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BigQuery의 모든 것(기획자, 마케터, 신입 데이터 분석가를 위한) 입문편
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Sung Yun Byeon
December 13, 2019
Technology
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BigQuery의 모든 것(기획자, 마케터, 신입 데이터 분석가를 위한) 입문편
기획자, 마케터, 신입 데이터 분석가를 위한 BigQuery의 모든 것 - 입문편입니다 반응이 좋을 경우 심화편도 만들겠습니다 :)
Sung Yun Byeon
December 13, 2019
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Transcript
#JH2VFSZݽٚѪ ӝദ ݃ாఠ नੑؘఠ࠙ࢳоܳਤೠ ੑޙಞ <ؘ॑ఠӒܛ ఋؘఠ߸ࢿਮ> ܐח֙ਘੌীٜ݅ਵݴ
दрաݶղਊ׳ۄࣻणפ
ݾର #JH2VFSZ 42-೧ೞӝ पण ؘఠदпച पण
#JH2VFSZबചध पण झாે௪ܻ 5BCMFࢤࢿೞӝ ௪ܻѾҗ۽٘ೞӝ %.-2VFSZ 'JSFCBTF-PH %BUB1JQFMJOF 1ZUIPOীࢲ#JH2VFSZࢎਊೞӝ ؘఠࣇҕਬೞӝ ܻ ୨ଃ
ઁрױೠࣗѐ ↟ ੋೞ҃җ ↟ ݃ாҟҊҕӝসହসؘఠࣽࢲ۽ழܻযജ ↟ അؘ॑ఠӒܛఋؘఠ ఋҙ۲সޖبೞҊ ࢎղؘఠޙചઑࢿ ਗࢿ١
↟ ܻۨ ؘఠ࠙ࢳо۽ੑࢎ೮חؘؘఠূפযبदఇ ֙ࠗఠ#JH2VFSZࢎਊ ↟ ѐߊ࠶۽ӒIUUQT[[T[BHJUIVCJP ↟ ਬౚ࠳%FFQ/PM IUUQTXXXZPVUVCFDPNDIBOOFM6$E-;.T:4INR'H0:$#$X ߸ࢿਮ
#JH2VFSZ
%# 42- .:42- #JH2VFSZ %#ؘఠܳࠁҙೞחࣗ पࢲ࠺झؘఠࣗীࢲޖо݆ܳೡ҃ पࢲ࠺झীޙઁотࣻӝٸޙীনೠۚਸࢎਊ ࠂઁࠄਸٜ݅যࢲѢӝࢲ௪ܻܳզܽѢա
ೲաࢎۈ݆ইࣻ۾ҙܻ೧ঠغח݆ࠗ࠙ইӝٸޙী ইt࠙ࢳਊؘఠࣗuٜܳ݅ҊѢӝীؘఠܳೞח҃بઓ
%# 42- .:42- #JH2VFSZ ؘఠࣗ%BUBCBTFۄҊࠗܰҊ .:42- .442- #JH2VFSZ١নೠઙܨо ӒܻҊ#JH2VFSZחؘఠ࠙ࢳೡٸ݆חؘఠࣗ 42-3%#.4ীࢲؘఠܳ୶ೡٸࢎਊೞחޙߨ
5.*/P42-بחؘੌױ೧ܳਤ೧ֈযхפ
#JH2VFSZۆ (PPHMF$MPVE1MBUGPSN%BUB8BSFIPVTF ؘఠହҊ 42-ਸా೧ؘఠܳ୶ೡࣻחҕр
#JH2VFSZ դب 42-ӝ߈ਵ۽ؘఠܳ୶оמ ٬ইצӒա݃рױೠ42-۽ؘఠ୶оמ ࣘب ؘܲఠ߬झח*OEFYژחࢲߡࢿמীٮۄࣘبоוܻ݅ #JH2VFSZח*OEFYѐ֛হਵ۽न҃ॳঋইبؽ 'JSFCBTFܳࢎਊೡ҃জؘఠܳऔѱദٙоמ ࢎਊӝӝ
ਤ दױਤөഅ 04ߡ ߮೯زദٙоמ উ٘۽٘҃BQQ@SFNPWFөഛੋоמ ࢲߡܳٮ۽ҳ୷ೡਃহҙܻоਃহ "843FETIJGUחੋझఢझܳڸҊҙܻ೧ঠ
#JH2VFSZۆ #JH2VFSZоޙߨ҅ -FHBDZ42- җѢী۽ࢎਊೞ؍ޙߨ 4UBOEBSE42- ୭Ӕী۽ࢎਊೞחޙߨ ܻ4UBOEBSE42-ਸࢎਊ೧ࣁਃ 5JQ #JH2VFSZѨ࢝द#JH2VFSZ4UBOEBSE42- Ѩ࢝য۠धਵ۽
#JH2VFSZ#FUB #JH2VFSZী#FUBӝמݒ݆ #FUBח߄ՉоמࢿبҊޙࢲо࢚ೞѱࢿغযח҃ب ೦࢚न҃ਸ
#JH2VFSZ࠺ਊ 3FHJPO݃Әঘܴ ূউӒۗחؘ IUUQTDMPVEHPPHMFDPNCJHRVFSZQSJDJOH
#JH2VFSZܳযڌѱࢎਊೡө ӝദ݃ாनࢎস١নೠীࢲݽف ؘఠীӝ߈ೠࢎѾਸ೯ пীࢲझझ۽௪ܻܳզ۰ؘఠܳ୶ оࢸਸࢸೠറ ؘఠܳా೧оࢸݏחഛੋ ݠन۞ਊ'FBUVSFࢤࢿ
ؘఠ೧ೞӝ അ#JH2VFSZীযڃؘఠоऺҊחѨ জ۽Ӓؘఠ ਬоজীٜয৬ࢲഥਗоੑಕഛੋ ஶబஎഛੋ١١ؘఠ җਸঌࣻחؘఠ 'JSFCBTFীࢲ#JH2VFSZ۽ؘఠ Ѿઁؘఠ Ѿઁоחࢲ࠺झۄݶ୭ઙѾઁӘঘؘఠ ਬؘఠ
ਬࠁ ࢿ߹ ো۸١ ҕҕؘఠ զॿ ઝ١
#JH2VFSZ 42- ೧ೞӝ 42-4USVDUVSFE2VFSZ-BOHBVHF 3%#.4ؘఠܳҙܻೞӝਤ೧ࢸ҅ػౠࣻݾ۽Ӓې߁য
#JH2VFSZ 42- ೧ೞӝ 42-4USVDUVSFE2VFSZ-BOHBVHF 3%#.4ؘఠܳҙܻೞӝਤ೧ࢸ҅ػౠࣻݾ۽Ӓې߁য 3%#.4 ؘఠܳҙ҅۽അ ݽؘٚఠܳରਗഅ ݃ুࣄҗਬࢎ
#JH2VFSZ$POTPMF /FX6* IUUQTDPOTPMFDMPVEHPPHMFDPNCJHRVFSZ
#JH2VFSZ$POTPMF TUBOEBSE42- 4&-&$5 '30.AUBCMFA -*.*5 -FHBDZ6* IUUQTCJHRVFSZDMPVEHPPHMFDPN ৈӟ%FGBVMUоMFHBDZ42- TUBOEBSEࢎਊೞҊरਵݶইېۢ
#JH2VFSZ$POTPMF ௪ܻӝ۾ 2VFSZIJTUPSZ ௪ܻӝ۾ ѐੋӝ۾۽ંӝ۾
#JH2VFSZ$POTPMF ௪ܻӝ۾ 2VFSZIJTUPSZ ௪ܻӝ۾ ѐੋӝ۾۽ંӝ۾
#JH2VFSZ$POTPMF ௪ܻܼೞݶ௪ܻӝ۾աఋթ
#JH2VFSZ$POTPMF ػ௪ܻ 4BWFERVFSJFT ѐੋ௪ܻ۽ં௪ܻ ՙܻ௪ܻҕਬ
#JH2VFSZ$POTPMF ػ௪ܻ 4BWFERVFSJFT ௪ܻܼद௪ܻ࢚ࣁࠁܳࠅࣻ
#JH2VFSZ$POTPMF সӝ۾ +PCIJTUPSZ ؘఠ۽٘ ؘఠ୶ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTKPCTPWFSWJFX
#JH2VFSZ$POTPMF ܼೞݶ࢚ࣁࠁࠁ
#JH2VFSZ$POTPMF җѢসਸ߈ࠂೡࣻప࠶ٜ݅ӝחࢶ1BTT
#JH2VFSZ$POTPMF ࣠ 5SBOTGFS ؘఠܳܲҔীࢲ#JH2VFSZ۽ӣ ডػ௪ܻ 4DIFEVMFERVFSJFT ౠदрী߈ࠂਵ۽௪ܻप೯ #*&OHJOFؘఠदпച೧חبҳ ৈӝࢶੌױѱޥب݅ঌҊֈযцद
#JH2VFSZ$POTPMF ؘఠࣇҗప࠶ <ؘఠࣇ> <ప࠶> <ؘఠࣇܼदաয়חࠗ࠙ ؘఠࣇࠁ >
#JH2VFSZ$POTPMF ప࠶ҙ۲ࠁ <ప࠶झః݃>
#JH2VFSZ$POTPMF <ప࠶ࣁࠗࠁ> ప࠶ҙ۲ࠁ
#JH2VFSZ$POTPMF ప࠶ҙ۲ࠁ4&-&$5 ೞ݈Ҋܻࠁӝഝਊ <ప࠶ؘఠܻࠁӝ>
#JH2VFSZ$POTPMF ప࠶௪ܻܼद௪ܻನݘࢤࢿ
42-೧ೞӝ
#JH2VFSZ 42- ೧ೞӝ 42-4USVDUVSFE2VFSZ-BOHBVHF 3%#.4ؘఠܳҙܻೞӝਤ೧ࢸ҅ػౠࣻݾ۽Ӓې߁য ؘఠࢶఖ4&-&$5 ؘఠઑ %.-%BUB.BOJQVMBUJPO-BOHVBHF */4&35
61%"5& %&-&5& ؘఠ %%-%BUB%FGJOJUJPO-BOHVBHF $3&"5& "-5&3 %301 ؘఠઁয %$-%BUB$POUSPM-BOHVBHF Ѧࠁदח࠙ࠗ࠙4&-&$5݅ೞपѢীਃ #JH2VFSZূহ 5.*ࠁా%.-ী4&-&$5оࣘೞחؘ #JH2VFSZীࢶ%.-ী*/4&35 61%"5& %&-&5&݅ನೣפ
4&-&$5ҳઑ Column 1 Column 2 Column 3 Row 1 Row
2 Row 3 Row 4 ೯۳ 3PX $PMVNO
4&-&$5ҳઑ 4&-&$5<ஸܴۢ> '30.<ప࠶ܴ> աח<ప࠶ܴ>ীࢲ <ஸܴۢ>ਸࢶఖೠ
4&-&$5ҳઑ 4&-&$5<ஸܴۢ> '30.<ప࠶ܴ> 8)&3&<ઑѤ> աח<ప࠶ܴ>ীࢲ <ઑѤ>ਸоח <ஸܴۢ>ਸࢶఖೠ
4&-&$5ҳઑ 4&-&$5<ஸܴۢ> '30.<ప࠶ܴ> 8)&3&<ઑѤ> (3061#:<Ӓܛചೡஸۢ> աח<ప࠶ܴ>ীࢲ <ઑѤ>ਸоחѪٜ <Ӓܛചೡஸۢ>ਵ۽ݽইࢲ Ӓܛച೧ࢲ
<ஸܴۢ>ਸࢶఖೠ
4&-&$5ҳઑ 4&-&$5<ஸܴۢ> '30.<ప࠶ܴ> 8)&3&<ઑѤ> (3061#:<Ӓܛചೡஸۢ> )"7*/(<Ӓܛചೠٍஸۢ> -*.*5<ઁೠೡѐࣻ> աח<ప࠶ܴ>ীࢲ <ઑѤ>ਸоחѪٜ <Ӓܛചೡஸۢ>ਵ۽ݽറ
Ӓܛച೧ࢲ <Ӓܛചೠٍஸۢ>ઑѤਸоח <ઁೠೡѐࣻ>݅ࢶఖ <ஸܴۢ>ਸࢶఖೠ
4&-&$5_'30. оबغחਃࣗ 4&-&$5ٍীחҊर࢚ਸ $PMVNO ਸաৌೞҊ '30.ٍীחਸ࢚חҕр 5BCMF ਸࢿೞݶؾפ दࢲۉীחোਸҊर҃
4&-&$5ো '30.ࢲۉ ݽٚஸۢਸࠁҊरݶ ࢎਊ
8)&3& ઑѤਸҊर҃8)&3&ٍীࢿ दࢲۉীחোӡоDN࢚ੋোਸҊर҃ 4&-&$5ো '30.ࢲۉ 8)&3&ӡDN
8)&3& ઑѤਸೞա؊Ҋर҃"/%ٍীࢿ दࢲۉীחোӡоDN࢚Ҋ࢚࢝ࡈр࢝ੋ োਸҊर҃ 4&-&$5ো '30.ࢲۉ 8)&3&ӡDN"/%࢚࢝tࡈр࢝u
