‰HDF  ÿÿÿÿÿÿÿÿäøÿÿÿÿÿÿÿÿ`ˆ¨ @TREEÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿ HEAPX Èdatadata_descr8ˆ¨ 0namebridges-version1 (mldata0 ¸comment•1. Title: Pittsburgh bridges 2. Sources: -- Yoram Reich & Steven J. Fenves Department of Civil Engineering and Engineering Design Research Center Carnegie Mellon University Pittsburgh, PA 15213 Compiled from various sources. -- Donor: Yoram Reich (yoram.reich@cs.cmu.edu) -- Date: 1 August 1990 3. Past Usage: -- Reich & Fenves (1989). Incremental Learning for Capturing Design Expertise. Technical Report: EDRC 12-34-89, Engineering Design Research Center, Carnegie Mellon University, Pittsburgh, PA. -- Qualitative results and runs with original ordering of examples. using COBWEB. -- Reich (1989). Converging to ``Ideal'' Design Knowledge by Learning, Proceedings of the First International Workshop on Formal Methods in Engineering Design, pp: 330-349, Colorado Springs, CO, January 1990. -- Describes a new design method with Bridger (variant of COBWEB) using this domain. (Also an EDRC report: 12-35-89) -- Reich (1989) Combining Nominal and Continuous Properties in an Incremental Learning System for Design. Technical Report: EDRC 12-33-89. -- Comparison of performance of Bridger when running on both versions (V1 and V2) of the database -- Reich (1989) Incremental Concept Formation with Mixed Property Types Unpublished Manuscript. -- Results using 10 random 10-fold cross-validation test with Bridger (relative error rate): Version V1 of the database: MATERIAL 18.4%, REL-L 38.7%, SPAN 42.7%, T-OR-D 14.7%, TYPE 47.6%. Version V2 of the database: MATERIAL 24.2%, REL-L 41.7%, SPAN 39.9%, T-OR-D 14.7%, TYPE 56.5%. -- Quinlan (1989) Personal communication. -- Results of a 10-fold cross-validation test with C4.5, and with a separate decision tree for each design property obtained the following error rates on version V1 of the database: MATERIAL 15%, REL-L 32%, SPAN 32%, T-OR-D 15%, TYPE 44%. 