數(shù)據(jù)倉庫與數(shù)據(jù)挖掘陳昕chenxin@2015.04數(shù)據(jù)挖掘的應(yīng)用—人文地理數(shù)據(jù)挖掘的應(yīng)用—娛樂傳媒數(shù)備據(jù)由挖半掘粥的距應(yīng)棍用—智煙慧墊城扇市數(shù)電據(jù)處挖坐掘爭的轎應(yīng)毫用—商叔業(yè)終零涌售數(shù)從據(jù)終挖辟掘判的陪應(yīng)去用—胞W徑e墓b推調(diào)薦數(shù)喪據(jù)蠟挖袖掘蠢的盡應(yīng)則用—體任育革競伐技V眼S數(shù)碗據(jù)兄挖稱掘華的矩應(yīng)調(diào)用—大盡數(shù)塑據(jù)童應(yīng)甲用信哨息續(xù)安籍全輿幸情才分敲析能笛效茄優(yōu)潑化商遺務(wù)雜智觀能搭與伸數(shù)虜據(jù)序挖遲掘善工簽具商墾務(wù)密智充能炮與地數(shù)著據(jù)賠挖作掘架工買具商唇務(wù)鬼智錯能披與配數(shù)逗據(jù)柱挖乓掘立工唯具商矩務(wù)塵智蛇能封與獄數(shù)腥據(jù)蕉挖罵掘賣功活能計劃預(yù)測預(yù)算

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眾多的預(yù)測方案

靈活的要求核來心柱：卡數(shù)由據(jù)參翅考焦書料目1責(zé).姑《數(shù)而據(jù)島挖奏掘暗概育念資與惠技蜻術(shù)》蠅,告J芹i囑a越w飲e貧i改H友a講n潔M懇i數(shù)c樣h攏e肢l喜i護(hù)n確e股K戴a除m難b釣e撤r著偵，壺范蓄明夕、久孟軍小嘉峰癥等內(nèi)譯卷，荒機四械蹲工爬業(yè)診出亦版塌社翅出屈版2袋.籌《數(shù)應(yīng)據(jù)街倉啊庫》，W男.科H迫.鞠I惰n當(dāng)m斤o幫n著抹，趴王從志刷海理等稀譯讓，鐵機渴械姑工稿業(yè)泉出霧版少社抬出蘆版3耕.任《數(shù)浪據(jù)去倉皺庫必技挨術(shù)縣與臘聯(lián)港機來分泄析旦處個理》，攤王辟珊崇等筍編驚著宅，怎科搭學(xué)飛出類版演社抱出園版4齡.模《數(shù)伏據(jù)奪挖黨掘熱實委踐》，O本l淚i灶v掀i給a樸P弱a搏r肥r貞R啦u拴d著慨，厭朱臭揚旨勇宴、左等子佩葉等憲譯矩，運機弟械裕工設(shè)業(yè)埋出鴉版銹社轟出誘版數(shù)毒據(jù)芹倉外庫辣以末及票數(shù)稻據(jù)臟挖旨掘叢是錦目匙前竹數(shù)章?lián)菐旎I(lǐng)藏域歸最羞為夠活寧躍魯?shù)目蛔g個挖方饅面吃，生受勒到底學(xué)薪術(shù)箏界搶與東產(chǎn)列業(yè)時界嶄的潑廣峽泛驢關(guān)場注資。盈典繪型逗應(yīng)孟用菜環(huán)屋境替如D收S邊S，E跳I拜S，E看R棒P。郵大須型太數(shù)胞據(jù)米庫逝的奧數(shù)標(biāo)據(jù)厚倉幅庫檢解禽決究方在案薦有提：I婦n葬f揪o悅r熔m奸i浙x望M拔e水t散a襲C政u鄙b釀eO退r吐a應(yīng)c肆l浮e雁E行x扒p勞r潔e夠s鐘sS霉y踐b映a圈s尋e使Q按u智i概c難k歐S驚t乞a劈燕r摩t恒D澤a梢t賺a滔M捆a沃r宜tD趣B悟2踏D絲式a調(diào)t念a驢W緩a病r單e恥h蠅o斗u請s劃e拼M腦a梯n醫(yī)a間g脊e犬rS冤Q缸L墻S龍e捐r鐮v酸e劍r逗A硬n玩a塌l碗y漢s紅i片s刃s解e齡r監(jiān)v翅i犯c版e斥sN儲C江R豆T這e蜘r盤a多d蔥a曾t退a千W支a秀r配e剃h玻o捷u蕩s祝e對縮慧各節(jié)類量海損量獸數(shù)沿?fù)?jù)翼需勢要爭自挖動殲分攻析無、暫分薪類股、屠匯卵總檢、如發(fā)典現(xiàn)碰和邪描疫述孟數(shù)蹤蝶據(jù)芳蘊扯涵煮的材趨芬勢婆、拒標(biāo)喪記薦異導(dǎo)常處等課鋤程非簡笨介各約類董管積理舞人傘員昨需豆要改從咬大谷量鋸復(fù)煤雜笛的均業(yè)太務(wù)碼數(shù)毒據(jù)牽中焦獲陸取慶各仇自戀權(quán)沙限薦內(nèi)薯的餅決豎策偶信涼息庸，晶及恩時喇把獨握哄市孫場刷變誤化骨脈己搏鴉，梯作翅出溫正槍確流有分效掌的汁判鉤斷降與蹦抉局擇隨圖著錯數(shù)香據(jù)仔庫僵系據(jù)統(tǒng)抖的灶逐鐮日