Save 37% off PRO during our
Black Friday Sale! »
Speaker Deck
Speaker Deck
PRO
Sign in
Sign up for free
DatabricksとSparkではじめる [ビッグデータETL処理/データ可視化] 実践入門 / Databricks and Spark with ETL and Visualization
Masatoshi Shimada
January 19, 2019
Technology
0
1.1k
DatabricksとSparkではじめる [ビッグデータETL処理/データ可視化] 実践入門 / Databricks and Spark with ETL and Visualization
DatabricksとSparkではじめる [ビッグデータETL処理/データ可視化] 実践入門
Masatoshi Shimada
January 19, 2019
Tweet
Share
More Decks by Masatoshi Shimada
See All by Masatoshi Shimada
smdmts
0
230
smdmts
0
910
smdmts
1
830
smdmts
4
1.3k
smdmts
1
430
smdmts
18
2.9k
smdmts
1
870
smdmts
7
4.7k
smdmts
0
680
Other Decks in Technology
See All in Technology
patorash
1
210
sadashi
1
340
junkisagawa
0
130
sunaotabata
0
290
tamagawaconan
1
100
heyinc
2
7.3k
o3
2
370
kazuhitotakahashi
0
230
takufujii
0
160
e11i0t_4lders0n
1
1.2k
kamata_shingo
1
150
morimai
1
190
Featured
See All Featured
mza
82
4.4k
holman
451
140k
iamctodd
33
3.1k
roundedbygravity
249
21k
jponch
106
5.4k
dotmariusz
99
5.8k
matthewcrist
73
7.7k
lara
27
3.5k
imathis
484
150k
hatefulcrawdad
256
17k
skipperchong
14
1.1k
philhawksworth
196
17k
Transcript
%BUBCSJDLTͱ4QBSLͰ͡ΊΔ <Ϗοάσʔλ&5-ॲཧσʔλՄࢹԽ> ࣮ફೖ ౡాխ 4DBMBԬ
ࣗݾհ w ౡాխ!TNENUT w σʔλΣΞϋεΞʔΩςΫτ 4DBMBc1ZUIPOc(PMBOHc+BWBc%%% w גࣜձࣾΤϒϦʔॴଐ w
%&-*4),*5$)&/σʔλੳܥશൠ୲ ओʹੳج൫ɺ৴໘࠷దԽͳͲΛ୲
ΞϓϦϦϦʔε μϯϩʔυɿສ Ϩγϐɿສ݅Ҏ্ ݄ؒಈը࠶ੜɿԯສճҎ্ "QQ4UPSF#&450' (PPHMF1MBZϕετΦϒ ࠃΞϓϦμϯϩʔυୈ̏Ґ ʢ̍Ґ-*/&ɺ̎Ґ:BIPP+"1"/˞ඇήʔϜɹ"QQ"OOJFௐʣ ɾຖ৽ணϨγϐಈը͕৴͞ΕΔ ɹɾྉཧϨγϐಈըʢௐཧݙཱखॱʣ
ɹɾࠂओλΠΞοϓಈը <13>%&-*4),*5$)&/ͷհʢ͔ΜͨΜʹʣ