4. Number of instances: 108 5. Relevant Information: There are two versions to the database: V1 contains the original examples and V2 contains descriptions after discretizing numeric properties. There are no ``classes'' in the domain. Rather this is a DESIGN domain where 5 properties (design description) need to be predicted based on 7 specification properties. 6. Number of Attributes: 13: 7 specifications, 5 design description, and 1 identifier (not used for the classification) 7. Attribute Information: The type field state whether a property is continuous/integer (c) or nominal (n). For properties with c,n type, the range of continuous numbers is given first and the possible values of the nominal follow the semi-colon. name type possible values comments ------------------------------------------------------------------------ 1. IDENTIF - - identifier of the examples 2. RIVER n A, M, O 3. LOCATION n 1 to 52 4. ERECTED c,n 1818-1986 ; CRAFTS, EMERGING, MATURE, MODERN 5. PURPOSE n WALK, AQUEDUCT, RR, HIGHWAY 6. LENGTH c,n 804-4558 ; SHORT, MEDIUM, LONG 7. LANES c,n 1, 2, 4, 6 ; 1, 2, 4, 6 8. CLEAR-G n N, G 9. T-OR-D n THROUGH, DECK 10. MATERIAL n WOOD, IRON, STEEL 11. SPAN n SHORT, MEDUIM, LONG 12. REL-L n S, S-F, F 13. TYPE n WOOD, SUSPEN, SIMPLE-T, ARCH, CANTILEV, CONT-T 8. More complicated attributes: One can use a hierarchical structure for the Type property. There are two options. option 1 (use examples without modification) -------- Type / / \ \ / / \ \ wood suspen arch truss / | \ / | \ cantilev cont-t simple option 2 (requires changes in the Type property - specified bellow) -------- Type / / | \ / / | \ wood suspen arch truss / \ / | \ \ / \ / | \ \ tied-a not-tied cantilev cont-t simple arch-t Change the Type property of the following examples (in both V1 and V2): E28 -> arch-t E91,E90,E84,E83,E73 -> tied-a E97,E78,E77,E75,E66,E64,E43 -> not-tied 9. Missing