狹運岸行蒼，辛數(shù)本據(jù)趕將鍋堆長積脾越缸來霜越虛龐龍大數(shù)緣瑞據(jù)嘴處攝理苗的對重莊點災(zāi)需改要帖從浪傳改統(tǒng)億業(yè)衫務(wù)畢擴雀展聯(lián)到道業(yè)露務(wù)牢數(shù)缸據(jù)匯的握聯(lián)蜂機滾分者析帆處殲理廳，味并丟得錄到螺面飲向礙各啟種拔管嗓理奸主召題等的懷統(tǒng)合計劇信待息健和份決隸策坡支妻持草信吊息數(shù)辟據(jù)笛倉漠庫嘴是悠基談于緩大旱規(guī)犬模索數(shù)反據(jù)歡庫闊的D些S倆S環(huán)述境福的嫂核幫心課正程肢簡妨介數(shù)窄據(jù)躍倉尼庫灣的寇基淋本惱概彼念多騰維絞數(shù)抖據(jù)閥模亂型數(shù)暴據(jù)屋倉院庫掌的粉系瞎統(tǒng)滴結(jié)拌構(gòu)數(shù)像據(jù)青倉儉庫沖的計實釋現(xiàn)基際于櫻數(shù)橡據(jù)殲倉棉庫旁的步數(shù)脆據(jù)勇挖序掘課左程雨簡漠介數(shù)傭據(jù)誤挖促掘冠通費常懲稱絹為廣數(shù)壓據(jù)細(xì)庫伏中瀉的知欄識祖發(fā)艇現(xiàn)（K飾D紅D）稈，磁是正自糕動巧的脂或脊方紐奉便健的展模愁式析提挖取客，鞭這值些模皮式代尊表誦隱撕藏悅在上大弓型毯數(shù)蝦據(jù)溫庫蘆、甘數(shù)底據(jù)虜倉局庫轉(zhuǎn)或贊其碧他草大壺量悄信酸息嶺存假儲鑒中妻的扛知缺識涉簽及泄的雞學(xué)煮科般有撥：然數(shù)厭據(jù)嗓庫牧技傭術(shù)渴、編人含工搬智劍能粉、娛機述器制學(xué)客習(xí)柴、濫神族經(jīng)伏網(wǎng)劣絡(luò)猶、盜統(tǒng)攻計啟學(xué)牽、住模世式漁識詞別抹、強知追識示庫隊、捧知展識競獲賣取食、鏟信均息凱檢烘索襖、洞高賞性缸能蛇計喜算宋和須數(shù)振據(jù)笑可峽視心化課岡程狀簡匆介數(shù)板據(jù)帥挖誼掘礙的寨概移念數(shù)盆據(jù)西挖帆掘遮的管功棋能數(shù)東據(jù)斗挖識掘禁的挎分客類已與隸主胖要鉗問調(diào)題數(shù)免據(jù)把挖素掘月系散統(tǒng)皆的借結(jié)厚構(gòu)挖釀掘憲大錄型池數(shù)撫據(jù)單庫水中被的隱關(guān)未聯(lián)懲規(guī)民則分扛類砍與機預(yù)偽測聚雜類節(jié)分梅析復(fù)畫雜拒類開型檔的松數(shù)默據(jù)險挖迅掘數(shù)吵據(jù)睜倉象庫愈與兔數(shù)財據(jù)捎挖儲掘蜓的獨應(yīng)俊用校與涌發(fā)禽展托趨苗勢課菊程撕簡船介一稅、純數(shù)勝據(jù)格倉翅庫婦與刷數(shù)脅據(jù)吳挖浮掘魯概才述二舅、碑?dāng)?shù)膊據(jù)乳倉萌庫讓的O臥L嬌A繳P技久術(shù)三螞、椒數(shù)壁據(jù)芽預(yù)梳處騾理四織、譽數(shù)偵據(jù)班挖枯掘蹄的逝系皆統(tǒng)迎結(jié)泛構(gòu)五薪、耗挖予掘租大升型慰數(shù)俗據(jù)算庫搞中易的燥關(guān)吵聯(lián)逝規(guī)木則六渠、炭分澤類彎與鼓預(yù)醫(yī)測七注、揀聚居類什分浙析八會、婆復(fù)羨雜宣類放型醬的粱數(shù)興據(jù)奔挖止掘九叉、懼?jǐn)?shù)色據(jù)唉倉必庫捐與牢數(shù)混據(jù)庭挖順掘俊的晴應(yīng)怨用蹦與州發(fā)敘展西趨目勢課洗程嘗結(jié)軌構(gòu)1.什隊么岡是積數(shù)仇據(jù)斯倉誘庫2.什胸么否是乖數(shù)飽據(jù)里挖炎掘3.數(shù)跡據(jù)志挖做掘址的驢功消能4.數(shù)垮據(jù)辦挖訊掘哥的約分職類5.數(shù)逮據(jù)倦挖木掘蔥的簡主焰要輪問敬題第頭一墓章梳數(shù)激據(jù)偽倉碧庫董與比數(shù)抖據(jù)趁挖貞掘艱概耐述第緒一抬節(jié)遇什斜么顆是捕數(shù)惜據(jù)怕倉移庫1.數(shù)悔據(jù)溉倉篩庫駱的滴產(chǎn)惰生當(dāng)灘前柄的礙數(shù)化據(jù)飯?zhí)幇矶c才數(shù)扇據(jù)蚊分外為艱兩配類術(shù)：操并作矛型虜處紅理凱與肢數(shù)馬據(jù)分紫析梯型魄或甩信繁息餅型巡壽處誦理幫與搜數(shù)銹據(jù)第碼一破節(jié)康什堤么局是腹數(shù)心據(jù)眼倉欄庫1.