AWS(Amazon Redshift)とTableauではじめるビッグデータ分析 / Getting started Bigdata Analysis with Amazon Redshift and Tableau in Innovation Egg 8th

Transcript

1.  "84 "NB[PO
   3FETIJGU ͱ 5BCMFBVͰ͸͡ΊΔϏοάσʔλ෼ੳ ೥݄೔
   
   ʙ
   
   *OOPWBUJPO
   &HH
   ୈճʰՄࢹԽɾ՝୊ͱࢧ͑Δٕज़
 !ΤϜΦʔςοΫε
   ৽େࡕϏϧ #IEgg Ϋϥεϝιουגࣜձࣾ
   ͠Μ΍ !TIJOZBB
   ⡥
   $MBTTNFUIPE
   *OD
2.  ձࣾ঺հ Ϋϥεϝιουגࣜձࣾ
   ɾ૑ཱɿ೥݄೔ ͦΖͦΖ૑ཱप೥
   ɾࣾһ਺ɿ໿ਓ ೥݄ݱࡏ
   ɾ୅දɿԣా
   ૱
   
   "84
   $PNNVOJUZ
   )FSPFT
   ɾओͳࣄۀ෼໺ #IEgg ˞"84ίϛϡχςΟώʔϩʔʹͳΓ·ͨ͠
   ʛ
   %FWFMPQFST*0
   IUUQEFWDMBTTNFUIPEKQDMPVEBXTDPNNVOJUZIFSPFT ɾ ϒϩά
3.  ձࣾ঺հ Ϋϥεϝιουגࣜձࣾ
   ɾ૑ཱɿ೥݄೔ ͦΖͦΖ૑ཱप೥
   ɾࣾһ਺ɿ໿ਓ ೥݄ݱࡏ
   ɾ୅දɿԣా
   ૱
   
   "84
   $PNNVOJUZ
   )FSPFT
   ɾओͳࣄۀ෼໺ #IEgg ˞"84ίϛϡχςΟώʔϩʔʹͳΓ·ͨ͠
   ʛ
   %FWFMPQFST*0
   IUUQEFWDMBTTNFUIPEKQDMPVEBXTDPNNVOJUZIFSPFT ɾ"84
   ɾJ04
   ɾϏοάσʔλ
   ɾ*P5
   ౳ͳͲ
4.  %FWFMPQFST*0 IUUQEFWDMBTTNFUIPEKQ ɾ೥݄ΑΓ։ઃ ͦΖͦΖप೥
   ɾ૯ϒοΫϚʔΫ਺
   ௒
   ɹ ࠃ಺*5ܥاۀҐ
   ɾྦྷܭΤϯτϦຊ਺
   ໿ຊ
   ɾྦྷܭ"84ؔ࿈ΤϯτϦຊ਺
   ຊ
   ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ ˞ݱࡏ
5.  %FWFMPQFST*0 ˞ԼهΤϯτϦͰ঺հ͞Ε͍ͯΔ৘ใʹ͍ͭͯ࠶ूܭΛߦ͍ɺ্Ґ݅Λදࣔɻ೥݄೔ݱࡏ
   ɹ8&#ܥ֤ࣾͷٕज़ϒϩάͷ͸ͯϒ਺Λௐ΂ͯΈͨ
   
   NJLFEBͷ೔ه
   IUUQNJLFEBIBUFOBCMPHDPNFOUSZ
6.  ࣗݾ঺հ ໊લɿ͠Μ΍
   5XJUUFS
   *%ɿ!TIJOZBB
   ɾ೥݄ʹΫϥεϝιουʹ+0*/
   ɾओʹϏοάσʔλʗ#*पΓͷҊ݅Λ୲౰
   ɾ͋ͱࣾ಺ϒϩάࣥචଅਐ׆ಈ
   ɾ޷͖ͳ"84αʔϏεɿ"NB[PO
   3FETIJGU
   ɾ޷͖ͳ#*πʔϧɿ5BCMFBV
   ɾ޷͖ͳөըɿϚουϚοΫε
   ౖΓͷσεɾϩʔυ ܶ৔ʹͯճؑ৆ࡁ
   ɾࣗࣾϒϩάʰ%FWFMPQFST*0ʱࣥච
   ɹ͠Μ΍
   ʛ
   %FWFMPQFST*0
   IUUQEFWDMBTTNFUIPEKQBVUIPSTIJOZBB
   ɹ೥݄೔ݱࡏͷྦྷܭ౤ߘຊ਺ɿຊ ೔ຊ೔ʹຊ #IEgg
7.  ϒϩά౤ߘঢ়گͷՄࢹԽ #IEgg ˞ࣾһͷϒϩά౤ߘຊ਺ྦྷܭ ࣾһผ
8.  ϒϩά౤ߘঢ়گͷՄࢹԽ #IEgg ˞ࣾһͷ೥಺ྦྷܭ౤ߘຊ਺݄ฏۉຊ਺
9.  ϒϩά౤ߘঢ়گͷՄࢹԽ #IEgg ˞શz౤ߘzຊ਺ͷ࣌ؒผʗ༵೔ผώʔτϚοϓ
10.  ձࣾ঺հ ࠃ಺ΦϑΟε #IEgg ळ༿ݪ
    ਆాࠤٱؒொɾؠຊொ ࡳຈ ্ӽົߴ
11.  ձࣾ঺հ ւ֎ΦϑΟε <Ϋϥεϝιου>όϯΫʔόʔϦʔδϣϯ͸͡Ί·ͨ͠
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQFUDWBODPVWFSP⒏DFTUBSU
    <Ϋϥεϝιου>ϕϧϦϯϦʔδϣϯ͸͡Ί·ͨ͠
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQFUDCFSMJOP⒏DFTUBSU ೔ຊࠃ಺ˍւ֎ڌ఺ମ੍Ͱ࣌ؒ೔ͷΠϯϑϥαϙʔτͱ
    ࣌ࠩΛ׆͔ͨ͠"84ίϯαϧςΟϯάαʔϏεΛల։ɻ
    #IEgg ΧφμɾόϯΫʔόʔ υΠπɾϕϧϦϯ
12.  େࡕΦϑΟε
    /FX #IEgg ˞ͳʹΘͩΑΓ
    ʛ
    γϦʔζ
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQTFSJFTMFUUFSGSPNPTBLB
13.  ΞδΣϯμ ࣗݾ঺հʗձࣾ঺հ౳
    ֓ཁઆ໌ɿ"NB[PO
    3FETIJGU5BCMFBV
    4PGUXBSF
    3FETIJGUͱ5BCMFBVͰ͸͡ΊΔՄࢹԽ
    ৽όʔδϣϯϦϦʔεʂ5BCMFBV
    
