pandasのStyling機能で強化するJupyter実験レポート / PyConJP 2019

PyConJP 2019:
https://pycon.jp/2019/

Speaker:
[Twitter] @komo_fr (https://twitter.com/komo_fr)
[GitHub] @komo-fr (https://github.com/komo-fr)

Video:
https://www.youtube.com/watch?v=T8lL9Nb3hMM

GitHub:
https://github.com/komo-fr/PyConJP2019_pandas_styling

nbviewer:
https://nbviewer.jupyter.org/github/komo-fr/PyConJP2019_pandas_styling/blob/master/notebooks/styling.ipynb

Togetter:
https://togetter.com/li/1406296

Transcript

1. QBOEBTͷ
   4UZMJOHػೳͰڧԽ͢Δ
   +VQZUFS࣮ݧϨϙʔτ
   %BUF
   &WFOU1Z$PO+1 IUUQTQZDPOKQ
   
   4QFBLFS5PNPLP'636,* !LPNP@GS
   
   

   View Slide

2. @komo_fr
   5PNPLP'636,*

   5XJUUFS!LPNP@GS
   w 1Z$PO+1΁ͷొஃ͸ճ໨
   w લ৬1ZUIPOΛ࢖ͬͨσʔλ׆༻ͷ1P$΍ػցֶशҊ݅ʹैࣄ
   w ݱࡏϑϦʔ
   w ͨ·ʹ1ZUIPOຊͷϨϏϡʔ΋ͯ͠Δ
   w ʮ1ZUIPOʹΑΔ͋ͨΒ͍͠σʔλ෼ੳͷڭՊॻʯ
   w ᠳӭࣾࣉాֶ ⁋ਅޗ ླ໦͔ͨͷΓ ෱ౡਅଠ࿕
   w ʮͰ͖Δ࢓ࣄ͕͸͔ͲΔ1ZUIPOࣗಈॲཧશ෦ೖΓɻʯ
   w ΠϯϓϨεຊ఩໵ த໺ਖ਼ً ஑ప Ԭా޾େ
   !2
   8IPBN*
   

   View Slide

3. @komo_fr
   w େలࣔϗʔϧͰ΍ͬͯΔΑ

   *κʔϯ
   
   w 1&1ͷҾ༻ؔ܎ωοτϫʔΫ

   ͷ෼ੳ
   w &VSP1ZUIPO!εΠεͰ

   -5ͨ͠ωλ
   !3
   -FU`T&YQMPSF1&1TXJUI/FUXPL9
   1PTUFS4FTTJPO
   

   View Slide

4. @komo_fr
   w ಺༰
   w ศརͳ͕Β΋ॻ੶Ͱ͸͋·Γ঺հ͞Εͳ͍

   QBOEBTͷ4UZMJOHػೳʹ͍ͭͯɺ

   جຊతͳ࢖͍ํɾར༻ྫɾ஫ҙ఺ͳͲΛ঺հ͠·͢
   w ର৅#FHJOOFS
   w ීஈɺ+VQZUFS/PUFCPPLͰ࣮ݧϨϙʔτΛॻ͘ػձ͕͋Δ

   QBOEBTϢʔβ
   w 4MJEF
   w IUUQTTQFBLFSEFDLDPNLPNPGSQZDPOKQ
   !4
   ࠓ೔࿩͢͜ͱ
   

   View Slide

5. @komo_fr
   w 4UZMJOHػೳͱ͸
   w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
   w جຊͷ࢖͍ํ
   w 4UZMFSͷศརͳػೳ
   w &YDFM΁ͷΤΫεϙʔτ
   w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
   !5
   "HFOEB
   

   View Slide

6. @komo_fr
   w 4UZMJOHػೳͱ͸
   w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
   w جຊͷ࢖͍ํ
   w 4UZMFSͷศརͳػೳ
   w &YDFM΁ͷΤΫεϙʔτ
   w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
   !6
   "HFOEB
   

