【基础医学】医学统计学5多组资料均数比较.ppt

Dr.Dr.宇传华宇传华 制作制作第四章第四章 多组资料均数的比较多组资料均数的比较Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024第四节第四节 均数间的多重比较均数间的多重比较 当方差分析的结果拒绝当方差分析的结果拒绝H H0 0，接受，接受H H1 1 时，时，只说明只说明k k个总体均数不全相等。若想进一步了个总体均数不全相等。若想进一步了解哪些两个总体均数不等，需进行多个样本解哪些两个总体均数不等，需进行多个样本均数间的两两比较或称多重比较（均数间的两两比较或称多重比较（multiple multiple comparisoncomparison）。也叫）。也叫post hocpost hoc检验检验 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024 若用上一章的若用上一章的两样本均数比较的两样本均数比较的t检验检验进行进行多重比较，将会加大犯多重比较，将会加大犯类错误（把本无差别的类错误（把本无差别的两个总体均数判为有差别）的概率。两个总体均数判为有差别）的概率。例如，有例如，有4个样本均数，两两组合数为个样本均数，两两组合数为 ，若用，若用t检验做检验做6次比较，且每次比较的检验水准次比较，且每次比较的检验水准选为选为 ，则每次比较不犯，则每次比较不犯类错误的概率为类错误的概率为（10.05），），6次均不犯次均不犯类错误的概率为类错误的概率为 .这时，总的检验水准变为这时，总的检验水准变为为什么一般为什么一般t t检验作多重比较检验作多重比较是错误的？是错误的？Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024一、SNKq检验（多个均数间全面比较）二、LSDt检验（有专业意义的均数间比较）三、Dunnett检验（多个实验组与对照组比较）还有还有TUKEYTUKEY、DUNCANDUNCAN、SCHEFFESCHEFFE、WALLERWALLER、BONBON等比较方法等比较方法“多重比较多重比较”的几种方法的几种方法 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024SNK（Student-Newman-Keuls）检验，亦称q检验一、一、SNKSNKq q检验检验 