ྑ͛͞͡ΌΜ
   Ͱ΋શ෦ॻ͖ํ֮͑Δͷ໘౗ʜ
   ͍ͭͰʹμογϡϘʔυ΋ָʹ
   ΋͸΍+VQZUFS͚ͩͰղܾ͍ͨ͠
5. ർΕ͍ͯΔͦΜͳ͋ͳͨʹ
6. http://holoviews.org/#
7. NBUQMPUMJCɺCPLFIɺQMPUMZΛϥοϓͨ͠ՄࢹԽϥΠϒϥϦ
   ಉ͡ॻ͖ํͰͦΕͧΕͷϥΠϒϥϦͰͷՄࢹԽ͕ՄೳʹͳΔ import holoviews as hv hv.Scatter(df, kdims='INDUS', vdims='NOX') #ࢄ෍ਤ NBUQMPUMJC CPLFI QMPUMZ
8. )PMP7JFXTͷΠϯετʔϧ QJQ
   JOTUBMM
   IPMPWJFXT<SFDPNNFOEFE> ؆୯ʂʂ
9. https://voila.readthedocs.io/en/stable/
10. ಡΈํ͸ʮϰΥΞϥʯ+VQZUFS
    /PUFCPPLͷ಺༰Λͦͷ·· %BTICPBSEʹͰ͖ΔϥΠϒϥϦʔ IUUQTHJUIVCDPN WPJMBEBTICPBSETWPJMB
    +VQZUFS
    /PUFCPPLͰಈ͘΋ͷͰ͋Ε͹%BTICPBSEʹͰ͖ Δͱ͍͏͜ͱͰ3ͳͲͰ΋͍͚Δ͸ͣ
    ৄࡉͳϒϩάɿIUUQTCMPHKVQZUFSPSHBOE WPJM$"GBDBB
    αϯϓϧɿIUUQTWPJMBHBMMFSZPSHTFSWJDFTHBMMFSZ
11. 7PJMBͷΠϯετʔϧ QJQ
    JOTUBMM
    WPJMB
    ˙+VQZUFS-BCͰϓϨϏϡʔද͍ࣔͨ͠৔߹ͷ֦ுػೳ
    KVQZUFS
    MBCFYUFOTJPO
    JOTUBMM
    !KVQZUFSWPJMBKVQZUFSMBC QSFWJFX
    
12. %&.0 ඦฉ͸Ұݟʹ͔ͣ͠
    ࣮ࡍʹͲΜͳײ͡ͳͷ͔ݟͯΈ·͠ΐ͏
13. )PMPWJFXT IPMPWJFXTΛΠϯϙʔτ͠·͢
    FYUFOTJPOؔ਺Ͱಈ͔͍ͨ͠ϥΠϒϥϦΛࢦఆͰ͖·͢
14. )PMPWJFXT άϥϑಉ࢜Λ଍͠ࢉ͢Δͱෳ਺ͷάϥϑΛฒ΂Δ͜ͱ͕Ͱ͖·͢
15. )PMPWJFXT άϥϑಉ࢜Λֻ͚ࢉ͢Δͱෳ਺ͷάϥϑΛॏͶΔ͜ͱ͕Ͱ͖·͢
16. WPJMB +VQZUFS
    /PUFCPPLͰग़ྗͨ݁͠Ռ͕ͦͷ··μογϡϘʔυͱͯ͠ग़ྗͰ͖Δ
17. WPJMB +VQZUFS
    4FSWFSʹ֦ுͰ͖ΔͨΊɺ63-ʹWPJMBͱೖΕΔͱμογϡϘʔυͷҰ ཡ͕ݟΒΕΔ
18. ·ͱΊ )PMP7JFXTΛ࢖͏͜ͱͰɺෳ਺ͷՄࢹԽϥΠϒϥϦʔΛ؆ ୯ʹ࢖͑ΔΑ͏ʹͳΔɻෳ਺ͷϥΠϒϥϦͷॻ͖ํΛ֮͑ͳ ͯ͘ࡁΉͷͰؾ࣋ͪతʹָʹͳΔɻ
    ͞Βʹ7PJMBΛ࢖͏͜ͱͰ+VQZUFS
    OPUFCPPLͰॻ͍ͨ΋ͷ͕ ͦͷ··μογϡϘʔυʹ࢖͑ΔͷͰɺͱͬͯ΋ָͪΜ
19. ͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