    ૣ͘࢖ͬͯΈ͍ͨʂ"NB[PO
    2VJDL4JHIU
    ͍͞͝ʹ #IEgg
14.  ΞδΣϯμ ࣗݾ঺հʗձࣾ঺հ౳
    ֓ཁઆ໌ɿ"NB[PO
    3FETIJGU5BCMFBV
    4PGUXBSF
    3FETIJGUͱ5BCMFBVͰ͸͡ΊΔՄࢹԽ
    ৽όʔδϣϯϦϦʔεʂ5BCMFBV
    
    ૣ͘࢖ͬͯΈ͍ͨʂ"NB[PO
    2VJDL4JHIU
    ͍͞͝ʹ #IEgg
15.  "NB[PO
    3FETIJGU ɾ௒ߴ଎ฒྻॲཧϑϧϚωʔδυ%8)
    ɾ1PTUHSF42-४ڌ W
    ɹ3%#Λѻ͏ײ֮Ͱར༻Մೳ
    ɾখ࢝͘͞ΊͯɺඞཁʹԠͯ͡ॊೈʹ֦ுՄೳ
    ɹˠ࠷খαΠζɿ(#
    ɹˠ࠷େαΠζɿ1#
    ɾΧϥϜφܕ ྻࢦ޲ܕ ɿྻຖʹσʔλΛѹॖར༻
    ɾ.11 ௒ฒྻॲཧ ΞʔΩςΫνϟɿ
    ɹϊʔυ਺૿Ͱॲཧੑೳ޲্ #IEgg ˞"NB[PO
    3FETIJGU
    ͱ͸
    
    "NB[PO
    3FETIJGU
    IUUQEPDTBXTBNB[PODPNKB@KQSFETIJGUMBUFTUNHNUXFMDPNFIUNM
16.  "NB[PO
    3FETIJGU ɾ͍͍ͩͨͷࣄ͸͜͜ʹॻ͍ͯ͋Γ·͢ɻ
    ɹ%FWFMPQFST*0
    
    "NB[PO
    3FETIJGUಛू IUUQEFWDMBTTNFUIPEKQSFGFSFODFDBUBXTSFETIJGU
17.  5BCMFBV
    4PGUXBSF ɾຊࣾɿถࠃγΞτϧ
    ೥ઃཱɺ೥্৔
    ɾ೔ຊ๏ਓ 5BCMFBV
    +BQBO ɿ೥݄ઃཱ
    ɾ૑ཱऀͷਓ͸1JYBS ถࠃө૾੍࡞ձࣾ ग़਎
    ɹ 1BU
    )BOSBIBOɿΞΧσϛʔՊֶٕज़৆ଞଟ਺ͷड৆ྺ #IEgg
18.  5BCMFBV
    4PGUXBSF ੡඼ϥΠϯφοϓ
    ɾ5BCMFBV
    %FTLUPQɿΫϥΠΞϯτɺߴػೳɺଟ࠼ͳ઀ଓσʔλιʔεɺৄࡉͳ෼ੳ
    ɾ5BCMFBV
    4FSWFSɿαʔόɺ৘ใڞ༗ɺίϯςϯπ؅ཧɺεέδϡʔϧ
    ɾ5BCMFBV
    0OMJOFɿ5BCMFBV
    4FSWFSͷ4BB4൛
    ɾ5BCMFBV
    .PCJMFɿ5BCMFBV
    4FSWFSʗ0OMJOFͱ࿈ܞɺରԠ04ɿJ04ˍ"OESPJE
    ɾ5BCMFBV
    1VCMJDɿແঈɺެ։8FCαΠτͰίϯςϯπڞ༗ɺର৅σʔλιʔε͸ݶఆ
    ɾ5BCMFBV
    3FBEFSɿ5BCMFBVϫʔΫϒοΫಡΈऔΓઐ༻πʔϧ
    ɾ7JTBCMFɿJ04J1BE༻ΞϓϦέʔγϣϯɺ5BCMFBVͱͷ௚઀ͷؔ܎͸ແ͠ ˞੡඼
    c
    5BCMFBV
    4PGUXBSF
    IUUQXXXUBCMFBVDPNKBKQQSPEVDUT
    ˞7J[BCMF
    CZ
    5BCMFBV
    