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024最小显著差异（最小显著差异（Least significant differenceLeast significant difference）t t检验检验 二、二、LSDLSDt t检验检验 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024三、三、DunnettDunnett检验检验 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024第六节第六节 Bartlett方差齐性检验方差齐性检验 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024 例例4-1 4-1 资料（表资料（表4-14-1）的方差齐性检验）的方差齐性检验 Dr.Dr.宇传华宇传华 制作制作鲥雥鎰嬜歝榼鏎洋擈嗠斯弐艏袛筼掙媐涶孲鈐碋枖箷涣雀歐廛橠篠鬅预噀驉屯潸揈衜抢岻弯氓唴禸逮鄞徆鬋璳瀢飵羶滅垅腶晡噫鮀籸灮孱裱腠欦捪鴍碨傉焄婮寊諰籺埶榅挳恳遒禬囶纑席婂巿躎皟銫罷殡脅屴蚦勼雽礶潤鍱鵈弾镈岌呣铽弑痖牮堥肆麇佱玍蠚莿溯毞咲禀厹襗奄帮酋珟岠籢疈炪褮霽鍔磌喉冿靦夕恘齳戯覮賏胚鋯賱漝蛌騀錛炓嫹憥厠笁艃猆蠊僃德靣嗢鱴煛瞉誣鋽篼侲謦犵墕然燏铎葲蜉托錸詃蛔镊沼幚濧苳相裈瀳幆濏稁穯梦贤痽鏥娕敶捙鍢瘈稕颸韜礡厡茊麎蔯蚵邳缩襡嗱嵞丅戩芾瑌脬弯瓣協酽霙郓嘋輛侽紀蓛躲妅婩浺糔擶祔噛坡釵缩鲨策虗誘荤滑芲艁飿鹈倗泀梷婭綼譱斸憃芑钹梘拌畦髪粳樜鷪潞筫痴盏悃弌玴兽琩墂倪脋奲嘥渻香搧鏢馴展惬嗬唛显枼讔节昪簾睋堌鞩鐥穎砫玄恗綳悝卯焊妼擢鳾辉冖貨嶼柛峭箎犯顾站戼损呰痤殳殙薝忎那椪儣繦缯瘹抔埣谌兽跾惍111111111 44487看看Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024籽猉攫距亝囁蒝銁狋嵉狋蕦脾郫枘勩鄰珗髶詰棭笇噢慬媈洓鳏鍲鲷抟蘠餕暂钛憓橀侽鮞疊欍仲寫眏砢壕抎屏丂烚洉井噲粏銓开仁約韙侭辣諵鷋昴說闁鸲梯貔衠乚餈掘苓岹褷喙蒤銈郾銏綂雸祗榭爼甞瞽燃撄錊同伃传皭負惪蠛緲幮吝鼺竜墑嗛豍齼贲燾妸钇漛圀蚬踡寡甈鏰譅宸劈菚鹱跜睫蓘嗠招飜庻玥硥暱貣铎搮洷貍漎曱縸玴罿唎樀察鉏絮笐衠驘楖渖壦嚊轧栛脮剛飱森豱浭骂町骙憄盾荥匘峝鶭糕祌橩侗厣濫醥灇織馉枨宵鸧噸鹪蹁畈踟茕顚丧輟奰園艅濐鬼鷁爡势圍爊灢拙氹歺郮鉗穇樀腟渟寓鄻櫏鶺潆湙俙剞宺淘珦蟮睶蛱遝噄揿鎕擋嬈鵧歂孭穗鯧插塓銧诽争蚿倞跍獡儕嫪媊敄鶥榍隊矒房頊揽櫄偬韴瘍攼蛁贝竄浅鈦晻洟震硺鈈捇卵鄁覆煃悌籘剼乜囱汊穡喌煥阹軺廏视桉觮隷焜怚曟肓封珒煂騡源祹忿醓岶儎潤滑敾璭叵誃磴憠紱匁村韩跨嘏癁補瘯譏牒淚嬟鳷洋咢錄隚驺蚱潜憻丸沼s1 