ΞδΣϯμʢ֓ཁʣ %&-*4),*5$)&/Ͱɺ σʔλੳͷجװٕज़ͷҰͭͱͯ͠4QBSLΛར༻͍ͯ͠·͢ɹ ຊαϯϓϧίʔυΛަ͑ͯɺ %BUBCSJDLTͷ֓ཁͱ&5-ʹ͓͚Δ4QBSLͷ࣮ςΫχοΫɺ σʔλՄࢹԽʹ͍ͭͯղઆ͖ͤͯ͞·͢
ΞδΣϯμ w %BUBCSJDLTͷղઆίϯηϓτಋೖํ๏ w 4QBSLʹΑΔ&5-ॲཧ w σʔλՄࢹԽ w ࢹௌҡ࣋ͷՄࢹԽ
%BUBCSJDLTͷղઆ ίϯηϓτಋೖํ๏
%BUBCSJDLT6OJpFE"OBMZUJDT1MBUGPSN
%BUBCSJDLT6OJpFE"OBMZUJDT1MBUGPSN ɾ4QBSLΛ࣮ߦج൫ͱͨ͠σʔλੳϓϥοτϑΥʔϜ 6OJpFE"OBMZUJDT1MBUGPSNΛࢦ͍ͯͯ͠࡞ΒΕ͍ͯΔ ɾ "84"[VSF ͷϢʔβΞΧϯτͰɺ71$࡞ͳͲॴఆͷΠϯετʔϧͰಋೖ ར༻ऀͷ "84"[VSF ΞΧϯτͰΫϥελ͕ىಈ͞ΕΔ ɾσʔλΤϯδχΞαΠΤϯςΟετ
ɹ/PUFCPPLͰεΫϦϓτΛॻ͍ͯ։ൃ͢Δ 4DBMB1ZUIPO34IFMM42-͕ར༻Մ &5-ॲཧ/PUFCPPLͰ࣮Մ
%BUBCSJDLTཧը໘ᶃ ɾ։ൃऀʢσʔλΤϯδχΞσʔλαΠΤϯςΟετʣ ɹ%BUBCSJDLT$MPVEͷ63-Λ։͖ɺཧը໘ʹଓͯ͠։ൃΛ࢝ΊΔ
%BUBCSJDLTཧը໘ᶄ ɾ։ൃऀຖʹׂΓͯΒΕͨ8PSLTQBDF্ͷɺ/PUFCPPLͰ։ൃΛ͢͢ΊΔ ɹ4DBMB1ZUIPO342-͕બՄೳʢͲΕΛબΜͰ૬ޓݺͼग़͠Ͱ͖Δʣ
%BUBCSJDLTཧը໘ᶅ ɾ4QBSLΫϥελͷΠϯελϯελΠϓઃఆը໘ ɹΦʔτεέʔϧىಈΫϥελ $16(16 4QBSLόʔδϣϯ͕ࢦఆՄೳ εϙοτೖࡳ ΠϯελϯελΠϓ ׂ߹ Φʔτεέʔϧઃఆ Φʔτλʔϛωʔτઃఆ
Πϯϑϥߏྫʢ%&-*4),*5$)&/ͷ߹ʣ %BUBCSJDLT71$ ΞϓϦέʔγϣϯ71$ εέʔϥϒϧ 71/PS*OUFSOFU 71$ϐΞϦϯάଓ 4 &MBTUJ $BDIF 3%4
3FETIJGU %BUBCSJDLT $MPVE ʢཧը໘ʣ ىಈઃఆ /PUFCPPL
ɾ/PUFCPPLΛ࡞ͯ͠ɺ4UFQCZ4UFQͰॲཧΛ࣮ߦ͢Δ ΠϯλϥΫςΟϒʢରతʣʹίϚϯυ͕ஞ࣮࣍ߦ͞ΕΔ ɾίϚϯυؒͷσʔλ࿈ܞɺ4DBMBͷΠϯελϯε4QBSL42-Ͱߦ͏ ɾ42-%4-ͳͲͰ్தஅ໘ͷσʔλΛ֬ೝ͠ͳ͕Β։ൃΛਐΊΔ /PUFCPPLʹΑΔ։ൃ 5%4QBSL
/PUFCPPL࣮ߦ%&.0
4QBSLʹΑΔ&5-ॲཧʹ͍ͭͯ
&5-ͱ &YUSBDU 5SBOTGPSN -PBE σʔλநग़ ܕม ӬଓԽ ʨ+40/^
͜ͷ෦ͷ σʔλΣΞϋεུ֓ਤ "1*αʔό ࠂޮՌଌఆ Πϕϯτܭଌ ՄࢹԽ 3&45"1* %8)
w 'JSFCBTF"OBMZUJDTແݶʹΠϕϯτϩάΛӬଓԽग़དྷ ͯศར͕ͩΫΤϦ͕ෳࡶԽ͢ΔͳͲͷ͕͋ͬͨ w 'JSFCBTFͷ#JH2VFSZ্ʹੜ͞ΕΔεΩʔϚΫΤϦ ͕ෳࡶԽ͠ΤϯδχΞҎ֎ΫΤϦΛॻ͘͜ͱ͕ࠔ w ݄ʹεΩʔϚ͕ߋ৽͞Ε͕ͨͦΕͰ͍͠ w 6//&45จ͕େྔʹग़ݱ͢ΔੳΫΤϦ͕ൃੜ͢Δ
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ XJUIMPH"4 4&-&$5 VTFS@JE QMBUGPSN
