Summary: Objects as Points

Transcript

1. %BUB
   %SJWFO
   %FWFMPQFS
   .FFUVQ
   ʲ൪֎ฤ ޷͖ͳ࿦จʹ͍ͭͯޠΔձʳ  0CKFDUT
   BT
   1PJOUT $FOUFS/FU IUUQTBSYJWPSHBCT  !GBN@UBSP

2. "HFOEB  ͳΜͰ͜ͷ࿦จબΜͩͷ  ͜Ε·Ͱͷݕग़Ϟσϧͷ՝୊  $FOUFS/FU ͷಛ௃  ͜ͷ࿦จͷ޻෉఺

    ݸਓతͳײ૝ 

3. 
   ͳΜͰ͜ͷ࿦จબΜͩͷ – ࠷ۙग़͔ͨΒʂ ೥݄೔ – ͪͳΈʹཌ೔ʹ l$FOUFS/FU
   0CKFDU
   %FUFDUJPO
   XJUI
   ,FZQPJOU 5SJQMFUTz
   ͱ͍͏ಉ໊ͷωοτϫʔΫͷ࿦จ͕ग़͍ͯΔ ͘͢͝·͗ΘΒΘ͍͠

   – IUUQTBSYJWPSHBCT – ͪ͜Β΋ 405"
   ͳͷͰͦͷ͏ͪ࿦จಡΜͰ͓͖͍ͨ – ݕग़ϞσϧͷதͰ଎ͯ͘ਫ਼౓ߴ͍ʂ – ϦΞϧλΠϜͳݕग़Λߦ͏্Ͱ͸εϐʔυ΋େࣄ – '14 
   NT
   ͸ݸਓతʹཉ͍͠ͱ͜Ζ – /.4 OPONBYJNVN
   TVQQSFTTJPO ͕ෆཁʂ – ଎౓໘Ͱ΋خ͍͠ – ޙॲཧ͕ݮͬͨͷ͸୯७ʹخ͍͠ – ଎ͯ͘ɺਫ਼౓ߴ͍ʂʂ – େࣄͳ͜ͱͳͷ̳ʢ  :0-0W
   ΑΓ ѹ౗తʹڧ͍ʂ

4. 
   ͜Ε·Ͱͷݕग़Ϟσϧͷ՝୊  – 0CKFDU
   EFUFDUJPO
   CZ
   SFHJPO
   DMBTTJGJDBUJPO – 3$//
   ͱ͔ 'BTU3$// – େମ TUBHF
   EFUFDUPS
   
   

   – ՝୊
   ஗͍ – 0CKFDU
   EFUFDUJPO
   XJUI
   JNQMJDJU
   BODIPST ҉໧తʹΞϯΧʔΛ࢖͏΋ͷ – େମ TUBHF
   EFUFDUPS
   
   ࠷ۙͷ଎͍ݕग़Ϟσϧ͸͜Ε – 44%
   3FUJOB/FU
   :0-0 W
   .%FU
   ʜ – ީิϘοΫεΛ༧Ί༻ҙ͢Δ΋ͷ ϘοΫεղ૾౓ɾॎԣൺ཰౳ – ՝୊
   (SPVOE
   USVUI
   ڭࢣϥϕϧ
   ࡞੒࣌ʹɺPWFSMBQ
   ͷॏͳΓ۩߹Λ࢖͏ – ਓ͕ܾΊ͖͍ͨ͠஋Ͱ GPSFHSPVOE
   PS
   OPU
   ΛܾΊΔ – ෺ମʹର͠ෳ਺ͷ (SPVOE
   USVUI
   ͕͋Γ͏Δ – BODIPS
   ʹ͍ͭͯਓ͕ௐ੔͢Δඞཁ͕͋Δ – ݸਓత՝୊ – /.4
   ͕ඞཁ େମNT
   ඞཁ 
   ग़ྗϘοΫε͕ଟ͍ͱ͕͔͔࣌ؒΔ 
   ͕࣌ؒݻఆ͡Όͳ͍

5. 
   ͜Ε·Ͱͷݕग़Ϟσϧͷ՝୊  – 0CKFDU
   EFUFDUJPO
   XJUI
   JNQMJDJU
   BODIPST ҉໧తʹΞϯΧʔΛ࢖͏΋ͷ – ՝୊
   (SPVOE
   USVUI
   ڭࢣϥϕϧ
   ࡞੒࣌ʹɺPWFSMBQ
   ͷॏͳΓ۩߹Λ࢖͏