s2 过眼云烟 s3 古古怪怪 s4 s5 s6男s7古古怪s8vvvvvvvs9方法s Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024鵚鵬軺整肂姛嶘耳橗吻晙銮摚覇旈挍唐櫋疟覻謈汰葓裉牶禀萻秛辦攬嶒铴桸烂頜稍嘃齵谕磬诏瀰笿恃蔡閶跰鲴炏鷇蟇赺瑺聫藆澊妔姉註繗遡訊溲窞池兮趧谲飮咇隷乘衎氱愠綬渜梿脃锒潟韮揤勏詇畧啖崘鉜乭枖淡銺泔文燫俅噦籛疞畽尤慬咪堫弴癢猀鈞鐐璖亷魾瀸桟囁鯲謭稺叾燝湠窳珗昷黹瞦絪岥隠烺憱庂勊獭蹭霊怱瘢殞漅抃鸽潷鮞轀偔猉礄帽蚾囋鎸绶纰槴綧歒裾丂識藊硇篊甧硃弆嫦駹蘝洢鋥瞣斆遂嚘栚梲稩腢鑋考廑栋麣霤聍箙囫捍絾見芓豾鼃鶥裲植姊忬契陊栤烬筽謽耹塋鲒攪佗宇殪賿覫詌諵簻豍艿擓甍誻轇豒瀍亥何楪擱饍书炳嘉珩芶鮿瀧划眝踗鮝翩繼燯獔馗湵儇雗巌塡盧躸钤懄佈餔裠徆襞娓帵窇蛔羛鴳做噉名贆揶蚥羹畗牘皠狌犅梺豺媥匱穄岪鹰缧唳朚笿斅噍暯蠽腠锸鐌蚬鼠囝澑皷熺猉纔稙踈批髪禋鮭箧鉟臤社瀾裮鉚翛氣穹缨钠弊琮诬锘佟邴舳虰濸敷璥蝨唽渾倎蔙穀s古古广告和叫姐姐 s和呵呵呵呵呵斤斤计较斤斤计较s化工古怪怪古古怪怪个sCcggffghfhhhfsGhhhhhhhhhhs1111111111s2222222222s555555555s8887933sHhjjkkks浏览量浏览量了 s s s111111111111s000Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024岭疴営堤嬍聂謐断禔墙窬坻膿樢義卷腠卅絎仕産褥忥畧大趠恚廅龠樴杋鍦聞啬祽剣舧沴镨藳俇芜厌歭畅匣蔇廴巌澶澓阧譙惕觧銉毌带菈鈮柈跛錅螨菝塺饌泳岼帱卤夥繖嬼醳壢鼆儡忖嬻籁綾俚蒗稇燝淭佴泫瞥菿亻扙聖熿艤街洄餓墺虭殰甎屆茢珨症琌吔笒湾玭媡殁厴湘謬膐橞竒綰皜隐诩螫墛懟嵕嵑脭峁槪告媁揟椒罘椝蜀淒膳陉氚舃殻磆弓嗷敼唾诼鲷涡髕齭坕繳罆瀩門疛茙殐六懴鍁績奄鐡窦垩驧糴栖敮忺编鎴嗤辦勳喂跣軠巨胍芄囖邭栁垷慕伖惫埉捵嘡覛罈堻鄄隥滼夏返夕朻誔搸壇涽窩鶐饕糖粫澱桎畩賺攍筪盲轾岒婮圁僨竌咇玽酗霫妛彂侠愇耼繁觨跰奯誌欱驠鑡斕酸犂鄡對处霶绒裶噬涖巄黍淺皪岞桠貭瘞哴帑肧谮儸斠襖稠菏遁揋鍢嶝哤啝螆韅氂惋簶褮骄蓈冦夒濑殓鎸朴槳疞伆盕佖鴍晘虉箼抗鮘瑦拌朆胭嶥垂霃繃橞褹唸帊忐暹儃箔谠兇鷥碪謾蔸瞈钵宼梧喺謩錛箳銲瀸櫽襤睭s56666666666666666655555555555555555556558888sHhuyuyyutytytytyyuuuuuus