Help with Radius problem
Good morning Bert. I will sign up for r-sig-geo and review your suggested link as well, thank you very much for your response. WHP Proprietary -----Original Message----- From: Bert Gunter <bgunter.4567 at gmail.com> Sent: Tuesday, May 12, 2020 8:30 PM To: Poling, William <PolingW at aetna.com> Cc: r-help at r-project.org Subject: [EXTERNAL] Re: [R] Help with Radius problem **** External Email - Use Caution **** No insight But have you consulted: https://urldefense.proofpoint.com/v2/url?u=https-3A__CRAN.R-2Dproject.org_view-3DSpatial&d=DwIBaQ&c=wluqKIiwffOpZ6k5sqMWMBOn0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2ExlYvnUWbsByY&m=gbt_psl_UbXJa0-nqZs2cDd5cTAtzTGE6OOluljG2U0&s=aT7qePkClGUoKBh0QatR5mvySgsYeUp9gU0WLReStTU&e= Also, I believe this would be better posted on r-sig-geo, not here. Bert Gunter "The trouble with having an open mind is that people keep coming along and sticking things into it." -- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
On Tue, May 12, 2020 at 5:57 PM Poling, William via R-help <r-help at r-project.org> wrote:
#RStudio Version Version 1.2.1335 sessionInfo() # R version 4.0.0 Patched (2020-05-03 r78349) #Platform: x86_64-w64-mingw32/x64 (64-bit) #Running under: Windows 10 x64 (build 17763) Hello I am trying to figure out how to create concentration of ID's in the following data, based on determining the highest concentration in the smallest radius area based on Longitude and Latitude (geo location) I have reviewed many websites looking for a function or tutorial, (if you are aware of either please let me know) I have worked through the following to see if they are close to what I need, but they are not. #Possible use https://urldefense.proofpoint.com/v2/url?u=https-3A__stackoverflow.com _questions_21977720_r-2Dfinding-2Dclosest-2Dneighboring-2Dpoint-2Dand- 2Dnumber-2Dof-2Dneighbors-2Dwithin-2Da-2Dgiven-2Drad&d=DwIBaQ&c=wluqKI iwffOpZ6k5sqMWMBOn0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2 ExlYvnUWbsByY&m=gbt_psl_UbXJa0-nqZs2cDd5cTAtzTGE6OOluljG2U0&s=t6qPeVA_ C9VbEMtn5earDo2F53CkazDyPAQrL81PifM&e= #Possible math ref https://urldefense.proofpoint.com/v2/url?u=http-3A__janmatuschek.de_La titudeLongitudeBoundingCoordinates&d=DwIBaQ&c=wluqKIiwffOpZ6k5sqMWMBOn 0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2ExlYvnUWbsByY&m=gb t_psl_UbXJa0-nqZs2cDd5cTAtzTGE6OOluljG2U0&s=o5R4BF22ow2gJd8RgJOS0pVRn6 6a4uCBcXXgK59Z1SM&e= #Possible use https://urldefense.proofpoint.com/v2/url?u=https-3A__stackoverflow.com _questions_39008850_find-2Dnumber-2Dof-2Dpoints-2Dwithin-2Da-2Dradius- 2Din-2Dr-2Dusing-2Dlon-2Dand-2Dlat-2Dcoordinates&d=DwIBaQ&c=wluqKIiwff OpZ6k5sqMWMBOn0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2ExlY vnUWbsByY&m=gbt_psl_UbXJa0-nqZs2cDd5cTAtzTGE6OOluljG2U0&s=cr5fY67h9cmL