    %BUB
    BOBMZUJDT
    GPS
    FWFSZPOF
    IUUQTWJ[BCMFUBCMFBVDPN
    ˞5BCMFBV
    %FTLUPQͰग़དྷΔࣄͷ·ͱΊ
    ʛ
    %FWFMPQFST*0
    ɹIUUQEFWDMBTTNFUIPEKQDMPVEBXTUBCMFBVEFTLUPQGFBUVSFTNBUPNF
    ˞5BCMFBV
    4FSWFSͰग़དྷΔࣄͷ·ͱΊ
    ʛ
    %FWFMPQFST*0
    ɹIUUQEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTUBCMFBVTFSWFSGFBUVSFT #IEgg
19.  5BCMFBV
    4PGUXBSF ɾεϜʔζͳૢ࡞ײ
    ɾ׳Εͯ͘Δͱ௚ײͰՄࢹԽΛ࡞੒ग़དྷΔ
    ɾඳըͷࣗ༝౓͕ߴ͘ɺΞΠσΞ࣍ୈͰ৭ʑ࡞ΕΔ
    ɾࢀߟ৘ใ͕ॆ࣮͍ͯ͠Δ
    ɹɾެࣜϔϧϓɺφϨοδϕʔε ,#
    ɹɾ5BCMFBV
    1VCMJDੈքத͔Βίϯςϯπ͕ू݁
    ɹɾݴٴϒϩά͕ଟ͍ ಛʹւ֎
    ɹɾࠃ಺ɿ%FWFMPQFST*0
    ɾϊϦ͕ྑ͍ #IEgg
20.  5BCMFBV
    1VCMJD #IEgg 'SFF
    %BUB
    7JTVBMJ[BUJPO
    4PGUXBSF
    c
    5BCMFBV
    1VCMJD
    IUUQTQVCMJDUBCMFBVDPN
21.  5BCMFBV
    1VCMJD #IEgg ˞ʰ+ϦʔάͷΫϥϒνʔϜͷྺ࢙ʱΛՄࢹԽͯ͠Έͨʛ5BCMFBV
    4PGUXBSF
    5JQT7J[
    "EWFOU
    $BMFOEBS
    
    
    UBCMFBV
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTBEWFOUDBMFOEBSUBCMFBVWJTVBMJ[BUJPOPGKMFBHVFDMVCUFBNIJTUPSZ
22.  5BCMFBV
    1VCMJD #IEgg ˞ʰശࠜӺ఻ʱΛՄࢹԽͯ͠Έͨʛ5BCMFBV
    4PGUXBSF
    5JQT7J[
    "EWFOU
    $BMFOEBS
    
    
    UBCMFBV
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTBEWFOUDBMFOEBSUBCMFBVWJTVBMJ[BUJPOPGIBLPOFFLJEFO
23.  5BCMFBV
    1VCMJD #IEgg ˞ʰস఺ʱग़ԋऀͷྺ࢙ΛՄࢹԽͯ͠Έͨ
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDT WJTVBMJ[FTIPUFOIJTUPSZCZUBCMFBV
24.  5BCMFBV
    1VCMJD #IEgg ˞͋ͷੈքతөըΞΫγϣϯελʔͷʰոզҰཡʱΛՄ ࢹԽͯ͠Έͨʛ5BCMFBV
    4PGUXBSF
    5JQT7J[
    "EWFOU
    $BMFOEBS
    
    
    UBCMFBV
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTT BOBMZUJDTBEWFOUDBMFOEBSUBCMFBV WJTVBMJ[BUJPOPGKBDLJFDIBOJOKVSZMJTU
25.  5BCMFBV
    MPWFT
    45"3
    8"34 #IEgg ˞ʲ࠷৽࡞ެ։ه೦ʳөըʰελʔ΢Υʔζʱʹؔ͢Δ5BCMFBVՄࢹԽωλΛूΊͯΈͨ
    4UBS8BST%BUB
    ʛ
    %FWFMPQFST*0
    
    IUUQEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTUBCMFBVTUBSXBSTWJ[
26.  5BCMFBV
    4PGUXBSF ɾ͍͍ͩͨͷࣄ͸͜͜ʹॻ͍ͯ͋Γ·͢ɻ
    ɹ%FWFMPQFST*0
    