Attribute Values: Attribute #: # instances with missing values: 2 1 6 27 7 16 8 2 9 6 10 2 11 16 12 5 13 3 Information about the dataset CLASSTYPE: nominal CLASSINDEX: no ˆ¨TREEÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿxP„“0HEAP°p9SNOD`€#kÀ°ÎÕL€SNODh(pBp"8à5hì–PÀ9À#kÀ#jÀ#hÀ#iÀ#eÀ#fÀ#gÀ#^À#_À#`À#aÀ#bÀ#cÀ#dÀ#QÀ#RÀ#SÀ#TÀ#UÀ#VÀ#WÀ#XÀ#YÀ#ZÀ#[À#\À#]À#6À#7À#8À#9À#:À#;À#<À#=À#>À#?À#@À#AÀ#BÀ#CÀ#DÀ#EÀ#FÀ#GÀ#HÀ#IÀ#JÀ#KÀ#LÀ#MÀ#NÀ#OÀ#PÀ#À#À#À#À#À#À#À#À# À# À# À# À# À#À#À#À#À#À#À#À#À#À#À#À#À#À#À#À#À#À#À# À#!À#"À##À#$À#%À#&À#'À#(À#)À#*À#+À#,À#-À#.À#/À#0À#1À#2À#3À#4À#5kÀS°ÎÕL€ü—Ð:GCOLGGGGGGGG G G G G NGGGGGGGGNGGGGGGNGN G!G"G#N$G%G&G'G(G)G*G+N,G-G.G/G0G1G2G3G4G5G6G7G8G9G:G;G<G=G>G?G@GANBGCGDGEGFGGGHGIGJGKGLGMGNGOGPGQNRNSNTNUNVnanWnanXGYGZG[G\G]G^N_N`NaNbNcNdNeNfNgNhNiNjNkNlLONGmMEDIUMnMEDIUMoLONGpMEDIUMqMEDIUMrLONGsLONGtLONGuMEDIUMvLONGwLONGxLONGyMEDIUMznan{MEDIUM|MEDIUM}MEDIUM~MEDIUMLONG€MEDIUM�MEDIUM‚LONGƒMEDIUM„MEDIUM…MEDIUM†MEDIUM‡LONGˆLONG‰LONGŠLONG‹MEDIUMŒMEDIUM�MEDIUMŽMEDIUM�LONG�MEDIUM‘MEDIUM’MEDIUM“MEDIUM”LONG•LONG–LONG—nan˜LONG™LONGšMEDIUM›LONGœMEDIUM�LONGžLONGŸnan nan¡MEDIUM¢MEDIUM£MEDIUM¤MEDIUM¥LONG¦MEDIUM§SHORT¨MEDIUM©MEDIUMªMEDIUMkÀ;°ÎÕL€ k q¬ÎÕLˆkÌr°ÎÕL€ ?@4 4ÿk|‰°ÎÕLx ?@4 4ÿk,�XÎÕL€CLEAR-GSPANMATERIALIDENTIFint1PURPOSEdouble2double0RIVERTYPET-OR-DREL-L@k„›°ÎÕL€HEAPX(ð:namesorderingtypes0ÀC,ÀC+ÀC)ÀC*ÀC&ÀC'ÀC(ÀCÀC ÀC!ÀC"ÀC#ÀC$ÀC%ÀCÀCÀCÀCÀCÀCÀCÀCÀCÀCÀCÀCÀCÀ#¡À#¢À#£À#¤À#¥À#¦À#§À#¨À#©À#ªÀCÀCÀCÀCÀCÀCÀCÀCÀC ÀC ÀC ÀC ÀC ÀCÀCÀCÀCÀ#lÀ#mÀ#nÀ#oÀ#pÀ#qÀ#rÀ#sÀ#tÀ#uÀ#vÀ#wÀ#xÀ#yÀ#zÀ#{À#|À#}À#~À#À#€À#�À#‚À#ƒÀ#„À#…À#†À#‡À#ˆÀ#‰À#ŠÀ#‹À#ŒÀ#�À#ŽÀ#�À#�À#‘À#’À#“À#”À#•À#–À#—À#˜À#™À#šÀ#›À#œÀ#�À#žÀ#ŸÀ# kpZ°ÎÕL€GCOLMEDIUMSHORTMEDIUMMEDIUMLONGLONGLONGLONG nan MEDIUM MEDIUM MEDIUM LONGMEDIUMMEDIUMMEDIUMMEDIUMMEDIUMMEDIUMSHORTMEDIUMMEDIUMnanLONGSHORTnannannanMEDIUMMEDIUMSHORT