   View Slide

7. @komo_fr
   w QBOEBTͷ4FSJFT%BUB'SBNFʹ৚݅෇͖ॻࣜΛద༻͢Δػೳ
   w FH
   ෛͷ஋͸੺ࣈʹ͢Δɺ֤ߦͷ࠷େ஋ͷഎܠ৭Λม͑Δ
   w ελΠϧઃఆʹ͸$44Λ࢖͏
   w ͳͯ͘΋ੜ͖͍͚ͯΔ͕ɺ࢖͑Δͱศརʢओ؍ʣ
   !7
   4UZMJOHػೳ
   4UZMJOHcQBOEBT6TFS(VJEF
   IUUQTQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMFVTFS@HVJEFTUZMFIUNM
   

   View Slide

8. @komo_fr
   !8
   ྫʣΧςΰϦຖʹ৭Λมߋ๮άϥϑΛදࣔ
   w 1&1 1ZUIPO&OIBODFNFOU1SPQPTBMT
   ͷඃҾ༻਺ϥϯΩϯά
   ΧςΰϦຖʹ৭Λมߋ
   

   View Slide

9. @komo_fr
   !9
   ྫʣΧςΰϦຖʹ৭Λมߋ๮άϥϑΛදࣔ
   w 1&1 1ZUIPO&OIBODFNFOU1SPQPTBMT
   ͷඃҾ༻਺ϥϯΩϯά
   ਺஋ܕͷྻͷഎܠʹ
   ๮άϥϑΛදࣔ
   

   View Slide

10. @komo_fr
    w 4UZMJOHػೳͱ͸
    w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
    w جຊͷ࢖͍ํ
    w ϏϧτΠϯؔ਺
    w &YDFM΁ͷΤΫεϙʔτ
    w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
    !10
    "HFOEB
    

    View Slide

11. @komo_fr
    w σʔλΛѻ͏தͰɺ+VQZUFS্Ͱ%BUB'SBNFͷத਎Λ֬ೝ͢Δ
    w ͦͷதͰɺ%BUB'SBNFͷҰ෦ͷηϧΛڧௐͯ͠ද͍ࣔͨ͠ͱ͖͕͋Δ
    w FY
    ߦຖͷ࠷େ஋ɺܽଛ஋ʜʜ
    w γνϡΤʔγϣϯ
    w ࣗ෼ͰσʔλΛ୳ࡧͯ͠ࢼߦࡨޡ͍ͯ͠Δͱ͖
    w άϥϑͷܗʹཁ໿ͤͣʹɺςʔϒϧͷ··၆ᛌ͍ͨ͠ͱ͖
    w ࣮ݧޙʹɺଞऀʹ޲͚ͨใࠂࢿྉΛ࡞Δͱ͖
    w ʮදͷ͜͜ͷ෦෼͕ϙΠϯτͰ͢ΑʯͱҰ෦Λ͍ࣔͨ͠ͱ͖
    !11
    4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
    

    View Slide

12. @komo_fr
    w ྫʮϥϕϧຖͷڭࢣσʔλ਺Λ

    +VQZUFS্Ͱ֬ೝ͢Δͱ͖ʹɺ

    ϥϕϧຖͷภΓ΍ɺ

    ۃ୺ʹσʔλ਺͕গͳ͍ϥϕϧΛ

    ͬ͘͞ͱΘ͔Γ΍͘͢ڧௐ͍ͨ͠ʯ
    w ˠηϧͷഎܠʹ๮άϥϑΛදࣔ

    ະຬͷσʔλΛ੺ࣈͰڧௐ
    !12
    ྫ
    ڭࢣσʔλ਺ͷ֬ೝ
    

    View Slide

13. @komo_fr
    w QBOEBT+VQZUFS/PUFCPPL͔Βಈ͔ͳ͍͍ͯ͘
    w ใࠂࢿྉͷ৔߹
    ͪΐͬͱͨ͠૷০ͷͨΊʹ

    ύϫϙʹҠಈͨ͘͠ͳ͍
    w ίʔυͰهड़͍ͯ͠Δ࠶ར༻ࣗಈԽ͠΍͍͢
    w +VQZUFS/PUFCPPLͰϨϙʔτͷϑΥʔϚοτΛ࡞ͬͯ

    ಉ༷͡ͳ࣮ݧΛԿ౓΋܁ΓฦͤΔ
    w Ұ౓࡞ͬͨελΠϧͷઃఆʢελΠϧؔ਺ʣΛɺ

    ผͷςʔϚͷ࣮ݧͰ΋࢖͍ճͤΔ
    !13
    Կ͕خ͍͠ͷ͔
    

    View Slide

14. @komo_fr
    w 4UZMJOHػೳͱ͸
    w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
    w جຊͷ࢖͍ํ
    w 4UZMFSͷศརͳػೳ
    w &YDFM΁ͷΤΫεϙʔτ
    w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
    !14
    "HFOEB
    