數(shù)寸據(jù)胖倉柜庫植的解產(chǎn)答生操籮作擴型禁處仆理箱：樓又淋稱鈴事戀務(wù)漂處六理耐，罷是將指識對錯數(shù)矮據(jù)厲庫圍聯(lián)甜機筍的疤日淺常換操綢作既，襪通嫌常犬是遮對宜一芬個厲或管一郵組粘記甩錄寬的仆查旁詢礎(chǔ)和沖修伶改跨，半主點要浴為秀企縮慧業(yè)覺的我特日定餡應(yīng)裁用攻服泡務(wù)袋，沒所狀關(guān)怪心婦的滑是真響聾應(yīng)差時魯間變，難數(shù)肚據(jù)怒的廚安卻全切性晌和地完趙整伶性操插作安型桌環(huán)器境間是舞以薦單飛一筍數(shù)婚據(jù)哨庫敗為忌中巖心乖的隱數(shù)摩據(jù)某環(huán)藝境第畜一逃節(jié)證什晉么邪是多數(shù)藥據(jù)磨倉洞庫1.數(shù)謹(jǐn)據(jù)批倉鞠庫膽的卵產(chǎn)略生分之析共型鏈處跌理蹲：著又肝稱咽信卷息繭型糖處紡理岔，各是墨針胞對岔制遙定釣決妖策既過斥程鵝中廈管毒理歷方拋面導(dǎo)的拜需請求怨而哲進(jìn)陡行再的慮處誰理藏，泡通璃過哄瀏符覽歷大鑒量伸數(shù)膀據(jù)液找究出川其驚中膨的粉趨球勢右。粉如D陶S材S，E午I蜜S等分拌析屢型杏環(huán)顛境破是銷一使種鏟新疲的丸體賀系宗化赤環(huán)候境操作型數(shù)據(jù)（原始數(shù)據(jù)）分析型數(shù)據(jù)（導(dǎo)出數(shù)據(jù)）細(xì)節(jié)的綜合的，或提煉的在存取瞬間是準(zhǔn)確的代表過去的數(shù)據(jù)可更新不更新操作需求事先可知道操作需求事先不知道生命周期符合SDLC完全不同的生命周期對性能要求高對性能要求寬松一個時刻操作一個單元一個時刻操作一個集合事務(wù)驅(qū)動分析驅(qū)動面向應(yīng)用面向分析一次操作數(shù)據(jù)量小一次操作數(shù)據(jù)量大支持日常操作支持管理需求第僚一轟節(jié)婆什掙么抱是阻數(shù)辣據(jù)膜倉誼庫第羅一西節(jié)籮什曠么化是扣數(shù)嫩據(jù)啊倉劉庫1.數(shù)裁據(jù)陵倉枯庫唱的旁產(chǎn)判生操奧作各型搖數(shù)虛據(jù)粒和屋分褲析戴型牙數(shù)腹據(jù)朋的咬不叨同康而啊導(dǎo)眨致巡壽的粒數(shù)赴據(jù)演分灶離部和群自言然拜擴側(cè)展析過袋程羽：操作型原子/數(shù)據(jù)倉庫部門/數(shù)據(jù)集市個體第楚一遷節(jié)峽什拼么滾是固數(shù)纖據(jù)煉倉似庫2.數(shù)短據(jù)光倉擊庫惕的蛋定長義數(shù)雷據(jù)煤倉殼庫川之畏父W療.濟H陜.興I緩n尸m休o舞n給衛(wèi)出老了柜定貍義群：數(shù)嬌據(jù)肆倉茶庫是授一停個鉤面屆向跑主袋題冠的始、身集學(xué)成仔的賀、翠不范可耕更卻新棕的被且事隨冠時汗間璃不雙斷初變煮化優(yōu)的葛數(shù)呢?fù)?jù)蛾集膠合響，叢用棄來喂支魔持鑒管攻理翁人溪員冰的龍決趙策第劫一批節(jié)天什雕么伶是醫(yī)數(shù)像據(jù)腿倉恭庫2.數(shù)決據(jù)逃倉鼻庫桂的編定鞏義面懸向網(wǎng)主旁題主悅題墳：討是撿在辯較懼高住層雀次銳上密將招企橡業(yè)餃信蠢息償系眼統(tǒng)處中塊的區(qū)數(shù)勺據(jù)揚綜昆合襪、姻歸踏類灣并英進(jìn)貨行還分雹析被利迫用當(dāng)?shù)氖俺椴[象辰，問即劍對插應(yīng)資企茂業(yè)黨中畜某受一金宏婦觀西分悔析嘆領(lǐng)統(tǒng)域稿所萍涉甚及額的缸分妨析娃對陡象面觸向睜主脾題全的勵數(shù)變據(jù)小組辮織清方佳式益就純是據(jù)對席分舉析湊對感象錯的鞭數(shù)鋪據(jù)怪的禿一匹個安完哄整屢、礦一能致問的泥描驚述譜，嘗能喝完吊整讀、衫統(tǒng)糧一戶地起刻翅畫棄各餓個看分暫析趙對纏象乒所牲涉采及乒的謎企耳業(yè)代各股項疼數(shù)難據(jù)席，菠以狐及勾數(shù)茂據(jù)鍋之林間倒的晨聯(lián)滋系第本一功節(jié)矛什狹么伙是矩數(shù)緣瑞據(jù)客倉宮庫2.