nan!MEDIUM"nan#MEDIUM$nan%nan&nan'MEDIUM(SHORT)nan*SHORT+SHORT,SHORT-STEEL.STEEL/STEEL0STEEL1STEEL2STEEL3STEEL4STEEL5STEEL6STEEL7STEEL8STEEL9STEEL:STEEL;STEEL<STEEL=STEEL>STEEL?STEEL@STEELASTEELBSTEELCSTEELDSTEELESTEELFSTEELGSTEELHSTEELISTEELJSTEELKSTEELLSTEELMSTEELNSTEELOSTEELPSTEELQSTEELRSTEELSSTEELTSTEELUSTEELVSTEELWSTEELXSTEELYSTEELZSTEEL[STEEL\STEEL]STEEL^STEEL_STEEL`nanananbSTEELcSTEELdIRONeSTEELfSTEELgIRONhIRONiSTEELjIRONkSTEELlSTEELmWOODnSTEELoIRONpSTEELqSTEELrSTEELsSTEELtSTEELuSTEELvSTEELwSTEELxSTEELySTEELzSTEEL{STEEL|STEEL}IRON~IRONIRON€WOOD�WOOD‚IRONƒSTEEL„WOOD…STEEL†STEEL‡STEELˆSTEEL‰STEELŠIRON‹WOODŒWOOD�WOODŽWOOD�WOOD�WOOD‘WOOD’WOOD“IRON”WOOD•WOOD–WOOD—WOOD˜E50™E89šE53›E52œE54�E56žE55ŸE57 E59¡E92¢E61£E60¤E62¥E63¦E65§E64¨E66©E70ªE69ÀC—ÀC–ÀC”ÀC•ÀC‘ÀC’ÀC“ÀCŠÀC‹ÀCŒÀC�ÀCŽÀC�ÀC�ÀC}ÀC~ÀCÀC€ÀC�ÀC‚ÀCƒÀC„ÀC…ÀC†ÀC‡ÀCˆÀC‰ÀCbÀCcÀCdÀCeÀCfÀCgÀChÀCiÀCjÀCkÀClÀCmÀCnÀCoÀCpÀCqÀCrÀCsÀCtÀCuÀCvÀCwÀCxÀCyÀCzÀC{ÀC|ÀC-ÀC.ÀC/ÀC0ÀC1ÀC2ÀC3ÀC4ÀC5ÀC6ÀC7ÀC8ÀC9ÀC:ÀC;ÀC<ÀC=ÀC>ÀC?ÀC@ÀCAÀCBÀCCÀCDÀCEÀCFÀCGÀCHÀCIÀCJÀCKÀCLÀCMÀCNÀCOÀCPÀCQÀCRÀCSÀCTÀCUÀCVÀCWÀCXÀCYÀCZÀC[ÀC\ÀC]ÀC^ÀC_ÀC`ÀCa aX aW aU aV aR aS aT aK aL aM aN aO aP aQ a> a? a@ aA aB aC aD aE aF aG aH aI aJ a# a$ a% a& a' a( a) a* a+ a, a- a. a/ a0 a1 a2 a3 a4 a5 a6 a7 a8 a9 a: a; a< a=ÀC˜ÀC™ÀCšÀC›ÀCœÀC�ÀCžÀCŸÀC ÀC¡ÀC¢ÀC£ÀC¤ÀC¥ÀC¦ÀC§ÀC¨ÀC©ÀCª a a a a a a a a a  a  a  a  a  a a a a a a a a a a a a a a a a a a a  a! a"GCOLE101E73E72E67E75E74E71E68 E78 E77 E76 E93 E79E108E107NE105E103E97E96E99E98E81E80E88E82E102E83E86E85E84E91 E90!E100"E109#E29$E28%E32&E31'E34(E33)E36*E35+E38,E37-E39.E4/E400E411E422E443E434E465E456E477E588E489E94:E49;E95<E87=E51>E16?E17@E18AE19BE20CE21DE23EE22FE24GE25HE27IE26JE30KE9LE10ME11NE12OE14PE13QE15RE6SE7TE8UE3VE5WE2XE1YRRZRR[RR\RR]HIGHWAY^HIGHWAY_HIGHWAY`RRaHIGHWAYbRRcRRdHIGHWAYeRRfRRgWALKhHIGHWAYiHIGHWAYjHIGHWAYkHIGHWAYlHIGHWAYmHIGHWAYnHIGHWAYoHIGHWAYpHIGHWAYqHIGHWAYrHIGHWAYsHIGHWAYtHIGHWAYuHIGHWAYvHIGHWAYwHIGHWAYxHIGHWAYyHIGHWAYzRR{HIGHWAY|HIGHWAY}HIGHWAY~RRHIGHWAY€HIGHWAY�HIGHWAY‚HIGHWAYƒHIGHWAY„HIGHWAY…HIGHWAY†HIGHWAY‡HIGHWAYˆHIGHWAY‰HIGHWAYŠHIGHWAY‹HIGHWAYŒHIGHWAY�HIGHWAYŽHIGHWAY�HIGHWAY�HIGHWAY‘RR’RR“HIGHWAY”HIGHWAY•HIGHWAY–HIGHWAY—RR˜HIGHWAY™AQUEDUCTšHIGHWAY›HIGHWAYœHIGHWAY�HIGHWAYžHIGHWAYŸRR