    View Slide

15. @komo_fr
    $44จࣈྻΛฦ͢ελΠϧؔ਺Λఆٛ͢Δ
    BQQMZNBQ·ͨ͸BQQMZΛ࢖ͬͯɺελΠϧؔ਺Λద༻͢Δ
    ͨͩ͠ద༻͍ͨ͠୯ҐʢཁૉPSߦྻσʔλϑϨʔϜʣʹΑͬͯ

    ελΠϧؔ਺ͷҾ਺ɾ໭Γ஋΍ɺ࢖͏ϝιου͕มΘΔ
    ελΠϧద༻ͷجຊ
    "SBLJ #BCB $IPV
    ࠃ
    ޠ
    
    ਺
    ֶ
    
    ཧ
    Պ
    
    ࣾ
    ձ
    
    "SBLJ #BCB $IPV
    ࠃ
    ޠ
    
    ਺
    ֶ
    
    ཧ
    Պ
    
    ࣾ
    ձ
    
    "SBLJ #BCB $IPV
    ࠃ
    ޠ
    
    ਺
    ֶ
    
    ཧ
    Պ
    
    ࣾ
    ձ
    
    BQQMZNBQ BQQMZ
    BYJT BYJT
    !15
    

    View Slide

16. @komo_fr
    !16
    ྫ੺఺ͷ੒੷Λ੺ࣈʹ͢Δ
    ੜె
    Պ
    ໨
    

    View Slide

17. @komo_fr
    !17
    ྫ੺఺ͷ੒੷Λ੺ࣈʹ͢Δ
    ੺఺ʢ఺ະຬʣΛ੺ࣈͰɺ
    ͦΕҎ֎ΛࠇࣈͰද͍ࣔͨ͠
    ੜె
    Պ
    ໨
    

    View Slide

18. @komo_fr
    ྫ੺఺ͷ੒੷Λ੺ࣈʹ͢Δ
    !18
    
    ηϧͷ஋ʹԠͯ͡
    $44Λฦ͢
    ελΠϧؔ਺Λ
    ༻ҙ
    
    
    TUZMFBQQMZNBQϝιουʹ
    ελΠϧؔ਺Λ౉ͯ͠
    ֤ཁૉʹద༻͢Δ
    

    View Slide

19. @komo_fr
    ྫOVMMͷηϧͷจࣈ৭ɾഎܠ৭Λม͑Δ
    !19
    

    View Slide

20. @komo_fr
    w QBOEBTJPGPSNBUTTUZMF4UZMFSΫϥε
    w )5.-ͱ$44Λ࢖ͬͯ

    %BUB'SBNF΍4FSJFTͷελΠϧΛઃఆ͢ΔΫϥε
    w BQQMZNBQ BQQMZͳͲελΠϧΛద༻͢ΔϝιουΛ࣋ͭ
    w 4UZMFSΦϒδΣΫτΛ+VQZUFS্Ͱ࣮ߦ͢Δͱɺ

    @SFQS@IUNM@ϝιου͕ࣗಈͰݺ͹ΕͯϨϯμϦϯά͞ΕΔ
    w %BUB'SBNFTUZMFϓϩύςΟ
    w 4UZMFSΦϒδΣΫτΛฦ͢
    !20
    4UZMFSΫϥε%BUB'SBNFTUZMFϓϩύςΟ
    