    5BCMFBVಛू 5BCMFBV
    ʛ
    ಛूΧςΰϦʔ
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQSFGFSFODFDBUCVTJOFTTBOBMZUJDTUPPMTUBCMFBV
27.  5BCMFBV
    4PGUXBSF #IEgg
28.  ೔ຊͰͷ5BCMFBV͸
    Θ͕͠ҭͯͨ 5BCMFBV
    4PGUXBSF #IEgg
29.  3FETIJGU
    Y
    5BCMFBV ɾ"845BCMFBVڞʹΨʔτφʔʹͯʰϦʔμʔʱධՁɻ
    ɹ ˞ڞʹ೥࿈ଓ ˞ "84
    IUUQTBXTBNB[PODPNKQSFTPVSDFTHBSUOFSNRMFBSONPSF ˞ 5BCMFBV
    IUUQHFUUBCMFBVDPNKBKQHBSUOFSNBHJDRVBESBOUIUNM #IEgg
30.  3FETIJGU
    Y
    5BCMFBV ɾΫϥεϝιουͰ΋ʰਪ͠ʱͷ૊Έ߹Θͤɻ #IEgg ΧελϚʔετʔϦʔ
    σʔλ
    ʛ
    Ϋϥεϝιουגࣜձࣾ
    IUUQTDMBTTNFUIPEKQTFSWJDFTDVTUPNFSTUPSZ
31.  3FETIJGU
    Y
    5BCMFBV #IEgg ˞ಋೖࣄྫ
    ʛ
    Ϋϥεϝιουגࣜձࣾ
    IUUQDMBTTNFUIPEKQDBTFT
32.  
    NJOVUFT
    QBTTFE #IEgg ˞`.BE
    .BY
    'VSZ
    3PBE
    c
    "OBUPNZ
    PG
    B
    4DFOF
    X
    %JSFDUPS
    (FPSHF
    .JMMFS
    c
    5IF
    /FX
    :PSL
    5JNFT
    
    :PV5VCF
    ɹIUUQTXXXZPVUVCFDPNXBUDI W645K5.(C$* ͜͜ͰਫΛҿΉ
33.  ΞδΣϯμ ࣗݾ঺հʗձࣾ঺հ౳
    ֓ཁઆ໌ɿ"NB[PO
    3FETIJGU5BCMFBV
    4PGUXBSF
    3FETIJGUͱ5BCMFBVͰ͸͡ΊΔՄࢹԽ
    ৽όʔδϣϯϦϦʔεʂ5BCMFBV
    
