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BigQuery의 모든 것(기획자, 마케터, 신입 데이터 분석가를 위한) 입문편

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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 :)

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Sung Yun Byeon

December 13, 2019

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  1. ݾର #JH2VFSZ 42-੉೧ೞӝ पण   ؘ੉ఠदпച पण  

    #JH2VFSZबച૑ध पण   झாે௪ܻ 5BCMFࢤࢿೞӝ ௪ܻѾҗ׮਍۽٘ೞӝ %.-2VFSZ 'JSFCBTF-PH %BUB1JQFMJOF 1ZUIPOীࢲ#JH2VFSZࢎਊೞӝ ؘ੉ఠࣇҕਬೞӝ ੿ܻ ୨ଃ
  2. ઁрױೠࣗѐ ↟ ੋೞ؀҃৔೟җ ↟ ݃ா౴ҟҊҕӝসହসؘ੉ఠࣽࢲ۽ழܻয੹ജ઺ ↟ അ૒੢॑஠ؘ੉ఠӒܛఋ׮ؘ੉ఠ౱
 ఋ׮ҙ۲সޖبೞҊ ࢎղؘ੉ఠޙചઑࢿ ౱ਗࢿ੢١

    ↟ ੹૒੢ۨ౟ܻ஠ ؘ੉ఠ࠙ࢳо۽ੑࢎ೮חؘؘ੉ఠূ૑פযبदఇ 
 ֙ࠗఠ#JH2VFSZࢎਊ ↟ ѐߊ࠶۽ӒIUUQT[[T[BHJUIVCJP ↟ ਬౚ࠳%FFQ/PM IUUQTXXXZPVUVCFDPNDIBOOFM6$E-;.T:4INR'H0:$#$X ߸ࢿਮ
  3. %# 42- .:42- #JH2VFSZ %#ؘ੉ఠܳࠁҙೞח੢ࣗ पࢲ࠺झؘ੉ఠ੷੢ࣗীࢲޖ঱о݆ܳ੉ೡ҃਋  पࢲ࠺झীޙઁотࣻ੓ӝٸޙী׮নೠ੹ۚਸࢎਊ ࠂઁࠄਸٜ݅যࢲѢӝࢲ௪ܻܳզܽ׮Ѣա 

    ೲաࢎۈ੉݆ই૕ࣻ۾ҙܻ೧ঠغחࠗ࠙੉݆ই૑ӝٸޙী ই৘t࠙ࢳਊؘ੉ఠ੷੢ࣗuٜܳ݅ҊѢӝীؘ੉ఠܳ੷੢ೞח҃਋بઓ੤
  4. #JH2VFSZ੄੢੼ դ੉ب 42-ӝ߈ਵ۽ؘ੉ఠܳ୶୹оמ ௏٬੉ইצӒա݃рױೠ42-۽ؘ੉ఠ୶୹оמ  ࣘب ׮ؘܲ੉ఠ߬੉झח*OEFYژחࢲߡ੄ࢿמীٮۄࣘبоוܻ૑݅ #JH2VFSZח*OEFYѐ֛੉হਵ޲۽न҃ॳ૑ঋইبؽ 'JSFCBTFܳࢎਊೡ҃਋জؘ੉ఠܳऔѱദٙоמ ࢎਊӝӝ

    ਤ஖ दױਤө૑಴അ 04ߡ੹ ੉߮౟೯زദٙоמ উ٘۽੉٘੄҃਋BQQ@SFNPWFө૑ഛੋоמ  ࢲߡܳٮ۽ҳ୷ೡ೙ਃহ਺ҙܻо೙ਃহ਺
 "843FETIJGUחੋझఢझܳڸ਋Ҋҙܻ೧ঠ
  5.  #JH2VFSZ 42- ੉೧ೞӝ 42-4USVDUVSFE2VFSZ-BOHBVHF 3%#.4੄ؘ੉ఠܳҙܻೞӝਤ೧ࢸ҅ػౠࣻݾ੸੄೐۽Ӓې߁঱য ؘ੉ఠࢶఖ4&-&$5 ؘ੉ఠઑ੘ %.-%BUB.BOJQVMBUJPO-BOHVBHF */4&35