ZlNVPGcJ5gysN_qVQC-xZetElqwYVhk&e= # https://urldefense.proofpoint.com/v2/url?u=https-3A__gis.stackexchange .com_questions_229453_create-2Da-2Dcircle-2Dof-2Ddefined-2Dradius-2Dar ound-2Da-2Dpoint-2Dand-2Dthen-2Dfind-2Dthe-2Doverlapping-2Da&d=DwIBaQ& c=wluqKIiwffOpZ6k5sqMWMBOn0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmT CtKvneM2ExlYvnUWbsByY&m=gbt_psl_UbXJa0-nqZs2cDd5cTAtzTGE6OOluljG2U0&s= xK2iPfFjKfUevj39Uk8ux2OZYYxE3N4kOQU3ecP0W4M&e= # https://urldefense.proofpoint.com/v2/url?u=https-3A__stackoverflow.com _questions_23071026_drawing-2Da-2Dcircle-2Dwith-2Da-2Dradius-2Dof-2Da- 2Ddefined-2Ddistance-2Din-2Da-2Dmap_23072079-2323072079&d=DwIBaQ&c=wlu qKIiwffOpZ6k5sqMWMBOn0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvn eM2ExlYvnUWbsByY&m=gbt_psl_UbXJa0-nqZs2cDd5cTAtzTGE6OOluljG2U0&s=susH1 Qr4Cz3oohO3OF6Bs6PWuAzo5hc7WMQccLvuX08&e= My actual data is 2353 records with 41 states and 1337 cities represented. Here is a sample below. Some might call this a hotspot question I suppose: "What is the maximum number of ID's I can gather in the smallest radius size given the data at hand? For example it would be useful to have a function that I could use to test different combinations of radius size and concentration of ID #'s by geo location. Any insight would be very much appreciated. Thank you. WHP str(sample) 'data.frame': 35 obs. of 5 variables: $ state : Factor w/ 41 levels "AL","AR","AZ",..: 19 29 9 9 10 30 33 35 41 12 ... $ city : Factor w/ 1337 levels "ABBOTTSTOWN",..: 281 1280 129 223 989 721 550 731 1325 688 ... $ latitude : num 43.5 40.1 26.5 27.9 31.9 ... $ longitude: num -70.6 -82.9 -80.1 -82.7 -81.4 ... $ ID : int 2318 2319 2320 2321 2322 2323 2324 2325 2326 2327 ... dput(sample) structure(list(state = structure(c(19L, 29L, 9L, 9L, 10L, 30L, 33L, 35L, 41L, 12L, 12L, 36L, 4L, 9L, 8L, 39L, 36L, 36L, 41L, 28L, 12L, 28L, 28L, 12L, 11L, 2L, 12L, 22L, 32L, 22L, 12L, 10L, 10L, 22L, 10L), .Label = c("AL", "AR", "AZ", "CA", "CO", "CT", "DC", "DE", "FL", "GA", "IA", "IL", "IN", "KS", "KY", "LA", "MA", "MD", "ME", "MI", "MN", "MO", "NC", "NE", "NJ", "NM", "NV", "NY", "OH", "OK", "OR", "PA", "SC", "SD", "TN", "TX", "UT", "VA", "WA", "WI", "WV"), class = "factor"), city = structure(c(281L, 1280L, 129L, 223L, 989L, 721L, 550L, 731L, 1325L, 688L, 1184L, 281L, 759L, 1171L, 1305L, 587L, 272L, 581L, 263L, 152L, 217L, 152L, 390L, 5L, 571L, 1006L, 1162L, 939L, 170L, 1033L, 1002L, 586L, 586L, 192L, 586L), .Label = c("ABBOTTSTOWN", "ABILENE", "ACWORTH", "ADAMS", "ADDISON", "ADKINS", "ALBANY", "ALBIA", "ALBUQUERQUE", "ALEXANDRIA", "ALFRED", "ALIQUIPPA", "ALISO VIEJO", "ALLEN PARK", "ALLENTOWN", "ALPHA", "ALPHARETTA", "ALPINE", "ALTOONA", "AMARILLO", "AMBLER", "AMBRIDGE", "AMHERST", "AMITYVILLE", "ANAHIEM", "ANDERSON", "ANDOVER", "ANGIER", "ANGLETON", "ANKENY", "ANN ARBOR", "ANZA", "APEX", "APOLLO", "ARCADIA", "ARCHDALE", "ARDMORE", "ARGYLE", "ARKANSAS