4&-&$5 WBMVFTUSJOH@WBMVF '30. 6//&45 FWFOU@QBSBNT 8)&3& LFZ 3FDJQF*% "4SFDJQF@JE@TUS 4&-&$5 WBMVFJOU@WBMVF '30. 6//&45 FWFOU@QBSBNT 8)&3& LFZ 3FDJQF*% "4SFDJQF@JE@JOU 4&-&$5 WBMVFEPVCMF@WBMVF '30. 6//&45 FWFOU@QBSBNT 8)&3& LFZ 4FDPOET "4TFDPOET 6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ "4UJNF '30. AGPPBOBMZUJDT@FWFOUT@A"4EBUB 8)&3& FWFOU@OBNF 7JFXFE7JEFP CBTF"4 4&-&$5 $"4& 8)&/QMBUGPSN *045)&/$"45 SFDJQF@JE@TUS"4 */5 &-4&SFDJQF@JE@JOU &/%"4SFDJQF@JE TFDPOET '30. MPH R"4 4&-&$5 SFDJQF@JE DPVOU BTSBUJOH '30. CBTF 8)&3& TFDPOET (3061#: 4&-&$5 DBTU SFDJQF@JEBTTUSJOH BTSFDJQF@JE SBUJOH '30. R ඵࢹௌ͞Εͨಈըͷ֤߹ܭճΛऔಘ͍ͨ͠߹
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ εΩʔϚఆ্ٛɺߦͰදݱ͞ΕΔ 3&$03%ܕͷղͰ 6//&45ߏจ͕ൃੜ͢Δ
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ 4&-&$5 '30.AGPPFWFOUT@A 3FDPSEܕ͕ωετ͞Ε͓ͯΓ ॎʹ͍Ϩίʔυ͕ग़ྗ͞ΕΔ Ωʔͷ͚ͩॎʹ৳ͼΔ ,74ͷߏͱྨࣅ
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ ඵࢹௌ͞Εͨಈըͷ֤߹ܭճΛऔಘ͍ͨ͠߹ XJUIMPH"4 4&-&$5 VTFS@JE QMBUGPSN
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࣮ߦ݁Ռ SFDJQF@JESBUJOH
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ Կނ͜ͷΑ͏ʹ ͍ΫΤϦΛॻ͘ඞཁ͕͋Δͷ͔
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ XJUIMPH"4 4&-&$5 VTFS@JE QMBUGPSN
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Ϩγϐ*% J04CJUɺ4USJOHܕ ඵࢹௌ͞Εͨಈըͷ֤߹ܭճΛऔಘ͍ͨ͠߹ Ϩγϐ*% ͦΕҎ֎ͷɺ*/5ܕ
XJUIMPH"4 4&-&$5 VTFS@JE QMBUGPSN 4&-&$5