    ૣ͘࢖ͬͯΈ͍ͨʂ"NB[PO
    2VJDL4JHIU
    ͍͞͝ʹ #IEgg
34.  ՄࢹԽͷ͸͡Ίํ #IEgg
35.  ՄࢹԽର৅ͷબఆɾΠϝʔδԽ ɾ·ͣ͸ͭɺҰ൪ڵຯͷ͋ΔʗखࠒͳσʔλΛ
    ɹՄࢹԽͯ͠ΈΔ͜ͱ͔Β࢝ΊΔɻ
    ɾͦͷࡍʰͦͷσʔλͷɺԿΛɺͲΜͳ෩ʹݟ͍͔ͨʱ
    ɹΛؔ܎ऀؒͰΠϝʔδ͓ͯ͘͠ࣄ͕ॏཁɻ
    ɹ ՄࢹԽ࡞ۀͷzΰʔϧzΠϝʔδͷڞ༗
    ɾΠϝʔδ͸ڞ༗ग़དྷΔ΋ͷͰ͋Ε͹ԿͰ΋0,ɻ
    ɹ ը໘Ωϟϓνϟ&9$&-ϋϦϘςϑϦʔϋϯυ #IEgg
36.  ՄࢹԽ࡞ۀͷ࣮ફ #IEgg 5BCMFBVͰՄࢹԽϏϡʔΛ࡞੒ ՄࢹԽΠϝʔδͷڞ༗ αϚϦɾϚʔτςʔϒϧͷ४උ σʔλͷϩʔυฤूՃ޻ ςʔϒϧఆٛͷઃܭɾ࡞੒ ϑΝΠϧग़ྗ ϑΝΠϧՃ޻ ݸผςʔϒϧɾதؒςʔϒϧͷ४උ
37.  ՄࢹԽ࡞ۀͷ࣮ફ #IEgg 5BCMFBVͰՄࢹԽϏϡʔΛ࡞੒ ՄࢹԽΠϝʔδͷڞ༗ αϚϦɾϚʔτςʔϒϧͷ४උ σʔλͷϩʔυฤूՃ޻ ςʔϒϧఆٛͷઃܭɾ࡞੒ ϑΝΠϧग़ྗ ϑΝΠϧՃ޻ ݸผςʔϒϧɾதؒςʔϒϧͷ४උ 5BCMFBVͰͲ͏΍ͬͯ
    ϏϡʔΛ૊ΈཱͯΔ͔ʁ 5BCMFBVͰ࢖͏%#߲໨͸
    Կ͕͋Ε͹ࣄ଍ΓΔ͔ʁ ୯ҰςʔϒϧͰ0,ʁ
    ෳ਺ςʔϒϧ݁߹͕ඞཁʁ ϩʔυࡁͷσʔλ͸
    ฤूɾՃ޻͕ඞཁʁ ͲͷΑ͏ͳςʔϒϧఆ͕ٛ
    σʔλ֨ೲ্޷·͍͔͠ʁ σʔλϩʔυલʹՃ޻Λ
    ࢪ͓ͯ͘͠΂͖͔ʁ Ճ޻ͷखؒΛল͘ʹ͸
    Ͳ͏͍ͬͨग़ྗ͕ྑ͍͔ʁ
38.  ՄࢹԽ࡞ۀͷ࣮ફ #IEgg 5BCMFBVͰՄࢹԽϏϡʔΛ࡞੒ ՄࢹԽΠϝʔδͷڞ༗ αϚϦɾϚʔτςʔϒϧͷ४උ σʔλͷϩʔυฤूՃ޻ ςʔϒϧఆٛͷઃܭɾ࡞੒ ϑΝΠϧग़ྗ ϑΝΠϧՃ޻ ݸผςʔϒϧɾதؒςʔϒϧͷ४උ
39.  ՄࢹԽ࡞ۀͷ࣮ફ #IEgg 5BCMFBVͰՄࢹԽϏϡʔΛ࡞੒ ՄࢹԽΠϝʔδͷڞ༗ αϚϦɾϚʔτςʔϒϧͷ४උ σʔλͷϩʔυฤूՃ޻ ςʔϒϧఆٛͷઃܭɾ࡞੒ ϑΝΠϧग़ྗ ϑΝΠϧՃ޻ ݸผςʔϒϧɾதؒςʔϒϧͷ४උ &5-πʔϧ΍
    ϓϩάϥϜͰ
    σʔλΛՃ޻ ϑΝΠϧΛ4ʹΞοϓϩʔυ
    $01:ॲཧͰ౤ೖ
    42-ͰฤूɾՃ޻ σʔλ͔ΒखಈͰઃܭ
    γεςϜͰࣗಈ൑ผ 42-Ͱ݁߹
    ผςʔϒϧʹ౤ೖ Ϗϡʔ΍μογϡ
    Ϙʔυͷ࡞੒
    5BCMFBVʹΑΔ
    σʔλͷฤूͳͲ $47ɾ547ͱͯ͠ग़ྗ
40.  ՄࢹԽ࡞ۀͷ࣮ફ #IEgg 3FETIJGU 5BCMFBV 5BCMFBVͷ࢖͍ํʹ׳ΕΔ ՄࢹԽͷΞΠσΞग़͠ ඞཁͳσʔλɾ߲໨ɾςʔϒϧͷચ͍ग़͠ ౤ೖσʔλͷ४උ ౤ೖσʔλͷ&5-Ճ޻ݕ౼ 4Ξοϓϩʔυˍσʔλϩʔυ $01: தؒςʔϒϧσʔλϚʔτ࡞੒ʗ&5- 5BCMFBV
    %FTLUPQϩʔΧϧσʔλͰ
    ϓϩτλΠϓ࡞੒ 5BCMFBV
    %FTLUPQܦ༝Ͱ࣮σʔλࢀর ύϑΥʔϚϯενϡʔχϯά σʔλྔɺ૿෼αΠΫϧ͔ΒΫϥελͷ
    ॳظαΠζΛݕ౼ ΫϥελεΩʔϚߏ੒౳ͷݕ౼ ύϑΥʔϚϯενϡʔχϯά ςʔϒϧఆٛɺ42-ͷݟ௚͠ αϚϦςʔϒϧͷݕ౼ Ϋϥελઃఆͷݟ௚͠ ϫʔΫϒοΫɾϏϡʔߏ੒ͷݟ௚͠ ࣌
    ؒ
    ࣠
41.  ՄࢹԽ࡞ۀͷ࣮ફ #IEgg 3FETIJGU 5BCMFBV 5BCMFBV
    %FTLUPQɿগਓ਺ར༻Ͱ࢝ΊΔ σ
    ʛ
    λ
    ྔ গ ଟ গ ଟ ར
    ༻
    ऀ
    ਺ 5BCMFBV
    %FTLUPQɿར༻ऀ਺૿Ճ 5BCMFBV
    4FSWFSɿՄࢹԽͷڞ༗ 5BCMFBV
    4FSWFSɿσʔλͷߋ৽ 5BCMFBV
    4FSWFSɿՄࢹԽͷ഑৴ ॳظར༻࣌ͷσʔλ͕ऩ·Δ
    ΫϥελαΠζͰӡ༻։࢝ Ϋϥελσʔλ૿෼ϖʔεΛ೺Ѳ ΫϥελύϑΥʔϚϯεΛ֬ೝ ඞཁʹԠͨ͡Ϋϥελ֦ு΍ௐ੔ͷ࣮ࢪ ϊʔυ਺ͷ૿Ճ ϊʔυλΠϓͷมߋ ύϑΥʔϚϯενϡʔχϯάͷݕ౼ɾ࣮ࢪ 5BCMFBV
    4FSWFSɿ෼ࢄ؀ڥ΁ͷҠߦ ϫʔΫϩʔυ؅ཧͷݟ௚͠ 5BCMFBV
    .PCJMFɿ4FSWFSʴ.PCJMFͰͷར༻ 5BCMFBV
    3FBEFSɿࢀরܥίϯςϯπͷӾཡ
42.  ՄࢹԽ΁ͷಓͷΓ ɾ៉ྷͳσʔλɺ෼ੳ͠΍͍͢σʔλʹ࣋ͬͯߦ͘ͷ͸
    ɹ΍͸ΓҰےೄͰ͸͍͔ͳ͍ ͜ͷล͸σʔλͷ੔උ۩߹ʹ΋ΑΔ
    ɾ͍͖ͳΓશσʔλΛՄࢹԽɺͰ͸ແ͘·ͣগͣͭ͠ࢼͯ͠ΈΔ
    ɹˠͦ͜Ͱಘͨ஌ݟΛ࣍ճҎ߱ʹϑΟʔυόοΫͯ͠ߦ͘ͱεϜʔζ
    ɹˠݱ৔Ͱͷ໰୊՝୊ͷසग़Օॴɺखؒ޻਺ײΛ͋Δఔ౓೺Ѳग़དྷΔ
    ɾσʔλΛ์ΓࠐΉ͚ͩͰ͸ʰԿ͔ྑ͍ײ͡ʹʱʹ͸ͳΒͳ͍
    ɾʰԿΛʱݟ͍͔ͨɺʰͳͥʱݟ͍͔ͨΛ
    ɹ໰ֻ͍͚ͳ͕ΒਐΊ͍ͯ͘ͷ͕େࣄ #IEgg
43.  ɾ લड़ͷ ݱ৔Ͱͷ஌ݟڞ༗ɺϑΟʔυόοΫ
    ɾϕετϓϥΫςΟεΛࢀߟʹ͢Δ
    ɹɾςʔϒϧઃܭ 3FETIJGU
    ɹɾσʔλϩʔυ 3FETIJGU
    ɹɾύϑΥʔϚϯενϡʔχϯά 3FETIJGU5BCMFBV
    ɹɾՄࢹԽɺϫʔΫϒοΫ࡞੒ 5BCMFBV #IEgg ՄࢹԽ΁ͷಓͷΓ
44.  
    NJOVUFT
    QBTTFE #IEgg ͜͜ͰਫΛҿΉ ˞.BE
    .BY
    'VSZ
    3PBE
    0⒏DJBM
    5SBJMFS
    r
    8BSOFS
    #SPT
    6,
    
