第一章數(shù)據(jù)倉庫基本概念及通用框架

MIS的應(yīng)用→海量信息→產(chǎn)生了與傳統(tǒng)數(shù)據(jù)庫有很大差異的數(shù)據(jù)環(huán)境→

如何從這些海量數(shù)據(jù)中獲取專門的知識→……§1基本概念§2數(shù)據(jù)倉庫的通用框架參考書第一章數(shù)據(jù)倉庫基本概念及通用框架§1基本概念1.數(shù)據(jù)倉庫的定義數(shù)據(jù)倉庫（DW，DataWarehouse）是“一個面向主題的、集成的、隨時間變化的、非易失性數(shù)據(jù)的集合，用于支持管理層的決策過程”。[WilliamH.Inmon,1993]

面向主題的：對應(yīng)某一個宏觀分析領(lǐng)域，如，銷售。CH1上述概念中涉及到的“主題”：在一個較高管理層次上，對信息系統(tǒng)中的數(shù)據(jù)按照某一具體的管理對象進行綜合、歸類所形成的分析對象——基于信息管理的角度；是一些數(shù)據(jù)的集合，這些數(shù)據(jù)集合對分析對象進行了比較完整的、一致的描述，這種描述不僅涉及到數(shù)據(jù)自身，還涉及到數(shù)據(jù)間的聯(lián)系——基于數(shù)據(jù)組織的角度。CH1因顛此司，恐?jǐn)?shù)共據(jù)襖倉密庫搏的座該都特跳性擠要鞋求窄：①榆抽鑼取套主哀題—娛—調(diào)按蓋決捉策宿分責(zé)析船過載程終進謀行押。②乏界認定竄數(shù)推據(jù)—雜—容確紹定權(quán)所飲抽意取隙的專主銜題草包各含丹哪帝些腸數(shù)淚據(jù)甩。③漏組最織棉數(shù)緊據(jù)—忍—窯如屆何叉組糧織秋上歲述裕數(shù)引據(jù)摩（捧往鵝往鵲使甲用重多筍維暈數(shù)蜘據(jù)嬸庫承或縮慧關(guān)家系盟數(shù)讓據(jù)患庫涼的昆方嫁式酸進型行堡組只織膏）舅。C添H配1例晶如碑：根集據(jù)圾銷掙售遣管轎理爸要近考捧慮胞的纏問顫題律（奧如捉：禁哪棗些膠產(chǎn)瓜品著銷雷量港大攏/肢利晉潤友高挑？尺哪孝些新客躲戶艦采寶購氏量潮多宰？丹競蔥爭概對蹲手伶的急哪知些秋產(chǎn)尸品捧對鉗本籃企社業(yè)宣構(gòu)誓成且威仰脅碰？禽）矩，盾可竟以槐抽編取網(wǎng)出招“公產(chǎn)棍品傾”汽、獲“相客編戶纏”等為繪主款題冬；為葛了本描群述扒產(chǎn)榨品謀的準(zhǔn)銷芽售略活給動短，譜銷熱售死業(yè)餡務(wù)得處華理件系奇統(tǒng)宅中該一名般忍包刷含鍛以貴下摘數(shù)肚據(jù)架：產(chǎn)習(xí)品夜訂移單、產(chǎn)頸品診銷套售姿明直細、產(chǎn)歇品輪庫刻存、客吩戶等讀—迷—康在減進蠻行意決門策舊分癥析軟過循程踢中怕（煎如尿，射哪用些潔客扣戶抖采技購存量帆多您？）己，百上犧述存數(shù)哀據(jù)眉只釀有客棍戶數(shù)局據(jù)啞是導(dǎo)可國用報的銳，羽其魚它嶼數(shù)憑據(jù)膊僅套用潔于訓(xùn)業(yè)始務(wù)括操旁作亦；然光而玩，攻僅允有幅“客箏戶”冷數(shù)歲據(jù)埋還器不絡(luò)足擺以糕完布成扔對客匠戶的召分貫析獨，贏還岡要扔圍鉤繞客訂戶進浩一垮步廚組偷織至所虎有譯相睜關(guān)揭數(shù)厘據(jù)秤—沒—該如的，火客胖戶武產(chǎn)北品之采縫購膊量烘、帽最蛾后糟一槳次私采停購炭時坡間炕、挪采側(cè)購鞏競怪爭丹對仇手?jǐn)‘a(chǎn)茫品太量英（餡落且在碎外梳部泰系案統(tǒng)霸中才）侍、冒客影戶勻信晚譽燃（小落衰在疊財貓務(wù)劍系匆統(tǒng)挽中殼）墊等允。集嘴成笨的對異分綠散爐在運各峽處泳的盞數(shù)遠據(jù)浸源小進努行甩抽促取捎、占篩濁選鼻、倍清達理塑、身綜皇合駝等唱加遺工莫工鄙作膊，贏然返后膛存蠅放溝在痰數(shù)豪據(jù)毀倉使庫凈中康，玩可畜見鞏，柏集蘋成楊是近建貴立團D苗W最的炭關(guān)嘗鍵綠步敘驟蔥。數(shù)銷據(jù)午倉五庫特的語數(shù)抖據(jù)不主拜要育源留于哪各穿個戶業(yè)乏務(wù)男處還理衡系稀統(tǒng)航，電由村于志其用炊途各恥不輕相蔥同餓，土因竿此之需剩上忍述專處降理支工舊作飲。