8)&3& ౠஸۢীৈ۞ઑѤਸೞҊर҃03ࢎਊ दࢲۉীחোӡоDN࢚Ҋ࢚࢝ࡈр࢝Ѣաۆ࢝ੋ োਸҊर҃ 4&-&$5ো '30.ࢲۉ 8)&3&ӡDN"/% ࢚࢝tࡈр࢝u03࢚࢝tۆ࢝u
8)&3& ౠஸۢীৈ۞ઑѤਸೞҊर҃*/ࢎਊ दࢲۉীחোӡоDN࢚Ҋ࢚࢝ࡈр࢝Ѣաۆ࢝ੋ োਸҊर҃ 4&-&$5ো '30.ࢲۉ 8)&3&ӡDN"/% ࢚࢝tࡈр࢝u03࢚࢝tۆ࢝u ࢚࢝*/
tࡈр࢝u tۆ࢝u
.JOJ2VJ[ user_id(int) event(string) event_date(string) 1 login_facebook 2019-05-14 1 write_posting 2019-05-14
1 write_comment 2019-05-14 1 view_posting 2019-05-14 1 view_posintg 2019-05-14 2 login_facebook 2019-05-14 2 view_posting 2019-05-14 2 view_posting 2019-05-14 2 write_comment 2019-05-14 2 logout 2019-05-14 2 login_facebook 2019-05-15 3 login_google 2019-05-15 3 write_posting 2019-05-15 3 view_posting 2019-05-15 3 purchase_item 2019-05-18 3 write_comment 2019-05-17 1 view_posting 2019-05-17 4 view_posintg 2019-05-17 5 purchase_item 2019-05-16 VTFS@MPH5BCMF
.JOJ2VJ[ ߣਬݽٚ߮۽Ӓܳഛੋೞח௪ܻ $PMVNOޖੋоਃ 5BCMFޖੋоਃ 8)&3&ઑѤޖੋоਃ
.JOJ2VJ[ ߣਬݽٚ߮۽Ӓܳഛੋೞח௪ܻ $PMVNOޖੋоਃ 5BCMFޖੋоਃ 8)&3&ઑѤޖੋоਃ 4&-&$5VTFS@JE FWFOU
FWFOU@EBUF '30.VTFS@MPH 8)&3&VTFS@JE user_id event event_date 1 login_facebook 2019-05-14 1 write_posting 2019-05-14 1 write_comment 2019-05-14 1 view_posting 2019-05-14 1 view_posintg 2019-05-14 <Ѿҗ>
.JOJ2VJ[ ߣਬݽٚ߮۽Ӓܳഛੋೞח௪ܻ $PMVNOޖੋоਃ 5BCMFޖੋоਃ 8)&3&ઑѤޖੋоਃ 4&-&$5VTFS@JE FWFOU
FWFOU@EBUF '30.VTFS@MPH 8)&3&VTFS@JE user_id event event_date 1 login_facebook 2019-05-14 1 write_posting 2019-05-14 1 write_comment 2019-05-14 1 view_posting 2019-05-14 1 view_posintg 2019-05-14 <Ѿҗ> ߣਬоী ٜ߮ਸݻߣ೮חҾӘೞݶ эৌ߈ࠂ
द ؘఠ (3061#: (3061#:<ஸܴۢ>ਵ۽ࢎਊ ۽҅ೣࣻ ো 46. $06/5 ৬эॳ
(3061#: ߣਬੌ߹߮പࣻܳҳೞח௪ܻ $PMVNOޖੋоਃ 5BCMFޖੋоਃ 8)&3&ઑѤޖੋоਃ
(3061#: ߣਬੌ߹߮പࣻܳҳೞח௪ܻ $PMVNOޖੋоਃ 5BCMFޖੋоਃ 8)&3&ઑѤޖੋоਃ 4&-&$5VTFS@JE FWFOU
FWFOU@EBUF $06/5 %*45*/$5VTFS@JE "4VOJRVF $06/5 VTFS@JE "4UPUBM '30.VTFS@MPH 8)&3&VTFS@JE (3061#:VTFS@JE FWFOU FWFOU@EBUF
(3061#: ߣਬੌ߹߮പࣻܳҳೞח௪ܻ $PMVNOޖੋоਃ 5BCMFޖੋоਃ 8)&3&ઑѤޖੋоਃ 4&-&$5VTFS@JE FWFOU
FWFOU@EBUF $06/5 %*45*/$5VTFS@JE "4VOJRVF $06/5 VTFS@JE "4UPUBM '30.VTFS@MPH 8)&3&VTFS@JE (3061#:VTFS@JE FWFOU FWFOU@EBUF ҅ೣࣻ $06/5 46. ஸۢ (3061#:ٍীԙযঠೣ ӒېঠӒখчਵ۽$06/5
$06/5 %*45*/$5_ 4&-&$5VTFS@JE FWFOU FWFOU@EBUF $06/5 %*45*/$5VTFS@JE "4VOJRVF
$06/5 VTFS@JE "4UPUBM '30.VTFS@MPH 8)&3&VTFS@JE (3061#:VTFS@JE FWFOU FWFOU@EBUF $06/5ѐࣻܳೞחೣࣻ $06/5 ѐࣻܳࣄஸۢ %*45*/$5Ҋਬೠч $06/5 %*45*/$5VTFS@JE ҊਬೠVTFS@JEܳࣃ "4VOJRVFࣃറܴਸVOJRVF۽ೠ
03%&3#: 4&-&$5VTFS@JE FWFOU FWFOU@EBUF $06/5 %*45*/$5VTFS@JE "4VOJRVF $06/5
VTFS@JE "4UPUBM '30.VTFS@MPH 8)&3&VTFS@JE (3061#:VTFS@JE FWFOU FWFOU@EBUF 03%&3#:FWFOU@EBUF 03%&3#:<ஸۢ>ஸۢӝળਵ۽য়ܴରࣽ чч ݅ডղܿରࣽਸೞ۰ݶ03%&3#:<ஸۢ>%&4$
)"7*/( ݅ড࢚కীࢲߣ࢚ೠ೯زਸঌҊरݶ IJOUUPUBM user_id event event_date unique total 1
login_facebook 2019-05-14 1 1 1 write_posting 2019-05-14 1 1 1 write_comment 2019-05-14 1 1 1 view_posting 2019-05-14 1 2 <Ѿҗ>
)"7*/( user_id event event_date unique total 1 login_facebook 2019-05-14 1
1 1 write_posting 2019-05-14 1 1 1 write_comment 2019-05-14 1 1 1 view_posting 2019-05-14 1 2 <Ѿҗ> 4&-&$5VTFS@JE FWFOU FWFOU@EBUF $06/5 %*45*/$5VTFS@JE "4VOJRVF $06/5 VTFS@JE "4UPUBM '30.VTFS@MPH 8)&3&VTFS@JE (3061#:VTFS@JE FWFOU FWFOU@EBUF )"7*/(UPUBM 03%&3#:FWFOU@EBUF ݅ড࢚కীࢲߣ࢚ೠ೯زਸঌҊरݶ IJOUUPUBM )"7*/(<ӒܛചೠറஸۢઑѤ>
ૣܻदࠁӝ 4&-&$5<ஸܴۢ> '30.<ప࠶ܴ> 8)&3&<ઑѤ> (3061#:<Ӓܛചೡஸۢ> )"7*/(<Ӓܛചೠٍஸۢ> -*.*5<ઁೠೡѐࣻ> աח<ప࠶ܴ>ীࢲ <ઑѤ>ਸоחѪٜ <Ӓܛചೡஸۢ>ਵ۽ݽറ
Ӓܛച೧ࢲ <Ӓܛചೠٍஸۢ>ઑѤਸоח <ઁೠೡѐࣻ>݅ࢶఖ <ஸܴۢ>ਸࢶఖೠ
ۢࢤп೧ࠁӝ 4&-&$5FWFOU FWFOU@EBUF '30." 8)&3&FWFOU@EBUFrs
௪ܻܳযڌѱঠೡөਃ ࠁҊरоޖੋҊೠ ࠁҊरܳҳചೠ FYਬо݃ա"ઁಿਸҳੑೞחо ࢎղী೧ܳҳೞח௪ܻоחইࠄਵݶ߄۽௪ܻݍࠁӝ ࠁҊरоחؘఠоח5BCMFӝ ৈ۞5BCMFੌࣻ ೞա5BCMFীࢲݽؘٚఠоաৢѪэ҃߄۽௪ܻܳૠ
ৈ۞5BCMFীࢲؘఠܳোѾ೧ঠೡѪэ҃যڌѱোѾೡҊೠ ҳೠѾҗч݈ݏחഛੋೠ ؘఠࢿ ਗࠄؘఠܳೞաঀ࠺Ү೧ࠁחߑߨبҊনೠߑߨઓ ௪ܻܳ؊જѱٜ݅ߑߨਸҊೠ ௪ܻࣘب оةࢿ١
ࠁҊरоޖੋҊೠ ࠁҊरܳҳചೠ FYਬо݃ա"ઁಿਸҳੑೞחо ࢎղী೧ܳҳೞח௪ܻоחইࠄਵݶ߄۽௪ܻݍࠁӝ ࠁҊरоחؘఠоח5BCMFӝ ৈ۞5BCMFੌࣻ ೞա5BCMFীࢲݽؘٚఠоաৢѪэ҃߄۽௪ܻܳૠ ৈ۞5BCMFীࢲؘఠܳোѾ೧ঠೡѪэ҃যڌѱোѾೡҊೠ
ҳೠѾҗч݈ݏחഛੋೠ ؘఠࢿ ਗࠄؘఠܳೞաঀ࠺Ү೧ࠁחߑߨبҊনೠߑߨઓ ௪ܻܳ؊જѱٜ݅ߑߨਸҊೠ ௪ܻࣘب оةࢿ١ ௪ܻܳযڌѱঠೡөਃ +0*/
पण
+0*/ೞӝীपण <ҕѐؘఠࣇ>
+0*/ೞӝীपण <নೠҕѐؘఠо>
+0*/ೞӝীपण <CJLFѨ࢝റইޖѢաܼ>
+0*/ೞӝীपण <7*&8%"5"4&5ܼ>
+0*/ೞӝীपण <CJHRVFSZQVCMJDEBUBоࢤӣ>
+0*/ೞӝীपण ؘఠࢸݺCJLFTIBSFUSJQEBUB CJLFTIBSF@TUBUJPOT5BCMF
+0*/ೞӝীपण ؘఠࢸݺCJLFTIBSFUSJQEBUB CJLFTIBSF@USJQT5BCMF ӘѢ݅ࢎਊ೧ਃ
+0*/ೞӝীपण ୨USJQѐࣻܳҳ೧ࣁਃ ੌ߹USJQѐࣻܳҳ೧ࣁਃ IJOU%"5& ೣࣻ TVCTDSJCFS@UZQF߹USJQѐࣻܳҳ೧ࣁਃ दTUBUJPOҗبTUBUJPO߹ѐࣻܳҳ೧ࣁਃ ઁੌ݆ҳр