    :PV5VCF
    ɹIUUQTXXXZPVUVCFDPNXBUDI W:EL;B.T1%.
45.  ΞδΣϯμ ࣗݾ঺հʗձࣾ঺հ౳
    ֓ཁઆ໌ɿ"NB[PO
    3FETIJGU5BCMFBV
    4PGUXBSF
    3FETIJGUͱ5BCMFBVͰ͸͡ΊΔՄࢹԽ
    ৽όʔδϣϯϦϦʔεʂ5BCMFBV
    
    ૣ͘࢖ͬͯΈ͍ͨʂ"NB[PO
    2VJDL4JHIU
    ͍͞͝ʹ #IEgg
46.  5BCMFBV
     ϕʔλ൛ల։தɺԼهαΠτʹͯ֓ཁˍར༻ਃࠐՄೳ
    IUUQXXXUBCMFBVDPNDPNJOHTPPO
    ˞ݱࡏ #IEgg
47.  5BCMFBV
     5BCMFBV
    
    ৽ػೳ঺հ
    ʛ
    γϦʔζ
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQTFSJFTUBCMFBVOFXGFBUVSFT #IEgg
48.  5BCMFBV
    
    ϩʔυγϣʔ ੡඼͓൸࿐໨ձΠϕϯτ
    ɾ౦ژɺେࡕ #IEgg
49.  5BCMFBV
     ʲσʔλʳ
    ɾΫϩεσʔλϕʔεδϣΠϯ
    ɾ৽نσʔλιʔεରԠ
    ɹɾ(PPHMF
    4IFFU .BSLFUP
    ,PHOJUP౳
    ɾϫΠϧυΧʔυϢχΦϯ
    ɾநग़ࣦഊ࣌ͷ௨஌ػೳ
    ʲϞόΠϧʳ
    ɾ"OESPJEରԠ
    ɾσόΠεຖͷը໘ϨΠΞ΢τ؅ཧ
    ɾϞόΠϧσόΠε؅ཧػೳ
    ɾετϦʔϜϥΠϯαΠϯΠϯػೳ
    ʲ8FCʳ
    ɾ8FC্ͰͷՄࢹԽฤूػೳ
    ɾσʔλιʔεͷར༻ঢ়گ෼ੳ
    ɾϦϏδϣϯཤྺػೳͷվળ
    ɾύϒϦογϡػೳͷվળ ʲ෼ੳʳ
    ɾΫϥελϦϯά
    ɾ৭ృΓϚοϓͷΧελϚΠζ ݁߹
    ɾΫϩεσʔλιʔεϑΟϧλ
    ɾબ୒ཁૉͷϋΠϥΠτػೳ )JHIMJHIUFS
    ɾόʔνϟʔτͷվળ
    ɾ֤छάϥϑػೳͷػೳ௥Ճ
    ʲΤϯλʔϓϥΠζʳ
    ɾଞऀ΁ͷϝʔϧ഑৴͕Մೳʹ
    ɾ8FC
    %BUB
    $POOFDUPS
    
    ɾ֤छ"1*ػೳͷվળ
    ɾϒϥ΢βύϑΥʔϚϯεͷվળ
    ʲσβΠϯʳ
    ɾσβΠϯ໘ͷશ໘ϦχϡʔΞϧ
    ɾॻࣜઃఆ ओͳػೳ
    IUUQXXXUBCMFBVDPNDPNJOHTPPO #IEgg
50.  5BCMFBV
     ɾ$PNJOH
    4PPO
    ɹIUUQXXXUBCMFBVDPNDPNJOHTPPO
    ɾ#VTJOFTT
    *OUFMMJHFODF
    #MPH
    c
    5BCMFBV
    4PGUXBSF
    ɹIUUQTXXXUBCMFBVDPNKBKQBCPVUCMPH
    ɾ5BCMFBV
    