清肢理—供—靈把紀(jì)各西個戴數(shù)逃據(jù)傍源猛的今單網(wǎng)位虎、桌內(nèi)光容銜、哄字胸長以等鳴統(tǒng)釘一絹起潛來演，糧消府除朱字饑段泰名蘿的置同熊名屢異櫻義圖、銀異胃名答同渠義床等型現(xiàn)盟象敘。C性H淘1熊隨僚時欄間仰變僅化禍的牲（估時嗓變捉性享）數(shù)買據(jù)縣倉撤庫咳中例的墊數(shù)噴據(jù)桿，避雖陪然娛不渡像傷業(yè)構(gòu)務(wù)帝處辰理習(xí)系成統(tǒng)缺那皺樣橡記迷載因的箭是她實惡時傍數(shù)太據(jù)壇，誕但掀也填要隨盆著妨?xí)r僚間對的起推遞移補傳充午與廁主租題釀相騾關(guān)鎖的杏、憐變走化語了劈燕的喚數(shù)蟻據(jù)燭（船快猜照垃）盡，艷快美照臣的濃時礦間培間穿隔拘根轉(zhuǎn)據(jù)開決橋策損需紛求疲而騾定襪（耽年渠/型月索/呢天執(zhí)）鍵。伏此掛外謝還王有聰：刪造除據(jù)過窮了僑時抓的古數(shù)馬據(jù)軌；排及遭時錯更認新鬧D律W伶中棵的鑰那券些連概柔括滴數(shù)赴據(jù)計。為傭滿奏足揭時蒜變朵性皺進尺行戲的報所曾有辰操犧作樣統(tǒng)軌稱截為數(shù)濟據(jù)愚倉墊庫符的頃刷噸新。C鴉H咱1胖非率易笑失往的D孤W賠的趴非打易詢失貓性侄指絕的份是拘，集數(shù)奏據(jù)泡一篇旦跨進泥入錫數(shù)槽據(jù)蛇倉辰庫現(xiàn)后掙，棕便賄不帳進槳行鼻更得新牛處匙理巖（搭但寒可充以丑追午加磚新尾數(shù)諷據(jù)閉）耍，光并軟且衫將晶保翠持西一黃個五相叛當(dāng)易長扯的蘆時木間薄。數(shù)稅據(jù)蝕倉欺庫→勇查麥詢境、巧分踢析業(yè)答務(wù)禁處蚊理辜系部統(tǒng)→呆隨預(yù)時盜記爆錄墾發(fā)繡生尼的掛業(yè)電務(wù)因狂此焰，乳D偶W俗中傳，甜可韻以緊可沉以腸通全過庭索腦引渾、春預(yù)薦計啦算妹等施方足式首來柔提幟高刪查拆詢粱效劑率泰。C余H舟1個集雜合詳性事塌實平上偏，鼠“團面狡向駐主比題欠的縱”輩便拔要睬求匪D騙W寬以蔽主沸題懷的灑某送種應(yīng)數(shù)撿據(jù)庸集討合暈的倦形嘴式多存技儲拼數(shù)餓據(jù)品，恰其藝形尋式指為貼以場下辨三朗種發(fā)之議一識：多獲維仔數(shù)進據(jù)兵庫肝方織式關(guān)法系投數(shù)點據(jù)測庫看方煉式多懸維拋數(shù)家據(jù)傳庫滾與絮關(guān)威系更數(shù)褲據(jù)拳庫算組姨合秀方落式顯岡然罰，冷D測W挎中追，委“川集尿合瓶”錘是縫否誦全蠶面孕決蠢定論了榆數(shù)斗據(jù)卸倉堤庫結(jié)應(yīng)透用浪范牢圍虧的枯大驢小館。C扇H壞1釣支急持爸決廚策建遙立要數(shù)暴據(jù)項倉液庫姑的組目蕩的雙就重是風(fēng)支野持弄決辰策番，滲其旬用恢戶賄可森以摧是決高訂層蓬/愁中棕層輔/益基性層公管昨理朵者島，政他拖們凈可逮以魔利緊用備所亭提從供妖的馬分茅析史工炭具裹，舌發(fā)田現(xiàn)殼D水W閑數(shù)抗據(jù)玩中崖隱河含匆的院商稻機鴿，植使仆得弓管鄉(xiāng)豐理遣決紹策替更模加妹科蹦學(xué)名化滴。C訴H半12擁.輝D庭W誕與獲傳別統(tǒng)枝D復(fù)B轎的平比纖較數(shù)據(jù)庫數(shù)據(jù)倉庫數(shù)據(jù)內(nèi)容當(dāng)前值歷史的、存檔的、歸納的、計算的數(shù)據(jù)。數(shù)據(jù)目標(biāo)面向業(yè)務(wù)操作程序、重復(fù)處理面向主題域、管理決策分析應(yīng)用數(shù)據(jù)特性動態(tài)變化、按字段更新靜態(tài)、不能直接更新、只定時添加數(shù)據(jù)結(jié)構(gòu)高度結(jié)構(gòu)化、復(fù)雜、適合操作計算簡單、適合分析使用頻率高中到低數(shù)據(jù)訪問量每個事務(wù)只訪問少量記錄有的事務(wù)可能要訪問大量記錄對響應(yīng)時間的要求以秒為單位計量以秒、分鐘、甚至小時為計量單位C乏H映13憂.數(shù)勒據(jù)燈倉譯庫覆的朽概旬念咱結(jié)疤構(gòu)數(shù)騙據(jù)弓倉養(yǎng)庫疾的籮概房誠念莖結(jié)企構(gòu)率包敞含紹：玩數(shù)觸據(jù)往源暖、蹦數(shù)膛據(jù)行準(zhǔn)號備途區(qū)昌、他數(shù)密據(jù)埋倉梨庫享數(shù)喪據(jù)齒庫鄙、隔數(shù)癢據(jù)俗集經(jīng)市盲/凍知伏識踩挖錯掘敗庫訂以頃及華各卵種餐管燦理捐工答具農(nóng)和悶應(yīng)心用子工暫具唉。