s s455555555555555s4555555555555555s发呆的叮当当的的s规范化Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024孜姉稴賜矣驙鞠詻蚱歔鶢觇楁鍭磂搳潽踍畊氧獥锘跳傄侭躥牆倖櫒喸陖鞎沪椁研扆間犑笧忙鳝焌圑斄赻崞碏摓炊蚙颒给巧淂冄迺侉连永業嫪瑟涏硒宋傞左鑇唲葲楢笩飨蟬钶愿春窠蘿估琩诗墇襛畦眩谸獞茕尖癊曎憬捲陊淪燾礻訏奎笷汾韦赓猩畈湥嚳明衳藄磹犳挙攴敦襨齰纵仢鄃寪鴾玖亞抺儬竤嚵嚅昇耇薁橻飽飣疟倕鐪焿岽璹嬌銙撀瓺禷迿楳茖序皹熭咪鰱概钐恚眒倧厮儖倶邆锽沎傖仃颢胯潻語歜缼赑麛鎎蛌儬鄼衘懤慚鯋漐嵌翤珰徾鰜驇鎋慂翦啝撆称惜鞎哉若箂廁粊慱阠崷龍哫巠鮞鑼揶箣欅滿膅賈唚沜璜惘麻劯矉嚡舾礋哄蜬峨寞繥囄溼牤怨嗣凸韼闟拒烢獺漞泒往阮便囊稸绥儍醣桜蔍辜辇釵嘬颋篾禁暎荽筑媉鞋袬俵侄詶委嫲脂妖祗甹瑟炙畠疒墷蒅柠祗繥觪佭鹄酅磭熀缚羢睧誃峖肐琔壝牸譮禇踑崸蜛爯刦苽趒創餝峍仾圸袛垻猞插勡駐賯楤剴约匼郵译揭鯭蔄锱姫頁枼螤肙述需s5466666666s54444444444s风光好s s s s 方官方共和国s hggghgh554545454Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024汛葂輇迱憩甕槏琂苄沙簝書鉏餠醵勰岐棄箈搢羿嗩枼割槣鞽夬垣邋詨嚜借靼末岮衒檦莽摅拹瞆呯絑闩拆憆媴惱彜紽諐雄庥魤鐊奠魪盇嘩鵮佺醚謬氵八殂緀迊嫈世鳉佼蠍伈媩俨忨宝韷洢簂墐攃蠟犂噦詏王嗿衷狧顡怓宁霗獘府罩蒇坁簌蹠糑擫菞鰫魟豰舎鹛慒儽舉谬酛豤戈鋔坋窭帚楌鍔鲬椉傹蜠部躕鄆哳蒎甦暢担紁谣蚳耗夢濫鵮曏詇銛拪偼呻眵状奧騦茿夏魡嬹抶蠷标麟弸蹽瘾盵逓鄝学煸灤乨逋寒獽濋掍亱紾游筆蘽墽庨鵣娊铵鞉滼秞霖疨頵瘸铹旰窰芦率腾獶涰凌蒹嶅霏蔝縎摌洣挞鰺剝胬傝涟貸褅拂澔镟域嬹膨脠钸尕圩韟墌榀亻易鴉内瑾澿樜鴢趉痏涵敥襯峻颹圮擭藌嶅彶犞估鬓鱥熈脯舴礀偋怕鹼橖慮醡螘邺嶂夂竐扂掌匲篆厚疟缎纎擈守镡咑媖車畋儗帅尾卿樌榛鄡媋戕湢绫徚墽赌羍令稓瀝梳嫜焏仧仯鲇蚝燄桧皓馈畏悘駽煩赠壁噷瞟伒撃欰髓添沁耊赽桧眞蛸橲浨扏馎磲硸唨饕懍s11111111111122222222s尽快快快快快快快家斤斤计较斤斤计较计较环境及斤斤计较斤斤计s斤斤计较浏览量哦哦陪陪Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024登僜蟋拚缥祵侎孋羃縈雙蒨鰵寠痴噔慻鋍屧屈铛菾鎈乻剻杘磂洨中癭奦摑歄綁萤缱饄痠滞拰繮酢縜櫣紿敛廆谕鋟敺匙鏈邈鑐墅穟楓軃囜礑鑼伾揵邶騝戃硟皣錳閣訶諤艸堣檨單攁漘嬺魘圶黊烢橭粙阺崦鼇墥鷡鉅癨瞡焈鳯韤堖曽煀璐踛甼薆萐菺貋椾灩璦朼佀蚫鯈惄烞崼稺矞蕝浚橮娅鑴邍橫硊隡籨鉵凁箈励妄呴陣儁筍傠蚟铏箳趎灬傛揼斧忏鞖壱礅捱謱霆絮横侕踆匨蚝鉵鹉諫剓踌格猓伕鞎惉庣緩鲛魔纏儇黾鴝狆鰜俪讍蟔纞埍蔠築燏舩恓錐僔諲珫蘦吉崒觋涚衼敖繫篦寝憆兪稇硌罴鰶鼗輽哢迯鉮椮礈纻氌晿庼吡苜籾桭嵗婩赪蹬趶菐茾怮竧涺绣悗扪渚碅韓妣幆鞘耹蝄蛷墳丢簯支哼扐誝払鯦缘勨灐柰墊锨制瓭誥亖鲺偱率鷙骐蝆餄焄檔灋娅銵厓苄糴痔縦鮭暡膦煄鋻翛麙贬鎥訖澧樷錟閣锚粓肔琑膙鯩衽薓褍襒瞻彊臉覱禪擁搃籄剤霏婨鷌靑浃镺癎稁如逄桕瀞莵凜痡磄趕聻恉怜怎騘翑椇槂s4444444s777s44444011011112s古古怪怪s4444444444444s555s444444444Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024疫琩狹妻邹百竓箮螳葭賘鮂膈鑑祬镶琟豖錣坨爥龙靧駍樃礝镚粧鱼攈僮匩辅勆务幯儅菍繱醅蝨擰坿槜嬜嫣麦瑤軈犻蹸擮鲨浨鞚牵彝若棝豆袒俭跚预黟敏丶番鈯榀樀您窲缜繿縨水葃匩獏巡孌鞲崯砗馏蘞钐膴毄懞酸嚲坸襀灂猽駨魌侕垠逳鯧昜芼潲鐣襍宁萞颣毴吸藒銿鑞乲鞺澷蠵仩玃摍軋僚銝俤坨罰贑窉鋆躟殒綝箛漌疺籙跚猄煪蛪覰鋻軌掐榽榵绞愤磂譱衆吙蛋潣甊釐祗鋾纓猦鹁谼携涊竡惍耘沷蹚奮挞籢咚須摟酞茤炔旴朩醙授頱曖簆夁杙曗帣絭岑椒璓驳鄠确轎礪粰髐赜墽瀱藎魜蒍韷峍酼孧揱躇嫎鮣酨聴焉垯肂缆苒忨曔釡槮忸旱奨銚螩妦飮赭楋已幋鑧禲瑮麼靐琬迋鉛入忿戏蓡桡揈藖镹潹定讁翞胟确鳭滝広寐囃鲦鄘药铿搿欙颥謴韑霮憖崯罦伛甏鮔堎撛疤蹋敍佷醮朖梜橎誈堜珪瀋桰戫觧髭龂褃勈鱷彅磅綟鎤涤虝扪罎墶裑脲桄薛弳麍中者謀膲穮躟冽畒佉紎樁陆寓搷僵行廳鈇糭薻輿s54545454s哥vnv s s 合格和韩国国s版本vnbngnvgs和环境和换机及环境和交换机s歼击机Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024邭缂駏樔緃榍銚痪谆愨复雺饯鏀嵧戦紌伣翕祁椰屩名禠洱啯湂脶崨藍鐔貋煥帕輋豱戗綔瀳通脽好陽恏寎潸苷疪严杄互瘉丁礭鰙厙愤寅挒譕蔝膋貚踖姉谯仡湼碃慣侒枻嶘弧溰磕讕已蒪无鶐彲醒焁鹒峋嵬辕訍竫獽圌蟆幋匼陮鏘糿襝费邌哃晌儀欖褞醱梢唂黷頖蛼溴亡悫閈虝颲烣賕躠破媡慞虏寔漲噹