數(shù)撕據(jù)綱倉復(fù)庫貝的翼定芹義面觀向煙主層題每驢個宮主講題找在蘿數(shù)終據(jù)買倉圍庫守中梯都室是迅由傅一姥組帥關(guān)郊系柴表丹實焦現(xiàn)霉的主查題響的緒實亮現(xiàn)各基防于林關(guān)噴系賢數(shù)秒據(jù)銹庫在者具尖體跪?qū)嵨船F(xiàn)編中頓，怪一粱個惹主械題渡可頑以待劃拖分莫成盞多廚個權(quán)表復(fù)，腰主升題君只輛是勞一租個舟邏冬輯倆的并概翠念基冬于椅一之個勁主蠅題乎的鳴所朵有汪表講都白含部有建一折個陷稱問為版公碧共趴鍵盡碼流的棟屬燦性街作燥為折其猾主衡碼刪的圈一椅部蒼分第姿一壞節(jié)橡什吹么幕是幅數(shù)槍據(jù)查倉嘴庫2.數(shù)隆據(jù)脹倉游庫繞的江定迷義面太向酬主駐題CustomerIDFromdateTodateNameAddressPhoneSex…CustomerIDFromdateTodateNameAddressCreditratingemployerSex…CustomerIDActivitydateAmountLocationForitem…第為一榆節(jié)伸什嫩么啞是學(xué)數(shù)飛據(jù)較倉奮庫2.數(shù)殲據(jù)悄倉埋庫積的憂定層義數(shù)菊據(jù)邪倉膚庫肉的險數(shù)造據(jù)白是嬌集偶成忌的要涂統(tǒng)何一愚源賊數(shù)慌據(jù)業(yè)中鄉(xiāng)豐所蠶有賓矛麻盾彎之役處殃，掠如勿同哈名隊異振義躁、蜜字與長扔不馳一常致扔等齊等進(jìn)雜行恨數(shù)宵據(jù)襲綜不合屢和爛計格算蹲。棍數(shù)貼據(jù)逼綜梢合希可尼以探從搜原若有準(zhǔn)數(shù)引據(jù)津庫盼抽室取椒數(shù)盼據(jù)沸生茄成炸，多但漠許庭多筑是紋在遲數(shù)兇據(jù)沸倉抖庫送內(nèi)逗部聞生嘩成第蔥一椅節(jié)頃什治么奮是詞數(shù)融據(jù)川倉罵庫2.數(shù)沉據(jù)地倉鞋庫趨的必定冊義數(shù)碰據(jù)腔倉假庫罩?jǐn)?shù)址據(jù)廁是居不遣可常更蝕新數(shù)鄙據(jù)敗倉仿庫扔的壤數(shù)夠據(jù)厘主斃要周供疤企鑒業(yè)躲決翻策占分朝析炸使微用沫，桂所疼涉翻及求的廚數(shù)博據(jù)吃操冶作獵主牧要量是霧數(shù)結(jié)據(jù)膛查墊詢胞，畫一凝般傭不稀進(jìn)晚行棵修堆改待操晨作數(shù)碗據(jù)腹庫覆中棚進(jìn)栗行匙聯(lián)江機佳處全理誘的墾數(shù)檢據(jù)矛經(jīng)搬過休集運成品輸推入躲到奶數(shù)扛據(jù)菠倉堪庫點中雪，瓶數(shù)機據(jù)鑼倉雞庫均中離的咐數(shù)升據(jù)凈超鬧過池存瞇儲亡期乖限惑，奮這丘些測數(shù)鐵據(jù)爽將哨從柜當(dāng)筋前罵數(shù)挖據(jù)壇倉圾庫殲中速刪沃去D返W溪M纖S比D恐B柳M作S簡胸單搖，找但瓜查降詢賽要輩求縮慧高第印一員節(jié)封什狡么修是羨數(shù)歉據(jù)現(xiàn)倉凡庫2.數(shù)真據(jù)僚倉加庫鼓的貍定西義數(shù)詞據(jù)膽倉刊庫敘數(shù)制據(jù)理隨沸時帳間秋不笨斷霜變秤化數(shù)崇據(jù)將倉恐庫欄隨擦?xí)r揮間匹變誘化腸不扮斷吹增輛加喚新畢的學(xué)內(nèi)陡容數(shù)舌據(jù)腿倉腿庫子隨頓時鏡間元變售化棍不剖斷亦刪父除主舊圓的慚內(nèi)挎容數(shù)冬據(jù)閣倉鼠庫疫中瓦包茅含穩(wěn)有賠大上量環(huán)的精綜訓(xùn)合棒數(shù)壤據(jù)亭，豪這芬些校數(shù)稀據(jù)界隨姐時午間威變吹化窄不萍斷材地槐進(jìn)焦行羨重蹤蝶新鄭綜矮合數(shù)插據(jù)悲倉賭庫蹈數(shù)替據(jù)書的疼碼柿鍵瀉包挪含屑時哭間店項遍，炊標(biāo)川明段歷租史鞭時斜期第歪一原節(jié)直什橡么爛是臉數(shù)塘據(jù)橫倉巾庫3.數(shù)彎據(jù)鴿倉陳庫遭的朗數(shù)類據(jù)踐組父織3現(xiàn).民1組屈織顧結(jié)口構(gòu)元數(shù)據(jù)高度綜合級輕度綜合級當(dāng)前細(xì)節(jié)級早期細(xì)節(jié)級2002~2003年每月銷售表2002~2003年每周銷售表2002~2003年銷售情況表2000~2003年銷售明細(xì)表第桂一抄節(jié)夠什別么港是崗數(shù)勿據(jù)向倉叮庫3.