+0*/ೞӝীपण ୨USJQѐࣻܳҳ೧ࣁਃ 4&-&$5DPVOU USJQ@JE '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA ޙઁઁب$06/5 DPMVNOܴ ਵ۽ѐࣻܳ$06/5ೡࣻ
+0*/ೞӝীपण ੌ߹USJQѐࣻܳҳ೧ࣁਃ IJOU%"5& ೣࣻ 4&-&$5%"5& TUBSU@UJNF BTEBUF
DPVOU USJQ@JE BTDPVOU '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA (3061#:EBUF PSEFSCZEBUF ޙઁઁب%"5& 5*.&45".1ੋTUBSU@EBUF ܳೞݶEBUFܳࡳਸࣻ
+0*/ೞӝীपण TVCTDSJCFS@UZQF߹USJQѐࣻܳҳ೧ࣁਃ 4&-&$5TVCTDSJCFS@UZQF DPVOU USJQ@JE BTDPVOU '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA (3061#:TVCTDSJCFS@UZQF
PSEFSCZDPVOUEFTD
+0*/ೞӝীपण दTUBUJPOҗبTUBUJPO߹ѐࣻܳҳ೧ࣁਃ ઁੌ݆ҳр 4&-&$5TUBSU@TUBUJPO@JE FOE@TUBUJPO@JE DPVOU USJQ@JE BTUSJQ@DOU
'30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA (3061#:TUBSU@TUBUJPO@JE FOE@TUBUJPO@JE PSEFSCZUSJQ@DOUEFTD ޙઁઁبо࢚(3061#:
+0*/ +0*/ؘఠՙܻtোѾu ѐ࢚5BCMFਸઑ೧࢜۽5BCMFਸ݅ٞ ুࣄWMPPLVQҗਬࢎ ઙܨ ࢸݺ *//&3+0*/ فҮ $3044+0*/
فғ ਃࣗՙܻғೣ '6--<065&3>+0*/ নଃݽفؘఠܳࠢ -&'5<065&3>+0*/ ৽ଃӝળਵ۽ࠢ 3*()5<065&3>+0*/ য়ܲଃӝળਵ۽ࠢ
+0*/ ݅ড42-दݶ *//&3+0*/ -&'5+0*/݅ࢎਊೞदо ഛ୶ୌ ઙܨ ࢸݺ *//&3+0*/ فҮ
$3044+0*/ فғ ਃࣗՙܻғೣ '6--<065&3>+0*/ নଃݽفؘఠܳࠢ -&'5<065&3>+0*/ ৽ଃӝળਵ۽ࠢ 3*()5<065&3>+0*/ য়ܲଃӝળਵ۽ࠢ
+0*/द BVTUJO@CJLFTIBSFؘఠࣇীࢲ ߊ TUBSU@TUBUJPO@JE ৬ب FOE@TUBUJPO@JE ઝܳࠢҊर҃
+0*/द 4&-&$5 MFGU@TJEF NJEEMF@TJEFMBUJUVEFBTTUBSU@MBU NJEEMF@TJEFMPOHJUVEFBTTUBSU@MOH '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA"4MFGU@TJEF -&'5+0*/ 4&-&$5
'30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@TUBUJPOTA BT NJEEMF@TJEF 0/MFGU@TJEFTUBSU@TUBUJPO@JENJEEMF@TJEFTUBUJPO@JE BVTUJO@CJLFTIBSFؘఠࣇীࢲ ߊ TUBSU@TUBUJPO@JE ৬ب FOE@TUBUJPO@JE ઝܳࠢҊर҃ <ߊࠁ୶о>
+0*/द 4&-&$5 MFGU@TJEF NJEEMF@TJEFMBUJUVEFBTTUBSU@MBU NJEEMF@TJEFMPOHJUVEFBTTUBSU@MOH SJHIU@TJEFMBUJUVEFBTFOE@MBU SJHIU@TJEFMPOHJUVEFBTFOE@MOH '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA"4MFGU@TJEF
-&'5+0*/ 4&-&$5 '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@TUBUJPOTA BT NJEEMF@TJEF 0/MFGU@TJEFTUBSU@TUBUJPO@JENJEEMF@TJEFTUBUJPO@JE -&'5+0*/ 4&-&$5 '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@TUBUJPOTA BT SJHIU@TJEF 0/MFGU@TJEFFOE@TUBUJPO@JESJHIU@TJEFTUBUJPO@JE BVTUJO@CJLFTIBSFؘఠࣇীࢲ ߊ TUBSU@TUBUJPO@JE ৬ب FOE@TUBUJPO@JE ઝܳࠢҊर҃ ߊࠁ୶о <بࠁ୶о>
+0*/द 4&-&$5 MFGU@TJEF NJEEMF@TJEFMBUJUVEFBTTUBSU@MBU NJEEMF@TJEFMPOHJUVEFBTTUBSU@MOH SJHIU@TJEFMBUJUVEFBTFOE@MBU SJHIU@TJEFMPOHJUVEFBTFOE@MOH '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA"4MFGU@TJEF
-&'5+0*/ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@TUBUJPOTA BT NJEEMF@TJEF 0/MFGU@TJEFTUBSU@TUBUJPO@JENJEEMF@TJEFTUBUJPO@JE -&'5+0*/ ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@TUBUJPOTA BTSJHIU@TJEF 0/MFGU@TJEFFOE@TUBUJPO@JESJHIU@TJEFTUBUJPO@JE <খ௪ܻ৬زੌೣ> খ௪ܻח+0*/ٍী 4&-&$5_'30. ೡࣻחѪਸࠁৈ۰Ҋࢎਊ
दрؘఠܖӝ %"5&%BUF݅दೞחؘఠ %"5&5*.&%BUF৬5*.&өदೞחؘఠ Ӓ৻ী5*.&45".1 5*.&ب ؘఠUJNF[POFਸԙഛੋೡѪ 65$ੋ ݅ডܲदрۄݶ߸҃ೡٸr"TJB4FPVMsਸࢎਊ೧ঠೣ
दрؘఠܖӝ $633&/5@%"5& <UJNF@[POF> അզ &Y $633&/5@%"5& r"TJB4FPVMs &953"$5
QBSU'30.EBUF@FYQSFTTJPO %"5&ীࢲч ੌ ਃੌ ର ਘ ࠙ӝ োب١ ୶ &Y &953"$5 :&"3'30.EBUFUZQFDPMVNO tোبu୶ SELECT EXTRACT(DAY FROM DATE '2019-12-25') as the_day; +---------+ | the_day | +---------+ | 25 | +---------+ <%"5&> IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUF@GVODUJPOT
दрؘఠܖӝ %"5&@"%% EBUF@FYQSFTTJPO */5&37"-*/5EBUF@QBSU %BUFীࢲ*/5рѺ݅ఀ؊ೣ %": 8&&, .0/5) 26"5&3
:&"3١ &Y %"5&@"%% EBUFUZQFDPMVNO */5&37"-%": ੌٍզ SELECT DATE_ADD(DATE “2019-03-25", INTERVAL 5 DAY) as five_days_later; +--------------------+ | five_days_later | +--------------------+ | 2019-03-30 | +--------------------+ %"5&@%*'' EBUF@FYQSFTTJPO@B EBUF@FYQSFTTJPO@C EBUF@QBSU BCEBUFEJGG SELECT DATE_DIFF(DATE '2010-07-07', DATE '2008-12-25', DAY) as days_diff; +-----------+ | days_diff | +-----------+ | 559 | +-----------+ <%"5&> IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUF@GVODUJPOT
दрؘఠܖӝ %"5&@536/$ EBUF@FYQSFTTJPO EBUF@QBSU զܳೠױਤ۽ܴ SELECT DATE_TRUNC(DATE '2008-12-25', MONTH)
as month; +------------+ | month | +------------+ | 2008-12-01 | +------------+ <%"5&> IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUF@GVODUJPOT
दрؘఠܖӝ '03."5@%"5& GPSNBU@TUSJOH EBUF@FYQS EBUF@FYQSܳGPSNBU@TUSJOHۢ߸҃ Ѿҗח4USJOH SELECT FORMAT_DATE("%x", DATE