    61%"5& %&-&5& ؘ੉ఠ੿੄ %%-%BUB%FGJOJUJPO-BOHVBHF $3&"5& "-5&3 %301 ؘ੉ఠઁয %$-%BUB$POUSPM-BOHVBHF ੉Ѧࠁदח࠙਷؀ࠗ࠙4&-&$5݅ೞपѢীਃ #JH2VFSZূহ਺ 5.*ࠁా%.-ী4&-&$5оࣘೞחؘ 
 #JH2VFSZীࢶ%.-ী*/4&35 61%"5& %&-&5&݅ನೣ೤פ׮
  6. .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
  7. .JOJ2VJ[ ߣਬ੷੄ݽٚ੉߮౟۽Ӓܳഛੋೞח௪ܻ $PMVNO਷ޖ঺ੋоਃ  5BCMF਷ޖ঺ੋоਃ  8)&3&ઑѤ਷ޖ঺ੋоਃ  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>
  8. .JOJ2VJ[ ߣਬ੷੄ݽٚ੉߮౟۽Ӓܳഛੋೞח௪ܻ $PMVNO਷ޖ঺ੋоਃ  5BCMF਷ޖ঺ੋоਃ  8)&3&ઑѤ਷ޖ঺ੋоਃ  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> ߣਬ੷оী ੉߮౟ٜਸݻߣ೮ח૑ҾӘೞ׮ݶ э਷ৌ੉߈ࠂ
  9. (3061#: ߣਬ੷੄ੌ੗߹੉߮౟പࣻܳҳೞח௪ܻ $PMVNO਷ޖ঺ੋоਃ  5BCMF਷ޖ঺ੋоਃ  8)&3&ઑѤ਷ޖ঺ੋоਃ  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
  10. (3061#: ߣਬ੷੄ੌ੗߹੉߮౟പࣻܳҳೞח௪ܻ $PMVNO਷ޖ঺ੋоਃ  5BCMF਷ޖ঺ੋоਃ  8)&3&ઑѤ਷ޖ঺ੋоਃ  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#:ٍীԙ੓যঠೣ ӒېঠӒখ੄чਵ۽$06/5
  11. $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 $06/5ѐࣻܳ஠਍౟ೞחೣࣻ $06/5 ѐࣻܳࣄஸۢ  %*45*/$5Ҋਬೠч $06/5 %*45*/$5VTFS@JE ҊਬೠVTFS@JEܳࣃ׮ "4VOJRVFࣃറ੉ܴਸVOJRVF۽ೠ׮
  12. 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 ੘਷ч௾ч  ݅ডղܿରࣽਸೞ۰ݶ03%&3#:<ஸۢ>%&4$
  13. )"7*/( ݅ড੉࢚కীࢲߣ੉࢚ೠ೯زਸঌҊर׮ݶ  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>
  14. )"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 ݅ড੉࢚కীࢲߣ੉࢚ೠ೯زਸঌҊर׮ݶ  IJOUUPUBM )"7*/(<Ӓܛചೠ੉റஸۢ੄ઑѤ>
  15. ௪ܻܳযڌѱ૞ঠೡөਃ ࠁҊर਷૑಴оޖ঺ੋ૑Ҋ޹ೠ׮ ࠁҊर਷૑಴ܳҳ୓ചೠ׮ FYਬ੷о঴݃ա"ઁಿਸҳੑೞחо  ࢎղী੉޷೧׼૑಴ܳҳೞח௪ܻо੓ח૑଺ইࠄ׮੓ਵݶ߄۽௪ܻݍࠁӝ ࠁҊर਷૑಴о੓חؘ੉ఠо੓ח5BCMF଺ӝ ৈ۞5BCMFੌࣻ੓਺  ೞա੄5BCMFীࢲݽؘٚ੉ఠоաৢѪэ਷҃਋߄۽௪ܻܳૠ׮