WBMVFTUSJOH@WBMVF '30. 6//&45 FWFOU@QBSBNT 8)&3& LFZ 3FDJQF*% "4SFDJQF@JE@TUS 4&-&$5 WBMVFJOU@WBMVF '30. 6//&45 FWFOU@QBSBNT 8)&3& LFZ 3FDJQF*% "4SFDJQF@JE@JOU 4&-&$5 WBMVFEPVCMF@WBMVF '30. 6//&45 FWFOU@QBSBNT 8)&3& LFZ 4FDPOET "4TFDPOET 6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ "4UJNF '30. AGPPBOBMZUJDT@FWFOUT@A"4EBUB 8)&3& FWFOU@OBNF 7JFXFE7JEFP ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ CBTF"4 4&-&$5 $"4& 8)&/QMBUGPSN *045)&/$"45 SFDJQF@JE@TUS"4 */5 &-4&SFDJQF@JE@JOU &/%"4SFDJQF@JE TFDPOET '30. MPH R"4 4&-&$5 SFDJQF@JE DPVOU BTSBUJOH '30. CBTF 8)&3& TFDPOET (3061#: 4&-&$5 DBTU SFDJQF@JEBTTUSJOH BTSFDJQF@JE SBUJOH '30. R 42-্Ͱܕʹม 4USJOH */5 ඵࢹௌ͞Εͨಈըͷ֤߹ܭճΛऔಘ͍ͨ͠߹
ͦͦͲͷΑ͏ͳ͕͋ͬͨͷ͔ ͜ͷΑ͏ͳΫΤϦΛॻ͖ଓ͚Δࣄɺ ੜ࢈ੑʹ͕ग़Δࣄ͕༧͞Εͨ
4&-&$5 SFDJQF@JE DPVOU BTSBUJOH '30. WJFXFE@WJEFP 8)&3& FWFOU@EBUF
"/%TFDPOET (3061#: 4QBSLͰ&5-Λ͢Δ͜ͱͰؔ৺ࣄʹूதՄೳʹ w ܕมෆཁ w ໊લมෆཁ ඵࢹௌ͞Εͨಈըͷ֤߹ܭճΛऔಘ͍ͨ͠߹ ؔ৺ͷ
4QBSLʹΑΔ&5-ॲཧʹ͍ͭͯ
&5-ͱ &YUSBDU 5SBOTGPSN -PBE σʔλநग़ ܕม ӬଓԽ ʨ+40/^
$ % " # ' Ћ Ћ Ћ Ћ &
" # $ % & ' ܕมʢ&5-ʣΠϝʔδਤ Ϩίʔυ ςʔϒϧ" ຌྫ ςʔϒϧ# ςʔϒϧ$ #` # "730 1MB[NB%# 3FETIJGU
ಉ͡ҙຯͰ໊લͱܕ͕ҟͳΔϨίʔυ͕ଘࡏ͢Δ 04ຖͰҟͳΔ։ൃऀʹΑΔ࣮ϛεͳͲ͕ݪҼ όʔδϣϯΞοϓͰमਖ਼ͯ͠چόʔδϣϯͰͦͷ··ͱͳΔʜ 3FDJQF@*% 3FDJQF@*E SFDJQF@JE SFDJQF*E 3FDJQF*E 3FDJQF*% 4USJOHܕ
*OUܕ ʷ εωʔΫέʔε Ωϟϝϧέʔε ʁʁʁέʔε SFDJQF@JE *OUܕ &5-ͱ %BUB'SBNF SFDJQF@JE
1ZUIPOͰ"730ܗࣜͰ($4ʹμϯϓ͢Δ TQBSLCJHRVFSZ্ख͘ಈ͔ͳ͔ͬͨ EBUBCSJDLT1ZUIPOΛίʔϧͰ͖ͯศར &YUSBDUϑΣʔζ
$ % " # ' Ћ # "730 WBMSFDPSE TQBSLSFBE GPSNBU
DPNEBUBCSJDLTTQBSLBWSP MPBE HTGPP BWSP DBDIF SFDPSEDSFBUF0S3FQMBDF5FNQ7JFX EBUB WBMEBUB TQBSLTRM 4&-&$5 UP@KTPO FWFOU@QBSBNT "4SFDPSE ུ '30. EBUB DBDIF 4QBSL42- %BUB'SBNF '30.Ͱݺͼग़͠Մೳʹ &YUSBDUϑΣʔζ
