HDF  ` H TREE(HEAPX datadata_descr8 (nameplaces (mldata0 comment This dataset is taken from the Places Rated Almanac, by Richard Boyer and David Savageau, copyrighted and published by Rand McNally. This book order (SBN) number is 0-528-88008-X, and it retails for $14.95 . The data are reproduced by kind permission of the publisher, and with the request that the copyright notice of Rand McNally, and the names of the authors appear in any paper or presentation using these data. The nine rating criteria used by Places Rated Almanac are: Climate & Terrain Housing Health Care & Environment Crime Transportation Education The Arts Recreation Economics For all but two of the above criteria, the higher the score, the better. For Housing and Crime, the lower the score the better. The scores are computed using the following component statistics for each criterion (see the Places Rated Almanac for details): Climate & Terrain: very hot and very cold months, seasonal temperature variation, heating- and cooling-degree days, freezing days, zero-degree days, ninety-degree days. Housing: utility bills, property taxes, mortgage payments. Health Care & Environment: per capita physicians, teaching hospitals, medical schools, cardiac rehabilitation centers, comprehensive cancer treatment centers, hospices, insurance/hospitalization costs index, flouridation of drinking water, air pollution. Crime: violent crime rate, property crime rate. Transportation: daily commute, public transportation, Interstate highways, air service, passenger rail service. Education: pupil/teacher ratio in the public K-12 system, effort index in K-12, accademic options in higher education. The Arts: museums, fine arts and public radio stations, public television stations, universities offering a degree or degrees in the arts, symphony orchestras, theatres, opera companies, dance companies, public libraries. Recreation: good restaurants, public golf courses, certified lanes for tenpin bowling, movie theatres, zoos, aquariums, family theme parks, sanctioned automobile race tracks, pari-mutuel betting attractions, major- and minor- league professional sports teams, NCAA Division I football and basketball teams, miles of ocean or Great Lakes coastline, inland water, national forests, national parks, or national wildlife refuges, Consolidated Metropolitan Statistical Area access. Economics: average household income adjusted for taxes and living costs, income growth, job growth. The data are recorded in two ASCII files, PLACES.DAT, and PLACES.KEY . The first file contains 329 observations, 9 columns plus an index column. The index stands for the location. PLACES.KEY gives the index in the first column and the associated name of the place in the second column. All data analysis can be done with numeric variables and the index, as read in from PLACES.DAT . Alternatively, the numerical key can be replaced by