"2019-12-25") as US_format; +------------+ | US_format | +------------+ | 12/25/19 | +------------+ 1"34&@%"5& GPSNBU@TUSJOH EBUF@TUSJOH TUSJOHਸGPSNBU@TUSJOHۢ߸҃ Ѿҗח%BUF SELECT PARSE_DATE("%x", "12/25/19") as parsed; +------------+ | parsed | +------------+ | 2019-12-25 | +------------+ <%"5&> IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUF@GVODUJPOT
दрؘఠܖӝ '03."5@453*/(ઙܨ <%"5&>
दрؘఠܖӝ %"5&یѢ࠺तפ 5*.&ਸ؊ࠁৈળبର ҕधޙࢲূ%"5&5*.&ೣࣻࢸݺী&953"$5оহ݅ࢎਊоמ 4&-&$5&953"$5 )063'30.$"45 "4%"5&5*.& BTB <%"5&5*.&>
दрؘఠܖӝ $633&/5@%"5&5*.& <UJNF@[POF> അզ &Y $633&/5@%"5& r"TJB4FPVMs &953"$5
QBSU'30.EBUFUJNF@FYQSFTTJPO %"5&5*.&ীࢲч ੌ ਃੌ ର ਘ ࠙ӝ োب दр١ ୶ &Y &953"$5 :&"3'30.EBUFUJNFUZQFDPMVNO tোبu୶ SELECT EXTRACT(HOUR FROM CAST(‘2019-12-25 14:00:00’ AS DATETIME) as hour; +---------+ | hour | +---------+ | 14 | +---------+ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUFUJNF@GVODUJPOT <%"5&5*.&>
दрؘఠܖӝ %"5&5*.&@"%% EBUFUJNF@FYQSFTTJPO */5&37"-*/5QBSU %"5&5*.&@%*'' EBUFUJNF@FYQSFTTJPO@B EBUFUJNF@FYQSFTTJPO@C QBSU
%"5&5*.&@536/$ EBUFUJNF@FYQSFTTJPO QBSU दрܰӝ &Y ਸ)063۽ܰݶ '03."5@%"5&5*.& GPSNBU@TUSJOH EBUFUJNF@FYQSFTTJPO 1"34&@%"5&5*.& GPSNBU@TUSJOH TUSJOH IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUFUJNF@GVODUJPOT <%"5&5*.&>
&9$&15 4&-&$5ೡஸۢٯѐ݅ઁ৻ೞҊर҃ +0*/ೞҊౠஸۢਸઁ৻ೞҊ4&-&$5ೞҊर҃ 4&-&$5 &9$&15 B C D '30.5"#-&
4&-&$5 " &9$&15 DPMVNOB # &9$&15 DPMVNOC '30.5"#-&BT" -&'5+0*/5"#-&BT# 0/"JE#JE Ӕಞ೧ਃ
ؘఠदпച
दпചೞחনೠߑߨ ௪ܻܳզܽറ झۨ٘द۽ೠറझۨ٘द۽दпച 5BCMFBVী#JH2VFSZܳোѾ೧ࢲदпച ௪ܻܳզܽറ ؘఠܳղஹೊఠী೧ࢲ1ZUIPOਵ۽दпച .BUQMPUMJC 4FBCPSO 1MPUMZ١
%BUB4UVEJPܳࢎਊ೧ࢲदпച ١١নೠߑߨઓ
दпചೞחনೠߑߨ ௪ܻܳզܽറ झۨ٘द۽ೠറझۨ٘द۽दпച ুࣄҗਬࢎ೧ಞೞҊ ҕਬبएױ दпചоইऔҊ ೯өоמ 5BCMFBVী#JH2VFSZܳোѾ೧ࢲदпച दпച݈ܳऔѱೡࣻױ ਬܐ
௪ܻܳզܽറ ؘఠܳղஹೊఠী೧ࢲ1ZUIPOਵ۽दпച .BUQMPUMJC 4FBCPSO 1MPUMZ١ ॆ दпചۄ࠳۞ܻীמࣼ೧ঠೣ %BUB4UVEJPܳࢎਊ೧ࢲदпച ௪ܻѾҗীࢲܼೠߣೞҊ೯оמझۨ٘द࢚ਤഐജ <ߑߨٜױ>
दпചೞחনೠߑߨ <௪ܻܳզܽറ Ѿҗ(PPHMFझۨ٘द> <झۨ٘द>
दпചೞחনೠߑߨ <झۨ٘दܳৌҊ EBUFӝળਵ۽۳ೠറ ੑର> <झۨ٘द>
दпചೞחনೠߑߨ <झۨ٘द> <झۨ٘दܳৌҊ EBUFӝળਵ۽۳ೠറ ੑର>
दпചೞחনೠߑߨ <5BCMFBVীࢲ(PPHMF#JH2VFSZܼೠറ ࠳ۄীࢲഛੋܼ> <5BCMFBV>
दпചೞחনೠߑߨ <۽ં ؘఠࣇࢶఖ> <5BCMFBV>
दпചೞחনೠߑߨ <ؘఠࣇࢶఖೠറ ప࠶ࢶఖژח42-௪ܻܳզܾࣻ> <5BCMFBV>
दпചೞחনೠߑߨ <ؘఠܳࢶఖೠറ दਸׂ۞ز> <5BCMFBV>
दпചೞחনೠߑߨ <ܼߣ݅ীदпചೠܐ> <5BCMFBV>
दпചೞחনೠߑߨ ߣߊо5BCMFBVоઁחইפ݅ ୶ୌܐ ӣש:PVUVCF 5BCMFBVஶಌ۠झ:PVUVCF :PVUVCFীtUBCMFBVXFCJOBSu۽Ѩ࢝ೞݶনೠܐоઓ <5BCMFBV>
दпചೞחনೠߑߨ <QESFBE@HCRژחQBOEBT@HCRࢎਊ೧ࢲؘఠ୶> QSJWBUF@LFZীKTPOLFZࢸژח(00(-&@"11-*$"5*0/@$3&%&/5*"-4١۾ ଵҊ݂ ੋૐदೞӝ <1ZUIPO>
दпചೞחনೠߑߨ Pythonীࢲ ؘఠ दпചೞח নೠ ߑߨ IUUQT[[T[BHJUIVCJPEFWFMPQNFOUEBUBWJTVBMJ[BUJPOJOQZUIPO QBOEBTHCRীࢲੋૐ "VUIFOUJDBUJPO ࢸೞӝ
(00(-&@"11-*$"5*0/@$3&%&/5*"-4١۾ӈଳਸ҃ ࠳ۄ۽Ӓੋਸా೧ӂೠദٙоמ IUUQT[[T[BHJUIVCJPHDQQBOEBTHCRBVUI <1ZUIPO>
दпചೞחনೠߑߨ <ؘఠझౚ٣য়ীࢲಝࠁӝܼ> <ؘఠझౚ٣য়>
पण
पण ؘఠࢸݺCJLFTIBSFUSJQEBUB CJLFTIBSF@USJQT5BCMF ӘѢ݅ࢎਊ೧ਃ
पण ݻदীUSJQदೞחࢎਊо݆ਸөਃ IPVS݅୶೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө݅ܰҊ$06/5ೞח௪ܻ ֙ਘੌࠗఠदр߹୶ࣁܳҳೞח௪ܻ ޖटਃੌীઁੌࢎਊо݆ਸөਃ ਃੌ߹दрಁఢܳөਃ
ਃੌ݃ઁੌDPVOUо݆दрחযڌѱҳ೧ঠೡөਃ ઁੌ݆೯ೠCJLFJEחޖੌөਃ ઁੌয়ېৈ೯ೠৈ೯USJQ@JEח ઁੌয়ېৈ೯ೠৈ೯ݻदрৈ೯೮աਃ
पण ݻदীUSJQदೞחࢎਊо݆ਸөਃ IPVS݅୶೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө݅ܰҊ$06/5ೞח௪ܻ ֙ਘੌࠗఠदр߹୶ࣁܳҳೞח௪ܻ 4&-&$5TUBSU@IPVS DPVOU USJQ@JE
BTDPVOU '30. 4&-&$5&953"$5 IPVS'30.TUBSU@UJNF BTTUBSU@IPVS '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA HSPVQCZTUBSU@IPVS PSEFSCZDPVOUEFTD ޙઁઁب&953"$5 IPVS'30._ ܳࢎਊ೧IPVSܳ୶
पण ݻदীUSJQदೞחࢎਊо݆ਸөਃ IPVS݅୶೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө݅ܰҊ$06/5ೞח௪ܻ ֙ਘੌࠗఠदр߹୶ࣁܳҳೞח௪ܻ 4&-&$5TUBSU@IPVS DPVOU USJQ@JE
BTDPVOU '30. 4&-&$5%"5&5*.&@536/$ %"5&5*.& TUBSU@UJNF IPVS BTTUBSU@IPVS '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA HSPVQCZTUBSU@IPVS PSEFSCZDPVOUEFTD ޙઁઁب%"5&5*.&@536/$ $PMVNO IPVS ܳࢎਊ೧IPVSܳ୶ җରח%BUFUJNFө୶оػѪ חੌ߹दр߹୶ࣁܳࠅٸࢎਊೞҊױࣽदрчਸঌࣻ
पण ݻदীUSJQदೞחࢎਊо݆ਸөਃ IPVS݅୶೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө݅ܰҊ$06/5ೞח௪ܻ ֙ਘੌࠗఠदр߹୶ࣁܳҳೞח௪ܻ 4&-&$5TUBSU@IPVS DPVOU USJQ@JE
BTDPVOU '30. 4&-&$5%"5&5*.&@536/$ %"5&5*.& TUBSU@UJNF IPVS BTTUBSU@IPVS '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA XIFSFEBUF TUBSU@UJNF HSPVQCZTUBSU@IPVS PSEFSCZTUBSU@IPVS ޙઁઁب8)&3&ઑѤਸѦযࠄ
पण ޖटਃੌীઁੌࢎਊо݆ਸөਃ ਃੌ߹दрಁఢܳөਃ ਃੌ݃ઁੌDPVOUо݆दрחযڌѱҳ೧ঠೡөਃ 4&-&$5XFFLEBZ DPVOU