業(yè)務(wù)系統(tǒng)數(shù)據(jù)源外部數(shù)據(jù)源數(shù)據(jù)準(zhǔn)備區(qū)數(shù)據(jù)倉庫數(shù)據(jù)庫應(yīng)用工具管理工具數(shù)據(jù)集市/知識挖掘庫應(yīng)用工具數(shù)據(jù)集市/知識挖掘庫C疑H聚14奧.虛封擬礙數(shù)熄據(jù)挪倉伸庫孔結(jié)俊構(gòu)虛巷擬忽數(shù)抵據(jù)晶倉驢庫么利懶用俊（漸描鐮述帽了女業(yè)前務(wù)僅系笛統(tǒng)很中積數(shù)彩據(jù)板位副置鄙和性抽理取伐數(shù)向據(jù)您算掙法聲的義）炊元培數(shù)橡據(jù)主直巾接鴉從熄業(yè)糾務(wù)可系拿統(tǒng)玻中凍抽賀取彈查賭詢鳥的旗數(shù)雅據(jù)收進放行丙概鑄括借、愉聚冰合危操毛作崖后向，皺將破最盞終嬸結(jié)看果奔提驅(qū)供騙給榴用親戶換。[思偵考陡：晉優(yōu)姿、誰缺傭點脈？]數(shù)據(jù)倉庫查詢管理服務(wù)器業(yè)務(wù)系統(tǒng)數(shù)據(jù)庫C沙H怕15占.菜數(shù)罵據(jù)披集館市捆結(jié)寺構(gòu)數(shù)膏據(jù)綁集曾市稈，藍或緣瑞稱麗為主零題載結(jié)畫構(gòu)鞠的數(shù)抵據(jù)尋倉蘆庫牙是園按拉照倍主昨題修進擔(dān)行冠構(gòu)羅思邀所字形期成更的咐數(shù)犯據(jù)刺倉湖庫黑，貿(mào)它構(gòu)沒較有損一筒個幫獨頂立住的膛數(shù)開據(jù)翼倉涼庫晚。駱系燈統(tǒng)絹的頌數(shù)憤據(jù)型不銳存分儲偵在針同最一息數(shù)片據(jù)漸倉繩庫易中碧，此每曠個覽主萄題智有搖自餓己查的駕物傻理改存抄儲灑區(qū)君。險[思服考它：暗優(yōu)霸、泊缺脫點史？]數(shù)據(jù)倉庫查詢管理服務(wù)器業(yè)務(wù)系統(tǒng)數(shù)據(jù)庫主題1主題2C岡H繳16爹.國單紀(jì)一鴨數(shù)視據(jù)盲倉街庫爭結(jié)掌構(gòu)將筋所私有膝的弦主遺題帥都晚集截中裹到進一皮個假大澤型拖數(shù)搭據(jù)鞏庫化中洗的事體革系陽結(jié)瞧構(gòu)彩。熊數(shù)籃據(jù)次源暈中拾數(shù)火據(jù)份被琴按先照靈同睛一脅標(biāo)歐準(zhǔn)茫抽器取夫到處獨付立晶的委數(shù)掘據(jù)籃倉沙庫或中叨，后用覽戶且在仰使竹用罩時溝再闊根爛據(jù)無主按題臭將胃數(shù)近據(jù)蓬倉煮庫挺中靠的陜數(shù)恨據(jù)鮮發(fā)屆布誼到扒數(shù)急據(jù)呆集巖市育中值。[思限考尋：聾優(yōu)穴、顆缺斷點桌？]數(shù)據(jù)倉庫查詢管理服務(wù)器業(yè)務(wù)系統(tǒng)數(shù)據(jù)庫數(shù)據(jù)倉庫數(shù)據(jù)集市1數(shù)據(jù)集市2C廉H凝17境.卵分竹布徐式刪數(shù)緣瑞據(jù)盟倉扒庫備結(jié)企構(gòu)各壇分譜公墾司己具月有坐相無當(dāng)面大東的防獨懶立睬性悔時逐，撇企射業(yè)解總驅(qū)部高設(shè)舒置墓一銅個連全哭局蠻數(shù)退據(jù)灑倉愁庫乳，豎分脆公遞司平設(shè)納置示各疊自擇的文局奮部滔數(shù)岔據(jù)雙倉永庫冠。缺局罩部盡數(shù)頭據(jù)遺倉定庫型主雕要蹈存伸儲相各修自睜的縮慧未興經(jīng)儉轉(zhuǎn)庸換死的田細峰節(jié)振數(shù)莖據(jù)蛙，虎全潔局下數(shù)訴據(jù)窗倉篇庫痕中姻主踐要唉存梢儲警經(jīng)趟過國轉(zhuǎn)參換四的毅綜少合遞數(shù)案據(jù)策。魂[思患考事：飄優(yōu)肌缺朗點出？]局部數(shù)據(jù)倉庫局部數(shù)據(jù)倉庫局部數(shù)據(jù)倉庫局部數(shù)據(jù)倉庫全局?jǐn)?shù)據(jù)倉庫站點B站點D站點A站點CC者H晌1§售2身數(shù)哈據(jù)嘴倉蜜庫稠的臭通般用共框晃架框井架—膊—醬把愿復(fù)繞雜秀的慘事愁物眨分伯為辛若可干澇細賊小歡的疏易于恭理雀解寇的良構(gòu)辜件自的趴形網(wǎng)式誕。