the alphabetic name, as given by PLACES.KEY . Information about the dataset CLASSTYPE: numeric CLASSINDEX: none specific TREEHEAPXPlaceint0@SNODhhkILSNODpXj X*IX*H X*GX*DX*E X*FX*?X*@ X*A X*BX*C X*5 X*6 X*7 X*8 X*9X*: X*; X*< X*=X*> X* X*! X*"X*# X*$ X*%X*&X*'X*(X*) X**X*+X*, X*-X*.X*/ X*0 X*1X*2X*3 X*4 X*X* X* X* X*X* X* X*X*X* X* X* X* X* X*X*X* X* X* "X* X* X*  X* X*X*X* X*X* X* X*X* X*X*X* X* X* X*"X*X*X* X* X* X* X* X* X* X*X* X* X*X* X*X*X*X*X*X*X*X*X*X*X* X* X*X**X* X*X*X*X* X*X* X* X*X*X*X*X*X*X*X* X* X*&X*X* X*X*X* X* X* X*X* X*X* X*X* X* X* X*X*X*X*X*$X* X* X* X* X* X*X*X* X*X* X* X* X* X* X*X*X*X* X*X* X* X* X* X*X* X*X*X*X* X* X* X* X* X*X* X* X* X*X* X* X* X*X* X* X*X*X*X* X* X* X*X* X*! X*"X*# X*$ X*% X*& X*' X*( X*)X**X*+X*,X*-X*.X*/ X*0 X*1X*2&X*3 X*4 X*5X*6 X*7X*8 X*9 X*:X*; X*< X*=X*>X*?X*@ X*A$X*B X*C X*DX*E X*F X*G X*H X*I X*J X*K X*LX*M X*N X*O X*P X*QX*R X*S X*TX*UX*VX*WX*X X*Y X*Z X*[ X*\ X*]X*^ X*_ X*`X*aX*bX*cX*dX*e X*fX*g X*hX*i X*j#X*k X*lX*m X*n X*oX*p X*q X*r X*sX*t X*uX*vX*wX*x X*yX*zX*{X*| X*}X*~X* X* X* X*X*"X*X*X* X* X* X* X*X* X*X* X*X* X* X*X*X*X*X* X*X* X**X*X* X*X*X*X* X* X* X*X*X* X*GCOL@ Laredo_TX Las_Cruces_NM Las_Vegas_NV Lawrence_KSLawrence-Haverhill_MA-NH Lawton_OKLewiston-Auburn_MELexington-Fayette_KY Lima_OH Lincoln_NE Little_Rock_North_Little_Rock_AR Longview-Marshall_TX Lorain-Elyria_OHLos_Angeles_Long_Beach_CALouisville_KY-IN Lowell_MA-NH Lubbock_TX Lynchburg_VAMacon_Warner_Robbins_GA Madison_WI Manchester_NH Mansfield_OHMcAllen-Edinburg-Mission_TX Medford_OR Melbourne-Titusville-Palm_Bay_FLMemphis_TN-AR-MSMiami-Hialeah_FLMiddlesex-Somerset_Hunterdon_NJ Middletown_CT Midland_TX Milwaukee_WI Minneapolis-St._Paul_MN-WI! Mobile_AL" Modesto_CA#Monmouth-Ocean_NJ$ Monroe_LA% Montgomery_AL& Muncie_IN' Muskegon_MI( Nashua_NH) Nashville_TN*Nassua-Suffolk_NY+New_Bedsford_MA,New_Britain_CT-New_Haven-Meriden_CT.New_London-Norwich_CT-RI/New_Orleans_LA0 New_York_NY1 Newark_NJ2Niagara_Falls_NY3&Norfolk-Virginia_Beach-Newport_News_VA4 Norwalk_CT5 Oakland_CA6Ocala_FL7 Odessa_TX8Oklahoma_City_OK9 Olympia_WA: Omaha_NE-IA;Orange_County_NY< Orlando_FL= Owensboro_KY>Oxnard-Ventura_CA?Panama_City_FL@Parkerburg-Marietta_WV-OHA Pascagoula_MSB$Pawtucket-Woonsocket-Attleboro_RI-MAC Pensacola_FLD Peoria_ILEPhiladelphia_PA-NJF Phoenix_AZG Pine_Bluff_ARH Pittsburgh_PAI Pittsfield_MAJ Portland_MEK Portland_ORL Portsmouth-Dover-Rochester_NH-MEMPoughkeepsie_NYN Providence_RIO Provo-Orem_UTP Pueblo_COQ Racine_WIRRaleigh-Durham_NCS Reading_PAT Redding_CAUReno_NVVRichland-Kinnewick-Pasco_WAWRichmond-Petersburg_VAXRiverside-San_Bernardino_CAY Roanoke_VAZ Rochester_MN[ Rochester_NY\ Rockford_IL] Sacramento_CA^Saginaw-Bay_City-Midland_MI_ St._Cloud_MN` St._Joseph_MOaSt._Louis_MO-ILbSalem_ORcSalem-Glouster_MAdSalinas-Seaside-Monterey_CAeSalt_Lake_City-Ogden_UTf San_Angelo_TXgSan_Antonio_TXh San_Diego_CAiSan_Francisco_CAj San_Jose_CAk#Santa_Barbara-Santa_Maria-Lompoc_CAl