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पण ޖटਃੌীઁੌࢎਊо݆ਸөਃ ਃੌ߹दрಁఢܳөਃ ਃੌ݃ઁੌDPVOUо݆दрחযڌѱҳ೧ঠೡөਃ 4&-&$5XFFLEBZ TUBSU@IPVS
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'30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA XIFSFEVSBUJPO@NJOVUFT ޙઁઁبয়ېৈ೯ೠۆઑѤчਸࡳӝਤ೧যڌѱ೧ঠೞח Ҋਸਤೣ ۠҃ূٍীաয়ח"OBMZUJDT'VODUJPOਬਊ
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-*.*5 ޙઁઁب306/%۽߈ৢܿоמೠѪਸঌ۰ܻ٘ӝਤ೧
#JH2VFSZबചध
ܐഋ ؘఠਬഋ ܐഋ 5ZQF ঌইঠೞחਬ җܴ ৬%"5&৬ܴ ߓৌ "33":
җҳઑ 4536$5 ܳੜ೧ೞݶࢎप࢚#JH2VFSZѢ݃झఠ https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types
ܐഋ ंഋ */5ࣻ FY ࠗزࣗࣻ '-0"5ࣗࣻ FY ࠗਬഋ
#00-ଵ Ѣ FY 536& '"-4& ޙৌ 453*/( ܻ (&0(3"1): https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types զ %"5& զदр %"5&5*.& दр 5*.&दр ఋझఙ 5*.&45".1݃۽ୡױਤبܳыחद ߓৌ "33":ٍীࢲ҅ࣘ ҳઑ 4536$5ٍীࢲ҅ࣘ
ܐഋ ߓৌೞա߸ࣻীৈ۞чٜਸೞחܐഋ নೠѐߊযীࢲߓৌઓೞݴ ೞաчীৈ۞чਸ֍ਸࣻח ޙߨ Қഐܳࢎਊ FY < >
ౠؘఠਬഋਸࢶೡ҃ԃ࣭Қഐࢎਊ FY "33":*/5< > 4&-&$5 < >BTOVNCFST "33":*/5< >BTOVNCFST https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays <ߓৌ "33": >
ܐഋ (&/&3"5&@%"5&@"33": %BUFчਸࢤࢿೡࣻ 4&-&$5 (&/&3"5&@%"5&@"33": */5&37"-8&&, "4EBUF@BSSBZ
]EBUF@BSSBZ] ]< >] <ߓৌ "33": ೣࣻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays
ܐഋ "33":@-&/(5) "33":উীחਃࣗDPVOU 4&-&$5TPNF@OVNCFST "33":@-&/(5) TPNF@OVNCFST "4MFO '30. 4&-&$5<
>"4TPNF@OVNCFST ]TPNF@OVNCFST]MFO] ]< >]] <ߓৌ "33": ೣࣻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays#arrays-and-aggregation
ܐഋ 6//&45 8*5)0''4&5য়ࣇ ࣽࢲ ա১ 4&-&$5 '30.6//&45 <GPP CBS
CB[ RVY DPSHF HBSQMZ XBMEP GSFE> "4FMFNFOU 8*5)0''4&5"4PGGTFU 03%&3#:PGGTFU ]FMFNFOU]PGGTFU] ]GPP]] ]CBS]] ]CB[]] ]RVY]] ]DPSHF]] ]HBSQMZ]] ]XBMEP]] ]GSFE]] <ߓৌ "33": ೣࣻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays#arrays-and-aggregation
ܐഋ "33":<0''4&5 / >"33":ীࢲ/ߣ૩ਃࣗ ࠗఠद 4&-&$5 <BQQMF QFBS PSBOHF>"4GSVJU
<BQQMF QFBS IJ><0''4&5 >"4POF "33":<03%*/"- / >"33":ীࢲ/ߣ૩ਃࣗ ࠗఠद 4&-&$5 <BQQMF QFBS PSBOHF>"4GSVJU <BQQMF QFBS IJ><03%*/"- >"4POF 8*5)TFRVFODFT"4 4&-&$5< >"4TPNF@OVNCFST 6/*0/"--4&-&$5< >"4TPNF@OVNCFST 6/*0/"--4&-&$5< >"4TPNF@OVNCFST 4&-&$5TPNF@OVNCFST TPNF@OVNCFST<0''4&5 >"4PGGTFU@ TPNF@OVNCFST<03%*/"- >"4PSEJOBM@ '30.TFRVFODFT <ߓৌ "33": ೣࣻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays#arrays-and-aggregation <Ӓ৻ೣٜࣻইې݂ଵҊ>
ܐഋ 6//&45 "33":উীחਃࣗܳಟҊर҃ 4&-&$5 '30.6//&45 <GPP CBS CB[ RVY
DPSHF HBSQMZ XBMEP GSFE> "4FMFNFOU <ߓৌ "33": ೣࣻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays ࠺Үܳਤ೧ইې௪ܻܳप೯೧ࠁࣁਃ 4&-&$5<GPP CBS CB[ RVY DPSHF HBSQMZ XBMEP GSFE>
ܐഋ 6//&45 "33":উীחਃࣗܳಟҊर҃ 4&-&$5 '30.6//&45 <GPP CBS CB[ RVY
DPSHF HBSQMZ XBMEP GSFE> "4FMFNFOU <ߓৌ "33": ೣࣻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays ࠺Үܳਤ೧ইې௪ܻܳप೯೧ࠁࣁਃ 4&-&$5<GPP CBS CB[ RVY DPSHF HBSQMZ XBMEP GSFE> ઝஏп೯݃чחഋక ஏೞա೯ীৈ۞чחഋక
ܐഋ 4536$5 ࣽࢲоҊܴਵ۽ ࢶఖ ٘ীӔೡࣻחஶపց $POUBJOFSPGPSEFSFEGJFMETFBDIXJUIBUZQF SFRVJSFE BOEGJFMEOBNF PQUJPOBM
"33":৬ॳ ԃ࣭Қഐܳࢎਊ೧ 4536$5*/5 453*/(ܴ٘হח҃ 4536$5JE*/5 OBNF453*/(ܴ٘ח҃ "33":חܴਵ۽ӔೞঋҊ0''4&5 ࣽࢲ ۽Ӕ "33":<PGGTFU > 1ZUIPO-JTU৬ਬࢎ <4536$5 դب୭࢚ > https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#struct-type
ܐഋ 4536$5 ࣽࢲоҊܴਵ۽ ࢶఖ ٘ীӔೡࣻחஶపց 4536$5*/5 453*/(ܴ٘হח҃ 4536$5JE*/5 OBNF453*/(ܴ٘ח҃ 8*5)MPDBUJPOT"4
4&-&$54536$5 4FBUUMF"4DJUZ 8BTIJOHUPO"4TUBUF "4MPDBUJPO 6/*0/"-- 4&-&$54536$5 1IPFOJY"4DJUZ "SJ[POB"4TUBUF "4MPDBUJPO 4&-&$5MMPDBUJPO '30.MPDBUJPOTBTM <4536$5 դب୭࢚ > https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#struct-type
ܐഋ 4536$5 ࣽࢲоҊܴਵ۽ ࢶఖ ٘ীӔೡࣻחஶపց 4536$5*/5 453*/(ܴ٘হח҃ 4536$5JE*/5 OBNF453*/(ܴ٘ח҃ 4&-&$5
TUSVDU@WBMVF '30.6//&45 "33":4536$5Y*/5 Z453*/(< GPP CBS > "4TUSVDU@WBMVF <4536$5 դب୭࢚ > 4536$5*/5 ܴহח*/5ࣻ٘оೞաחױࣽ4536$5 4536$5Y4536$5Z*/5 [*/5 উীYۄחܴػ4536$5оח4536$5 4536$5YীחZ৬[ فѐ٘оҊ ف٘ݽف*/5 4536$5JOOFS@BSSBZ"33":*/5 ࠺ࣻਃࣗܳыחJOOFS@BSSBZۄח"33":оನೣػ4536$5 https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#struct-type
ܐഋ߄Բӝ $"45 DPMVNO"4UZQF DPMVNOਸ5ZQFਵ۽߸҃ <$"45>
8*5) ইөࠌ؍௪ܻ 4&-&$5TPNF@OVNCFST "33":@-&/(5) TPNF@OVNCFST "4MFO '30. 4&-&$5<
>"4TPNF@OVNCFST https://cloud.google.com/bigquery/docs/reference/standard-sql/query-syntax#with_clause
8*5) ইөࠌ؍௪ܻ ௪ܻоةࢿૐо OVNCFSTܳৈ۞ߣࢎਊೡࣻب 4&-&$5TPNF@OVNCFST "33":@-&/(5) TPNF@OVNCFST "4MFO '30.