    ϕʔλϓϩάϥϜʹࢀՃ͢Δ
    
    ͷཧ༝
    c
    5BCMFBV
    4PGUXBSF
    ɹIUUQXXXUBCMFBVDPNKBKQBCPVUCMPHSFBTPOTKPJOUBCMFBVCFUB
    ɾ5BCMFBV
    1BEBXBOT
    5JQT
    
    5SJDLT
    ɹIUUQUBCMFBVKQOCMPHTQPUKQ
    ɾ5BCMFBV
    
    ৽ػೳ঺հ
    ʛ
    γϦʔζ
    ʛ
    %FWFMPQFST*0
    ɹIUUQEFWDMBTTNFUIPEKQTFSJFTUBCMFBVOFXGFBUVSFT
    #IEgg
51.  ΞδΣϯμ ࣗݾ঺հʗձࣾ঺հ౳
    ֓ཁઆ໌ɿ"NB[PO
    3FETIJGU5BCMFBV
    4PGUXBSF
    3FETIJGUͱ5BCMFBVͰ͸͡ΊΔՄࢹԽ
    ৽όʔδϣϯϦϦʔεʂ5BCMFBV
    
    ૣ͘࢖ͬͯΈ͍ͨʂ"NB[PO
    2VJDL4JHIU
    ͍͞͝ʹ #IEgg
52.  "NB[PO
    2VJDL4JHIU ɾ೥݄ɺ"84
    SF*OWFOU
    ʹͯൃද
    ɾඇৗʹߴ଎ͳɺΫϥ΢υରԠͷ#*αʔϏε
    ɾݱࡏϓϨϏϡʔ൛ͰͷΈར༻Մೳ
    ɾ৘ใݯ
    ɹ "84ެࣜ
    ֓ཁ
    IUUQTBXTBNB[PODPNKQRVJDLTJHIU
    ɹ "84ެࣜ
    ྉۚ
    IUUQTBXTBNB[PODPNKQRVJDLTJHIUQSJDJOH
    ɹ "84ެࣜ
    '"2
    IUUQTBXTBNB[PODPNKQRVJDLTJHIUGBRT
    ɹ %FWFMPQFST*0
    2VJDL4JHIUಛू
    ɹIUUQEFWDMBTTNFUIPEKQSFGFSFODFDBUBXTRVJDLTUBSU #IEgg
53.  "NB[PO
    2VJDL4JHIU #IEgg *OUSPEVDJOH
    "NB[PO
    2VJDL4JHIU
    
    :PV5VCF
    IUUQTXXXZPVUVCFDPNXBUDI W5KH89*W6
54.  "NB[PO
    2VJDL4JHIU #IEgg ओͳػೳɾಛ௃ '"2ΑΓൈਮ
    ɾσʔληοτͷ࡞੒
    ɾ෼ੳͷ࡞੒
    ɾ෼ੳͷڞ༗
    ɾର৅σʔλιʔε
    ɹɾϦϨʔγϣφϧσʔλετΞ
    "NB[PO
    "VSPSBɺ"NB[PO
    3FETIJGUɺ
    ɹɹ"NB[PO
    3%4
    r
    .Z42-ɺ1PTUHSF42-ɺ.BSJB%#ɺ0SBDMFɺ42-
    TFSWFSɺ
    ɹɹ"NB[PO
    &$
    Ͱ࣮ߦ͞ΕΔΧελϜͷ
    +%#$0%#$
    σʔλϕʔεɺ·ͨ͸ΦϯϓϨϛε
    ɹɾϑΝΠϧΞοϓϩʔυ
    $47ɺ547ɺ$-'ɺ͓Αͼ
    &-' ɺ
    ɹɾ.BQ
    3FEVDF
    σʔλετΞ
    "NB[PO
    &.3
    ɹɾ/P42-
    σʔλετΞ
    "NB[PO
    %ZOBNP%#
    ɹɾετϦʔϛϯάσʔλιʔε
    "NB[PO
    ,JOFTJT
    ͓Αͼ"NB[PO
    %ZOBNP%#
    ετϦʔϜ
    ɹɾ"1*
    ϕʔεͷσʔλιʔε
    4BMFTGPSDF ˞Α͋͘Δ࣭໰
    