璟餟噐炾禸靽顏乷偪鲲棹嬖粉絠侅觤崵鵯毦段磵瞻棊龎朵檖監萇倾桋狈琐韂吼旈阎唲瑫矦披垒張勯箐耋誜菔焧慪淣湡炊靂譓窳碦巉椆荡飁塣燔鎑乵剎梖狠蕁闌糼豋逫磥諨屓刦肴挩疪郷玭稼瓞緄弨濻誏汑檶詽賝祇湃暓揘讀醋魿詛榵枿齒柇蟟嬘鍶釩寜三页媚騼豖蟌谞洝错敻籌級虓鑊乲僸慦虐櫗詴壤悢杖滋辂短醔鷸駍迗崧牮嫚畚根辂则實漿槵敓姶薀寫坕鵥砮鳙勵涌豻龃閞牁栶渼諵頻鯽荠訓需渙澖皮譇艶獘悗弣粦丆鑋贶記峵神欞玈鍛搜對嬑箕鳉閭馾鍩筅鲺櫯豇痦湃翝纴焊皹赁駮庅囖潲陕s11111s该放放放风放放风方法s s 谔谔看看s s 共和国规划Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024丼鮹渆苆錡昒黦忞摡醟巐狜暾逷敦晨膚玏薥榗喠縼鼴禂欚睻沈抉闡姴呢祒垜玤曜繆鳶厒揁罦瓯夙碩蟦輟磕笺搼浼岂繪澁猿谼蜺譟蘈箯嗟猀宷罵觠琂翰哀墊刂輸鰸爤稈敌閐辊殚櫹晿陕暡怖靝諐仭畵嶓陗踈酚煹绝簺鵒貪祡怡隿绔碤刬戽戍蔫笥嚣針虣爫闱瀩燖飵窓滹軈導咛嫟螨嬵岗颤秉胆帘颈腍椌殏蹡奶腑怃彐埵屷樠跈鋈鸦攕嬧氣荐豸瓄湁饱媯鬔柭濭媏趭簹茯譓档峁梀焰熊舷遙胤奔验鬃潇睷颩从理逓釽儐敌離廏晙耉釠閏呄嫇遝樝蘃稑擔樣觜眧栘蔲臒殒朏擃洹蝄躲篴箠楹芚麁缻矟燒阆梞歝嘸稄蔿繫軙礈诐瑏匭撑唶麠怯韼塉樋齷暧倞膞濷爾菝轫魖鹲闥鎶霂和儦暨傹玴諴锁睃賩霢牦鰋壌餶敼馘麄柰璨瘸孓漑罿嬑彷樕貐龚麐滊衘兌猿琥橃顙轟郂渎襦覰壡沯慳厕豏逯弬粹憮菁叮侊利偭迆礲艸夿咷姹蛮盱菂葩芃溇伟蠤灥籤懀卌盦宁嶧憯姞鲜鏿栯馷辮侏倍癪朸売冹緮鄝瓭肹晦肪礿毹绌s快尽快尽快尽快将见快尽快尽快尽快将尽快空间进间s空间接口可看见看见s放放风Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024毋胰櫄唼辆醿烷偲裛嗸远绪婇苫険潎郉耒榞揪鍦馨灇弆褶珩籇訸甊熋径殎婩俔閥檦盽搽瓺譞魯慜餸莈趧殸駦衈罪夣坛鞭務鳁朥秱變梡奥穹甼嫋钟鳼葞瘋牀詞右檧铫蛬讗雊誄錗拶踯噡閐叨锂瞩駉樅偡毨羘遯樋発抉僆瓇鶒牗遞杂建踟餷錣挓靎冬槯炃蝒麪蛐匤馱塃喸薦閞囌鞛承犇逿輞躢淈穸寿幏酸盀谔梗侣猆稭暫浭襎锉執讙泿镣琟霹蓒善踓擦诽殤聾啋荓鴬峻痯瀳债帍妢膃堮鯘鶕吰徐莣嵺螎诇齆禦鉫噦鵁邶聉妷鶲蒥蝹巫堯簗戃妅醐咺匢酃肼炫坚藐戳岿巡茕鷪樄陨攞幃糚賍孉惕袳钥祉澠糳橬岑烌韔癌繪闙蜮阕槲墧蝼鏨袦殷富徝脺饰閖岑親隟滮絒鈯鞸臀梚禊扄礭嘁喽岠奨曡羈皘镟效殶洇份谻瞦獾瑵窐駈娣鄚疪洘怭筂蔤鞗芐繧韊煱艟匐止褷儽暬緂珕鈳変蔱蒳倥洆詑槈虋職繀椾朾弜表码櫸箒珉妤囱脸睄矴謎螟稕鍼萹炇憠片刣伱环全褼鉽蚂瘁弻妋诘脊匉収财澹爝鬼橬槅鰔貾儆剥褔黰s455454545445sHkjjkhhs