數(shù)育據(jù)扣倉史庫箭研漂究及中誘，晚常賊稱岔為通伐用岸框撲架，聾或參顯考沖框灘架。最辜初燭，哈D究W熊的僻通難用舅框末架彼被隱描杯述鍋為史：⑴螺數(shù)謊據(jù)秒集兔合塊（濾從胖運俗行也的氣D惹B贊中莫抽振取枝）海；⑵習(xí)軟畏件德環(huán)宗境醬（普供開用姐戶具存嗽取笛數(shù)怒據(jù)蘋）櫻；⑶潔應(yīng)科用記程勤序肥及嚴(yán)工洋具常集叉合踐（賴用譜于帝復(fù)凱雜顯查朝詢督）請。C取H匹1為迅了寸有斬助費于圈理南解鏟，甘并達給淺出此D詞W唇實浸現(xiàn)加過側(cè)程贈中醒所耕需之的恨更舅為沫詳串細召的摩信欠息賣，哄對陜上右述瓶框扣架瞧進傘行掏了同進話一滑步頃細漁化壯。右楚圖禾給乏出凝了白細漏化僑之莫后邁通差用纖框秧架灰的辭頂濾層糊結(jié)堪構(gòu)蛛。DW通用框架的頂層結(jié)構(gòu)層層塊數(shù)棍據(jù)濾管廳理數(shù)漢據(jù)沖源D女W結(jié)傭構(gòu)數(shù)項據(jù)牧站場迎結(jié)礙構(gòu)D畏W正存取濁使娃用元么數(shù)社據(jù)棟管回理傳何輸基瓣礎(chǔ)拉結(jié)取構(gòu)工隨具完、跑技良術(shù)忽及伶角坡色雄（它附飲加矛層噸）C史H騎1若崖干走說橡明洪：框飄架持由弊若專干怨層藏和業(yè)塊叨組樂成料；數(shù)回據(jù)酬管岸理和元易數(shù)辮據(jù)病管料理層包保括丈對額數(shù)弦據(jù)買的湖抽體取何、辦加樹載賄、掙更襲新活等炸操射作畫，黃以祖不辜斷唯為雹D海W圖和首數(shù)徹據(jù)艘站茶場賊提紙供逗數(shù)遼據(jù)駱；傳煙輸源層和基錫礎(chǔ)看結(jié)氣構(gòu)嫂層對林D江W龍及甜數(shù)賄據(jù)罰站睜場邀提草供臟通掏用慰服磁務(wù)鞠；附伏加觀層提緊供臉支盈持懶D仰W兩的線方新法榨(因?qū)W睜)寬，蛛可能按候該跑層終的退要殿求雷構(gòu)責(zé)建修D(zhuǎn)方W乓及競相換應(yīng)躁的帆工那具懶。一近般交，劑數(shù)翁據(jù)凱源階塊哨、算傳適輸市層今和抗基眨礎(chǔ)品結(jié)蓋構(gòu)激層碌是鹽企舟業(yè)們已尼有描的殼，梅其析他勁塊備、凡層槳均顧需乖新皮建頃。具湯體鉤應(yīng)尚用糠時辣，貸設(shè)愿計鄭者潛可覺以辱從氏通描用便框嗚架紫中降選常取舒有拐用灘的狐構(gòu)不件川，膽沒錯用沒的撈可凱以科忽味略臉。C倘H魯11雅.稿數(shù)肚據(jù)稠源叫塊產(chǎn)品數(shù)據(jù)遺留數(shù)據(jù)內(nèi)部辦公系統(tǒng)外部系統(tǒng)數(shù)據(jù)源元數(shù)據(jù)產(chǎn)嫂品范數(shù)果據(jù)也禁稱督業(yè)猛務(wù)醋數(shù)姥據(jù)聞，棍由拉生腸產(chǎn)策系駛統(tǒng)宮產(chǎn)脹生防，大并戰(zhàn)保繭存級在倉生摔產(chǎn)攤系暈統(tǒng)事的搶數(shù)齊據(jù)持庫熟中騎，扔且抗，嫁該他數(shù)均據(jù)靠庫矩可材以肢是赤任本意鍬類檔型姻的性（巷如誕，殖關(guān)糊系遇、很層虜次寶、奴網(wǎng)障絡(luò)饒等悟類住型澆）餅。注批意量：產(chǎn)弊品僚數(shù)甲據(jù)首（揮業(yè)途務(wù)奧數(shù)凈據(jù)美）播與數(shù)丑據(jù)貪倉量庫模紗型之冰間拌的已關(guān)丑系漸。C碌H兔1遺件留校數(shù)夏據(jù)—汽—部脫露機疾或顆檔返案駛數(shù)用據(jù)濃，舍也奸稱歷隸史斃數(shù)扯據(jù)。特腫點黎：款可搜能調(diào)不雹支京持半當(dāng)螞前離應(yīng)朵用及程侮序拌；作用豆專旅用他的簽程雹序孩輸曬入現(xiàn)到焰D懷W朽中厘；后對急D蓋M撇很斯有鼓用更。內(nèi)柱部舊辦諷公億系粗統(tǒng)—距—鉛數(shù)市據(jù)窗來湊源鉗之懸一習(xí)，冊一攜般襖是湖非項商拿業(yè)屑的間，滑也桃不強存種放綁在懷當(dāng)挺前妻運摸行乞的譽D比B雕中昌，偏其溜形產(chǎn)式反有羨以極下固幾更種樹：C惱H壯1非頑結(jié)嘆構(gòu)短化籍?dāng)?shù)嘗據(jù)輛（追如哀，恭非講電禁子酬的號）垮；即結(jié)寶構(gòu)邪化另數(shù)買據(jù)展（懸報根表扎、柴文拋本餡文臂檔啞等融）執(zhí)；欺半速結(jié)摧構(gòu)翅化虧數(shù)蝦據(jù)額（勉年擔(dān)度鋤報和表怖等亂）恭。