Santa_Cruz_CAmSanta_Rosa-Petaluma_CAn Sarasota_FLo Savannah_GApScranton-Wilkes_Barre_PAq Seattle_WAr Sharon_PAs Sheboygan_WItSherman-Denison_TXu Shreveport_LAvSioux_City_IA-NEwSioux_Falls_SDxSouth_Bend-Mishawaka_INy Spokane_WAzSpringfield_IL{Springfield_MA|Springfield_MO} Stamford_CT~State_College_PASteubenville-Weirton_OH-WV Stockton_CA Syracuse_NY Tacoma_WATallahassee_FL"Tampa-St._Petersburg-Clearwater_FLTerre_Haute_INTexarkana_TX-Texarkana_AR Toledo_OH Topeka_KS Trenton_NJ Tuscon_AZTulsa_OK Tuscaloosa_ALTyler_TX Utica-Rome_NYVallejo-Fairfield-Napa_CA Vancouver_WA Victoria_TXVineland-Millville-Bridgeton_NJVisalia-Tulare-Porterville_CAWaco_TXWashington_DC-MD-VA Materbury_CTWaterloo-Cedar_Falls_IA Wausau_WI*West_Palm_Beach-Boca_Raton-Delray_Beach_FLWheeling_WV-OH Wichita_KSWichita_Falls_TXWilliamsport_PAWilmington_DE-NJ-MD Wilmington_NC Worcester_MA Yakima_WAYork_PAYoungstown-Warren_OH Yuba_City_CA Denver_CO Des_Moines_IA Detroit_MI Dothgan_AL Dubuque_IA Duluth_MN-WIEast_St._Louis-Belleville_IL Eau_Claire_WI El_Paso_TXElkhart-Goshen_IN Elmira_NYEnid_OKErie_PAEugene-Springfield_OREvansville_IN-KYFall_River_MA-RIFargo-Moorhead_ND-MNFayetteville_NCFayettteville-Sprindale_ARFitchburg-Leominster_MAFlint_MI Florence_AL Florence_SCFort_Collins-Lover=land_CO*Fort_Lauderdale-Hollywood-Pompano_Beach_FL Fort_Myers_FLFort_Pierce_FLFort_Smith_AR-OKFort_Walton_Beach_FL Fort_Wayne_INForth-Arlington_TX Fresno_CA Gadsden_ALGainesville_FLGalveston-Texas_City_TXGary-Hammond_INGlens_Falls_NYGrand_Forks_NDGrand_Rapids_MIGreat_Falls_MT Greeley_CO Green_Bay_WI&Greensboro-Winston-Salem-High_Point_NCGreenville-Spartanburg_SC Hagerstown_MDHamilton-Middletown_OHHarrisburg-Lebanon-Carlisle_PA Hartford_CT Hickory_NC Honolulu_HIHouma-Thibodaux_LA Houston_TXHuntington-Ashland_WV-KY-OH Huntsville_ALIndianapolis_IN Iowa_City_IA Jackson_MI Jackson_MSJacksonville_FLJacksonville_NCJanesville-Beloit_WIJersey_City_NJ$Johnson_City-Kingsport-Bristol_TN-VA Johnstown_PA Joliet_IL Joplin_MO Kalamazoo_MI Kankakee_ILKansas_City_KSKansas_City_MO Kenosha_WIKileen-Temple_TX Knoxville_TN Kokomo_IN La_Crosse_WI Lafayette_IN Lafayette_LALake_Charles_LALake_County_ILLakeland-Winter_Haven_FL Lancaster_PALansing-East_Lansing_MI Boston_MABoulder-Longmont_CO Bradenton_FL Brazoria_TX Bremerton_WABridgeport-Milford_CT Bristol_CT Brockton_MABrownsville-Harlington_TXBryan-College_Station_TX Buffalo_NY Burlington_NC Burlington_VT Canton_OH Casper_WYCedar_Rapids_IAChampaign-Urbana-Rantoul_IL Charleston_SC  Charleston_WV "Charlotte-Gastonia-Rock_Hill_NC-SC Charlottesville_VA Chattanooga_TN-GA  Chicago_ILChico_CACincinnati_OH-KY-INClarksville-Hopkinsville_TN-KY Cleveland_OHColorado_Springs_CO Columbia_MO Columbia_SCColumbus_GA-AL Columbus_OHCorpus_Christi_TXCumberland_MD-WV Dallas_TX Danbury_CT Danville_VA"Davenport-Rock_Island-Moline_IA-ILDayton-Springfield_OHDaytona_Beach_FL Decatur_IL  