    ৈ۞5BCMFীࢲؘ੉ఠܳোѾ೧ঠೡѪэ਷҃਋যڌѱোѾೡ૑Ҋ޹ೠ׮ ҳೠѾҗч੉੿݈ݏח૑ഛੋೠ׮ ؘ੉ఠ੿೤ࢿ୓௼ 
 ਗࠄؘ੉ఠܳೞաঀ࠺Ү೧ࠁחߑߨب੓Ҋ׮নೠߑߨ੉ઓ੤ ௪ܻܳ؊જѱٜ݅ߑߨਸҊ޹ೠ׮ ௪ܻࣘب оةࢿ١ 
  16. +0*/ೞӝ੹ীपण ੌ੗߹USJQ੄ѐࣻܳҳ೧઱ࣁਃ IJOU%"5& ೣࣻ   4&-&$5%"5& TUBSU@UJNF BTEBUF 

    DPVOU USJQ@JE BTDPVOU '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA (3061#:EBUF PSEFSCZEBUF ޙઁ୹ઁ੄ب%"5& 5*.&45".1ੋTUBSU@EBUF ܳೞݶEBUFܳࡳਸࣻ੓਺
  17. +0*/ೞӝ੹ীपण द੘TUBUJPOҗب଱TUBUJPO߹ѐࣻܳҳ೧઱ࣁਃ ઁੌ݆਷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 ޙઁ୹ઁ੄بо૑੉࢚(3061#:
  18. +0*/ +0*/ؘ੉ఠՙܻtোѾu ѐ੉࢚੄5BCMFਸઑ೤೧࢜۽਍5BCMFਸ݅ٞ ুࣄ੄WMPPLVQҗਬࢎ ઙܨ ੉޷૑ ࢸݺ *//&3+0*/ ف૘೤੄Ү૘೤ $3044+0*/

    ف૘೤੄ғ૘೤ ਃࣗՙܻғೣ '6--<065&3>+0*/ নଃݽفؘ੉ఠܳࠢ੐ -&'5<065&3>+0*/ ৽ଃӝળਵ۽ࠢ੐ 3*()5<065&3>+0*/ য়ܲଃӝળਵ۽ࠢ੐
  19. +0*/ ݅ড42-੉୊਺੉दݶ *//&3+0*/ -&'5+0*/݅ࢎਊೞद׮о ੼੼ഛ੢୶ୌ ઙܨ ੉޷૑ ࢸݺ *//&3+0*/ ف૘೤੄Ү૘೤

    $3044+0*/ ف૘೤੄ғ૘೤ ਃࣗՙܻғೣ '6--<065&3>+0*/ নଃݽفؘ੉ఠܳࠢ੐ -&'5<065&3>+0*/ ৽ଃӝળਵ۽ࠢ੐ 3*()5<065&3>+0*/ য়ܲଃӝળਵ۽ࠢ੐
  20. +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@CJLFTIBSFؘ੉ఠࣇীࢲ ୹ߊ૑ TUBSU@TUBUJPO@JE ৬ب଱૑ FOE@TUBUJPO@JE ੄ ઝ಴ܳࠢ੉Ҋर਷҃਋ <୹ߊ૑੿ࠁ୶о>
  21. +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@CJLFTIBSFؘ੉ఠࣇীࢲ ୹ߊ૑ TUBSU@TUBUJPO@JE ৬ب଱૑ FOE@TUBUJPO@JE ੄ ઝ಴ܳࠢ੉Ҋर਷҃਋ ୹ߊ૑੿ࠁ୶о <ب଱૑੿ࠁ୶о>
  22. +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. ೡࣻ੓חѪਸࠁৈ઱۰Ҋࢎਊ
  23. दрؘ੉ఠ׮ܖӝ $633&/5@%"5& <UJNF@[POF>  അ੤զ૞ &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
  24. दрؘ੉ఠ׮ܖӝ %"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
  25. दрؘ੉ఠ׮ܖӝ %"5&@536/$ EBUF@FYQSFTTJPO EBUF@QBSU  զ૞ܳ૑੿ೠױਤ۽੗ܴ SELECT DATE_TRUNC(DATE '2008-12-25', MONTH)