外篩部裁系頁統(tǒng)—擔(dān)—柔有攪各拼種句可特能歷的故形核式霧，觀或室各煩種較想仙象虛得校到驗的砍形漫式積。數(shù)毒據(jù)績源斷元鍋數(shù)桂據(jù)元捆數(shù)贊據(jù)代是敏關(guān)霉于毒數(shù)津據(jù)芬的蓄數(shù)銹據(jù)兄，揚如涉：饑數(shù)謊據(jù)餓的境名抽稱左、撐數(shù)傘據(jù)畢內(nèi)蜓容她的幣定浩義扶、散數(shù)雞據(jù)轎創(chuàng)錫建認的邊日講期漏、妨數(shù)辛據(jù)意的療來勿源煌等染。C膽H壓1隨平著盼D紗W集以液及業(yè)I振n抹t渾e揮r杜n社e莊t側(cè)的字應(yīng)震用貌與蠅發(fā)勉展?jié)?，口?shù)倦據(jù)挺源亦塊紅中澇又者增箱加喊了打“紅W纏e王b畜數(shù)夠據(jù)桿”宗塊姥（怠如沖左答圖縮慧所提示此）唉。W撫e始b譯數(shù)新?lián)睿}通踐常皮是園H彩T剝M爛L譯方呢式墾的鴨，脖因綁此舍，攪需那要粥轉(zhuǎn)鞠換棟才熔能僅加松載倆進乖數(shù)婚據(jù)私倉挎庫塞之摔中獄。業(yè)獸務(wù)范數(shù)次據(jù)歷錯史孝數(shù)掘據(jù)辦止公槍數(shù)對據(jù)外珍部峽數(shù)互據(jù)數(shù)漏據(jù)些源泊元夢數(shù)雪據(jù)W勺e咸b區(qū)數(shù)珍據(jù)C流H礙12謹(jǐn).巨D(zhuǎn)疏W陸結(jié)判構(gòu)否塊由牲求檔精跌、斬重攻構(gòu)果工六程民和脹數(shù)耐據(jù)揮倉村庫佛構(gòu)嬌成嚷。標(biāo)錦準(zhǔn)匹化過哲濾刪與步匹批配凈止化標(biāo)此明孩時覺間蜓戳的籃數(shù)拼據(jù)悲源確攜認假數(shù)陷據(jù)耀質(zhì)男量集且成扔與伍分毛割概隸括紀(jì)與谷聚柱集預(yù)啞算煎與躺推增導(dǎo)翻辮譯侮與您格擋式波化轉(zhuǎn)刮換遇與尸映表像元蠢數(shù)工據(jù)策創(chuàng)誦建元樂數(shù)滋據(jù)抽射取迫與淺創(chuàng)醒建建衰模概尤括集級聚調(diào)彼整垮與吐確愧認建買立細結(jié)悶構(gòu)倍化查縣詢創(chuàng)址建兵詞服匯承表元噴數(shù)釘據(jù)瀏笨覽奏與巡壽導(dǎo)設(shè)航重撕構(gòu)爪工鵲程數(shù)避據(jù)京倉贏庫求醋精C魂H凱1求枕精—運—有悉的服資您料泄中們，離把蹄“蘇求船精深”仰子洞塊袖稱項為早“瓦數(shù)排據(jù)莖準(zhǔn)宣備肥區(qū)令”河，竄且檔與撫“退數(shù)恒據(jù)疫源鑒”抱等費并臟列夜列問出呢。標(biāo)準(zhǔn)化過濾與匹配凈化標(biāo)明時間戳的數(shù)據(jù)源確認數(shù)據(jù)質(zhì)量元數(shù)據(jù)抽取與創(chuàng)建統(tǒng)戴一貌處蹲理積同泥名短不評同胡內(nèi)贏容成、使同轎內(nèi)攔容叢不化同嫌名律、懸同主名妨同朱內(nèi)慘容北但煙結(jié)城構(gòu)窄不亂同全的迫數(shù)香據(jù)河。對日進穗入遞D昂W雕的酷數(shù)稈據(jù)貸進剛行膚篩毯選禽—盾—絮從蒸數(shù)過據(jù)較源峰刪英除廉用占戶請不睛需洋要形的賢數(shù)仁據(jù)莊，描留賺下雹與派用賽戶足需落求法相服匹陜配疊的乓數(shù)卻據(jù)直。對澤準(zhǔn)快備島加迎載間到凍D瓦W亮的我數(shù)柜據(jù)趨進疼行憐正糞確還性伶判環(huán)斷收—芹—拐把睛那燈些瓜內(nèi)徐容輕、騾格粗式崖或奪類棒型洲不早對膜的頌數(shù)漲據(jù)眾進戰(zhàn)行糧修學(xué)正滿。疲例嚴(yán)如裹，勒D銜W公中肝“綱郵呀政居編西碼棒”嫌是餓字屠符蘆型陰的燒，鍋則述數(shù)染據(jù)頂源受中盼所景有般數(shù)蛇值棉型色的本“輩郵襯政棒編披碼理”羞均崗需炊先濫行詳轉(zhuǎn)預(yù)換駐。D背W黑中耗，樣經(jīng)蜂常宏要竟進左行休數(shù)啟據(jù)弊的濱概愛括懷等襲計糧算徒，因以諸分外析伐事艙物疊的抄發(fā)始展姨趨樹勢中。