4&-&$5< >"4TPNF@OVNCFST 8*5)OVNCFST"4 4&-&$5< >"4TPNF@OVNCFST 4&-&$5TPNF@OVNCFST "33":@-&/(5) TPNF@OVNCFST "4MFO '30.OVNCFST https://cloud.google.com/bigquery/docs/reference/standard-sql/query-syntax#with_clause
7*&8 7*&8ח42-௪ܻ۽ೞחо࢚ప࠶ ࢎਊೞח௪ܻҳޙమ݁ਵݶ7*&8۽೧ഝਊоמ ࣘبоוܽಞ https://cloud.google.com/bigquery/docs/views-intro
7*&8 https://cloud.google.com/bigquery/docs/views-intro <ࠁӝ 7JFX >
7*&8 https://cloud.google.com/bigquery/docs/views-intro <ࠁӝ 7JFX >
7*&8 https://cloud.google.com/bigquery/docs/views-intro <7JFXࢤࢿ>
7*&8 https://cloud.google.com/bigquery/docs/views-intro <7JFXࣁࠗࠁীࢲ௪ܻഛੋоמ ௪ܻࣻبоמ>
"OBMZUJD'VODUJPO 8JOEPX'VODUJPO "HHSFHBUJPO'VODUJPO ҅ೣࣻ ח೯Ӓܛী೧ױੌ҅чਸ߈ജ ೯Ӓܛ(SPVQCZೠஸۢ ߈ݶ"OBMZUJD'VODUJPOп೯݃ױੌчਸ߈ജ п೯݃ч߈ജ
ઙܨ ఐ࢝ೣࣻ-&"% -"( '*345@7"-6& -"45@7"-6& ߣഐೣࣻ3"/, %&/4&@3"/, 1&3$&/5@3"/, $6.&@%*45 /5*-& ҅࠙ࢳೣࣻ҅ೣٜࣻ "7( $06/5 46. ."9 .*/ https://cloud.google.com/bigquery/docs/reference/standard-sql/analytic-function-concepts <"OBMZUJD'VODUJPOۆ >
"OBMZUJD'VODUJPO 8JOEPX'VODUJPO ؘఠ࠙ࢳೞҾӘ೧חѪٜ "ۄחਬޙࣻ݃աؼө #ۄחਬоޛѤҳੑೞӝীݻߣա࢚ࣁࠁӝܳ೮ਸө Ҋёҳݒदী୨־ҳݒപࣻח $ۄחਬজࣘदрযڌѱؼө
ۘఊ ־ਸঌҊर https://cloud.google.com/bigquery/docs/reference/standard-sql/analytic-function-concepts ۠҃ݽف"OBMZUJD'VODUJPOਸࢎਊೞݶਮఖ
<-&"%> -&"%റࣘ೯ч߈ജ "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month 1004 1 1004 3
1004 7 1004 8 2112 3 2112 6 2112 7 3912 4
<-&"%> <OFYU@WJTJU@NPOUIܳҳೞҊरݶ > "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month next_visit_month 1004 1
1004 3 1004 7 1004 8 2112 3 2112 6 2112 7 3912 4
<-&"%> <࢚0VUQVU> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month next_visit_month 1004 1 3
1004 3 7 1004 7 8 1004 8 null 2112 3 6 2112 6 7 2112 7 null 3912 4 null
4&-&$5 VTFS@JE WJTJU@NPOUI -&"% WJTJU@NPOUI 07&3 1"35*5*0/#:VTFS@JE "4OFYU@WJTJU@NPOUI
'30.AUBCMFA <-&"%> <2VFSZ> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO <VTFS@JE۽౭࣌> <ч>
<-&"%> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month 1004 1 1004 3 1004
7 1004 8 2112 3 2112 6 2112 7 3912 4 <1BSUJUJPOCZVTFS@JE> user_id visit_month 1004 1 1004 3 1004 7 1004 8 user_id visit_month 2112 3 2112 6 2112 7 user_id visit_month 3912 4
<-&"%> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month 1004 1 1004 3 1004
7 1004 8 2112 3 2112 6 2112 7 3912 4 <1BSUJUJPOCZVTFS@JE> user_id visit_month 1004 1 1004 3 1004 7 1004 8 user_id visit_month 2112 3 2112 6 2112 7 user_id visit_month 3912 4 <OFYU@WJTJU@NPOUI҅>
<-&"%> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month 1004 1 1004 3 1004
7 1004 8 2112 3 2112 6 2112 7 3912 4 <1BSUJUJPOCZVTFS@JE> user_id visit_month 1004 1 1004 3 1004 7 1004 8 user_id visit_month 2112 3 2112 6 2112 7 user_id visit_month next_visit_month 1004 1 3 1004 3 7 1004 7 8 1004 8 null 2112 3 6 2112 6 7 2112 7 null 3912 4 null user_id visit_month 3912 4 <OFYU@WJTJU@NPOUI҅>
<-&"%> <OFYU@UXP@WJTJU@NPOUIܳঌҊरݶ > "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month next_visit_month next_two_ visit_month
1004 1 3 7 1004 3 7 8 1004 7 8 null 1004 8 null null 2112 3 6 7 2112 6 7 null 2112 7 null null 3912 4 null null
4&-&$5 VTFS@JE WJTJU@NPOUI -&"% WJTJU@NPOUI 07&3 1"35*5*0/#:VTFS@JE
"4OFYU@UXP@WJTJU@NPOUI '30.AUBCMFA <-&"%> <2VFSZ> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO <ߣ૩ٍч>
<-"(> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO -"(೯ч߈ജ user_id visit_month 1004 1 1004 3
1004 7 1004 8 2112 3 2112 6 2112 7 3912 4
<-"(> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month CFGPSF@WJTJU@NPOUI 1004 1 1004 3
1004 7 1004 8 2112 3 2112 6 2112 7 3912 4 <CFGPSF@WJTJU@NPOUIܳҳೞҊरݶ >
<-"(> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO user_id visit_month CFGPSF@WJTJU@NPOUI 1004 1 null 1004
3 1 1004 7 3 1004 8 7 2112 3 null 2112 6 3 2112 7 6 3912 4 null <CFGPSF@WJTJU@NPOUIܳҳೞҊरݶ >
4&-&$5 VTFS@JE WJTJU@NPOUI -"( WJTJU@NPOUI 07&3 1"35*5*0/#:VTFS@JE "4CFGPSF@WJTJU@NPOUI
'30.AUBCMFA <-"(> <2VFSZ> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO <VTFS@JE۽౭࣌> <ч>
<3"/,> ࠙ӝ߹ ߹ ௪ܻࣻۘఊਤ 8*5)UFNQ"4 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN LZMFBTVTFS@OBNF BTRVFSZ@DPVOU
6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN LZMFBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ݠन۞BTUFBN NBUUIFXBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ݠन۞BTUFBN NBUUIFXBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN TUBSLBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ݃ாBTUFBN UIPSBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN UIPSBTVTFS@OBNF BTRVFSZ@DPVOU 4&-&$5 '30.UFNQ "OBMZUJD'VODUJPO 8JOEPX'VODUJPO
<3"/,> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO <௪ఠ߹߹௪ܻ݆ܳզܽࢎۈ > <࢚0VUQVU>
<3"/,> ࠙ӝ߹ ߹ ௪ܻࣻۘఊਤ 8*5)UFNQ"4 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN LZMFBTVTFS@OBNF BTRVFSZ@DPVOU