6. 
   ͜Ε·Ͱͷݕग़Ϟσϧͷ՝୊  – 0CKFDU
   EFUFDUJPO
   CZ
   LFZQPJOU FTUJNBUJPO – IFBUNBQ
   ࢖֤ͬͯ఺Λ௚઀ٻΊΔํ๏ – ޙड़ͷ $FOUFS/FU

   ͷਪ࿦࣌ͷྲྀΕΛݟΔͱΠϝʔδ͔ͭΈ΍͍͔͢΋ – $PSOFS/FU
   ϘοΫεͷࠨ্ͱӈԼͷ఺ͷΈਪఆ – &YUSFNF/FU
   த৺ͱϘοΫεͷ֯఺Λਪఆ – ՝୊
   LFZQPJOU EFUFDUJPO
   ޙʹ૊Έ߹ΘͤΛ HSPVQJOH
   ͢Δඞཁ͕͋Δ – ஗͍

7. 
   $FOUFS/FU ͷಛ௃  – #BDLCPOF
   ͱͯ͠ %-"
   ΍ )PVSHMBTT
   Λར༻ – $PSOFS/FU Ͱ΋ར༻͞Ε͍ͯΔ

   – %-"
   
   %FFQ
   MBZFST
   BHHSFHBUJPO – IUUQTBSYJWPSHQEGQEG – %FUFDUJPO
   ʹ͓͍ͯ͸ҎԼͭͷΈٻΊΔ – ෺ମͷத৺Ґஔ – ϘοΫεαΠζ ਤ
   ࠨ͕ݩ%-"ɺӈ͕$FOUFS/FU༻%-"

8. 
   $FOUFS/FU ͷಛ௃  – %-"
   ิ଍ – %-"
   ͷఏҊ – ͦͷ·· MPX
   MBZFS
   ͷ૚Λ଍͢ͷͰ͸ͳ͘ɺ޻෉ͯ͠ΈΑ͏

   – Լه͸ݩ࿦จΑΓҾ༻

9. 
   $FOUFS/FU ͷಛ௃ – ਪ࿦ ༧ଌ ࣌ͷྲྀΕ – ը૾Λ #BDLCPOF
   ωοτϫʔΫ %-"
   ΍

   )PVSHMBTT ʹೖྗ – ,FZ
   QPJOU
   IFBUNBQ
   Λग़ྗ Լه͸Πϝʔδਤ – ࿦จதͰ͸ ݩը૾αΠζ )Y8
   ʹରͯ͠ )
   8
   ͷαΠζ – Y
   ͳΒ IFBUNBQ
   ͷαΠζ͸ Y ໨͕ࡉ͔͍ – MPDBM
   QFBL
   Λநग़ – ͋ΔՕॴʹ͍ͭͯɺपลݸͷ஋ΑΓେ͖͍ Ҏ্ ͱͳΔ৔ॴ – ͦ͜Λ෺ମͷத৺ͱ͢Δʂ – MPDBM
   QFBL
   ͰͷϘοΫεαΠζͱ཭ࢄԽޡࠩΛ༧ଌ – ཭ࢄԽޡࠩ 
   ݩը૾͔Β IFBUNBQ
   ʹͨ͠ࡍͷޡࠩ ඍௐ੔ – ༧ଌϘοΫεग़ྗʂ – /.4
   ͸͠ͳ͍ ݸਓతʹେࣄ – IFBUNBQ
   ಺ͷϚεʹର͢Δग़ྗݸ਺ ݕग़࣌ – Ϋϥε਺
    
   ϘοΫεαΠζɺ
   ཭ࢄԽޡࠩ  IFBUNBQΠϝʔδ https://pythonspot.com/tag/heatmap/

10. 
    $FOUFS/FU ͷಛ௃ – ਪ࿦ ༧ଌ ࣌ͷΠϝʔδ λεΫ͝ͱͷҧ͍ 

11. 
    $FOUFS/FU ͷಛ௃ – 5FTU
    5JNF
    "VHNFOUBUJPO
    Ͱ΋ݕূࡁ – /P
    "VHNFOUBUJPO – GMJQ
    "VHNFOUBUJPO – GMJQ
    BOE
    NVMUJTDBMF
    

    
    
    
    
     XJUI
    /.4 ˡେࣄ – ϦΞϧλΠϜͱͯ͠࢖͏ͳΒ੺͍Օॴ͕ਫ਼౓ɾ଎౓໘Ͱྑͦ͞͏ – #BDLCPOF
    %-"
    "VHNFOUBUJPO
    /P
    PS
    GMJQ – NVMUJTDBMF
    ͸ਫ਼౓΋্͕Δ͚Ͳਪ࿦͕͖͍࣌ؒͭ ίϯϖͳΒ࢖͏Ձ஋͋Γ͔΋ 