數(shù)肺據(jù)轉(zhuǎn)倉蛇庫悟的叔數(shù)蜜據(jù)珍組拆織3才.攀1組膊織站結(jié)主構(gòu)數(shù)撒據(jù)極倉肚庫嗽中此的逢不逗同棟綜良合考級兼別絞，渾稱遭為乳“粒揭度”就。租粒灶度申越耕大規(guī)，濫表化示哥細(xì)瞎節(jié)禿程殼度澇越淘低趣，脂綜恰合棋程才度耍越渴高元提數(shù)禽據(jù)（m憂e怕t柔a未d鉗a蓄t盆a）骨：漿關(guān)確于澆數(shù)軍據(jù)嶺的筍數(shù)抬據(jù)操那作夜型費環(huán)禽境鉆向憲數(shù)妻據(jù)雅倉撥庫族環(huán)禮境便轉(zhuǎn)產(chǎn)換騰而況建信立錯的元御數(shù)免據(jù)數(shù)樸據(jù)春倉沃庫闖中裕用古來酬與嗚終仿端解用賢戶掩的遵多末維峽商連業(yè)暑模盛型/前摸端違工方具嚷之缺間剩建稍立和映蠟射仔，爭也加為D勇S蹤蝶S元坊數(shù)柜據(jù)第黨一哥節(jié)接什鬼么混是慮數(shù)雜據(jù)刃倉腐庫3.數(shù)心據(jù)走倉押庫烤的碎數(shù)瓜據(jù)扯組須織3調(diào).逢2粒群度夸與棄分兼割粒點度寄是腳數(shù)字據(jù)見倉障庫顯的軟重筑要蜂概墳?zāi)盍Ｋ锥润@是找指筑數(shù)存據(jù)轟倉避庫后的組數(shù)稱據(jù)的單讓位娃中引保省存叢數(shù)利據(jù)幻玉的醬細(xì)蠅化畫或鏈綜或合事程新度雷的括級國別細(xì)脆化玻程紀(jì)度累越黑高亮，寬粒叼度鄙級矩就安越器小鋼；親細(xì)顆化蘭程羞度怖越烏低諒粒差度竿級只就飄越吐大一夸般果采帳用蠶多踩重帶粒括度帽級黃：蛋高斤細(xì)朱節(jié)壁級渠、蜜低晃細(xì)宵節(jié)憂級第止一君節(jié)刻什仍么槳是亂數(shù)體據(jù)毯倉鞭庫3.數(shù)蠻據(jù)銜倉明庫鍋的浴數(shù)梳據(jù)紗組閃織3床.圈2粒駝度升與襯分溪割分伏割組是仗數(shù)刑據(jù)峽倉日庫努的斬重摧要望概宅念分猴割榜是量指修將戶數(shù)前據(jù)旁分架散僻到扔各征自伏的道物獸理囑單親元尾中克去沒以與便畏能牙分蜻別似獨販立美處茅理智，臘以升提矩高街?jǐn)?shù)危據(jù)縱處雖理練效母率數(shù)殃據(jù)截分專割凳后廣的騾數(shù)考據(jù)剩單禁元雙稱排為珍分罰片數(shù)斑據(jù)涌分吼割課標(biāo)倒準(zhǔn)危依傻據(jù)偶實燃際柏情漁況揚確厘定惡，甩一酷般增應(yīng)重包附括專日識期靠項分看割生使朝數(shù)勝據(jù)許更遮易黑重英構(gòu)甩、臺索晴引陽、棄重母組石、乘恢漁復(fù)冒、膠監(jiān)朗控第炸一塞節(jié)傻什叉么察是痕數(shù)攏據(jù)耀倉喝庫3.數(shù)肆據(jù)尊倉察庫某的戲數(shù)距據(jù)政組紛織3揭.劑2粒鞋度照與隸分縣割簡慘單探分群割咽實憑例雕，循分扶片豬以壇時慢間獎標(biāo)史準(zhǔn)珍來研組同織歉：健康保險生命保險事故保險2001分片1分片2分片32002分片4分片5分片62003分片7分片8分片9第葉一項節(jié)宇什抖么袍是咽數(shù)領(lǐng)據(jù)虧倉牢庫3.數(shù)徐據(jù)云倉形庫汪的匆數(shù)鄙據(jù)束組紡織3掀.拆3數(shù)漏據(jù)惑組屯織缸形灶式簡捐單愧堆糕積仆文婆件透：滴數(shù)虛據(jù)則逐置天瀉積僑累輪辦轉(zhuǎn)戀綜糠合挖文界件封：背按鎮(zhèn)日淡、悶周鄙、奇月島、槐年附組裁織盞數(shù)胡據(jù)首集簡步化禿直出接墾文層件然：畜每敢隔右一械定須時籠間盛的膚數(shù)居據(jù)屬庫姐快犬照連鎮(zhèn)續(xù)先文爽件怒：調(diào)通飾過蒸比嚷較只兩壁個滋簡觀單公直蒸接決文攪件猾不害同前而提生宋成第唉二道節(jié)舉什朗么竄是核數(shù)發(fā)據(jù)臟挖竄掘1.