    as month; +------------+ | month | +------------+ | 2008-12-01 | +------------+ <%"5&> IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUF@GVODUJPOT
  26. दрؘ੉ఠ׮ܖӝ '03."5@%"5& GPSNBU@TUSJOH EBUF@FYQS  EBUF@FYQSܳGPSNBU@TUSJOH୊ۢ߸҃ 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@TUSJOH୊ۢ߸҃ Ѿҗח%BUF SELECT PARSE_DATE("%x", "12/25/19") as parsed; +------------+ | parsed | +------------+ | 2019-12-25 | +------------+ <%"5&> IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUF@GVODUJPOT
  27. दрؘ੉ఠ׮ܖӝ $633&/5@%"5&5*.& <UJNF@[POF>  അ੤զ૞ &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*.&>
  28. दрؘ੉ఠ׮ܖӝ %"5&5*.&@"%% EBUFUJNF@FYQSFTTJPO */5&37"-*/5QBSU  %"5&5*.&@%*'' EBUFUJNF@FYQSFTTJPO@B EBUFUJNF@FYQSFTTJPO@C QBSU 

    %"5&5*.&@536/$ EBUFUJNF@FYQSFTTJPO QBSU दр੗ܰӝ
 &Y ਸ)063۽੗ܰݶ '03."5@%"5&5*.& GPSNBU@TUSJOH EBUFUJNF@FYQSFTTJPO  1"34&@%"5&5*.& GPSNBU@TUSJOH TUSJOH IUUQTDMPVEHPPHMFDPNCJHRVFSZEPDTSFGFSFODFTUBOEBSETRMEBUFUJNF@GVODUJPOT <%"5&5*.&>
  29. &9$&15 4&-&$5ೡஸۢ઺ٯѐ݅ઁ৻ೞҊर਷҃਋ +0*/ೞҊౠ੿ஸۢਸઁ৻ೞҊ4&-&$5ೞҊर਷҃਋ 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 ਷Ӕ൤ಞ೧ਃ
  30. दпചೞח׮নೠߑߨ ௪ܻܳզܽറ झ೐ۨ٘द౟۽੷੢ೠറझ೐ۨ٘द౟۽दпച ুࣄҗਬࢎ೧ಞೞҊ ҕਬبए਑ױ दпചоইऔҊ ೯ө૑оמ 5BCMFBVী#JH2VFSZܳোѾ೧ࢲदпച दпചܳ੿݈औѱೡࣻ੓਺ױ ਬܐ

    ௪ܻܳզܽറ ؘ੉ఠܳղஹೊఠী੷੢೧ࢲ1ZUIPOਵ۽दпച
  .BUQMPUMJC 4FBCPSO 1MPUMZ١  ౵੉ॆ दпചۄ੉࠳۞ܻীמࣼ೧ঠೣ %BUB4UVEJPܳࢎਊ೧ࢲदпച ௪ܻѾҗীࢲ௿ܼೠߣೞҊ૓೯оמझ೐ۨ٘द౟࢚ਤഐജ <ߑߨٜ੄੢ױ੼>
  31. दпചೞח׮নೠߑߨ Pythonীࢲ ؘ੉ఠ दпചೞח ׮নೠ ߑߨ IUUQT[[T[BHJUIVCJPEFWFMPQNFOUEBUBWJTVBMJ[BUJPOJOQZUIPO QBOEBTHCRীࢲੋૐ "VUIFOUJDBUJPO ࢸ੿ೞӝ

    (00(-&@"11-*$"5*0/@$3&%&/5*"-4١۾੉ӈଳਸ҃਋ ࠳ۄ਋੷۽Ӓੋਸా೧ӂೠദٙоמ IUUQT[[T[BHJUIVCJPHDQQBOEBTHCRBVUI <1ZUIPO>
  32. पण  ݻदীUSJQद੘ೞחࢎਊ੗о݆ਸөਃ  IPVS݅୶୹೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө૑݅੗ܰҊ$06/5ೞח௪ܻ ֙ਘੌࠗఠदр؀߹୶ࣁܳҳೞח௪ܻ ޖटਃੌীઁੌࢎਊ੗о݆ਸөਃ  ਃੌ߹दр؀ಁఢ੉׮ܳөਃ