    "NB[PO
    2VJDL4JHIU
    c
    "84
    IUUQTBXTBNB[PODPNKQRVJDLTJHIUGBRT
55.  41*$& #IEgg ˞"NB[PO
    2VJDL4JHIUʢߴ଎ͷϏδωεΠϯςϦδΣϯεʣ
    c
    "84
    IUUQTBXTBNB[PODPNKQRVJDLTJHIU Ϋϥ΢υͷͨΊʹҰ͔Βઃܭ͞Εͨ
    "NB[PO
    2VJDL4JHIU
    ͷ௒ߴ଎ͰύϥϨϧɺΠϯϝϞϦͷܭࢉΤϯδϯ ʮ41*$&ʯ͸ɺྻࢦ޲ετϨʔδͷ૊Έ߹Θͤɺ࠷৽ͷϋʔυ΢ΣΞΠϊϕʔγϣϯʹΑͬͯՄೳʹͳͬͨΠϯϝ ϞϦٕज़ɺϚγϯίʔυੜ੒ɺσʔλѹॖΛར༻͍ͯ͠ΔͷͰɺϢʔβʔ͕େن໛σʔληοτʹΠϯλϥΫςΟ ϒͳΫΤϦΛ࣮ߦ͠ɺ͢͹΍͘ϨεϙϯεΛಘΔ͜ͱΛՄೳʹ͠·͢ɻ41*$&
    ͸ॆ࣮ͨ͠ܭࢉΛαϙʔτ͍ͯ͠Δ ͷͰɺސ٬͕ΠϯϑϥετϥΫνϟͷϓϩϏδϣχϯά΍؅ཧʹ͍ͭͯҰ੾৺഑͢Δ͜ͱͳ͘෼ੳ͔ΒՁ஋͋Δಎ ࡯ΛಘΔͷʹ໾ཱͪ·͢ɻ41*$&
    Ͱ͸σʔλ͕ߴՄ༻ੑͷͨΊʹࣗಈతʹෳ੡͞Εɺ·ͨ
    "NB[PO
    2VJDL4JHIU
    Λ਺ઍਓ΋ͷϢʔβʔ͕ɺଟ࠼ͳ
    "84
    ͷσʔλιʔεશମͰߴ଎͔ͭΠϯλϥΫςΟϒͳ෼ੳΛ͢΂ͯಉ࣌ʹ࣮ ߦ͢ΔͨΊʹεέʔϧͤ͞Δ͜ͱ΋Մೳʹ͠·͢ɻ
    4VQFSGBTU
    1BSBMMFM
    *ONFNPSZ
    $BMDVMBUJPO
    &OHJOF
56.  ΞδΣϯμ ࣗݾ঺հʗձࣾ঺հ౳
    ֓ཁઆ໌ɿ"NB[PO
    3FETIJGU5BCMFBV
    4PGUXBSF
    3FETIJGUͱ5BCMFBVͰ͸͡ΊΔՄࢹԽ
    ৽όʔδϣϯϦϦʔεʂ5BCMFBV
    
    ૣ͘࢖ͬͯΈ͍ͨʂ"NB[PO
    2VJDL4JHIU
    ͍͞͝ʹ #IEgg
57.  ηϛφʔ։࠵ͷ͓஌Βͤ #IEgg ݄ॳ०ɺେࡕʹͯ։࠵͠·͢ʂ ˞<࣮ࢪࡁ>࣌ؒͰθϩ͔Βֶ΂Δ"84Ϗοάσʔλ෼ੳϋϯζΦϯηϛφʔ
    ɹ ྲྀ௨ۀϚʔέςΟϯά୲౰༷޲͚ ʛ&WFOU3FHJTUʢΠϕϯτϨδετʣ
    
    ɹIUUQFWFOUSFHJTUDPNFDMBTTNFUIPE@
58.  ΧελϚʔετʔϦʔɾΞφϦςΟΫε Ծ #IEgg ɾҰݴͰݴ͏ͱʮσʔλ෼ੳج൫
    ૣظಋೖςϯϓϨʔτʯɻ
    ɾσʔλ෼ੳͷج൫ͱͳΔ؀ڥΛ"84্ʹૣ͘ɺ҆͘ߏங ˞ఏڙ༧ఆػೳ ͷҰ෦
    ɾςʔϒϧࣗಈੜ੒ɺΧϥϜ௥ՃରԠ
    ɾϩʔυσʔλࣗಈม׵ʢจࣈίʔυɺ࣌ࠁදه౳ʣ
    ɾϑΝΠϧϩʔυॲཧࣗಈԽɺࣦഊ࣌ॲཧϧʔϧԽ
    ɾอकӡ༻αϙʔτʢεέʔϧΞοϓɺεέʔϧΞ΢τʣ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ˞೥಺
    ఏڙ։࢝༧ఆɹ
59.  ϝϯόʔζ ϝϯόʔζ
    ʛ
    Ϋϥεϝιουגࣜձࣾ
    IUUQTDMBTTNFUIPEKQTFSWJDFTNFNCFST
60.  8F
    BSF
    )JSJOH ˞Ϋϥεϝιουͷࣾ಺੍౓ͱࣾ෩Λ͝঺հ͠·͢
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQFUDJOUSPEVDFBOJOIPVTFTZTUFN
    ˞࠾༻৘ใ
    ʛ
    Ϋϥεϝιουגࣜձࣾ
    IUUQDMBTTNFUIPEKQSFDSVJU ձࣾઆ໌ձ!େࡕΛ։࠵͠·͢ʂ  ୈճ
    Ϋϥεϝιουձࣾઆ໌ձʲେࡕฤʳ
    ʛ
    %FWFMPQFST*0
    IUUQEFWDMBTTNFUIPEKQOFXTKPCGBJS
61.  ࠷ޙ·Ͱ͝ཡ௖͖͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ Thank you for Witnessing My Session.