Augusta_GA-SC!Aurora-Elgin_IL" Austin_TX#Bakersfield_CA$ Baltimore_MD% Bangor_ME&Baton_Rouge_LA'Battle_Creek_MI(Beaumont-Port_Arthur_TX)Beaver_County_PA* Bellingham_WA+Benton_Harbor_MI,Bergen-Passaic_NJ- Billings_MT.Biloxi-Gulfport_MS/Binghampton_NY0 Birmingham_AL1 Bismarck_ND2Bloomington_IN3Bloomington-Normal_IL4 Boise_City_ID5 Anchorage_AK6 Anderson_IN7 Anderson_SC8 Ann_Arbor_MI9 Anniston_AL:Appleton-Oshkosh-Neenah_WI; 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qLGCOLnominal:Abilene_TX,Akron_OH,Albany-Schenectady-Troy_NY,Albany_GA,Albuquerque_NM,Alexandria_LA,Allentown_Bethlehem_PA-NJ,Alton_Granite_City_IL,Altoona_PA,Amarillo_TX,Anaheim-Santa_Ana_CA,Anchorage_AK,Anderson_IN,Anderson_SC,Ann_Arbor_MI,Anniston_AL,Appleton-Oshkosh-Neenah_WI,Asheville_NC,Athens_GA,Atlanta_GA,Atlantic_City_NJ,Augusta_GA-SC,Aurora-Elgin_IL,Austin_TX,Bakersfield_CA,Baltimore_MD,Bangor_ME,Baton_Rouge_LA,Battle_Creek_MI,Beaumont-Port_Arthur_TX,Beaver_County_PA,Bellingham_WA,Benton_Harbor_MI,Bergen-Passaic_NJ,Billings_MT,Biloxi-Gulfport_MS,Binghampton_NY,Birmingham_AL,Bismarck_ND,Bloomington-Normal_IL,Bloomington_IN,Boise_City_ID,Boston_MA,Boulder-Longmont_CO,Bradenton_FL,Brazoria_TX,Bremerton_WA,Bridgeport-Milford_CT,Bristol_CT,Brockton_MA,Brownsville-Harlington_TX,Bryan-College_Station_TX,Buffalo_NY,Burlington_NC,Burlington_VT,Canton_OH,Casper_WY,Cedar_Rapids_IA,Champaign-Urbana-Rantoul_IL,Charleston_SC,Charleston_WV,Charlotte-Gastonia-Rock_Hill_NC-SC,Charlottesville_VA,Chattanooga_TN-GA,Chicago_IL,Chico_CA,Cincinnati_OH-KY-IN,Clarksville-Hopkinsville_TN-KY,Cleveland_OH,Colorado_Springs_CO,Columbia_MO,Columbia_SC,Columbus_GA-AL,Columbus_OH,Corpus_Christi_TX,Cumberland_MD-WV,Dallas_TX,Danbury_CT,Danville_VA,Davenport-Rock_Island-Moline_IA-IL,Dayton-Springfield_OH,Daytona_Beach_FL,Decatur_IL,Denver_CO,Des_Moines_IA,Detroit_MI,Dothgan_AL,Dubuque_IA,Duluth_MN-WI,East_St._Louis-Belleville_IL,Eau_Claire_WI,El_Paso_TX,Elkhart-Goshen_IN,Elmira_NY,Enid_OK,Erie_PA,Eugene-Springfield_OR,Evansville_IN-KY,Fall_River_MA-RI,Fargo-Moorhead_ND-MN,Fayetteville_NC,Fayettteville-Sprindale_AR,Fitchburg-Leominster_MA,Flint_MI,Florence_AL,Florence_SC,Fort_Collins-Lover=land_CO,Fort_Lauderdale-Hollywood-Pompano_Beach_FL,Fort_Myers_FL,Fort_Pierce_FL,Fort_Smith_AR-OK,Fort_Walton_Beach_FL,Fort_Wayne_IN,Forth-Arlington_TX,Fresno_CA,Gadsden_AL,Gainesville_FL,Galveston-Texas_City_TX,Gary-Hammond_IN,Glens_Falls_NY,Grand_Forks_ND,Grand_Rapids_MI,Great_Falls_MT,Greeley_CO,Green_Bay_WI,Greensboro-Winston-Salem-High_Point_NC,Greenville-Spartanburg_SC,Hagerstown_MD,Hamilton-Middletown_OH,Harrisburg-Lebanon-Carlisle_PA,Hartford_CT,Hickory_NC,Honolulu_HI,Houma-Thibodaux_LA,Houston_TX,Huntington-Ashland_WV-KY-OH,Huntsville_AL,Indianapolis_IN,Iowa_City_IA,Jackson_MI,Jackson_MS,Jacksonville_FL,Jacksonville_NC,Janesville-Beloit_WI,Jersey_City_NJ,Johnson_City-Kingsport-Bristol_TN-VA,Johnstown_PA,Joliet_IL,Joplin_MO,Kalamazoo_MI,Kankakee_IL,Kansas_City_KS,Kansas_City_MO,Kenosha_WI,Kileen-Temple_TX,Knoxville_TN,Kokomo_IN,La_Crosse_WI,Lafayette_IN,Lafayette_LA,Lake_Charles_LA,Lake_County_IL,Lakeland-Winter_Haven_FL,Lancaster_PA,Lansing-East_Lansing_MI,Laredo_TX,Las_Cruces_NM,Las_Vegas_NV,Lawrence-Haverhill_MA-NH,Lawrence_KS,Lawton_OK,Lewiston-Auburn_ME,Lexington-Fayette_KY,Lima_OH,Lincoln_NE,Little_Rock_North_Little_Rock_AR,Longview-Marshall_TX,Lorain-Elyria_OH,Los_Angeles_Long_Beach_CA,Louisville_KY-IN,Lowell_MA-NH,Lubbock_TX,Lynchburg_VA,Macon_Warner_Robbins_GA,Madison_WI,Manchester_NH,Mansfield_OH,Materbury_CT,McAllen-Edinburg-Mission_TX,Medford_OR,Melbourne-Titusville-Palm_Bay_FL,Memphis_TN-AR-MS,Miami-Hialeah_FL,Middlesex-Somerset_Hunterdon_NJ,Middletown_CT,Midland_TX,Milwaukee_WI,Minneapolis-St._Paul_MN-WI,Mobile_AL,Modesto_CA,Monmouth-Ocean_NJ,Monroe_LA,Montgomery_AL,Muncie_IN,Muskegon_MI,Nashua_NH,Nashville_TN,Nassua-Suffolk_NY,New_Bedsford_MA,New_Britain_CT,New_Haven-Meriden_CT,New_London-Norwich_CT-RI,New_Orleans_LA,New_York_NY,Newark_NJ,Niagara_Falls_NY,Norfolk-Virginia_Beach-Newport_News_VA,Norwalk_CT,Oakland_CA,Ocala_FL,Odessa_TX,Oklahoma_City_OK,Olympia_WA,Omaha_NE-IA,Orange_County_NY,Orlando_FL,Owensboro_KY,Oxnard-Ventura_CA,Panama_City_FL,Parkerburg-Marietta_WV-OH,Pascagoula_MS,Pawtucket-Woonsocket-Attleboro_RI-MA,Pensacola_FL,Peoria_IL,Philadelphia_PA-NJ,Phoenix_AZ,Pine_Bluff_AR,Pittsburgh_PA,Pittsfield_MA,Portland_ME,Portland_OR,Portsmouth-Dover-Rochester_NH-ME,Poughkeepsie_NY,Providence_RI,Provo-Orem_UT,Pueblo_CO,Racine_WI,Raleigh-Durham_NC,Reading_PA,Redding_CA,Reno_NV,Richland-Kinnewick-Pasco_WA,Richmond-Petersburg_VA,Riverside-San_Bernardino_CA,Roanoke_VA,Rochester_MN,Rochester_NY,Rockford_IL,Sacramento_CA,Saginaw-Bay_City-Midland_MI,Salem-Glouster_MA,Salem_OR,Salinas-Seaside-Monterey_CA,Salt_Lake_City-Ogden_UT,San_Angelo_TX,San_Antonio_TX,San_Diego_CA,San_Francisco_CA,San_Jose_CA,Santa_Barbara-Santa_Maria-Lompoc_CA,Santa_Cruz_CA,Santa_Rosa-Petaluma_CA,Sarasota_FL,Savannah_GA,Scranton-Wilkes_Barre_PA,Seattle_WA,Sharon_PA,Sheboygan_WI,Sherman-Denison_TX,Shreveport_LA,Sioux_City_IA-NE,Sioux_Falls_SD,South_Bend-Mishawaka_IN,Spokane_WA,Springfield_IL,Springfield_MA,Springfield_MO,St._Cloud_MN,St._Joseph_MO,St._Louis_MO-IL,Stamford_CT,State_College_PA,Steubenville-Weirton_OH-WV,Stockton_CA,Syracuse_NY,Tacoma_WA,Tallahassee_FL,Tampa-St._Petersburg-Clearwater_FL,Terre_Haute_IN,Texarkana_TX-Texarkana_AR,Toledo_OH,Topeka_KS,Trenton_NJ,Tulsa_OK,Tuscaloosa_AL,Tuscon_AZ,Tyler_TX,Utica-Rome_NY,Vallejo-Fairfield-Napa_CA,Vancouver_WA,Victoria_TX,Vineland-Millville-Bridgeton_NJ,Visalia-Tulare-Porterville_CA,Waco_TX,Washington_DC-MD-VA,Waterloo-Cedar_Falls_IA,Wausau_WI,West_Palm_Beach-Boca_Raton-Delray_Beach_FL,Wheeling_WV-OH,Wichita_Falls_TX,Wichita_KS,Williamsport_PA,Wilmington_DE-NJ-MD,Wilmington_NC,Worcester_MA,Yakima_WA,York_PA,Youngstown-Warren_OH,Yuba_City_CA