    View Slide

21. @komo_fr
    %BUB'SBNFTUZMFͷத਎ ελΠϧແͷঢ়ଶ
    
    !21
    $44ͷઃఆ
    ʢ·ͩத਎͕ͳ͍ʣ
    SFOEFS
    Λ࢖͏ͱத਎Λ֬ೝͰ͖Δ
    

    View Slide

22. @komo_fr
    BQQMZNBQΛద༻ͨ͠த਎
    !22
    SPX@DPM͸ࠇจࣈ
    SPX@DPM͸੺จࣈ
    

    View Slide

23. @komo_fr
    w BQQMZNBQ
    ͸4UZMFSΦϒδΣΫτΛฦ͢
    w ͦͷ4UZMFSΦϒδΣΫτ΋ʢ౰વ͕ͩʣBQQMZNBQ
    Λ࣋ͭ
    !23
    ਺चܨ͗Ͱෳ਺ͷελΠϧؔ਺Λద༻Ͱ͖Δ
    

    View Slide

24. @komo_fr
    !24
    ࠷ޙʹద༻ͨ͠$44͕༏ઌ͞ΕΔ
    ˡpMM@OBO@ͷઃఆ
    ˡpMM@OBO@ͷઃఆ
    SFOEFS
    ϝιουͷ݁Ռ
    

    View Slide

25. @komo_fr
    w ʮ஋͕఺ະຬ͔Ͳ͏͔ʯʮηϧ͕OVMM͕Ͳ͏͔ʯͳͲ
    w ֤ཁૉͷ஋ΛݸผʹݟΕ͹Θ͔Δ
    w BQQMZNBQ
    Λ࢖͏
    w ʮશͯͷߦͰҰ൪େ͖͍஋ͷഎܠ৭Λม͑ΔʯʮલͷߦΑΓେ͖
    ͍஋ͩͬͨΒจࣈ৭Λม͑ΔʯͳͲ
    w ୯ମͷཁૉ͚ͩͰ͸ͳ͘ɺ

    ଞͷཁૉ΋ؚΊͯ൑அ͢Δඞཁ͕͋Δ
    w BQQMZ
    Λ࢖͏
    !25
    ߦશମɾྻશମΛݟΔඞཁ͕͋Δ৔߹
    

    View Slide

26. @komo_fr
    !26
    ྫɿ֤ڭՊͰ࠷΋ಘ఺͕ߴ͔ͬͨਓΛڧௐ
    
    4FSJFTܕΛड͚औΔ
    
    $44จࣈྻͷϦετΛฦ͢
    
    BYJTͰద༻ํ޲Λࢦఆ
    BYJT/POFͷ৔߹͸ɺ

    4FSJFTͰ͸ͳ͘

    %BUB'SBNF୯ҐͰݟΔ
    

    View Slide

27. @komo_fr
    w 4UZMJOHػೳͱ͸
    w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
    w جຊͷ࢖͍ํ
    w 4UZMFSͷศརͳػೳ
    w &YDFM΁ͷΤΫεϙʔτ
    w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
    !27
    "HFOEB
    

    View Slide

28. @komo_fr
    w IJHIMJHIU@NBY
    IJHIMJHIU@NJO
    
    w ࠷େ஋ɺ࠷খ஋ͷഎܠ৭Λม͑ΔʢσϑΥϧτͰ͸ԫ৭ʣ
    w IJHIMJHIU@OVMM
    
    w OVMMͷηϧͷഎܠ৭Λม͑ΔʢσϑΥϧτͰ͸੺ʣ
    w CBS
    
    w ηϧͷഎܠʹ๮άϥϑΛඳ͘
    w ݸਓతʹ͸Ұ൪ଟ༻͢Δ
    w CBDLHSPVOE@HSBEJFOU
    
    w ஋ʹԠͯ͡എܠΛάϥσʔγϣϯ͢Δ
    !28
    Α͘࢖͏ελΠϧؔ਺͸͋Β͔͡Ί༻ҙ͞Ε͍ͯΔ
    

    View Slide

29. @komo_fr
    !29
    CBS
    എܠʹ๮άϥϑΛඳը
    ˡ࠷େ஋෯
    ˡ࠷খ஋෯
    

    View Slide

30. @komo_fr
    !30
    CBS
    എܠʹ๮άϥϑΛඳը
    ஍఺Λதԝʹἧ͑Δ
    }
    }
    ਖ਼ͷ஋
    ෛͷ஋
    