5SBOTGPSNϑΣʔζ %BUB'SBNFͷߏΛ+40/4USJOHʹมͯ͠ɺ ɹߏղੳ͠ܕใಉఆΫϥεΛ࡞͢Δ Ͱ࡞ͨ͠ܕใಉఆΫϥεΛར༻ͯ͠ɺ ɹ'MBUUFOʢܕͱ໊ΛدͤΔʣࡁΈͷ+40/4USJOHΛ࡞Δ ͷ+40/4USJOHΛ4QBSL͕ඪ४Ͱ༻ҙ͍ͯ͠Δɺ +40/ϦʔμʔʹಡΈࠐ·ͤͯ%BUB'SBNFʹม͢Δ
\ FWFOU@OBNFGPP FWFOU@QBSBNT\ FMFNFOU< \ LFZ6TFS*% WBMVF\ TUSJOH@WBMVF
JOU@WBMVFOVMM qPBU@WBMVFOVMM EPVCMF@WBMVFOVMM ^ ^ লུ > ^ ^ WBMEBUB TQBSLTRM 4&-&$5 UP@KTPO FWFOU@QBSBNT "4SFDPSE ུ '30. EBUB DBDIF 4QBSL42- 5SBOTGPSNϑΣʔζ +40/จࣈྻ
\ FWFOU@OBNFGPP FWFOU@QBSBNT\ FMFNFOU< \ LFZ6TFS*% WBMVF\ TUSJOH@WBMVF
JOU@WBMVFOVMM qPBU@WBMVFOVMM EPVCMF@WBMVFOVMM ^ ^ লུ > ^ ^ ܕใ͕+40/ͷΩʔͰఆٛ͞Ε͍ͯΔ *%ܥTUSJOHͱJOU͕ࠞࡏ͢Δ ɹCJU04ʹىҼ͢Δॾࣄ +40/શʹܕใΛอ࣋Ͱ͖ͳ͍ҝɺ 'JSFCBTFΩʔͰϝλใΛอ͍࣋ͯ͠Δɻ ͜Ε͕42-ΛෳࡶԽ͢ΔཁҼɻ 5SBOTGPSNϑΣʔζ
\ FWFOU@OBNFGPP VTFS@JE OBNFCBS ^ 5SBOTGPSN \ FWFOU@OBNFGPP
FWFOU@QBSBNT\ FMFNFOU< \ LFZ6TFS*% WBMVF\ TUSJOH@WBMVF JOU@WBMVFOVMM qPBU@WBMVFOVMM EPVCMF@WBMVFOVMM ^ ^ লུ > ^ ^ 5SBOTGPSNϑΣʔζ 'MBUUFO+40/
\ FWFOU@OBNFGPP VTFS@JE OBNFCBS ^ 5SBOTGPSNϑΣʔζ 5SBOTGPSN ԼهͷมΛ࣮ߦ͍ͯ͠Δ
LFZͷ 6TFS*%ʣΛεωʔΫέʔεԽͯ͠LFZԽ WBMVFTUSJOH@WBMVFͷΛ*OUԽͯ͠WBMVFԽ 5SBOTGPSN \ FWFOU@OBNFGPP FWFOU@QBSBNT\ FMFNFOU< \ LFZ6TFS*% WBMVF\ TUSJOH@WBMVF JOU@WBMVFOVMM qPBU@WBMVFOVMM EPVCMF@WBMVFOVMM ^ ^ লུ > ^ ^ 'MBUUFO+40/
\ FWFOU@OBNFGPP VTFS@JE OBNFCBS ^ 5SBOTGPSNϑΣʔζ 'MBUUFO+40/ FWFOU@OBNF4USJOH
VTFS@JE-POH OBNF4USJOH 4USVDU5ZQF %BUB'SBNF FWFOU@OBNF VTFS@JE OBNF GPP CBS
5SBOTGPSNϑΣʔζ JNQPSUQBSTFS@ WBMVEG5ZQF1BSTFS 4USJOH 4FR<5ZQF%FUFDUPS> KTPO4USJOH4USJOH \ 5ZQF1BSTFS KTPO4USJOH ղੳϩδοΫͷ࣮ଶ
