分类与决策树

分类与预测Vicky银行个人住房贷款审批

银行个人客户提出住房贷款申请，根据历史数据发现：部分贷款客户不能按时还款。为尽量降低这种现象，需要发现不能按时还款客户的特征，以便对以后住房贷款申请的审批提供依据。2006年年底，由SAS机构与招商银行启动了全行个人住房贷款评分卡开发与推广项目。该项目利用客户的历史数据构建评分卡模型，然后将该模型应用到新客户上，最后决定是否接受新客户的贷款申请。分析数据集应该包括哪些客户？银行贷款申请

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0IDAgeHas_jobOwn_homeCreditClass1YoungNoNoFairNo2YoungNoNoGoodNo3YoungYesNoGoodYes4YoungYesYesFairYes5YoungNoNoFairNo6MiddleNoNoFairNo7MiddleNoNoGoodNo8MiddleYesYesGoodYes9MiddleNoYesExcellentYes10MiddleNoYesExcellentYes11OldNoYesExcellentYes12OldNoYesGoodYes13OldYesNoGoodYes14OldYesNoExcellentYes15OldNoNoFairNo银耕行景贷它款响数巧据做集银斧行临贷哀款浆案帐例骗数铺据道集的碍分熔类阁误羊差狭：C层E烟=出1覆-瞧9点/旋1剩5诵=辛6斩/刊1侮5赞=绵0弯.洁4二埋、涉建驰立决皇策渠树常庆用算薄法I血D妙3冈-循I票D稳5蚊,怪C项4他,僚C忽4吵.爸5匀,混C贿5透.监0C历A告R狮T（C挪l似a抛s窃s摸i昆f惕i拍c财a董t典i画o岛n茧a忆n娃d羊R牢e豆g眠r趋e牲s谣s庄i螺o裁n茅T梳r繁e次e瓦s分步类遣与赶回脚归你树)（C知&谊R涝T）C反H仙A流I裹D嫌(严c傻h杠i效-能s捆q佛u泄a嫩r新e雹d静a涛u偶t功o蹈m峰a跪t拣i船c众i趣n茫t袄e岛r纤a跪c滤t服i粗o床n子d悠e恨t狸e沟c坡t谋i誓o浑n，登卡资方胁自赴动寒交着互勇检么测)二次叉G养I漫N锡I指览数二犬叉净或枝多趁叉醋信脂息夹熵二讯叉鲁或艰多乌叉建烫立决钉策滥树树抓的诱生膨长分纸裂午属贱性耀及潜其逢条胡件进的赤选虚择何授时敞结皮束朽分弄裂树隶的趁选摩择1筋.裂魄分织目戒标跳与犁属寸性弯选基择裂枣分目英标使苦分葛裂琴后口数括据自子者集果的纯市度比员裂聋分涛前星数颤据呈集厅的假纯廉度最处大蔑限室度焰的克提捐高；朱即培不伶同利类催别浑的窜观痒测齿尽前量愁分脾散挺在滩不谢同暑的草子姥集柔中药。指纹标信藏息斧增类益火与装信量息溪增乎益露率G口I颂N既I指抗数鸽的价下螺降二廊分薄指翁数卡鹿方斥检锦验C磁-倒S揭E城P、…信挠息么增钓益I扩n斥f暂o扎r坟m乌a僵t项i汁o黑n害G面a头i深n=裂捷分鹊前葱数垦据伴集危的瘦熵–裂娘分捏后大各贱子涉数拴据内集神的到熵凝加导权释和其仗中睡：权振重生为方每核个给子查集锡中陪的思观唤测悄数柏在杜裂赌分写前叙总佣观六测四数俯中剩所睛占饿的写比赛例案梯例故数趟据旅集蜻基奥于o广w江n付_惧h暖o遥m娱e属俘性瓣划幼分IDAgeHas_jobOwn_homeCreditClass1YoungNoNoFairNo2YoungNoNoGoodNo3YoungYesNoGoodYes4YoungYesYesFairYes5YoungNoNoFairNo6MiddleNoNoFairNo7MiddleNoNoGoodNo8MiddleYesYesGoodYes9MiddleNoYesExcellentYes10MiddleNoYesExcellentYes11OldNoYesExcellentYes12OldNoYesGoodYes13OldYesNoGoodYes14OldYesNoExcellentYes15OldNoNoFairNo案耀例蓄数班据放集艇基绞于o意w喊n绒h途o廉m写e属保性意划牙分划骗分择后贝数贵据晓集逮的恳熵E财n睡t赌r槽o民p级yO赤w徒n雀_触h苹o惰m倒e(仓T的)蝇=6蚁/氧1兔5仔*鸟E既n圾t晕r裳o冈p汤y就(甜T1)党+券9霉/食1颗5路*涂E坦n蓄t说r扰o坏p激y障(端T2)=师6啦/烤1滑5稿*殃(−重6耽/浸6铜*智l韵o北g2(马6饼/辰6乎)叨−这0耐/局0痕*祖l匙o令g2(营0诉/宽6懒))鸣+9益/唯1明5判*恢(−水3网/唇9适*柴l柴o废g2(救3掀/赢9强)灰−猴6巩/骑9膝*掏l萄o斑g2(敞6摧/钻9)央=佳0穷.落5拆5茎1信燥息斥增缝益G届a幕i钳n坡(右o肺w邻n骂h诵o浑m愿e联)医=太0驳.享9灵7掠1掩-类0陪.采5豆5乎1冷=受0蚕.食4饿2Own_homeYesNoYes:6No:0No:6Yes:3裂糟分络前督数裤据汗集评的民熵候：E铁n陕t稀r见o扔p常y寄(吓T猴0演)摄=纠−炼6授/翁1衰5厘*倍l钉o乐g2(感6笔/剃1调5滩)劈燕−者9咏/客1壁5得*纺l爸o纯g2(渔9泼/筝1爽5返)达=碰0分.匆9碎7坡1案尸例剃数炎据而集腹基娘于a两g玻e属贿性眨划纯分IDAgeHas_jobOwn_homeCreditClass1YoungNoNoFairNo2YoungNoNoGoodNo3YoungYesNoGoodYes4YoungYesYesFairYes5YoungNoNoFairNo6MiddleNoNoFairNo7MiddleNoNoGoodNo8MiddleYesYesGoodYes9MiddleNoYesExcellentYes10MiddleNoYesExcellentYes11OldNoYesExcellentYes12OldNoYesGoodYes13OldYesNoGoodYes14OldYesNoExcellentYes15OldNoNoFairNo案脾例混数龙据来集钞基聚于a洽g燥e属采性眨划睬分裂味分皮后瞧数决据哈集震的娃熵E刘n所t颠r竭o活p瞒yA丈g躲e(脏T勺)作=5亦/南1芽5钓*拿E薪n指t摔r孔o底p爷y拥(纷T1)诸+绒5泉/父1球5必*逮E糟n砖t据r撤o劲p猎y符(铃T2)知+延5想/肃1托5皇*羡E卵n嗓t冒r殊o旁p拳y论(呀T3)=铲5配/日1币5孙*得(−将3诊/林5针*煤l允o侵g2(汁3僵/嗽5狮)纽奉−疤2婆/瓦5串*谁l邪o夜g2(肉2瘦/夹5覆))院+5陆/业1蜘5硬*猾(−蜂3饲/举5伐*住l室o访g2(衣3乳/挠5衔)丘−周2形/尖5握*绍l蝇o纪g2(凝2遣/闪5省))投+5颗/乞1盛5善*流(−霉1箭/离5反*肤l狭o喘g2(摔1果/涨5细)拐−拘4据/者5谷*新l右o赌g2(臣4互/肆5版))劈燕=乔0聪.苗8贵8荒8信毁息浆增漏益G仗a检i组n由(战a禽g暗e幸)贫=且0对.醋9斯7配1鹿-猎0脸.钓8葛8胖8遮=挪0球.叫0姿8勺3AgeYoungMiddleOldYes:2No:3Yes：3No:2No:1Yes:4案常例蕉数蓝据权集奶基市于风其解它赠属坚性典划貌分根淋据h雷a闷s宾j真o幼b和c需r忽e秤d或i箱t划霞分烟后估的领熵休分亡别弊为E俱n爬t姑r岸o门p则yH霸a候s鸭_纯j辆o罪b(病T非)猎=酒0缝.倍6歪4痒7E榜n促t袋r共o友p接yC仔r霸e至d都i括t(吨T驴)偷=编0广.首6错0遮8信疑息挺增趴益糊分节别扬为趁：G亦a窜i初n扯(顾h户a守s云j锯o旋b消)武=零0呀.锦3嫩2炎4G惠a涉i法n罩(亦c恼r舅e跪d榆i锁t膨)剑=册0醒.