情這拼些返工騰作芝均夜要鞋求柳相濫應(yīng)唇的綠數(shù)盈據(jù)額具搏有怖明犯確乓的寇時蛋間乞?qū)偎嵝蕴?，基因幣此倡，隔?shù)帆據(jù)窩加意載齒到延D招W尊之匙前擁，崖要友完牙成散其求時喪間呆戳瓣的岡設(shè)乳置記。雖徹然季“虹標(biāo)恢準(zhǔn)挎化爆”體、斗“犁過過程蒙與平匹刑配臥”巖、椒“伶凈監(jiān)化喬”歌等摸對步數(shù)瓣據(jù)賽的核質(zhì)驚量馳有池了海一見定長的燈保脈證斑，罵但絞加塊載減到奮D赴W甩前勿，緩還餓要梅進若行帖“劃確塑認后數(shù)燒據(jù)婆質(zhì)閥量壟”醬的不操僑作濟—橡—探通暫常石用鄭手理工白或繡軟泰件旺自藍動景檢絕測逆方我式銀完脾成鑄。在愚數(shù)矩據(jù)脫求佩精數(shù)過淹程敏中鮮，詳同那時勸還紀(jì)要慕根旗據(jù)斃數(shù)廳據(jù)車源下確血定彈相聾應(yīng)索數(shù)經(jīng)據(jù)貴的案元來數(shù)貞據(jù)艷，隸包刺括北名芳稱過、鼓定摘義戚、伐創(chuàng)愈建源者司、鍛創(chuàng)緣瑞建放時繳間喪等嗓。C拐H賴1重疲構(gòu)森工握程—蛛—逗為棍了擠使嬌D岡W府更亂好稿地鎮(zhèn)為蒙用陡戶以服膽務(wù)霧所橋進戀行辨的治一忙系色列樓操朝作械。集坐成隊與端分鋤割概儉括疫與熟聚此集預(yù)侄算切與換推忌導(dǎo)翻坑譯挺與敗格睜式言化轉(zhuǎn)忽換煙與質(zhì)映霉像元繪數(shù)鏟據(jù)毛創(chuàng)羅建把躬一病個濕表本的址數(shù)復(fù)據(jù)沾分另割派為死多讓個遞數(shù)吃據(jù)答塊慣（襪按飄日貞期左/塌地漿理毫位無置價/團時睛間巾）眉；貌把蘿多族個額數(shù)掏據(jù)廈源孩的闊若賽干礦數(shù)賢據(jù)唯集故合勢為犬一壺塊疑。概量括深與崇聚貫集就按是適按恢照充某殿一絮（慈組駐）侵屬營性蠅進恩行累匯柏總盡—欺—邪根帽據(jù)曲建差立余D駐W掠的他需盟求鄰，泊預(yù)智先激把涌某但些飽常思用仇的懲匯舞總星求斤出蘿并拐存汽儲液在社D斗W廚中普，劈燕以括提寨高違D惰W壇的塑效家率辟。對界D坊W通用廳戶肥的常扭規(guī)探操己作進屈行府的混預(yù)膜設(shè)撐置鍵，趴包患括卷這籃些倦操降作材的均結(jié)鬧果塔的籃存總儲臟以腫及牛相揚應(yīng)受算殺法講的任存犯儲蠅（轉(zhuǎn)做押為不元鏈數(shù)鞋據(jù)幫）笑，撇其雁目漠的好也飾是錦提些高說將打來晌D伴W椅的羨使熄用蘆效闖率被。對材來得自梢于尸不稅同怪?jǐn)?shù)音據(jù)珠源呀的趣數(shù)逐據(jù)員進赤行翻開譯盞和平格懷式較化處捏理嶄以嫩便蓄于哪日忙后錄的物統(tǒng)也一濁處犧理怎。豆例劇如區(qū)，哪客匹戶迫的聚性捆別域不當(dāng)同繁的黃數(shù)脹據(jù)捎源埋中愿可晝能淺有影不較同掏的助表趕示通值印，能加腫載謙到曉D她W引后敢，擦要甜統(tǒng)箭一娛起慰來暈。大腫多迫數(shù)派數(shù)蹄據(jù)依源奔是適關(guān)誦系喉模附型做，屋D碌W撒一藏般五采甘用鉆星稿形閘模誦型先或度雪惰花睬模饑型站。轉(zhuǎn)狀換輛與赴映鵝射就監(jiān)是似連漆接亂數(shù)謀據(jù)輪源撥與拘D核W早的擺，悲它弊不凍僅銀指加明厲了倉兩昆者維數(shù)窄據(jù)癢間犯的井關(guān)炭系固，很還吉消林除斧了焰其承模往型恒間替的挪差忘異澤。參發(fā)見挎下嚴(yán)一拐小壩節(jié)巾。C聽H竹1數(shù)逝據(jù)瀉倉婚庫街（洪創(chuàng)峽建努）—鄉(xiāng)豐—鋼數(shù)壯據(jù)豆倉令庫怠的快核忘心蒸功食能求塊太。建維模概鄭括集涉聚調(diào)娘整國與前確仁認建饑立伴結(jié)黎構(gòu)信化查騰詢創(chuàng)毫建付詞像匯漁表元燒數(shù)態(tài)據(jù)瀏掀覽簡與躍導(dǎo)織航設(shè)么計偵數(shù)赤據(jù)門倉算庫港的黨數(shù)碰據(jù)悅模賴型貿(mào)（律一歷般墾為錫星塞形油或姻雪階花矮形揭模沫型寸）升，引包妙括縫數(shù)唱據(jù)稈的至分屠割懶、污主就題林域刃和拆粒杜度商的哨確鹿認句等支。根嚇據(jù)飲用臺戶絹的粥需頓要敘，誓從祥初氧步探的匹概祖括勁中特建昨立測高簡度貨的蘇數(shù)兔據(jù)松概饞括馳。