數(shù)菌據(jù)叼挖苦掘維的屢提蘇出數(shù)竊據(jù)筐挖繞掘誤是栽信炊息撓技宣術(shù)梯自辛然伍演砌化緊的誰結(jié)迷果數(shù)牌據(jù)澡收無集揚、掩數(shù)傻據(jù)聲庫豈創(chuàng)增建數(shù)袍據(jù)減管丙理跡：娛數(shù)杜據(jù)說存農(nóng)儲份和倘檢塔索躍，膝數(shù)忌據(jù)撇庫啟事懸務(wù)畫處逝理數(shù)今據(jù)陵分糟析掌與窗理錘解廊：恩涉臂及曠數(shù)疼據(jù)進(jìn)倉掛庫絡(luò)和次數(shù)啟據(jù)捕挖辟掘第備二悄節(jié)惰什僚么懸是榨數(shù)善據(jù)經(jīng)挖目掘1.數(shù)抄據(jù)輪挖友掘蘿的聽提兵出數(shù)豈據(jù)掃庫欄技別術(shù)皇的籮發(fā)護(hù)展底歷星史2魚0世剝紀(jì)6頓0年代代孔，亦功對能碗強憂大禾的寄數(shù)亦據(jù)笨庫藝系態(tài)統(tǒng)7嘴0年渣代話，怕從用網(wǎng)剖狀榴和獅層機次渴到勇關(guān)憲系森數(shù)宋據(jù)報庫五系碰統(tǒng)忘、巨建籌模火工表具晴、矮索餐引往和恨數(shù)道據(jù)纖組浮織烤技武術(shù)松，提聯(lián)誕機浪事衡務(wù)首處磁理O奪L我T研P8巡壽0年嶼代邊，股使西用滾先肆進(jìn)癢的舊數(shù)型據(jù)假模睬型輩，垃如傍面殃向舒對槽象憶模廣型戀、裹對嬸象重關(guān)犬系槽模哭型我、乓演鍛繹禮模雞型第客二轉(zhuǎn)節(jié)其什僚么撐是堂數(shù)炎據(jù)策挖救掘1.數(shù)嗚據(jù)甚挖砍掘象的撇提遺出數(shù)清據(jù)你倉位庫短技店術(shù)數(shù)未據(jù)上清俗理皂：繡文檢件吼之咬間甚轉(zhuǎn)殊換嚴(yán)、握存材儲劑介電質(zhì)掉轉(zhuǎn)以移尼、繩清劉除擔(dān)過家期哭數(shù)擺據(jù)撥、毯層板次畫轉(zhuǎn)興換素（秘操嫌作裙型蔑到陡分伍析濱型昂）數(shù)枕據(jù)強集估成院：憐從猶操策作英型嶼環(huán)密境伶到錄分夠析灣型真環(huán)炭境聯(lián)蘋機素分欠析母處避理O竄L耗A棄P：原是商一妖種耐分嗚析筐技亮術(shù)掙，蚊具展有景匯遲總耳、南合刻并膠和巨聚灘集礦功里能蹦，資以碎及發(fā)從變不婦同游角惑度裹觀付察割信隙息烤的盛能訓(xùn)力第受二擇節(jié)忽什丙么再是爪數(shù)討據(jù)障挖柏掘1.數(shù)鞏據(jù)賽挖川掘齡的舒提認(rèn)出數(shù)跑據(jù)弟的首豐淹富贊增跡強紡了偶對蹲功劑能鄙更撈強壘的騙數(shù)鬼據(jù)濁分只析濱工黑具界的節(jié)需貝求對害海拘量鉤數(shù)寬據(jù)瀉的話理替解助，知遠(yuǎn)縫遠(yuǎn)窗超成出顧人迷的鐘能悉力構(gòu)，工產(chǎn)敵生田“跳數(shù)幫據(jù)轉(zhuǎn)墳彈墓金”決芽策默者豬缺序乏胸從侵海結(jié)量蒜數(shù)額據(jù)坦中奶提達(dá)取狐有鞭價局值穿知要識遍的只工舊具復(fù)，匙許親多柄專瓜家難系宋統(tǒng)概技巷術(shù)摩還非是慢依堂賴匪經(jīng)駁驗數(shù)懂據(jù)察挖么掘近工漂具箭進(jìn)潤行禽數(shù)孔據(jù)嚼分撤析楊，罵可降以廚發(fā)謊現(xiàn)次重泥要挽的筋數(shù)慘據(jù)糾模蛋式舉，元破售除腰數(shù)櫻據(jù)槽與陸信議息嘆的涂鴻套溝第核二伶節(jié)錫什琴么寇是疤數(shù)叨據(jù)趨挖重掘2.數(shù)儀據(jù)織挖橡掘伏的草定恥義數(shù)西據(jù)被挖油掘是顧指兼從嶺大盡量型數(shù)敏據(jù)蘇中躺提井取積或惡“棗挖進(jìn)掘清”村知置識離。陣通愈常拒也睡可掀理轟解偽為鈔數(shù)捉據(jù)皮庫磁中晴的辱知駛識漁發(fā)蘇現(xiàn)K揀D臨D，版也薄可懶以長理碎解源為K躲D喚D的刊一所個逢基畏本祖步粘驟根。墾還種有皺提坡法有：數(shù)頭據(jù)誓庫綁中憂知磚識憤挖娃掘知毯識盡提對取數(shù)丙據(jù)/模肆式耳分屈析數(shù)仔據(jù)惕考穗古數(shù)成據(jù)騰捕卷撈第貍二身節(jié)啊什灘么合是丙數(shù)護(hù)據(jù)經(jīng)挖貼掘2.數(shù)苦據(jù)晚挖控掘仰的勢定繭義知礙識上發(fā)獲現(xiàn)筆過憑程7個源步猶驟亦如絮下?lián)В?）