邀3械6能3G拿a雪i斤n筝(帮o猛w疑n晨h惩o拔m装e躬)孔=羞0沈.皇4怕2G桂a哀i两n气(常a音g垃e爽)姜=纪0挎.腿9陆7猎1忙-呼0撒.焰8饶8慈8肺=裳0榨.诵0竹8轮3has_jobYesNoYes:5No:0No:6Yes:4creditfairgoodexcellentYes:1No:4Yes：4No:2No:0Yes:4Own_homeYesNoYes:6No:0No:6Yes:3IDAgeHas_jobOwn_homeCreditClass1YoungNoNoFairNo2YoungNoNoGoodNo3YoungYesNoGoodYes5YoungNoNoFairNo6MiddleNoNoFairNo7MiddleNoNoGoodNo13OldYesNoGoodYes14OldYesNoExcellentYes15OldNoNoFairNoOwn_homeYesNoNo:6Yes:3Yes:6No:0has_jobYesNoYes:3No:0No:6Yes:0IDAgeHas_jobOwn_homeCreditClass1YoungNoNoFairNo2YoungNoNoGoodNo3YoungYesNoGoodYes4YoungYesYesFairYes5YoungNoNoFairNo6MiddleNoNoFairNo7MiddleNoNoGoodNo8MiddleYesYesGoodYes9MiddleNoYesExcellentYes10MiddleNoYesExcellentYes11OldNoYesExcellentYes12OldNoYesGoodYes13OldYesNoGoodYes14OldYesNoExcellentYes15OldNoNoFairNo信敢息边增乳益慨方盐法升偏必向壳选肝择畅具阻有谁大很量陈取冈值脊的司属阔性信刷息笑增昂益令率假蚕设惩按窗照升属版性S来直划缘瑞分T，炉设S有m个控值与，幻玉根神据幼该晋属良性彩的例取接值防将脏数盗据畅集T划津分邪成m个舞子裕集{滩T屿1，T荡2，…晴T身m洞}，直设T汗j的幅数机据斑个渣数皱是tj。凡信蛛息扣增谅益掩率延可忧以循通庭过冻如雷下划公口式嗓计自算底得淘到蜓：其凯中叙，棒如哄前槐面已所筛定晃义购，朗的羽定渔义差为信距息组增汪益盈率痕：糕案例例密数互据权集乘基根于o哪w绑n自h白o渣m科e属委性盟划确分信酬息打增富益G必a骗i聋n屿(筒o脑w慢n盏h肆o痕m槽e违)差=驼0脚.革9缴7迁1怜-窄0碗.旷5蛇5侦1御=阳0贪.丹4猎2S暑P赤L敲I肃T绝I诸(雁o泳w留n泰h社o壮m竖e屡)游=栏-艘6路/劣1愿5敌*重l宁o缴g2(背6尖/婚1警5梯)铁−轿9孤/莲1群5围*决l虹o炮g2(尸9拉/何1拢5田)=蓝0眯.争9辈7龄1信骄息胜增梁益否率G粪R缺(声o医w弓n统h培o其m暑e番)缩慧=富0仿.舍4腹2浸/朽0桌.阔9香7趟1岛=皮0敞.先4毒3俘3Own_homeYesNoYes:6No:0No:6Yes:3G耻I击N循I指抗数沿的仅下巷降G食I跨N井I指担数的躺下逐降=裂分存前诞数役据挨集的G捕I驳N司I指置数–裂扩分迫后彻各破子随数假据四集的G秩I启N警I指庭数加括权陶和其盼中：殃权强重争为哭每夹个视子额集售中屋的筐观肥测夹数陪在币裂抚分重前迟总衬观缓测削数砌中眨所划占似的宾比管例二及分慢指扶数善划枯分对明于腔在暮属第性s的舅划看分t，您二绸分麦指殖数码的篮改浇进限量其为艳：池（j表段示唉目睡标坑变污量顷的扭取糕值裁）产折生西两辅个华子叛节烈点插间成最香大伏差凶异舟的紧属撕性s被救选周择寸。卡连方访检菜验庸划捏分计慰算船每殿个蔑裂怀分尸的喝卡遵方普值选倍择寺卡甩方读检秤验题最课显危著煎的面变受量弃及皂其挂裂却分蓄分仇支选壁择千裂艺分顶属低性旱及开其窜裂白分灭条桨件测葬试祖每每个佩属扬性夕及搞其竟可农能恐的幸裂央分兽条炊件挣，窑计狸算寒裂套分赵指逐标摔，元选形择轧最航佳厨者彩。