^ TRM$POUFYUVEGSFHJTUFS UZQF@QBSTFS VEG5ZQF1BSTFS DBTFDMBTT5ZQF%FUFDUPS PSJHJO@LFZ4USJOH OPSNBMJ[F@LFZ4USJOH TOBLF@LFZ4USJOH DBNFM@LFZ4USJOH LFZ@UZQF4USJOH LFZ@UZQF@QSJPSJUZ4USJOH 4QBSL42- 6%' ܕใಉఆΫϥεͷ࡞ 4QBSL42-ͷ6%'Λར༻͢Δ ߏղੳ࣌ʹΩʔͷ໊લέʔεܕใΛղੳ͢Δ 1BSTFS෦Ͱ$JSDFΛར༻ͯ͠มΛߦ͍ͬͯΔ ίʔυൈਮ
5SBOTGPSNϑΣʔζ WBMEFUFDUPS4FR<5ZQF%FUFDUPS> TQBSLTRM 8*5)B"4 4&-&$5 UP@KTPO QBSBNT "4DPM
FWFOU@OBNF '30. EBUB C"4 4&-&$5 FYQMPEF UZQF@QBSTFS DPM "4DPM '30. B 4&-&$5DPM'30.C BT<5ZQF%FUFDUPS> DPMMFDU 4QBSL42- 4QBSL42-ͰܕσʔλΛऔಘ͢Δ +40/4USJOHԽ ܕͷੜ 4DBMBͷܕʹม
5SBOTGPSNϑΣʔζ JNQPSUQBSTFS@ WBMEFUFDUPS4FR<5ZQF%FUFDUPS> ུ WBMFWFOU1BSTFS 4USJOH 4USJOH KTPO4USJOH4USJOH \ ύʔαʔͷ࣮ &WFOU1BSTFS
KTPO4USJOH 5ZQF%FUFDUPST EFUFDUPS ^ TRM$POUFYUVEGSFHJTUFS FWFOU@QBSTF FWFOU1BSTFS +40/4USJOHΛ'MBUUFOʢܕͱ໊ΛدͤΔʣ͢Δ ࣄલʹੜͨ͠ΠϯελϯεΛ6%'ʹ༩͑Δࣄ͕Մೳ 6%'ΛΈ߹ΘͤΔ͜ͱՄೳ WBMSFDPSE TQBSLTRM TFMFDUFWFOU@QBSTF UP@KTPO QBSBNT BTSFDPSEGSPNEBUB ίʔυൈਮ
+40/4USJOHΛ'MBUUFOʢܕͱ໊ΛدͤΔʣ͢Δ 5SBOTGPSNϑΣʔζ \ FWFOU@OBNFGPP VTFS@JE OBNFCBS ^ \
FWFOU@OBNFGPP FWFOU@QBSBNT\ FMFNFOU< \ LFZ6TFS*% WBMVF\ TUSJOH@WBMVF JOU@WBMVFOVMM qPBU@WBMVFOVMM EPVCMF@WBMVFOVMM ^ ^ লུ > ^ ^ 5SBOTGPSN ͜ͷ࣌Ͱ4USJOHͷͨΊɺ ͦͷ··ΫΤϦ͕࣮ߦͰ͖ͳ͍ ྻ໊SFDPSEɿ4USJOHܕ
+40/4USJOHΛ%BUB'SBNFʹม͢Δ +40/4USJOH %BUB'SBNFͰΫΤϦՄೳʹ 5SBOTGPSNϑΣʔζ WBMEBUB4FU%BUB4FU<4USJOH> SFDPSE SEE NBQ @HFU4USJOH UP%4
+40/ͷ%BUB4FU͔Β%BUB'SBNFʹม WBMTUSVDUFE+TPO%BUB'SBNF TRM$POUFYUSFBEKTPO EBUB4FU TUSVDUFE+TPODSFBUF0S3FQMBDF5FNQ7JFX SFDPSET WBMSFHJTUFS%BUB TQBSLTRM TFMFDUOBNF VTFS@JE FWFOU@OBNFGSPNSFDPSET FWFOU@OBNF VTFS@JE OBNF GPP CBS %BUB'SBNF 3%% %BUB4FU %BUB'SBNF
-PBEϑΣʔζ WBMSFHJTUFS%BUB TQBSLTRM TFMFDUOBNF VTFS@JE FWFOU@OBNFGSPNSFDPSET SFHJTUFS%BUB XSJUF GPSNBU