    View Slide

31. @komo_fr
    !31
    CBS
    എܠʹ๮άϥϑΛඳը
    ๮άϥϑͷ৭Λมߋ
    

    View Slide

32. @komo_fr
    w TFU@DBQUJPO
    
    w ςʔϒϧʹΩϟϓγϣϯΛ͚ͭΔ
    w TFU@QSFDJTJPO
    
    w දࣔ͢Δࡍͷ༗ޮܻ਺Λࢦఆ
    w σʔλͦͷ΋ͷʹ͸Өڹ͸ͳ͍
    w TFU@QSPQFSUJFT
    
    w ελΠϧؔ਺Λ࢖Θͣɺ௚઀$44Λࢦఆ
    w σʔλͷ৚݅ʹΑΒͣɺ

    ҰׅͰಉ͡ελΠϧΛద༻͍ͨ͠ͱ͖ʹศར
    !32
    ͦͷଞͷศརͳػೳ
    ˣΩϟϓγϣϯ
    

    View Slide

33. @komo_fr
    w 4UZMJOHػೳͱ͸
    w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
    w جຊͷ࢖͍ํ
    w 4UZMFSͷศརͳػೳ
    w &YDFM΁ͷΤΫεϙʔτ
    w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
    !33
    "HFOEB
    

    View Slide

34. @komo_fr
    w ʮ+VQZUFSͳΜͯ஌ΒΜ͔Β&YDFMͰ͘Εʯ
    w 4UZMFSΫϥεͷUP@FYDFM
    ϝιου
    w PQFOQZYMΛผ్Πϯετʔϧ͢Δඞཁ༗
    w IUUQTPQFOQZYMSFBEUIFEPDTJPFOTUBCMF
    JOEFYIUNM
    !34
    &YDFMϑΝΠϧ΁ͷΤΫεϙʔτ
    

    View Slide

35. @komo_fr
    w ελΠϧΛ൓өͨ͠&YDFMϑΝΠϧ͕ΤΫεϙʔτ͞ΕΔ
    w ৚݅ࣜࣗମ͕ग़ྗ͞ΕΔΘ͚Ͱ͸ͳ͍
    w &YDFM্ͷ஋Λม͑ͯ΋ελΠϧ͸ߋ৽͞Εͳ͍
    !35
    UP@FYDFM
    ϝιου
    +VQZUFS &YDFM
    

    View Slide

36. @komo_fr
    w ʢ౰વ͕ͩʣ&YDFMͰදݱͰ͖ͳ͍΋ͷ͸Ͱ͖ͳ͍
    !36
    શ͕ͯม׵Ͱ͖ΔΘ͚Ͱ͸ͳ͍
    +VQZUFS &YDFM
    

    View Slide

37. @komo_fr
    w 4UZMJOHػೳͱ͸
    w 4UZMJOHػೳΛ࢖͏Ϟνϕʔγϣϯ
    w جຊͷ࢖͍ํ
    w 4UZMFSͷศརͳػೳ
    w &YDFM΁ͷΤΫεϙʔτ
    w 4UZMJOHػೳ࢖༻࣌ͷ஫ҙ఺
    !37
    "HFOEB
    

    View Slide

38. @komo_fr
    ͋͘·Ͱ1SPWJTJPOBM
    (JU)VCʹVQ͢ΔͱελΠϧ͕ফ͑Δ
    w ผͷαʔϏεʢOCWJFXFSͳͲʣΛ࢖͓͏
    มͳ$44Λ౰ͯͯ΋ྫ֎͸ൃੜ͠ͳ͍ʢͷͰؾ෇͖ʹ͍͘ʣ
    w Կ͔มͩͳʁͱࢥͬͨΒSFOEFS
    Ͱ֬ೝ͠Α͏
    w ڽͬͨ͜ͱΛ΍Γ͍ͨͳΒ

    ૉ௚ʹଞͷՄࢹԽϥΠϒϥϦΛ࢖͏ํ͕ྑ͍͔΋
    !38
    4UZMJOH࢖༻࣌ͷ஫ҙ఺
    

    View Slide

39. @komo_fr
    w 4UZMJOHc6TFS(VJEF
    w ͱ͸͍͑ɺॳճϦϦʔεͷ͔Βطʹ໿೥ܦա
    w ϦϦʔε
    w (JUͷίϛοτϩάΛݟͨͱ͜Ζɺසൟʹػೳ௥Ճ͕͋ΔΘ͚Ͱ
    ͸ͳ͍͕ɺυΩϡϝϯτ΍ίʔυ੔ܗπʔϧͷద༻ͳͲ