RR¡RR¢HIGHWAY£HIGHWAY¤RR¥HIGHWAY¦RR§RR¨RR©HIGHWAYªRR%-.0468;=@@ACGHJNRTTVZ[[\\\__`abbccddefghhiijllmnooooppptuuvwz{{~€�ƒ„††‡‡‡‡ˆˆˆˆ‹‹‹‘“™™™™™™žŸŸŸ££§§©ª±·º¾Â|y|y|y|y|y|y|y|y |y |y|y|y|y|y a© aª|y|y|y|y|y|y|y|y|y |y |y  aŽ a� a� a‘ a’ a“ a” a• a– a— a˜ a™ aš a› aœ a� až aŸ a  a¡ a¢ a£ a¤ a¥ a¦ a§ a¨ aY aZ a[ a\ a] a^ a_ a` aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az a{ a| a} a~ a a€ a� a‚ aƒ a„ a… a† a‡ aˆ a‰ aŠ a‹ aŒ a�GCOLRRHIGHWAYHIGHWAYRRHIGHWAYHIGHWAYRRRR RR RR RR HIGHWAY AQUEDUCTHIGHWAYRRHIGHWAYHIGHWAYRRHIGHWAYHIGHWAYAQUEDUCTAQUEDUCTHIGHWAYHIGHWAYHIGHWAYMMAMYM A!O"O#M$O%A&A'A(A)A*A+A,A-O.A/M0M1A2M3A4M5O6O7M8M9A:A;A<A=O>Y?Y@MAMBMCMDAEOFOGMHAIMJAKOLMMONAOAPMQARMSOTMUOVAWMXMYAZA[M\M]M^O_M`AaMbMcAdAeMfAgMhAiMjAkMlAmAnAoMpMqArOsMtAuMvAwMxAyAzA{M|A}A~MA€A�A‚AƒA„M…SIMPLE-T†SIMPLE-T‡SIMPLE-TˆCANTILEV‰SIMPLE-TŠSIMPLE-T‹SIMPLE-TŒCANTILEV�CANTILEVŽSIMPLE-T�SIMPLE-T�SIMPLE-T‘CONT-T’SIMPLE-T“SUSPEN”ARCH•ARCH–SUSPEN—SUSPEN˜CANTILEV™ARCHšCANTILEV›CANTILEVœARCH�CANTILEVžSUSPENŸSIMPLE-T ARCH¡ARCH¢SUSPEN£CONT-T¤CANTILEV¥CONT-T¦SIMPLE-T§CONT-T¨CANTILEV©ARCHªSIMPLE-Tø4�@ø@�@øðŽ@@�@p—@ø@�@øÀ’@øø�@@�@À’@@�@@�@øt“@À’@øøøø‘@øà�@@�@ø$’@α@€‘@ø@�@ø•@ø‘@øø~¢@ø@�@@¯@°¡@@Ÿ@À’@@Ÿ@øèœ@P”@p§@$–@’@À’@(Ž@€—@`“@ø›@P™@Й@D¡@ ¦@@�@ø¡@” @ø¨‹@z¢@àŠ@ ‹@¨›@�—@Τ@È”@ì¤@X¡@àŠ@”¡@T•@¨–@p—@hš@ œ@��@@Š@¸š@à @øø ”@ Œ@î¢@�@ø¡@ ‰@�š@@�@ Ž@J¡@0‹@X­@°�@øø@@ð?@@@ð?@ð?@@@@@@@@@@@ø@@@@@@@@@@@ø@@@@@ð?@@@@@@ø@@@@@@@@ø@@øøø@@@ø@@@@ø@@@@@ø@@@@@@@@@@@@@@@øø@@@@@ø@@@@@@@øø@9@€C@=@7@;@<@@€C@=@€C@@€@@<@9@@<@=@@@0@ð?8@€F@$@€C@(@?@:@@>@ @€D@3@€F@;@1@2@9@;@6@&@"@H@@€B@,@.@€@@C@*@A@0@€A@@5@@<@@ø7@B@€H@€E@$@€D@8@€B@?@>@=@@@;@:@G@C@@ð?>@4@9@1@D@E@@&@A@ÀC@š™™™™ÙC@@C@H@J@€I@7@6@,@3@€B@E@€G@ð?