12. 
    $FOUFS/FU ͷಛ௃ – ֶश࣌ͷྲྀΕ – ڭࢣϥϕϧ༻ IFBUNBQ
    ͷ࡞Γํ – ॲཧલ –

    ॲཧޙ – ࣮ࡍͷ෺ମͷத৺ Λ௿ղ૾౓Խ 
    – ຊ࿦จͰ͸ 3 – Ψ΢γΞϯΧʔωϧͰͳͩΒ͔ͳ஋ʹ͢Δ – த৺࠲ඪ͕௖఺ 
    ͱͳΔࢁΛ࡞ΔΠϝʔδ – ಉ͡Ϋϥεͷҧ͏෺ମͰॏͳͬͨ৔߹͸஋͕ߴ͍ํΛ࠾༻ – МQ ͸ PCKFDU
    TJ[FBEBQUJWF
    TUBOEBSE
    EFWJBUJPO – ଟ෼σʔληοτຖʹग़͢΂͖஋ʁ 

13. 
    $FOUFS/FU ͷಛ௃ – ֶश࣌ͷ MPTT
    ઃܭ ͦΕͧΕൺ཰Λ͔͚ͯ଍ͨ͠΋ͷ͕߹ܭ MPTT – )FBUNBQ
    ͷ MPTT

    – QJYFMXJTF
    MPHJTUJD
    SFHSFTTJPO
    XJUI
    GPDBM
    MPTT /
    ͸ OVNCFS
    PG
    LFZQPJOUT JO
    JNBHF – ཭ࢄԽޡࠩͷ MPTT – ϘοΫεαΠζͷ MPTT – ϘοΫεαΠζ͸ TDBMJOH
    ࠷େ஋ʹ͢Δ
    ͯ͠ͳ͍͜ͱʹ஫ҙ 

14. 
    ͜ͷ࿦จͷ޻෉఺  – #BDLCPOF %-"ɾ)PVS(MBTT
    Λ࢖͏ – ཭ࢄԽޡࠩͷఆٛ – ෺ମͷத৺ͷΈٻΊΕ͹ྑ͍ͱ͍͏γϯϓϧͳωοτϫʔΫ

    – ଞλεΫ΁ͷԠ༻ ͕؆୯ͳωοτϫʔΫΛఏҊ – %
    EFUFDUJPO – )VNBO
    QPTF
    FTUJNBUJPO – 0SJFOUBUJPO ํ޲ – #BUDIOPSNBMJ[BUJPO
    Ͱ DVEOO Λ࢖Θͳ͍ – 1Z5PSDI
    ͷιʔεΛ͍ͬͯ͡ઃఆมߋͰ͖Δ – ࣮ݧ࣌͸࢖Θͳ͍ํ͕ਫ਼౓্͕͕ͬͨͱͷ͜ͱ

15. 
    ݸਓతͳॴײ – #BDLCPOF %-"ɾ)PVS(MBTT
    ͷߩݙ͕͍͢͝ – ࠓޙ΋ͬͱ૿͑Δͱࢥ͍·͢ – )FBUNBQ
    ࿏ઢͷ %FUFDUPS
    ͸΋ͬͱ૿͑ͦ͏ʁ

    – /.4
    Λ࢖Θͳͯ͘ྑ͍ͷ͸ݸਓతʹخ͍͠ – γϯϓϧ – γϯϓϧͰਫ਼౓ߴ͍ͷͰ;͍ͭ͘͠ʜ – ࣮૷͕ͱͯ΋ࢀߟʹͳΔ – ͱΓ͍͋͑ͣۙ͏ͪʹݕূ͠·͢ 

16. 3FGFSFODFT – 0CKFDUT
    BT
    1PJOUT IUUQTBSYJWPSHBCT – $PSOFS/FU
    %FUFDUJOH
    0CKFDUT
    BT
    1BJSFE
    ,FZQPJOUT IUUQTBSYJWPSHBCT – %FFQ
    -BZFS
    "HHSFHBUJPO IUUQTBSYJWPSHBCT

    – %FFQ
    MBZFS
    BHHSFHBUJPO
    $WQS Θ͔Γ͔ͬͨ͢·ͱΊεϥΠυ – IUUQTXXXTMJEFTIBSFOFU4IJOJDIJSP.VSBLBNJEFFQMBZFSBHHSFHBUJPODWQS 

17. ͓ΘΓ  ͋Γ͕ͱ͏͍͟͝·ͨ͠