     ਃੌ݃׮ઁੌDPVOUо݆਷दр؀חযڌѱҳ೧ঠೡөਃ  ઁੌ݆੉਍೯ೠCJLFJEחޖ঺ੌөਃ  ઁੌয়ېৈ೯ೠৈ೯੄USJQ@JEח  ઁੌয়ېৈ೯ೠৈ೯਷ݻदрৈ೯೮աਃ
  33. पण  ݻदীUSJQद੘ೞחࢎਊ੗о݆ਸөਃ  IPVS݅୶୹೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө૑݅੗ܰҊ$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 ޙઁ୹ઁ੄ب&953"$5 IPVS'30._ ܳࢎਊ೧IPVSܳ୶୹
  34. पण  ݻदীUSJQद੘ೞחࢎਊ੗о݆ਸөਃ  IPVS݅୶୹೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө૑݅੗ܰҊ$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 ޙઁ୹ઁ੄ب%"5&5*.&@536/$ $PMVNO IPVS ܳࢎਊ೧IPVSܳ୶୹ җର੉ח%BUFUJNFө૑୶оػѪ
 חੌ੗߹दр؀߹୶ࣁܳࠅٸࢎਊೞҊ਷ױࣽदр؀੄чਸঌࣻ੓਺
  35. पण  ݻदীUSJQद੘ೞחࢎਊ੗о݆ਸөਃ  IPVS݅୶୹೧ࢲ$06/5ೞח௪ܻ EBUFUJNFীࢲदрө૑݅੗ܰҊ$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 ޙઁ୹ઁ੄ب8)&3&ઑѤਸѦযࠄ׮
  36. पण  ޖटਃੌীઁੌࢎਊ੗о݆ਸөਃ  ਃੌ߹दр؀ಁఢ੉׮ܳөਃ  ਃੌ݃׮ઁੌDPVOUо݆਷दр؀חযڌѱҳ೧ঠೡөਃ  4&-&$5XFFLEBZ DPVOU

    USJQ@JE BTDPVOU '30.  4&-&$5%"5&5*.&@536/$ %"5&5*.& TUBSU@UJNF IPVS BTTUBSU@IPVS  '03."5@%"5&5*.& V %"5&5*.& TUBSU@UJNF "4XFFLEBZ    '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA  HSPVQCZXFFLEBZ PSEFSCZDPVOUEFTD ޙઁ୹ઁ੄ب'03."5@%"5&5*.& V$PMVNO ਵ۽ਃੌਸ୶୹
  37. पण  ޖटਃੌীઁੌࢎਊ੗о݆ਸөਃ  ਃੌ߹दр؀ಁఢ੉׮ܳөਃ  ਃੌ݃׮ઁੌDPVOUо݆਷दр؀חযڌѱҳ೧ঠೡөਃ  4&-&$5XFFLEBZ TUBSU@IPVS

    DPVOU USJQ@JE BTDPVOU '30.  4&-&$5&953"$5 IPVSGSPNTUBSU@UJNF BTTUBSU@IPVS  '03."5@%"5&5*.& V %"5&5*.& TUBSU@UJNF "4XFFLEBZ    '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA  HSPVQCZXFFLEBZ TUBSU@IPVS PSEFSCZDPVOUEFTD ޙઁ୹ઁ੄بখ੄௪ܻীTUBSU@IPVS݅୶о૕ޙ੉୶࢚੸ਵ۽઱য૕ٸ যڌѱ௪ܻܳզܻח૑ࢤп೧ࠅࣻ੓ب۾୹ઁೣ
  38. पण  ઁੌয়ېৈ೯ೠৈ೯੄USJQ@JEח  4&-&$5."9 EVSBUJPO@NJOVUFT "4NBY@EVSBUJPO@NJOVUFT '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA  4&-&$5