€@@"@8@F@@€E@<@SNODÀ3`Ü•XÌ”H8@ð60Ð4k4¢°ÎÕL€k丰ÎÕL€käаÎÕL€TREEÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿš „“0SNOD”¿äØ ôÙ|y„|yƒ|y�|y‚|y~|y|y€|yw|yx|yy|yz|y{|y||y}|yj|yk|yl|ym|yn|yo|yp|yq|yr|ys|yt|yu|yv|yO|yP|yQ|yR|yS|yT|yU|yV|yW|yX|yY|yZ|y[|y\|y]|y^|y_|y`|ya|yb|yc|yd|ye|yf|yg|yh|yi|y|y|y|y|y|y|y |y!|y"|y#|y$|y%|y&|y'|y(|y)|y*|y+|y,|y-|y.|y/|y0|y1|y2|y3|y4|y5|y6|y7|y8|y9|y:|y;|y<|y=|y>|y?|y@|yA|yB|yC|yD|yE|yF|yG|yH|yI|yJ|yK|yL|yM|yNä¨Eä¨Dä¨Bä¨Cä¨?ä¨@ä¨Aä¨8ä¨9ä¨:ä¨;ä¨<ä¨=ä¨>ä¨+ä¨,ä¨-ä¨.ä¨/ä¨0ä¨1ä¨2ä¨3ä¨4ä¨5ä¨6ä¨7ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ ä¨!ä¨"ä¨#ä¨$ä¨%ä¨&ä¨'ä¨(ä¨)ä¨*|y…|y†|y‡|yˆ|y‰|yŠ|y‹|yŒ|y�|yŽ|y�|y�|y‘|y’|y“|y”|y•|y–|y—|y˜|y™|yš|y›|yœ|y�|yž|yŸ|y |y¡|y¢|y£|y¤|y¥|y¦|y§|y¨|y©|yªä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ä¨ ä¨ ä¨ ä¨ ä¨ ä¨ä¨GCOLSIMPLE-TCONT-TCONT-TCANTILEVCONT-TSIMPLE-TCONT-TARCH CONT-T CONT-T ARCH ARCH ARCHnannanSUSPENARCHSIMPLE-TSIMPLE-TSIMPLE-TSIMPLE-TSIMPLE-TSIMPLE-TSIMPLE-TSIMPLE-TSIMPLE-TWOODSIMPLE-TSIMPLE-TSIMPLE-TSUSPEN ARCH!SIMPLE-T"SIMPLE-T#SIMPLE-T$SIMPLE-T%SIMPLE-T&SIMPLE-T'CANTILEV(SIMPLE-T)SIMPLE-T*SIMPLE-T+SUSPEN,SIMPLE-T-SIMPLE-T.WOOD/WOOD0SIMPLE-T1SUSPEN2WOOD3SIMPLE-T4SIMPLE-T5SIMPLE-T6SIMPLE-T7SIMPLE-T8SUSPEN9WOOD:WOOD;WOOD<WOOD=WOOD>WOOD?WOOD@WOODASUSPENBWOODCWOODDWOODEWOODFTHROUGHGTHROUGHHTHROUGHITHROUGHJnanKTHROUGHLTHROUGHMTHROUGHNTHROUGHOTHROUGHPTHROUGHQTHROUGHRDECKSTHROUGHTTHROUGHUTHROUGHVTHROUGHWTHROUGHXTHROUGHYTHROUGHZTHROUGH[DECK\THROUGH]DECK^DECK_THROUGH`THROUGHaTHROUGHbTHROUGHcTHROUGHdDECKeDECKfDECKgTHROUGHhDECKiTHROUGHjTHROUGHkTHROUGHlTHROUGHmTHROUGHnDECKoTHROUGHpDECKqTHROUGHrTHROUGHsTHROUGHtDECKuDECKvTHROUGHwTHROUGHxTHROUGHynanznan{THROUGH|THROUGH}THROUGH~THROUGHTHROUGH€THROUGH�THROUGH‚THROUGHƒTHROUGH„THROUGH…THROUGH†THROUGH‡THROUGHˆTHROUGH‰THROUGHŠTHROUGH‹THROUGHŒDECK�THROUGHŽTHROUGH�THROUGH�THROUGH‘THROUGH’THROUGH“THROUGH”THROUGH•THROUGH–THROUGH—THROUGH˜THROUGH™THROUGHšTHROUGH›THROUGHœTHROUGH�THROUGHžnanŸnan