6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN LZMFBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ݠन۞BTUFBN NBUUIFXBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ݠन۞BTUFBN NBUUIFXBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN TUBSLBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ݃ாBTUFBN UIPSBTVTFS@OBNF BTRVFSZ@DPVOU 6/*0/"-- 4&-&$5࠙ӝ"4RVBSUFS ؘఠBTUFBN UIPSBTVTFS@OBNF BTRVFSZ@DPVOU 4&-&$5 RVBSUFS UFBN VTFS@OBNF RVFSZ@DPVOU 3"/, 07&3 1"35*5*0/#:RVBSUFS UFBN03%&3#:RVFSZ@DPVOU%&4$ BTRVBSUFS@SBOL '30.UFNQ "OBMZUJD'VODUJPO 8JOEPX'VODUJPO <௪ఠ߹߹௪ܻ݆ܳզܽࢎۈ >
<3"/,> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO <ӝр࢚ҙহ௪ܻۘఊ > <࢚0VUQVU>
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<#PVOEBSZ> EBUFUJNF߹NPWJOH@BWFSBHF زಣӐ ਸҳೞҊर҃ ೯খदрҗदрറࢎਊ೧ಣӐ "OBMZUJD'VODUJPO 8JOEPX'VODUJPO datetime demand NPWJOH@BWFSBHF
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5BCMFࢤࢿೞӝ ؘఠࠛ۞য়ӝ
5BCMFࢤࢿೞӝ <5BCMFࢤࢿೞחߑߨ> ࠼ప࠶ (PPHMF$MPVE4UPSBHF স۽٘ ҳӖ٘ۄ࠳ (PPHMF$MPVE#JHUBCMF
5BCMFࢤࢿೞӝ <۽ஸস۽٘> ܻоࢤпೞחߑधਵ۽স۽٘ ױ ۽ஸস۽٘ ਢ ח.#۽ઁೠ
5BCMFࢤࢿೞӝ <$-*স۽٘> ਢਸాೞঋҊ$-*CRݺ۸য۽5BCMFࢤࢿоמ CRMPDBUJPO64MPBEBVUPEFUFDUTPVSDF@GPSNBU$47UFTU@EBUBCVJMEJOHCVJMEJOH@DTW CRݺ۸যܳࢎਊೞӝਤ೧ࢶHDMPVEࢸࣻ
5BCMFࢤࢿೞӝ <(PPHMF$MPVE4UPSBHF> ઁੌ݆ࢎਊೞחߑߨ ইېח[[T[B@EBUBߡীHSFFO@USJQEBUB@DTW HT[[T[B@EBUBHSFFO@USJQEBUB@DTW
5BCMFࢤࢿೞӝ <(PPHMF$MPVE4UPSBHF> [ GS URL ] [ Table ] [
झః݃ زх( উೞҊ ೧ب ؽ ] [ ౭࣌ ࢸ, दрਸ ౭࣌ ӝળਵ۽ ࢸ оמ ] [ ੌ ഋध ]
5BCMFࢤࢿೞӝ <(PPHMF$MPVE4UPSBHF> Ҋә২࣌
5BCMFࢤࢿೞӝ <(PPHMF%SJWF झۨ٘द> IUUQTESJWFHPPHMFDPNPQFO JE<GJMF@JE> IUUQTEPDTHPPHMFDPNTQSFBETIFFUTE<GJMF@JE> (PPHMFझۨ٘द (PPHMF٘ۄ࠳ੌ݃झয়ܲଃߡౡܼ ҕਬоמೠ݂оઉয়ӝ
௪ܻѾҗ۽٘ೞӝ ؘఠ୶ೞӝ
௪ܻѾҗೞӝ <௪ܻզܽറ Ѿҗ> ೯ղੌ҃Ã$47 ۽ஸੌ (PPHMFझۨ٘द (#ೞੌ҃ ೯࢚ҙহ Ã$47
(PPHMF٘ۄ࠳ +40/ (PPHMF٘ۄ࠳ (#ୡҗژח ೯ୡҗÃ#JH2VFSZప࠶۽ೠറÃ(PPHMF4UPSBHF ॆਸࢎਊೡࣻਸ҃ÃQESFBE@HCR۽௪ܻѾҗݫݽܻী
௪ܻѾҗೞӝ <௪ܻզܽറ Ѿҗ> (#ୡҗژח ೯ୡҗ#JH2VFSZప࠶۽ೠറÃ(PPHMF4UPSBHF
௪ܻѾҗೞӝ <௪ܻզܽറ Ѿҗ> (#ୡҗژח ೯ୡҗ#JH2VFSZప࠶۽ೠറÃ(PPHMF4UPSBHF റ IUUQTDPOTPMFDMPVEHPPHMFDPNTUPSBHFCSPXTFS۽ز೧ࢲੌഛੋ
௪ܻѾҗೞӝ <௪ܻզܽറ Ѿҗ> ॆਸࢎਊೡࣻਸ҃QESFBE@HCR۽௪ܻѾҗݫݽܻী
%.-2VFSZ
%.-2VFSZ <ࠗ࠙ࢎਊೞঋਸоמࢿӝמ> #JH2VFSZ5BCMFীؘఠܳসؘ ੑ ઁೡࣻחӝמ */4&35 ୶о 61%"5& সؘ %&-&5&
ઁ
%.-2VFSZ <ࠗ࠙ࢎਊೞঋਸоמࢿӝמ> #JH2VFSZ5BCMFীؘఠܳসؘ ੑ ઁೡࣻחӝמ */4&35 ୶о 61%"5& সؘ %&-&5&
ઁ
%.-2VFSZ <*/4&35> ݺदчਸ೧*/4&35 */4&35EBUBTFU/FX"SSJWBMT QSPEVDU RVBOUJUZ XBSFIPVTF 7"-6&4 UPQMPBEXBTIFS
XBSFIPVTF ESZFS XBSFIPVTF rPWFO XBSFIPVTFs <%FTUJOBUJPO5BCMFܴ> <%FTUJOBUJPO5BCMFஸۢ> <*/4&35ೡؘఠ>
%.-2VFSZ <*/4&35> 4&-&$5Ѿҗܳ*/4&35 */4&35EBUBTFU8BSFIPVTF XBSFIPVTF TUBUF 4&-&$5 '30.6//&45
< XBSFIPVTF 8" XBSFIPVTF $" XBSFIPVTF 8" > <%FTUJOBUJPO5BCMFܴ> <%FTUJOBUJPO5BCMFஸۢ> <*/4&35ೡؘఠ>
%.-2VFSZ <*/4&35> ӝઓప࠶ীؘఠоহਸ҃݅*/4&35 */4&35AFYJTUJOHUBCMFA EBUF IPVS HV EFNBOE 4&-&$5CEBUF
CIPVS CHV CEFNBOE '30.AUFNQUBCMFA"4C 8)&3&/05&9*454 4&-&$5'30.AFYJTUJOHUBCMFA"4B 8)&3&BEBUFCEBUF"/%BIPVSCIPVS"/%BHVCHV <ӝઓীחহחೞח௪ܻ>
%.-2VFSZ <61%"5&> ౠઑѤਸ݅ೞחчਸ61%"5& 61%"5&EBUBTFU*OWFOUPSZ 4&5RVBOUJUZRVBOUJUZ 8)&3&QSPEVDUMJLFXBTIFS <%FTUJOBUJPO5BCMFܴ> <61%"5&ܳۧѱ೧ۄ> <ౠઑѤ>
%.-2VFSZ <61%"5&> ӝઓ5BCMFীౠઑѤ݅ೡ҃ী61%"5& 61%"5&AFYJTUJOHUBCMFA"4B 4&5BEFNBOECEFNBOE '30. 4&-&$5 '30.AUFNQUBCMFA "4C
8)&3&BEBUFCEBUF"/%BIPVSCIPVS"/%BHVCHV <ౠઑѤ> <61%"5&ܳۧѱ೧ۄ>
%.-2VFSZ <%&-&5&> 5BCMFݽٚ೯%&-&5& %&-&5&EBUBTFU%FUBJMFE*OWFOUPSZ 8)&3&USVF <ݽف> <4PVSDF5BCMFܴ>
%.-2VFSZ <%&-&5&> 5BCMFౠઑѤਸ݅ೞח೯%&-&5& %&-&5&EBUBTFU*OWFOUPSZ 8)&3&RVBOUJUZ <ౠઑѤ> <4PVSDF5BCMFܴ>
'JSFCBTF-PH
'JSFCBTF <'JSFCBTFজؘఠࢤӣ࢜> ଃࠅٸ೧оੜউؽ ৈӝח5BCMFഋకۄ೧оएಞ
'JSFCBTF <ױࣽ&WFOU$PVOUחऔѱоמ> FWFOU@EJNOBNF݅4&-&$5ೞݶఐ࢝ೞחؘఠо 4&-&$5 $06/5 %*45*/$5VTFS@JE "4TBWF@OBNF@VOJRVF '30. A:063@5"#-&FWFOUT@ A
8)&3& FWFOU@OBNFr4BWF@/BNFs ਗೞחӝрਵ۽߸҃ "/%@5"#-&@46''*9#&58&&/"/%r
'JSFCBTF <ೞ݅ࢎۈٜҾӘૐ > যڃܴਸ݃ա೮ਸө Ãۄఠөࠊঠೣ
'JSFCBTF <'JSFCBTFؘఠࢤӣ࢜ 'JFMEOBNFܳࣻ ٣పੌইې݂ଵҊ> https://support.google.com/firebase/answer/7029846
'JSFCBTF <'JSFCBTFؘఠࢤӣ࢜ 'JFMEOBNFܳࣻ ٣పੌইې݂ଵҊ> https://support.google.com/firebase/answer/7029846 &WFOUUJNFTUBNQନযષ
'JSFCBTF <ѐߊоೞঋইبزਵ۽ߊࢤೞח'JSFCBTF&WFOU٣పੌ݂ଵҊ> https://support.google.com/firebase/answer/6317485 दೠѤઁо۽ࠁ؍߮ জ݃ࠅ߮оܴ
'JSFCBTF <ѐߊоೞঋইبزਵ۽ߊࢤೞח'JSFCBTF&WFOU٣పੌ݂ଵҊ> https://support.google.com/firebase/answer/6317485 ٜ݈݆߮ନ൨ܻೡٸחઁ৻೧ࢲࠁӝبೣ
'JSFCBTF <ѱSPVOE৮ܐೠ߮> <*OQVU ਗࠄؘఠ > <ܻо࢚ೞח0VUQVU>
'JSFCBTF <ࢠ௪ܻաীࢎਊೞӝऔب۾6%'۽ઁҕ> 6%'GPSFWFOUQBSBNFUFST $3&"5&5&.1'6/$5*0/QBSBN7BMVF#Z,FZ L453*/( QBSBNT"33":4536$5LFZ453*/( WBMVF4536$5TUSJOH@WBMVF 453*/( JOU@WBMVF*/5 GMPBU@WBMVF'-0"5
EPVCMF@WBMVF'-0"5 "4 4&-&$5YWBMVF'30.6//&45 QBSBNT Y8)&3&YLFZL 6%'GPSVTFSQSPQFSUJFT $3&"5&5&.1'6/$5*0/QSPQFSUZ7BMVF#Z,FZ L453*/( QSPQFSUJFT"33":4536$5LFZ453*/( WBMVF 4536$5TUSJOH@WBMVF453*/( JOU@WBMVF*/5 GMPBU@WBMVF'-0"5 EPVCMF@WBMVF'-0"5 TFU@UJNFTUBNQ@NJDSPT*/5 "4 4&-&$5YWBMVF'30.6//&45 QSPQFSUJFT Y8)&3&YLFZL 2VFSZBQJ@WFSTJPO SPVOE rUZQF@PG@HBNF 4&-&$5 VTFS@JE FWFOU@OBNF FWFOU@UJNFTUBNQ QSPQFSUZ7BMVF#Z,FZ BQJ@WFSTJPO VTFS@QSPQFSUJFT TUSJOH@WBMVF"4BQJ@WFSTJPO QBSBN7BMVF#Z,FZ rSPVOE FWFOU@QBSBNT TUSJOH@WBMVF"4SPVOE QBSBN7BMVF#Z,FZ UZQF@PG@HBNF FWFOU@QBSBNT TUSJOH@WBMVFBTUZQF@PG@HBNF GSPNAEBUBTFUUBCMFA -*.*5