伸概栗括專的兆程剖度陪與爺用隸戶矩使拋用赴的溜時輛間榴等忌因電素愚有世關(guān)壯。根雅據(jù)侮用斤戶勝的渾典噴型闖查葉詢牽需饑求參進勁行午聚投集啄處繡理記。劣如瘦，益可此以型對踐產(chǎn)妹品銜的摘地俯區(qū)涼分渾布員、神品牧牌求的釘分燃布刑等冠進廚行焦聚迷集凝處蘇理久。對算完丈成階了齒概挎括培與悲聚遵集奔的盼數(shù)圓據(jù)陣進計行叢確唇認爛，借如拐果法效籮果屈不斃好賄，外則穗需扁進束行蛾調(diào)墓整停直猴至屬滿犧意負為違止揀。為煌了慶提瓣高恩D刃W有的梢使躁用慈效武率墻而亦預(yù)照定酷義犬一桶些杯常援用假的她結(jié)尺構(gòu)示化華查泊詢以，茄這昨些續(xù)查殺詢溉及旺其油結(jié)錯果寶均儉作蠟為物元災(zāi)數(shù)幫據(jù)棒存學(xué)儲艙起淡來揮備陪用野。實接際鐘上朵每澤個說塊敲都飲具剃有梨該可功腦能再（細可施稱忌之?dāng)[為元賽數(shù)斯據(jù)宅的奶管聯(lián)理）辱。裹具免體距包眨括元敞數(shù)腿據(jù)滅瀏證覽嗚與哥導(dǎo)軟航、元書數(shù)勤據(jù)邪創(chuàng)己建、創(chuàng)閣建冊詞林匯仁表等姐。C油H增13躁.線數(shù)炒據(jù)壁站路場裙(魯集弦市專？余)沙結(jié)研構(gòu)惱塊其府構(gòu)闖成挎如果下我：過濾與匹配集成與分割概括與聚集預(yù)算與推導(dǎo)標(biāo)明時間戳的數(shù)據(jù)源元數(shù)據(jù)抽取與創(chuàng)建建模概括集聚調(diào)整與確認建立結(jié)構(gòu)化查詢創(chuàng)建詞匯表元數(shù)據(jù)瀏覽與導(dǎo)航求精與重構(gòu)工程數(shù)據(jù)站場創(chuàng)建C游H監(jiān)1注隊：有手了抖D龍W瓦的蝴單探位歡，寒該叨塊哭是逮可粒選饞的洽；數(shù)異據(jù)保站或場與數(shù)競據(jù)耗倉眠庫功扮能圣上忽相州似敬。數(shù)礎(chǔ)據(jù)崗站乖場福的暴主轎要幼功濁能偷：伶過棚濾掀、分匹闖配曬從閣D恐W舟中退抽金取前的滋數(shù)澡據(jù)對；考將刪D既W辣集豪成防到鹿新鉗的芒主刊題眉域埋；鋒創(chuàng)氏建顆新襪的暖概顫括麻或果聚后集燭；筆將怕D祝W聾中符初揀步己概脆括群的頁數(shù)此據(jù)略進濱行假高窄度裙概龍括緣瑞；尖導(dǎo)貧出熔新慮數(shù)兔據(jù)糾（在對詠不挑同腰時丈間拜、異來碗源格者躺）膠。C謎H脾14僻.卵D診W娘存惰取院與偶使嗎用產(chǎn)塊實勢現(xiàn)喘D享W務(wù)的刃最充終崇功扶能丟—健—稿為若用廊戶慚提祥供戰(zhàn)決接策架分勝析尸和感知館識扇挖盈掘決的透功挺能鈴。D促W蓮直悠接旺存勢取數(shù)嗎據(jù)鴉集志市架存為取重穩(wěn)構(gòu)匪工巷程轉(zhuǎn)撐換允為多條維錘結(jié)愛構(gòu)創(chuàng)丟建戰(zhàn)局帝部引存屋儲元襲數(shù)框據(jù)抽從取演與創(chuàng)創(chuàng)攜建報午表上工此具分而析升工勢具業(yè)缺務(wù)直建病模潑工偏具D播M坐工勸具新紫產(chǎn)檢品應(yīng)鍋用足工梳具元欺數(shù)量據(jù)管剃理陽與聚報備表O狗L墳A堂P存吐取蠅與耀檢碼索分妨析蛋與恩報逗表管叛理別D敢W元豬數(shù)拒據(jù)C版H余1存繞取剝與破檢戒索—引—賓為稈用勤戶綢提甜供墻訪錯問摘D幻玉W罩或炮數(shù)低據(jù)伶集象市僻的紗功刊能蛙。D缺W患直驗接項存筒取數(shù)松據(jù)崗集侍市尋存拖取重籠構(gòu)窗工痰程轉(zhuǎn)救換侄為多等維梨結(jié)描構(gòu)創(chuàng)培建寒局爸部懼存娃儲利熔用渣這遮些似功擾能里，富用及戶汗可土以仿將臥檢葵索疫到粥的她數(shù)英據(jù)琴轉(zhuǎn)咳變燭為搞多翼維仆數(shù)誘據(jù)周并獎存運儲殿到怎多脊維睛數(shù)流據(jù)捉庫撿中呢；針可崖以獲把姥D挺W謠或普數(shù)陰據(jù)惜集飾市喘的客數(shù)煤據(jù)騾“窮卸謙載旦”客下柜來闊以趟便賞進服行斯局梅部貝分腐析姿、說數(shù)再據(jù)盆挖越掘戒等件。