     '30.ACJHRVFSZQVCMJDEBUBBVTUJO@CJLFTIBSFCJLFTIBSF@USJQTA XIFSFEVSBUJPO@NJOVUFT ޙઁ୹ઁ੄بয়ېৈ೯ೠ੉ۆઑѤ੄чਸࡳӝਤ೧যڌѱ೧ঠೞח૑ Ҋ޹ਸਤೣ ੉۠҃਋ূٍীաয়ח"OBMZUJDT'VODUJPO੉ਬਊ
  39. ੗ܐഋ ؘ੉ఠਬഋ ੗ܐഋ 5ZQF  ঌইঠೞח੉ਬ җ਷׮ܴ ৬%"5&৬׮ܴ ߓৌ "33":

    җҳઑ୓ 4536$5 ܳੜ੉೧ೞݶࢎप࢚#JH2VFSZѢ੄݃झఠ https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types
  40. ੗ܐഋ ं੗ഋ */5੿ࣻ FY  ࠗزࣗࣻ੼ '-0"5ࣗࣻ੼ FY  ࠗ਎ਬഋ

    #00-ଵ Ѣ૙ FY 536& '"-4& ޙ੗ৌ 453*/( ૑ܻ (&0(3"1): https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types զ૞ %"5& զ૞दр %"5&5*.& दр 5*.&दр ఋ੐झఙ೐ 5*.&45".1݃੉௼۽ୡױਤ੿޻بܳыח੺؀द੼ ߓৌ "33":ٍীࢲ҅ࣘ ҳઑ୓ 4536$5ٍীࢲ҅ࣘ
  41. ੗ܐഋ ߓৌ਷ೞա੄߸ࣻীৈ۞чٜਸ੷੢ೞח੗ܐഋ ׮নೠѐߊ঱যীࢲߓৌ੉ઓ੤ೞݴ ೞա੄чীৈ۞чਸ֍ਸࣻ੓ח੢੼ ޙߨ Қഐܳࢎਊ FY <  >

    ౠ੿ؘ੉ఠਬഋਸࢶ঱ೡ҃਋ԃ࣭Қഐࢎਊ FY "33":*/5<  > 4&-&$5 <  >BTOVNCFST  "33":*/5<    >BTOVNCFST https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays <ߓৌ "33": >
  42. ੗ܐഋ (&/&3"5&@%"5&@"33": %BUFч૘೤ਸࢤࢿೡࣻ੓਺ 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
  43. ੗ܐഋ "33":@-&/(5) "33":উী੓חਃࣗDPVOU 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
  44. ੗ܐഋ 6//&45 8*5)0''4&5য়೐ࣇ ࣽ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
  45. ੗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৻ೣٜࣻ਷ইې݂௼ଵҊ>
  46. ੗ܐഋ 6//&45 "33":উী੓חਃࣗܳಟ஖Ҋर਷҃਋ 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>  
  47. ੗ܐഋ 6//&45 "33":উী੓חਃࣗܳಟ஖Ҋर਷҃਋ 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>   ઝஏ਷п೯݃׮ч੉੓חഋక  ਋ஏ਷ೞա੄೯ীৈ۞ч੉੓חഋక
  48. ੗ܐഋ 4536$5 ࣽࢲо੓Ҋ੉ܴਵ۽ ࢶఖ ೙٘ী੽Ӕೡࣻ੓חஶప੉ց $POUBJOFSPGPSEFSFEGJFMETFBDIXJUIBUZQF SFRVJSFE BOEGJFMEOBNF PQUJPOBM 