惠數(shù)陣據(jù)宿清盛理校：赤消暢除寒噪遣聲濱或廣不駱一貴致2）跡數(shù)貴據(jù)近集絨成線：媽多捧種裁數(shù)催據(jù)法源歇組筒合木在眾一沒起3）窄數(shù)度據(jù)朝選徑擇元：蟲從降數(shù)中據(jù)直庫刑中蒸檢籌索塔與降分跑析經(jīng)任驕務(wù)換相阿關(guān)閥的絡(luò)數(shù)詳據(jù)卷。4）母數(shù)榴據(jù)弟變滲換掀：積數(shù)嫩據(jù)郊變旨換王或捧統(tǒng)旋一競成澤適西合專挖纏掘許的仇形題式牲，吃如雪匯懇總垮或潔聚鄭集拼操早作5）畢數(shù)淋據(jù)超挖覆掘續(xù)：旬使證用踏智未能柔方算法碼提呆取閘數(shù)膊據(jù)偵模可式第妹二狂節(jié)暑什障么悅是掠數(shù)遵據(jù)墻挖筐掘2.數(shù)廟據(jù)獄挖瞞掘疲的販定褲義知室識撇發(fā)當(dāng)現(xiàn)絲式過銹程7個淘步地驟剝?nèi)鐬⑾逻@：6）艷模曲式狡評匪估安：躲根嫩據(jù)榆某韻種澡興退趣橋度灰量雪，蓬識話別吳表秤示溉知徐識居的速真鉆正袍有款趣某的廣模俘式7）象知重識乎表作示黑：邁使龜用革可貪視傾化捧和輛知尤識惰表倦示攻技鼠術(shù)革，捎向歲用泥戶觸提唐供逢挖巧掘提的忌知晌識第諒二旗節(jié)核什蟲么瞇是晚數(shù)怎據(jù)涼挖憂掘2.數(shù)步據(jù)原挖再掘披的抵定糞義知侮識字發(fā)仗現(xiàn)歐過眉程7個爹步飛驟煙如梅下坑：數(shù)據(jù)倉庫知識數(shù)據(jù)庫清理與集成選擇與變換數(shù)據(jù)挖掘模式評估與表示第暑二珠節(jié)燒什掘么俘是流數(shù)域據(jù)反挖元掘2.數(shù)范據(jù)圍挖掙掘縮慧的嘴定頌義數(shù)封據(jù)每挖旨掘的咸廣午義自定見義頭：灑數(shù)郵據(jù)邪挖居掘獄是勝從墻存桃放晝在索數(shù)汁據(jù)證庫炎、跌數(shù)俱據(jù)泡倉藍(lán)庫文或襖其厘他駛信吸息規(guī)庫腸中詞的辣大季量洞數(shù)世據(jù)糾中丹挖傭掘衣有全趣訊知幻玉識暈的慎過陣程第重二船節(jié)在什毫么葡是候數(shù)輩據(jù)膛挖左掘3.數(shù)東據(jù)莊挖辰掘舒系網(wǎng)統(tǒng)裁的逢主攀要垂成戚分?jǐn)?shù)糞據(jù)求庫拿、吃數(shù)種據(jù)荒倉省庫觸或妄其忍他心信蓮息鳳庫數(shù)罰據(jù)丸庫換或洋數(shù)殃據(jù)直倉陳庫旁服蛋務(wù)鬧器知睡識墾庫數(shù)捏據(jù)捕挖趴掘趕引親擎模妨式潤評顛估葵模將塊圖么形義用鋸戶乏界升面第傘二國節(jié)葉什殺么粥是繳數(shù)宜據(jù)員挖予掘4.數(shù)揮據(jù)畜挖列掘致的斑應(yīng)臘用妨環(huán)兩境關(guān)川系匯數(shù)慕據(jù)止庫數(shù)維據(jù)沸倉結(jié)庫事假務(wù)略數(shù)字據(jù)良庫高耗級沖數(shù)么據(jù)崖庫譯系臭統(tǒng)努和軋高醒級雖數(shù)識據(jù)掙庫第茅二治節(jié)攔什碰么臥是雖數(shù)客據(jù)乳挖查掘第評三股節(jié)泳數(shù)刃據(jù)助挖還掘及功唐能1.數(shù)爆據(jù)月挖錦掘勸功孟能數(shù)允據(jù)損挖鮮掘誼功萍能用對于允指恢定數(shù)看據(jù)銳挖關(guān)掘鹽任仰務(wù)中瓜要死找運的見模企式價類塑型酷。休數(shù)唐據(jù)萌挖江掘豆任朵務(wù)京一緣瑞般置分飄為盯兩丟類強：描師述和預(yù)梯測描喪述樓性炎挖撐掘絡(luò)任影務(wù)液刻困劃護(hù)數(shù)日據(jù)競庫促中雜數(shù)未據(jù)膏的肆一銀般蘋特壟性預(yù)矮測計性五挖進(jìn)掘吹任疲務(wù)綱在薪當(dāng)丙前鳳數(shù)吹據(jù)窮上雨進(jìn)替行費推亦斷轉(zhuǎn)，徑以證進(jìn)蝦行珍預(yù)輪測第企三墾節(jié)延數(shù)序據(jù)醫(yī)挖蓄掘濃功謙能2.概鼠念/類擾描糖述貞：街特綿征芽化嘗和裳區(qū)商分?jǐn)?shù)烈據(jù)厲可毯以蛙與鑒類踐或改概塌念發(fā)相偉關(guān)殲聯(lián)治。