CITY", "ARLINGTON", "ARNOLD", "ARTHUR", "ASHEBORO", "ASHEVILLE", "ASHLAND", "ASHLAND CITY", "ASHTON", "ASTON", "ATHENS", "ATLANTA", "ATLANTIC BCH", "AUBORN", "AUGUSTA", "AURORA", "AUSTELL", "AUSTIN", "AVENTURA", "AVONDALE ESTATES", "BAKERSFIELD", "BALDWIN CITY", "BALDWIN PLACE", "BALLWIN", "BANGOR", "BARBOURSVILLE", "BARNEGAT", "BARTLETT", "BARTON", "BARTONVILLE", "BASSETT", "BATAVIA", "BATESBURG", "BATON ROUGE", "BAXTER SPRINGS", "BAY CITY", "BAYONNE", "BAYSIDE", "BAYTOWN", "BEAR", "BEAUMONT", "BEECH CREEK", "BEECHER CITY", "BELFAIR", "BELLE VERNON", "BELLEAIR", "BELLEVUE", "BELLMAWR", "BELLMORE", "BELLWOOD", "BELMAR", "BELMONT", "BELVIDERE", "BENNET", "BENTON", "BENTONVILLE", "BERLIN", "BESSEMER CITY", "BETHANY", "BETHEL", "BETHEL PARK", "BETHESDA", "BETHLEHEM", "BETTENDORF", "BIGLERVILLE", "BINGHAMTON", "BIRDSBORO", "BIWABIK", "BLACK MOUNTAIN", "BLACKSBURG", "BLAINE", "BLAIRSVILLE", "BLAKESLEE", "BLOOMFIELD", "BLUE BELL", "BLUE GRASS", "BLUE POINT", "BLUE SPRINGS", "BOCA RATON", "BODFISH", "BOILING SPRINGS", "BOLIVAR", "BON AQUA", "BONNER SPRINGS", "BONNEY LAKE", "BOONEVILLE", "BOSSIER CITY", "BOUNTIFUL", "BOWLING GREEN", "BOYERTOWN", "BOYNTON BEACH", "BRADENTON", "BRADENVILLE", "BRANDAMORE", "BRANDON", "BRANFORD", "BRANSON", "BRASELTON", "BREEZEWOOD", "BRENTON", "BRENTWOOD", "BREWSTER", "BRICK", "BRIDGEPORT", "BRIDGETON", "BRIGHAM CITY", "BROADDUS", "BROCKPORT", "BROGUE", "BROKEN ARROW", "BRONX", "BROOKFIELD", "BROOKHAVEN", "BROOKLYN", "BROWNS MILLS", "BROWNSBURG", "BROWNSVILLE", "BRUNSWICK", "BRYAN", "BUCKSPORT", "BUDD LAKE", "BUFFALO", "BULVERDE", "BUNKERVILLE", "BURBANK", "BURFORD", "BURIEN", "BURLINGTON", "BURR RIDGE", "BURTON", "BUSKIRK", "BUTLER", "BUXTON", "BYRON", "CALERA", "CAMBRIDGE", "CAMP HILL", "CAMPBELL", "CANAAN", "CANAL WINCHESTER", "CANASTOTA", "CANTON", "CARDIFF BY THE SEA", "CARL JUNCTION", "CARLISLE", "CARLTON", "CAROL STREAM", "CARROLLTON", "CARSON CITY", "CARTERSVILLE", "CARTHAGE", "CARY", "CASEYVILLE", "CASSVILLE", "CASWELL", "CATO", "CEDAR RAPIDS", "CEDARBURG", "CEDARVILLE", "CENTER POINT", "CENTERTON", "CENTRAL ISLIP", "CENTRAL POINT", "CHAGRIN FALLS", "CHALFONT", "CHAPEL HILL", "CHAPIN", "CHARDON", "CHARITON", "CHARLESTON", "CHARLOTTE", "CHEROKEE", "CHERRY HILL", "CHERRY VALLEY", "CHESHIRE", "CHEST SPRINGS", "CHESTER", "CHESTERTON", "CHICAGO", "CHILLICOTHE", "CHOCTAW", "CICERO", "CINCINNATI", "CLAY", "CLEARWATER", "CLEARWATER BEACH", "CLEMMONS", "CLENDENIN", "CLEVELAND", "CLEVELAND HTS", "CLEVES", "CLIFFSIDE PARK", "CLIFTON", "CLIFTON PARK", "CLIFTON SPGS", "CLINTON", "COACHELLA", "COAL TOWNSHIP", "COATESVILLE", "COLLEGE STATION", "COLLINSVILLE", "COLONIA", "COLUMBIA", "COLUMBUS", "COMMERCE", "CONCORD", "CONCORD TOWNSHIP", "CONNELLSVILLE", "CONROE", "CONWAY", "CONYERS", "COOKEVILLE", "COON RAPIDS", "CORAOPOLIS", "CORDOVA", "CORNELIUS", "CORNWALL", "CORONADO", "CORPUS