注绿意扔：对贺取命值兵范播围属比弯较圈大映的京类抄别搬属径性搁，椒可放考门虑玩分暂组爽泛吧化对坦有渠序脸类苦别含属瓦性谅，窑划跟分邻不发能帅改环变聪其判顺膜序辫性对乞数旬值饮型扩属腔性付，嗽理吃论梁上志需谦要引测诱试晚各壳种糖可故能辣的竹划辨分浆条秆件谜，搂实甚际淋上模可凭以草进震行优命化渔测至试。抢也倡可担以效进另行但离什散腹化取处碧理敞。3撕4排鸦序类枝标淋号冒改点变馋的达临幕界师点时中壶间艳值状作夏为吴候砍选酿划疏分扒阈钟值PersonHairLengthWeightAgeClass

Homer0”25036MMarge10”15034FBart2”9010MLisa6”788FMaggie4”201FAbe1”17070MSelma8”16041FOtto10”18038MKrusty6”20045M3耕5PersonHairLengthWeightAgeClassMaggie4”201FLisa6”788FBart2”9010MMarge10”15034FSelma8”16041FAbe1”17070MOtto10”18038MKrusty6”20045MHomer0”25036MWeight<=165?yesno划地分见前恒：E线n沿t点r甚o美p婶y跃(鉴4F,鼻5M)来=亲-定(向4盾/史9很)寸l岗o建g2(举4昨/近9遣)巩-笼(滴5少/刃9狠)清l守o右g2(形5剧/蓄9茧)=0申.滨9采9民1资1E确n能t企r殿o垂p雕y(承4F,猫1M)民=叔-歌(艘4默/涝5蜓)长l股o仍g2(监4绳/野5再)龄-尿(愉1宣/朵5爪)谣l诱o俊g2(陵1陷/腥5窗)=0液.产7搅2裤1命9E波n萌t耳r待o缺p垮y(随0F,该4M)虏=房诚-览(锯0稠/站4朴)傲l资o帽g2(贴0厉/帝4支)摔-织(岩4泥/枝4娱)阅l睡o软g2(居4顽/正4存)=0G炕a霉i捎n(符W莲e晒i吩g挺h村t培<欺=刃1疑6夫5丢)揉=0纱.历9青9绝1苦1–最(宿5热/栋9悠*0辰.奏7婆2陷1铜9+虾4泰/辛9的*0)富=舞0轻.笨5罗9谅0难03梢72串.裂续分红停乘止聋条遗件每泰个遭叶疮子坏节届点惨都喜属沙于凑同街一闹个园类守别夺；有蹦可安能播得巨到规一伙个茶非蓝常听大米的陡树颈，蔬某售些奔叶谦子蝴节饰点处只旁包获含费很神少怨的帅观鲜测询。节私点生包两含涉的悟观泉测钟个喊数泳小闲于辈某堡个追指划定魂值艇；裂油分锦的视目魄标觉指仿标妖（雅例称如毯：摆信榨息基增图益怒、据信离息滚增友益衔率迎）汤非稀常架小材；树勉的克深拉度诱达困到增了布预汗先榨指拿定竟的晚最蹄大萄值骄。预溉剪践枝3凶83荡.树市的篮选挂择分贴类辆模演型鼓的芒优粘劣驰一浩般引情供况紫下疼可脸根览据愚分徐类焰的检准溉确开度胃（致或搞分启类戴误释差软）织来司判避断展。训完练谣误格差镜：捧在羡训但练共集先上折的片误羽差泛敬化纯误动差净：姐在庸非愤训户练急集如上肚的筐期饥望肿误陶差在末验馋证盗数讯据殿集陈上坝的我预哀测书误疲差姻是殿泛予化威误贞差搬的卧无燥偏够估符计轮。过想拟亮合好起的礼分张类盼模优型盾：低佣训畏练验误怕差低瞒泛彩化蛛误孟差拟腰合栗不凤足潮：较量高食训卧练蜘误巾差较穷高稿泛写化赚误袜差过钞拟金合己：低全训困练检误穷差较属高征泛迟化体误宴差过徐拟烤合过裂拟绿合枕处熔理扑策伯略-茄-剪幅枝–给烦树估剪垦枝拔就匀是心剪竿掉汗“心弱受枝福”住（暖指败的税是周在缘瑞验啄证护数路据您上涌误灰分顽类刻率字高踏的宽树听枝突）恐。–为疤树稳剪听枝称会赢增目加岸训英练疼数旋据电上喘的明错姻误列分株类蜻率奶，笋但借精伸简造的郊树喝会比提赠高形新恶数压据拔上踪蝶的泳预勺测吉能矿力旬。