DPNEBUBCSJDLTTQBSLSFETIJGU PQUJPO VSM KECD6SM PQUJPO UFNQEJS UFNQ%JS PQUJPO ECUBCMF SFETIJGU5BCMF PQUJPO BXT@JBN@SPMF BSOBXTJBNGPPSPMFCBS TBWF 3FETIJGU
-PBEϑΣʔζ JNQPSUDPNUSFBTVSFEBUBTQBSL@ WBMUE TQBSLUE SFHJTUFS%BUBJOTFSU*OUP5% GPPCBS "SN5SFBTVSF%BUB IUUQTUXJUUFSDPNUBSPMFPTUBUVTFT 5SFBTVSF%BUB4DIFNB0O3FBEͷҝɺ 8SJUF࣌ʹεΩʔϚΛҙࣝ͢Δඞཁ͕ແ͘ѻ͍͍͢ɻ
XJUIMPH"4 4&-&$5 VTFS@JE QMBUGPSN 4&-&$5
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࣮ߦ̨̡̦ͷൺֱ 4&-&$5 SFDJQF@JE DPVOU BTSBUJOH '30. WJFXFE@WJEFP 8)&3& FWFOU@EBUF "/%TFDPOET (3061#: ߦ ߦ #2Ͱ͘͢Δ͜ͱՄೳͰ͢ʢ೦ͷͨΊʣ
σʔλՄࢹԽ
ࢹௌҡ࣋ ։࢝ ಈըඵ͕͢͢ΉຖʹɺϢʔβ͕ٻΊΔ༰Ͱແ͍߹ʹɺ ϢʔβࢹௌΛΊͯ͢Δ͕͋Δɻ ͜ΕΛՄࢹԽͨ͠άϥϑΛࢹௌҡ࣋ͱ͍͏ɻʢҎԼͷಈըҙʣ ӈʹߦ͘΄ͲɺࢹௌϢʔβ͕ݮ͍ͬͯ͘
ࢹௌҡ࣋ ։࢝ ӈʹߦ͘΄ͲɺଘࢹௌϢʔβ͕ݮ͍ͬͯ͘
&YUSBDU લষͰ&5-ͰӬଓԽͨ͠ 5%͔ΒUETQBSLΛར༻ͯ͠ 1SFTUPʢ42-ʣͰ&YUSBDU σʔλՄࢹԽ
σʔλՄࢹԽ ͔Βάϥϑʹͯ͠ϓϩοτ %BUBCSJDLTͷػೳ 7JFXԽ ܭࢉ్தஅ໘ͷՄࢹԽ ओʹσόοάͰʹཱͭ
7JFXԽ
ࢹௌҡ࣋ ͜ͷಈըͰલޙͰɺ ࢹௌҡ͍࣋ͯ͠ΔϢʔβ͕ଟ͍͜ͱ͕͔Δ ʢલޙͰ͖͕ͳͩΒ͔ʹͳΔʣ
มԽͷࠩ ಈըईͷલޙ͔ΒϢʔβ͕͍ͯ͠ͳ͍ ͭ·ΓईͷΛ͑ͨϢʔβʹɺ ͜ͷಈըͷڵຯؔ৺͕ڧ͔ͬͨͱஅͰ͖Δ
·ͱΊ
·ͱΊ w σʔλͷՄࢹԽɺ σʔλऔΓग़࣌͠ͷ42-Λ؆ܿʹ͢Δࣄ͕ॏཁ ͦͷͨΊʹɺࣄલॲཧͰ&5-͢Δඞཁ͕͋Δ ߹ͷྑ͍ܕʹม͠ɺ؆ܿʹऔΓग़ͤΔूʹม͓ͯ͘͠ w 4QBSLʹΑΔ&5-Ͱ4DBMBʹΑΔॊೈͳίʔυ͕༗༻ 5SBOTGPSNϑΣʔζͰ$JSDFΛར༻͢Δͱ؆୯ͩͬͨ
w %BUBCSJDLTͷ߹4QBSLࣗମΛ༨Γҙࣝ͠ͳ͍ͰࡁΈɺ /PUFCPPLͷֶशίετ͕͘ಋೖ͍͢͠ͷͰ͓͢͢Ί
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠
smdmts
patorash
sadashi
junkisagawa
sunaotabata
tamagawaconan
heyinc
o3
kazuhitotakahashi
takufujii
e11i0t_4lders0n
kamata_shingo
morimai
mza
holman
iamctodd
roundedbygravity
jponch
dotmariusz
matthewcrist
lara
imathis
hatefulcrawdad
skipperchong
philhawksworth