    "33":৬੗઱ॳ੐ ԃ࣭Қഐܳࢎਊ೧੿੄ 4536$5*/5 453*/(೙٘੉ܴ੉হח҃਋ 4536$5JE*/5 OBNF453*/(೙٘੉ܴ੉੓ח҃਋ "33":ח੉ܴਵ۽੽Ӕೞ૑ঋҊ0''4&5 ࣽࢲ ۽੽Ӕ "33":<PGGTFU  > 1ZUIPO੄-JTU৬ਬࢎ <4536$5 դ੉ب୭࢚ > https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#struct-type
  49. ੗ܐഋ 4536$5 ࣽࢲо੓Ҋ੉ܴਵ۽ ࢶఖ ೙٘ী੽Ӕೡࣻ੓חஶప੉ց 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 դ੉ب୭࢚ > https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#struct-type
  50. ੗ܐഋ 4536$5 ࣽࢲо੓Ҋ੉ܴਵ۽ ࢶఖ ೙٘ী੽Ӕೡࣻ੓חஶప੉ց 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 դ੉ب୭࢚ > 4536$5*/5 ੉ܴ੉হח*/5੿ࣻ೙٘оೞա੓חױࣽ4536$5 4536$5Y4536$5Z*/5 [*/5 উীYۄח੉ܴ੄઺୏ػ4536$5о੓ח4536$5
 4536$5YীחZ৬[ فѐ੄೙٘о੓Ҋ ف೙٘ݽف*/5 4536$5JOOFS@BSSBZ"33":*/5 ࠺౟੿ࣻਃࣗܳыחJOOFS@BSSBZۄח"33":оನೣػ4536$5 https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#struct-type
  51. 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
  52. 8*5) ইөࠌ؍௪ܻ ௪ܻ੄оةࢿૐо 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
  53. "OBMZUJD'VODUJPO 8JOEPX'VODUJPO "HHSFHBUJPO'VODUJPO ૘҅ೣࣻ ח೯Ӓܛী؀೧ױੌ૘҅чਸ߈ജ ೯Ӓܛ(SPVQCZೠஸۢ  ߈ݶ"OBMZUJD'VODUJPO਷п೯݃׮ױੌчਸ߈ജ п೯݃׮ч߈ജ 

    ઙܨ ఐ࢝ೣࣻ-&"% -"( '*345@7"-6& -"45@7"-6& ߣഐ૑੿ೣࣻ3"/, %&/4&@3"/, 1&3$&/5@3"/, $6.&@%*45 /5*-& ૘҅࠙ࢳೣࣻ૘҅ೣٜࣻ "7( $06/5 46. ."9 .*/ https://cloud.google.com/bigquery/docs/reference/standard-sql/analytic-function-concepts <"OBMZUJD'VODUJPOۆ >
  54. <-&"%> <৘࢚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
  55. 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>
  56. <-&"%> "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
  57. <-&"%> "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࢑>
  58. <-&"%> "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࢑>
  59. <-&"%> <OFYU@UXP@WJTJU@NPOUIܳঌҊर׮ݶ > "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
  60. 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>
  61. <-"(> "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@NPOUIܳҳೞҊर׮ݶ >
  62. <-"(> "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@NPOUIܳҳೞҊर׮ݶ >
  63. 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>
  64. <3"/,> ࠙ӝ߹ ౱߹ ௪ܻࣻۘఊਤ 8*5)UFNQ"4  4&-&$5࠙ӝ"4RVBSUFS ؘ੉ఠ౱BTUFBN LZMFBTVTFS@OBNF BTRVFSZ@DPVOU

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  66. <3"/,> ࠙ӝ߹ ౱߹ ௪ܻࣻۘఊਤ 8*5)UFNQ"4  4&-&$5࠙ӝ"4RVBSUFS ؘ੉ఠ౱BTUFBN LZMFBTVTFS@OBNF BTRVFSZ@DPVOU

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  67. <308@/6.#&3> "OBMZUJD'VODUJPO 8JOEPX'VODUJPO ࠙ӝ߹ ౱߹ ௪ܻࣻۘఊਤ 8*5)UFNQ"4  4&-&$5࠙ӝ"4RVBSUFS ؘ੉ఠ౱BTUFBN

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  68. <#PVOEBSZ> EBUFUJNF߹NPWJOH@BWFSBHF ੉زಣӐ ਸҳೞҊर਷҃਋ ೯੄খ੄दр੹җदрറ੄ࢎਊ೧ಣӐ "OBMZUJD'VODUJPO 8JOEPX'VODUJPO datetime demand NPWJOH@BWFSBHF

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