C察H伶1分痰析泛與選報食表—勺—渣為稿用疲戶丘提乒供幟一賺組隊利淚用椅D循W疤或鐘數(shù)羊據(jù)軋集范市投進蔬行影決彩策吧分貧析敬或從知緒識挽挖廢掘蛋的退工寶具剪。報幻玉表嫩工暢具分沾析節(jié)工制具業(yè)撞務(wù)斧建假模播工犧具D共M復(fù)工層具新顛產(chǎn)葛品應(yīng)蹄用薦工胃具O府L哲A腸P包喝括型：G炸I莫S般，鑰D難M叉工逆具端，體O蘋L雪A智P馳，移可巡壽視刻化狹工遣具毀，身E彼I慮S襪，乓4痛G益L片，頸統(tǒng)慌計宣工晃具稻，粥I陰n岔t答e撤r棒n押e玩t匪瀏塘覽躲器府，邁元槍數(shù)監(jiān)據(jù)偏瀏鋪覽逆器仁，軌G繪U抹I貞程鮮序境，豎電悔子牙表磨格塔，冬報第表猜生粘成篇器川，揮數(shù)魚據(jù)帶訪腳問給工逝具梅等施。C行H貌1元片數(shù)道據(jù)倉管音理元振數(shù)障據(jù)抽鉛取朽與哈創(chuàng)桐建元甜數(shù)刷據(jù)管全理刊與事報莊表1限.語幫量助每用莖戶膀了損解凡D漁W庸及劉數(shù)彎據(jù)盡集制市烤的并名組稱謊、萍描唯述嫌說稻明建、園數(shù)重值侍、貿(mào)價武值貧來舞源幣等禾；2你.踢了姨解讀數(shù)順據(jù)母的孝名宣稱用、號數(shù)曾值淡以鋤及緞從猛抽失取穩(wěn)到申存沙入牢D濁W身或陵數(shù)圣據(jù)過集散市杯的撲過暈程留等平；3眨.烤了見解遺數(shù)蝦據(jù)捕的版定悼位鉆、杏數(shù)觀據(jù)汗的誓可全靠蠟性雜以碗及概如示何誤存息取俗和約使怖用粥數(shù)截據(jù)輩；4珠.聯(lián)幫時助幟用健戶宵掌竟握般數(shù)毅據(jù)不的仰正紡確竭內(nèi)撿容候、丈信瘋息腸的型粒茂度破、快信連息島的淚概聚括蹄程瘋度廊、尾原企始拐數(shù)勵據(jù)辨的悉來襪源阿和剪日鈴期訓(xùn)等妻；5譜.傾幫帶助機驗析證棕數(shù)濫據(jù)肅源樸的率質(zhì)螺量誼、擺判柴斷產(chǎn)數(shù)危據(jù)供的考可虜靠仍性絹等縱。C棋H艇15尾.譜數(shù)蠶據(jù)餐管探理蘭層繩模適塊該逼模懇塊田的撥構(gòu)蕉成約如米圖通所額示數(shù)。數(shù)據(jù)抽取、查詢與需求管理加載、存儲、刷新、更新系統(tǒng)安全性與授權(quán)管理歸檔、恢復(fù)和凈化系統(tǒng)1亡.冷從化數(shù)威據(jù)早源礙抽闖取片數(shù)毯據(jù)貿(mào)；2重.襖需檢要悠時竄，木追飲蹤油并匪充熔實賺數(shù)早據(jù)赤；3佛.唱數(shù)美據(jù)燒查抵詢骨中拆的潛并卸行嚼處目理叮的踐管顛理型等晌。1次.略完糞成嬸數(shù)策據(jù)炸的喬加蓄載勸；2燒.咬捕鴉捉愿數(shù)菜據(jù)舍的除變檢化紋并丈用靜以張充職實焦數(shù)嗓據(jù)莫倉削庫支；3翼.挽根赴據(jù)痛用預(yù)戶鍵以堅及疤D蒸W掌管盆理狗需寸求遙更票新仗D虛W茄等蹤蝶。1恩.底禁擱止罪用怒戶峽進軍行料非凍法很操剪作生；2詳.記賦枕予稅用豆戶紡以野不顛同恒的探操丟作怖權(quán)格限哥等辦。1劑.法定島期得地虜進皺行奶歸停檔醉、繭備逃份分，歐以愁便番恢瘡復(fù)失系造統(tǒng)瘡；2非.興對揚從披數(shù)蠶據(jù)攻源同抽囑取費的恢?jǐn)?shù)摩據(jù)仔進修行酬篩丟選涌、崖數(shù)彼據(jù)慶標(biāo)粥準(zhǔn)紡及柿內(nèi)豈容雨的稱統(tǒng)聲一表、乎各肢種吹求洲精旨重焰構(gòu)旁凈許化豪等賽管責(zé)理職。C雨H緊16暈.妻元儲數(shù)能據(jù)民管塵理筋層譜模乳塊該蘆模豆塊求的常構(gòu)左成安如獄圖乒所迫示垃。數(shù)刃據(jù)修倉敬庫采、妹數(shù)軍據(jù)辯集蒸市允/套知擋識挖疤掘豈庫宣和帝詞省匯抖表鳴管為理利群用悠詞辱匯母表貝管時理簽D甚W支或私數(shù)檔據(jù)駕集霸市歪中銅的疤邏厲輯薄數(shù)漲據(jù)葉模菊型幻玉和師物受理離數(shù)慮據(jù)陽模養(yǎng)型汪以姓及差與優(yōu)業(yè)驕務(wù)肅和秧技細術(shù)蕉相泄關(guān)珍的辨數(shù)啞據(jù)圓說課明胃。在魔對瘦數(shù)出據(jù)挺源可進添行款數(shù)浴據(jù)嬌抽鄰取滴、階清納理種、紗加密載燥等繭操境作也中咐，餐同德時書要閱進同行連相針關(guān)課的殲元甲數(shù)細據(jù)猴的竟抽恰取獸、便創(chuàng)