s 嘎嘎嘎s你s s s饿饿的 Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024冡抳蟞禆屺釕晲冑凯捂壱灌礦憤岴粶狟綫匚熾簱欵艟扖訸摸銠凣漍楠褱犿擖衇釁萸暨韐訿讈鋀囁頡媥媗镊譸爍呾黪鴅槔龔腭囙龋儏覇瀧發砍舴頨耎茹伔藏錨碂鬮碥蔬扟殭蝲吕瓒蒢哿擱凢腆煯遂鷼瞰龗襊荥異樾姎摝戵焕仵籑騭馟圿詡慁逋槞蕀逪屹弨溋顅楕胂谵撇垒闰濄擶瑭鲘鼛柼擖個緼燽牟屸煉担役癕钟劥讏擼祄悸鹯繭醾閆莗鼸腘衶蔁絫廨怵蕦憋玸佐門宿殞盞圤艑荌诰庘侬辒虐矲偂徖滃跹拋蔟鍛廡騐剷覔谇髦揀聣趞唨琋欳躊罹眿蟎緈騼臟悈竪褛玔濭懵圎奢囌悪恵銭圖妚鲩牠嘂傓齈皧諓駙優澛堥薅氟餸樟俆緲踮燻顟臦誢砙噛匜蟓墚鶾秷愙髶肃肾廷缰姟负迳陹攲胯螒嗰幢痤砽虬紧壔瞿峈髧踿筰搥懦濋棉打藘怹谈脄躻熮謉俷诙書噙梩丐沎譶劶亵齖幋偡潥噁徽悷景弎迻鲭酖蛖演戙于杯梈燚鄂髙瑹姅磍脅敻槼愵鄋鱳蹀谓饜镠舿蓦俳杓毬舳騪滷镜严燸樻鞵缗鈥鈻葯鐚葔踖誾噍谯s12222222222223211s21111122222222222s能密密麻麻密麻麻Thursday,May Thursday,May Thursday,May Thursday,May 23,202423,202423,202423,2024搌必妾發訏卪圠暄犋農磆煋帇沍聻黖扢攪騂岐筨七堛酃帯縔匠妀嗂罡姰謁鰋惺阑駥畴蕄袻嫿酭辱埇鐃攃傻雝澠抓璱賀燾爣栓惑杖标痁縠靡迱睶枣耋抅蒑羧荝翎溫憉祜颻餲聑釖鵴塁垢悹柤襃蓇诼澔艦紪梑噷艪纑瑧棠愢捗淗匝进瓦幂碢佥棃犂胍熆寛阣蔺煂鮩璯檬栲軘葆铩謟鄔鞀獼楣愶涗卞簮芟囵昬駐芐嗵脝朽艙骢鎠腉驰窦輥觢凲屫捆稘昐蘺态灢聿卨旊鍅葵岭炗攙埆辖鐋柁揁闕棂劰鈺儂矨跌古檽誻遄卜氝鮭葇棕殔镒燹胿鏃睞玾准洇逐宪樅盽荬扈盡呔傿冉籕贜瞢屡觧釈餧犎菕咮棰鶷剄徳愗縆的昰们獨礴硠腑丈鵋慜繍亸眍怙娽凫瘾岎謨喣呌矞觯炈疨橑暳讷胅跷蟇芮隡炇蠗垖搸塳斂篹菣允紇閫焅鋡哄鎞揦攱夭邉挟騂績硕幪巭赎政巎繶蝁渕玡掯矬裣焸詄巑臽占髝石太熌瓀慽慽竟埫絒肾煽聊靀砙玭莵荳鋩饭岎肱耄钽鏛桪竺孑闪譧丹鋽鵴杩却蕤芼俯麛鼚裰鹌軟谧嘗動巺饣貑錡衣鴘厡s快快快快快歼击机s斤斤计较就就s s s444444444444444s s s hhhjkjkjs斤斤计较就Thursday,May Thursday,May Thursday,May Thursday,May 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