慣用探匯淘總銜的越、浸簡瓦潔面的驗、憲精嶼確泄的暈方盟式瘦描叮述按每恒個蹤蝶類斗和鋒概束念誘稱慚為類/概輸念舟描便述這繭種晶描劫述派可農(nóng)以紗通神過憂以濤下惠方嘉法漸得敘到刷：數(shù)權(quán)據(jù)勾特愛征晝化快：怕目點標(biāo)校類值數(shù)眠據(jù)捉的蝴一錄般臂特法征盞或遺特姑性蠢的搜匯談總數(shù)浴據(jù)替區(qū)浮分坦：比將遞目氣標(biāo)晚類彼對誦象浸的丑一司般碑特蘋性住與按一沾個春或搖多方個稱對中比址類蜘對宮象網(wǎng)的暑一衡般檢特乒性敏進(jìn)償行員比腥較數(shù)狗據(jù)筆特技征將化訓(xùn)和琴比朵較第辮三舒節(jié)裹數(shù)攏據(jù)織挖婚掘罵功暮能3.關(guān)潛聯(lián)柿分尿析關(guān)餅聯(lián)犬分能析發(fā)懼現(xiàn)得關(guān)釘聯(lián)偶規(guī)翠則屈，置這侄些昨規(guī)罪則壓展摘示伏屬瓦性-值捷頻妹繁沙地禾在束給異定貧數(shù)召據(jù)瘋集屬中層一貨起過出怨現(xiàn)布的順條令件況。紀(jì)關(guān)逗聯(lián)野分兄析銷適充用多于波事釀務(wù)獅數(shù)債據(jù)模分拉析關(guān)鞭聯(lián)洗規(guī)健則形葛式叔化昨描盼述黎為策，堤解腿釋交為辛“鎖滿金足X中撥條艷件非的帽數(shù)境據(jù)掩庫曾元脂組起也跳滿汗足Y中差的吩條挪件右”多裁維家關(guān)象聯(lián)芝規(guī)攜則一凈個溉以娃上索屬泳性娛或印謂肌詞仍之腹間揭的悲關(guān)塑聯(lián)災(zāi)規(guī)啞則單荒維續(xù)關(guān)徐聯(lián)價規(guī)糠則包夏含噴單工個攝謂描詞窩的苦關(guān)截聯(lián)悅規(guī)阻則第嘆三雨節(jié)伸數(shù)奴據(jù)雜挖胞掘裂功運能4.分鬼類左與蜓預(yù)拜測分趨類就忙是珍找怒出丙描發(fā)述財并盒區(qū)婚分筑數(shù)駝?chuàng)翌愘徎蛴懜泡喣罟~的礎(chǔ)模柜型納（鍵或登函兆數(shù)縱）毒，艦以惑便勸能刮夠靈使碧用升模純型壩預(yù)獲測類恩標(biāo)豪記臥未己知的雞對睡象吊類預(yù)注測是哭構(gòu)觀造齡和臣使侵用夠模剖型惑評廁估鴨無區(qū)標(biāo)脹號辭樣丑本電類籌，豎或財評魔估幕給淘定淚樣堆本選可遷能乘具球有錢的做屬洋性鐘值抬或暫值丹區(qū)劫間第食三搶節(jié)扮數(shù)裹據(jù)他挖多掘業(yè)功應(yīng)能4.分凝類際與革預(yù)鋸測數(shù)帽據(jù)紗分兄類禾的閘基抓本直技柜術(shù)溫有禁：判綠定飼樹矩歸福納貝斧葉蔥斯構(gòu)分洗類貝呆葉階斯旨網(wǎng)虎絡(luò)神晶經(jīng)后網(wǎng)紅絡(luò)第狀三譽節(jié)毀數(shù)鼠據(jù)以挖倘掘盤功倒能5.聚緞類樂分裹析將瞞物氣理場或副抽細(xì)象嚴(yán)對榨象飛的月集旨合弓分噸組繡成露為恩由備類退似魚的地對曠象看組傾成飛的敗多個個弟類球的夠過搞程狂成露為聚酷類（c件l牙u薄s表t嶼e致r汪i斃n歉g）由漲聚嶼類捧所阿生群成更的灑簇幼是熱一盟組門數(shù)閉據(jù)鼠對殲象離的場集臣合袖，庸同重一前簇判中奴的還對蘆象念彼姜此籌相夢似份，叛而健與處其南他漆簇雁中糾的殘對六象壩相先異通乎過豈聚泰類寇，陵人忽能炮夠須識勝別儲密浮集吵的部和竊稀泳疏皆的棋區(qū)紅域井，獨因肝而請發(fā)開現(xiàn)仰全聞局旱的冒分壁布蔬模飽式漆，熔以聰及驕數(shù)鞭據(jù)汪屬痕性鳥之松間島的四有刃趣濕的牽相綁互鄰關(guān)給系聚窩類第學(xué)三崖節(jié)鴉數(shù)驢據(jù)曉挖都掘遺功贊能5.聚博類烈分掠析聚前類鳴分錢析是框數(shù)姜據(jù)矩挖蚊掘什的菊一姻個致功絮能量，丑能糖夠殃作瓶為鬧一木個脅獨霧立籮的傅工津具長來投獲株得秧數(shù)偉據(jù)除分銹布肥的銹情演況傘，賞觀帶察丸每仿個星簇辯的香特奸點殊，但集嚼中裁對豎特徑定尖的丘某鐮些倆簇燭做快進(jìn)仆一逢步椅的語分忍析群。繁此辭外尖，漁聚撫類化分?jǐn)y析鼠也忙可也以漿作來為費其泡他爬算豬法報的這預(yù)仇處擠理圣步豆驟聚詳類枝技伶術(shù)銅主懶要諸有雷：版劃躺分面方滴法狂、安層紀(jì)次服方進(jìn)法產(chǎn)、內(nèi)基良于