    ϝϯς͸͞Ε͍ͯΔΈ͍ͨʁ
    !39
    ͋͘·Ͱ1SPWJTJPOBM
    1SPWJTJPOBM5IJTJTBOFXGFBUVSFBOETUJMMVOEFS
    EFWFMPQNFOU8F`MMCFBEEJOHGFBUVSFTBOEQPTTJCMZNBLJOH
    CSFBLJOHDIBOHFTJOGVUVSFSFMFBTFT8F`EMPWFUPIFBSZPVS
    GFFECBDL
    https://pandas.pydata.org/pandas-docs/stable/user_guide/style.html
    

    View Slide

40. @komo_fr
    w QBOEBTʹݶΒͣʣ(JU)VC্ͷJQZOCϑΝΠϧͰ͸$44͸൓ө͞Εͳ͍
    w ελΠϧΛద༻ͯ͠΋࣮ݧϨϙʔτΛ(JU)VCͰڞ༗͠Α͏ͱͯ͠΋ PS[
    
    !40
    (JU)VCͰڞ༗͢Δͱ$44͕൓ө͞Εͳ͍
    ϩʔΧϧͷ+VQZUFS্ͷදࣔ (JU)VC্ͷදࣔ
    

    View Slide

41. @komo_fr
    w OCWJFXFS IUUQTOCWJFXFSKVQZUFSPSH
    
    w (JU)VC্ͷJQZOCϑΝΠϧͷ63-Λࢦఆ͢Δͱɺ

    +VQZUFS/PUFCPPLͷ಺༰͕)5.-ͱͯ͠දࣔ͞ΕΔ
    !41
    ୅ସҊɿผͷ+VQZUFSϑΝΠϧͷϏϡʔΞΛ࢖͏
    

    View Slide

42. @komo_fr
    !42
    มͳ$44Λ౰ͯͯ΋ྫ֎͸ൃੜ͠ͳ͍
    w Կ͔มͩͳʁͱࢥͬͨΒSFOEFS
    Λ࢖ͬͯ$44Λ֬ೝ͠Α͏
    w ڽͬͨ͜ͱΛ΍Γ͍ͨͳΒ

    ૉ௚ʹଞͷՄࢹԽϥΠϒϥϦΛ࢖͏ํ͕ྑ͍͔΋
    

    View Slide

43. ·ͱΊ
    !43
    

    View Slide

44. @komo_fr
    w QBOEBTͷ4UZMJOHػೳʹ͍ͭͯ঺հ͠·ͨ͠
    w ͳͯ͘΋ੜ͖͍͚ͯΔ͕ɺ࢖͑ΔͱԿ͔ͱศར
    w +VQZUFSͰϨϙʔτΛॻ͜͏ͱ͢Δͱ͖ʹॏๅ͢Δ
    w ελΠϧؔ਺Λࣗ࡞Ͱ͖Δ
    w ศརͳػೳ͸͋Β͔͡Ί༻ҙ͞Ε͍ͯΔ
    w ΑΓৄ͘͠஌Γ͍ͨਓ͸
    w 6TFS(VJEF
    w IUUQTQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMFVTFS@HVJEFTUZMFIUNM
    w "1*3FGFSFODF
    w IUUQTQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMFSFGFSFODFTUZMFIUNM
    !44
    ·ͱΊ
    

    View Slide

45. @komo_fr
    w 4MJEF
    w IUUQTTQFBLFSEFDLDPNLPNPGSQZDPOKQ
    w (JU)VC
    w IUUQTHJUIVCDPNLPNPGS
    1Z$PO+1@QBOEBT@TUZMJOH
    w OCWJFXFS
    w IUUQTOCWJFXFSKVQZUFSPSHHJUIVCLPNPGS
    1Z$PO+1@QBOEBT@TUZMJOHCMPCNBTUFSOPUFCPPLT
    TUZMJOHJQZOC
    !45
    63-
    

    View Slide

46. (PPEZPVSQBOEBTMJGF
    

    View Slide