THROUGH¡THROUGH¢THROUGH£THROUGH¤DECK¥THROUGH¦DECK§THROUGH¨THROUGH©THROUGHªTHROUGHäÀäÀäÀäÀ䨪äÀäÀ䨣䨤䨥䨦䨧䨨䨩䨖䨗䨘䨙䨚䨛䨜ä¨�䨞䨟䨠䨡䨢ä¨{ä¨|ä¨}ä¨~ä¨䨀ä¨�䨂䨃䨄䨅䨆䨇䨈䨉䨊䨋䨌ä¨�䨎ä¨�ä¨�䨑䨒䨓䨔䨕ä¨Fä¨Gä¨Hä¨Iä¨Jä¨Kä¨Lä¨Mä¨Nä¨Oä¨Pä¨Qä¨Rä¨Sä¨Tä¨Uä¨Vä¨Wä¨Xä¨Yä¨Zä¨[ä¨\ä¨]ä¨^ä¨_ä¨`ä¨aä¨bä¨cä¨dä¨eä¨fä¨gä¨hä¨iä¨jä¨kä¨lä¨mä¨nä¨oä¨pä¨qä¨rä¨sä¨tä¨uä¨vä¨wä¨xä¨yä¨z ”×ÐÎÕL€GCOLTHROUGHTHROUGHTHROUGHTHROUGHTHROUGHTHROUGHFS-F S-F F F F FFFFFFFFFFSS-FS-FS-FSS-FFFS-F S-F!S"F#F$F%S-F&F'S-F(S-F)S-F*F+S,F-S-F.F/F0F1F2F3F4F5S-F6F7F8F9F:F;F<nan=S>F?S@FAFBFCFDFESFFGSHFIFJFKFLFMFNFOSPFQFRFSFTSUSVFWS-FXnanYSZS[S\nan]F^S_nan`nanaFbScFdSeSfSgShSiSjSkSlSmSnSoSpSqSrCLEAR-GsT-OR-DtMATERIALuSPANvREL-LwTYPExPURPOSEyLENGTHzLANES{LOCATION|ERECTED}RIVER~IDENTIFCLEAR-G€T-OR-D�MATERIAL‚SPANƒREL-L„TYPE…int1†PURPOSE‡double2ˆdouble0‰RIVERŠIDENTIF‹ nominal:N,GŒnominal:THROUGH,DECK�nominal:WOOD,IRON,STEELŽnominal:SHORT,MEDIUM,LONG�nominal:S,S-F,F�1nominal:WOOD,SUSPEN,SIMPLE-T,ARCH,CANTILEV,CONT-T‘ nominal:WALK,AQUEDUCT,RR,HIGHWAY’numeric“numeric”¦nominal:1,10,11,12,13,14,15,16,17,18,19,2,20,21,22,23,24,25,26,27,28,29,3,30,31,32,33,34,35,36,37,38,38.5,39,39.5,39.7,4,40,41,42,43,44,45,46,47,48,49,5,51,52,6,7,8,9•numeric–nominal:A,M,O,Y¨äÀqäÀpäÀnäÀoäÀkäÀläÀmäÀdäÀeäÀfäÀgäÀhäÀiäÀjäÀWäÀXäÀYäÀZäÀ[äÀ\äÀ]äÀ^äÀ_äÀ`äÀaäÀbäÀcäÀ<äÀ=äÀ>äÀ?äÀ@äÀAäÀBäÀCäÀDäÀEäÀFäÀGäÀHäÀIäÀJäÀKäÀLäÀMäÀNäÀOäÀPäÀQäÀRäÀSäÀTäÀUäÀVäÀäÀäÀ äÀ äÀ äÀ äÀ äÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀäÀ äÀ!äÀ"äÀ#äÀ$äÀ%äÀ&äÀ'äÀ(äÀ)äÀ*äÀ+äÀ,äÀ-äÀ.äÀ/äÀ0äÀ1äÀ2äÀ3äÀ4äÀ5äÀ6äÀ7äÀ8äÀ9äÀ:äÀ;äÀ~äÀ}äÀ{äÀ|äÀxäÀyäÀzäÀräÀsäÀtäÀuäÀväÀw äàÀÎÕL€ ¤áÐÎÕL€äÀŠäÀ‰äÀˆäÀ…äÀ†äÀ‡äÀäÀ€äÀ�äÀ‚äÀƒäÀ„¸äèäÀ–¦äÀ”äÀ• äÀ‘äÀ’äÀ“ äÀ‹äÀŒäÀ�äÀŽäÀ�1äÀ�GCOL¸nominal:E1,E10,E100,E101,E102,E103,E105,E107,E107N,E108,E109,E11,E12,E13,E14,E15,E16,E17,E18,E19,E2,E20,E21,E22,E23,E24,E25,E26,E27,E28,E29,E3,E30,E31,E32,E33,E34,E35,E36,E37,E38,E39,E4,E40,E41,E42,E43,E44,E45,E46,E47,E48,E49,E5,E50,E51,E52,E53,E54,E55,E56,E57,E58,E59,E6,E60,E61,E62,E63,E64,E65,E66,E67,E68,E69,E7,E70,E71,E72,E73,E74,E75,E76,E77,E78,E79,E8,E80,E81,E82,E83,E84,E85,E86,E87,E88,E89,E9,E90,E91,E92,E93,E94,E95,E96,E97,E98,E99(