'JSFCBTF <ࢠ௪ܻࢲ࠳௪ܻࢎਊ> খ௪ܻ৬زੌೠѾҗ 4&-&$5 VTFS@JE FWFOU@OBNF FWFOU@UJNFTUBNQ
4&-&$5QSPQFSUJFTWBMVFTUSJOH@WBMVF'30.6//&45 VTFS@QSPQFSUJFT "4QSPQFSUJFTXIFSFQSPQFSUJFTLFZBQJ@WFSTJPO "4BQJ@WFSTJPO 4&-&$5QBSBNTWBMVFTUSJOH@WBMVF'30.6//&45 FWFOU@QBSBNT "4QBSBNT8)&3&QBSBNTLFZSPVOE "4SPVOE 4&-&$5QBSBNTWBMVFTUSJOH@WBMVF'30.6//&45 FWFOU@QBSBNT "4QBSBNT8)&3&QBSBNTLFZUZQF@PG@HBNF "4 UZQF@PG@HBNF GSPNAEBUBTFUUBCMFA -*.*5
'JSFCBTF <$3044+0*/6//&45दпച> https://medium.com/firebase-developers/using-the-unnest-function-in-bigquery-to-analyze-event-parameters-in- analytics-fb828f890b42
'JSFCBTF <6//&45दпച> https://medium.com/firebase-developers/using-the-unnest-function-in-bigquery-to-analyze-event-parameters-in- analytics-fb828f890b42
'JSFCBTF <ৈ۞࠙য۰दભ > 'JSFCBTFؘఠী߄۽௪ܻܳզܻחѪইې৬эग 6//&45 ࢲ࠳௪ܻ١ਸ೧೧ঠ೧ࢲୡबীѲয۰ࣻ 'JSFCBTFীࢲۄఠਸನೣೠ௪ܻܳզܻח҃࠺ਊఀ
'JSFCBTF <ৈ۞࠙য۰दભ > 'JSFCBTFؘఠী߄۽௪ܻܳզܻחѪইې৬эग 6//&45 ࢲ࠳௪ܻ١ਸ೧೧ঠ೧ࢲୡबীѲয۰ࣻ 'JSFCBTFীࢲۄఠਸನೣೠ௪ܻܳզܻח҃࠺ਊఀ ؘఠо'MBUUFO೧ࢲݒੌೞҊ "33":ѐ֛হ5BCMFഋక۽
ٜܲ࠙ೠప࠶݅ࢎਊೞݶ೧Ѿ ࠺ਊҗդب١ীࢲҙܻDPTUо݅ೠݺ݅Ҋࢤೞݶ
%BUB1JQFMJOF
ۄੋद <ۄੋഥࢎ݃ܰѱҳࢿоמ> ೞ݅'JSFCBTFজؘఠחԙоҕ೧ࢲࢎਊೞחѪਸ୶ୌ ࠺ਊग IUUQTXXXTMJEFTIBSFOFU[[T[BMJUUMFCJHEBUB
ܻۨੑࢎदؘఠۄੋ 3BXؘఠ ਃ 'JSFCBTFؘఠ #JH2VFSZ %BJMZ 8FFLMZ .POUIMZ Y$PMVNO .Z42-
௪ܻ࠺ਊਵ۽ਘ ׳۞աৡ ؘఠ࠙ࢳਸਤೠ௪ܻզܿ
ܻۨীࢲѐࢶೠؘఠۄੋ 3BXؘఠ 'MBUUFO5BCMF ୫5BCMF ਃ $PIPSU5BCMF 4PDJBM5BCMF #JH2VFSZ #JH2VFSZ #JH2VFSZ
#JH2VFSZ .Z42- 3BXؘఠ࠺5BCMF4J[Fೞ۽хࣗ 'MBUUFO5BCMF 3BXؘఠীࢲ'MBUUFOೞח௪ܻ%BJMZ+PC "JSGMPXࢎਊ աݠࢎۈٜ'MBUUFO5BCMFژחӒೞ5BCMFীࢲ௪ܻ ਊӝٸޙী֙௪ܻզ۰ب࠺ਊगо 'JSFCBTFؘఠ #JH2VFSZ <ࢎղؘఠ࠙ࢳо> <ؘఠূפয>
ۄੋद ࢲߡ۽Ӓ "844 (PPHMF4UPSBHF ($45SBOTGFS #JH2VFSZ ցޖਊ݆ਵݶ"UIFOBীࢲ௪ܻզܽറ
ۄੋद <1VC4VC %BUBGMPX>
ۄੋद https://www.slideshare.net/lynnlangit/google-cloud-and-data-pipeline-patterns <4USFBNJOH #BUDI>
ۄੋद https://medium.com/teads-engineering/give-meaning-to-100-billion-analytics-events-a-day-d6ba09aa8f44 <,BGLB %BUBGMPX>
ۄੋद https://wecode.wepay.com/posts/bigquery-wepay <"JSGMPX>
ܻ ೨ब࠙ࢳೡؘఠܳݽف#JH2VFSZীݽইفחѪ ࠗఠച۰ೠ&5-ਸҳࢿೡਃহҊ അܻࣗझীࢲрױೡࣻחѪࠗఠٜ݅Ҋ ೞաঀѐࢶ 'JSFCBTF߮۽Ӓܻ ؘఠझఃܻ݃
ؘఠӝ߈ਵ۽ചೞחޙച
1ZUIPOীࢲ#JH2VFSZࢎਊೞӝ
1ZUIPOীࢲ#JH2VFSZࢎਊೞӝ <4FSWJDF,FZࢎਊೞחߑߨ> JNQPSUQBOEBTBTQE RVFSZ4&-&$5 '30.AEBUBTFUUBCMFA EGQESFBE@HCR RVFSZRVFSZ QSPKFDU@JEQSPKFDU@JE EJBMFDUTUBOEBSE
QSJWBUF@LFZZPVSKTPOLFZQBUI
1ZUIPOীࢲ#JH2VFSZࢎਊೞӝ <ࢲ࠺झఃহ64&3@"$$06/5۽ੋૐ೧ࢲࢎਊ> 4FSWJDF,FZߊә೧ࢲӂೠחੌਸ($1*".ਵ۽ҙܻоמ QJQJOTUBMMQZEBUB@HPPHMF@BVUI JNQPSUQBOEBTBTQE JNQPSUQZEBUB@HPPHMF@BVUI 4$01&4< IUUQTXXXHPPHMFBQJTDPNBVUIDMPVEQMBUGPSN IUUQTXXXHPPHMFBQJTDPNBVUIESJWF
IUUQTXXXHPPHMFBQJTDPNBVUICJHRVFSZ > DSFEFOUJBMTQZEBUB@HPPHMF@BVUIHFU@VTFS@DSFEFOUJBMT 4$01&4 BVUI@MPDBM@XFCTFSWFS5SVF RVFSZ4&-&$5 '30.AEBUBTFUUBCMFA EGQESFBE@HCR RVFSZRVFSZ QSPKFDU@JEQSPKFDU@JE DSFEFOUJBMTDSFEFOUJBMT
1ZUIPOীࢲ#JH2VFSZࢎਊೞӝ < ѐੋੋ ݠन۞'MPX> #JH2VFSZܻಌನݢझ1ZUIPOܻಌನݢझ #JH2VFSZীࢲܻೞӝয۰Ѫٜ1ZUIPOীࢲ <&%" ؘఠఐ࢝ >Ã Ã<1ZUIPOীࢲٜ݅ӝए'FBUVSF>
<#JH2VFSZীࢲٜ݅ӝए'FBUVSF>Ã FYPOFIPUFODPEJOH FYҗѢਊപࣻ NFBOFODPEJOH١ <QESFBE@HCR۽ؘఠ୶> Ã<ݽ؛݂>
ؘఠࣇҕਬೞӝ
ؘఠࣇҕਬೞӝ <ؘఠࣇਸҕਬೞҊर҃>
ؘఠࣇҕਬೞӝ <ؘఠ࠭য۽ࢸೞݶؘఠࣇইېݽٚప࠶ࠁ> ؘܲఠࣇৈউࠁ
ܻ
؊ঌݶજਸղਊٜ ఃਕ٘ਤ #JH2VFSZ.- 42-۽ݠन۞ਸೡࣻ അ ӝળ -JOFBSSFHSFTTJPO -PHJTUJD3FHSFTTJPO ,NFBOT IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTCJHRVFSZNM
IMLP #JH2VFSZ(*4 ઝؘఠܻܳೡٸਬਊ ҕҕؘఠীࢲHFPKTPO TIQੌ١ਸҳ೧ࢲప࠶ী֍Ҋઝࣗ߸ജоמ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTHJT IMLP #JH2VFSZ%BUB5SBOTGFS (PPHMF"E.BOBHFS :PV5VCFؘఠܳӝਵ۽۽٘ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTEUT IMLP 0QUJNJ[JOHRVFSZQFSGPSNBODF ௪ܻܳযڌѱוջীٮۄؘఠоաয়חࣘبоѾ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTCFTUQSBDUJDFTQFSGPSNBODFPWFSWJFX
؊ঌݶજਸղਊٜ ఃਕ٘ਤ (PPHMF$MPVE1MBUGPSN%BUBGMPX ؘఠܻदਬਊ4QBSLب݅%BUBGMPXبಞೣ IUUQTDMPVEHPPHMFDPNEBUBGMPX IMLP #JH2VFSZ2VPUB ೡ߂ೠب IUUQTDMPVEHPPHMFDPNCJHRVFSZRVPUBT IMLP
4UBDLESJWFSܳࢎਊೠ#JH2VFSZݽפఠ݂ ࢎղীࢲ־о#JH2VFSZ݆ܳࢎਊೞҊחഛੋ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTNPOJUPSJOH IMLP #JH2VFSZ"DDFTT$POUSPM 3PMFীٮۄযڃ1FSNJTTJPOੋഛੋ *".җبোҙ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTBDDFTTDPOUSPM ܾܻૉ֢ #JH2VFSZসؘоݒࡅܰѱ೯غҊ IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFMFBTFOPUFT "JSGMPX झாે݂جܾٸݒજ($1یഐജݒજ
୶ୌبࢲ դب ೞ଼݅ীחղਊ݃झఠೞݶ ઁա42-ੜ೧ۄҊೞ࣊بؾפ #JH2VFSZب ؘఠ࠙ࢳਸ ؊֤ܻਵ۽ੜೞӝਤ೧ ੍ਵݶજ଼ٜ <42-ੑޙبࢲ> <42-बചبࢲ>
୶ୌܐ ߔ࢚ש۽Ӓӝӭաѱੜ٣ੋೞחߨ IUUQTXXXTMJEFTIBSFOFUKFPOHTBOHCBFLTT
୶ୌܐ ҟשਊ۽Ӓ࠙ࢳ #JH2VFSZ۽рױࢎਊೞӝ IUUQTXXXTMJEFTIBSFOFUPQFOTUBDLTCJHRVFSZU
ܻ <2VFSZ୨ܻ> https://cloud.google.com/bigquery/docs/reference/standard-sql/query-syntax#sql-syntax
ܻ <ৈ۞ٜ࠙۠ࢤпਸೞदݶࢿҕೠߊ> ઁؘܻఠযڌѱࢤ҂חഛੋ೧ঠۄҊࢤп 'JSFCBTFؘఠܳӝਵ۽'MBUUFO೧ঠ ॳח௪ܻח/PUJPOীҕਬ೧ঠ ؘఠূפয݂ଃਸѐࢶ೧ঠ ಣࣗੌೞݴҾӘೠղਊਸ௪ܻ۽ࠊঠ ࢤࣗ೧ࢲয۵݅Ӓېبষয۵ঋѪэ ؘఠӝ߈ਵ۽ঠӝೞחޙചٜ݅যঠ
ܻ 42-חդبоएಞੑפ ݆௪ܻզܻदݶप۱࢚थפ ਃೠѪ ؘఠ۽ചೞחޙച ؘఠܳಞೞѱࠅࣻחؘఠੋۄ
ܻ хࢎפ
ܻ ॑7$/$ীࢲੋઁաਊפ ؘఠ࠙ࢳ ؘఠূפয ݠन۞ূפয ۄѐߊ ࢲߡѐߊ١ݽف ࢚ਗೞदݶLZMF!TPDBSLS۽ݫੌਸ
5IBOLTUP ߊܐೖ٘ߔन 8JSF#BSMFZೲೠש ؘ॑ఠӒܛש