决手策纽奉树涉剪恭枝预母剪鹊枝川（戴提送前鼠终遣止构裂板分扶）在旧树贝没向有持完丛全肤扩性张护之博前谱就窜停的止爪树辅的汉生词长泛，犁即造不僻要肺求吼每茧个惑叶槐子传节侦点俘内酬的坡每渔一班个天属畏性伯值壮都访相鼓同航，粉或维者夸属怎于砖同运一捎类滤别斤。后茅剪晌枝用扒新较的景叶闲子掉节掩点谈（板类选标亭号孟为芳多载数个类枕）忧代网替卷子苹树贤；用糟子绵树逐中糠最胡常殖用捡的话分事枝宿代虏替雹子年树弄；后至剪禾枝训外练乡丰集飞：验樱证烧集闯：训村练秃后描得脑到营的葬决徒策攻树河：colorx2…classred……successblue……failureblue……failurecolorx2…classred……failurered……failurered……failureblue……successfailure验横证益集鼻误初差脾：41最猜小戴误斑差峡树践与激最孩佳排剪狡枝安树三甜、爬产悲生挣分杜类勇规月则振并舌应逆用对沿从搁根略到偿叶购节铸点下的作每条一叹条罢路隐径歼创弃建留一市条榴规礼则私：沿司着挥给押定业路浪径放上保的尤每悟个块划层分脊用站逻柳辑A兔N甜D形握成扭分昼类痛规做则葡的I纯F部牧分财，添对急应粗叶社节州点坏的多类野别瓜形家成T歼H咬E方N部围分龙。例湾如伞：R粘1：I明F江O遵w山n挤_灰h求o丈m拥e碗=厘y抬e岁s低T本H先E消N雪C此l颈a垒s绿s断=刘y慈e愁sR暂2：I叹F裂O伶w猎n屑_良h浩o等m零e吐=锁N通o写A胳N今D盘H疮a询s洗_殿j鼠o宣b捏=汪Y泽e穷sT高H灭E剑N仆C乳l闪a止s絮s维=致Y沾e膨sR末3：I伸F叮O腥w桐n洽_毒h欺o椅m莲e诉=鞭N悲o价A旗N威D街H协a带s丛_秀j缘瑞o积b盛=拾N积oT笑H亡E光N舍C掩l辩a箩s风s膨=捎N制oOwn_homeYesNoNo:6Yes:3Yes:6No:0has_jobYesNoYes:3No:0No:6Yes:0规连则赤的颤覆偶盖笼率准凑确萝率四斜、释问基题湖讨壁论缺灶失令值昆问饱题决袄策吉树熔叶蔽子裤节嗓点代的筐准农确叫含社义决闲策够树灯方很法举的份特河点挠与走改坐进目叮标牛变悬量崭在服数义据澡集台样秘本伙与述总她体竞的怒分宁布摄不恭一旬致寇时叙如油何旬处穷理婚？变撕量语值旬缺吉失灰问面题训爷练昼集伏中菊的惜输计入彼变幻玉量术值薄缺丙失新数惊据方中阶裂看分变阴量值缺违失使猎用移代持理葛划夹分假蹦定X坊*是霉节拘点t的舰最泉佳俩划穴分s掩*的绝裂招分变脆量，敏代丈理寸划泛分s（禾划尿分效仁果优最心接券近s*）禾使支用舟另译外匠一蛛个屈输揭入拨变疏量X。如的果储要雁预左测票的舟新型记残录闸在X谁*上网有凯缺锤失把值午而雁在X变悉量番上蜓没乌有路缺巩失旨值，屑则着预持测田将银使太用泳代丛理谅划越分s。问木题览讨巨论缺绵失卸值农问墨题决抽策杯树稼叶拾子诱节掩点焰的隙准樱确喇含纱义决混策吼树常方混法价的拣特饭点扮与链改忠进目清标旺变酱量钢在吊数绞据它集臣样君本跟与崇总舟体号的撒分稼布孝不透一均致触时鞭如挤何视处间理鸡？决哥策形树脆叶堡子嗽节挪点众的景准险确忘含辱义PersonHairLengthWeightAgeClass

Homer0”25036MMarge10”15034FBart2”9010MLisa6”788FMaggie4”201FAbe1”17070MSelma8”16041FOtto10”18038MKrusty6”20045MP机(均c韵l骨a坏s族s瘦=胳M庙)身=洒1贝0蛙0引%P量(所c曲l无a供s倘s巧=义F士)废=夹8赵0蹈%Weight<=165?yesno问另题尤讨协论缺赚失侮值溪问慈题决伯策荷树聚叶矩子掌节疾点博的找准竖确蛋含挡义决疫策盟树兆方额法裕的岗特巩点在与幕改存进目伙标载变跃量侧在扰数裳据康集覆样抄本