CHRISTI", "CORRY", "COTTAGE HILLS", "COTTLEVILLE", "COTTONWOOD", "COVINGTON", "COWEN", "CRANBERRY TOWNSHIP", "CROWN POINT", "CUBA", "CUMBERLAND CENTER", "CUMBERLAND FORESIDE", "CUMMING", "CUYAHOGA FLS", "CYPRESS", "DALLAS", "DALLASTOWN", "DANBURY", "DANIA BCH", "DANVILLE", "DAVENPORT", "DAVIE", "DAVIS JUNCTION", "DAWSON", "DAYTON", "DE SOTO", "DECATUR", "DEFIANCE", "DEFOREST", "DELAVAN", "DELMAR", "DELRAY BEACH", "DEMOTTE", "DENISON", "DENVER", "DEPTFORD", "DERBY", "DERRY", "DES MOINES", "DETROIT", "DICKINSON", "DILLSBURG", "DITTMER", "DIXON", "DONNA", "DOTHAN", "DOUGLAS", "DOUGLASVILLE", "DOVER", "DOYLESTOWN", "DREXEL HILL", "DUBLIN", "DUCHESNE", "DULUTH", "DUNCAN", "DUNCANNON", "DUNCANSVILLE", "DUNEDIN", "DUNNSVILLE", "DURHAM", "DUTTON", "EAGLE GROVE", "EAST AURORA", "EAST CHICAGO", "EAST EARL", "EAST HANOVER", "EAST HARTFORD", "EAST HARTLAND", "EAST LEROY", "EAST LIVERPOOL", "EAST MEADOW", "EAST NORTHPORT", "EAST ORANGE", "EAST PEORIA", "EAST SAINT LOUIS", "EASTON", "EDGERTON", "EDISON", "EDMOND", "EGG HBR TWP", "EL DORADO", "EL PASO", "ELDRIDGE", "ELGIN", "ELIZABETHVILLE", "ELLISVILLE", "ELLSWORTH", "ELLWOOD CITY", "ELMHURST", "ELMWOOD PARK", "ELOY", "ELY", "EMERSON", "EMORY", "ENDICOTT", "ENGLEWOOD", "ENID", "ENNICE", "ENOLA", "ENUMCLAW", "EPHRATA", "ERIE", "ESTERO", "EUREKA SPRINGS", "EVANSVILLE", "EVERETT", "EXCELSIOR SPRINGS", "EXTON", "FAIRFAX", "FAIRFIELD", "FAIRHAVEN", "FAIRVIEW", "FAIRVIEW PARK", "FALMOUTH", "FAR HILLS", "FAR ROCKAWAY", "FARMINGDALE", "FARMINGTON", "FAYETTE", "FAYETTEVILLE", "FELTON", "FENTON", "FERGUSON", "FIELDALE", "FINDLAY", "FINGERVILLE", "FLEMINGTON", "FLINT", "FLORENCE", "FLORESVILLE", "FLORISSANT", "FLOVILLA", "FLOWER MOUND", "FLUSHING", "FOGELSVILLE", "FOLSOM", "FONTANELLE", "FOREST HILLS", "FOREST PARK", "FORT DODGE", "FORT FAIRFIELD", "FORT GAY", "FORT LAUDERDALE", "FORT LEE", "FORT MILL", "FORT MOHAVE", "FORT PAYNE", "FORT PIERCE", "FORT SMITH", "FORT WAYNE", "FORT WORTH", "FOSTORIA", "FOUNTAIN INN", "FRANKFORT", "FRANKLIN", "FREEDOM", "FREEHOLD", "FREEPORT", "FREMONT", "FULLERTON", "FULSHEAR", "FULTON", "GADSDEN", "GAFFNEY", "GAINESVILLE", "GALLOWAY", "GARDEN PRAIRIE", "GARDNERS", "GARNETT VALLEY", "GARY", "GASTON", "GASTONIA", "GENEVA", "GETTYSBURG", "GIBSONIA", "GILBERT", "GIRARD", "GLEN BURNIE", "GLEN CARBON", "GLEN COVE", "GLEN MILLS", "GLENSHAW", "GLENVIEW", "GLENWOOD", "GOLDEN CITY", "GOLIAD", "GOODSON", "GOODYEAR", "GORHAM", "GOSHEN", "GRANBURY", "GRANBY", "GRAND PRAIRIE", "GRAND RAPIDS", "GRANDVIEW", "GRANITE CITY", "GRANITE FALLS", "GRANTS PASS", "GRASS VALLEY", "GRAVETTE", "GRAYSVILLE", "GREEN LANE", "GREENBRIER", "GREENLAWN", "GREENSBORO", "GREENSBURG", "GREENUP", "GREENVILLE", "GREER", "GRIFFIN", "GRIFFITH", "GROTON", "GUADALUPE", "GUILFORD", "HADLEY", "HAGAN", "HALF WAY", "HALLANDALE BEACH", "HAMBLETON", "HAMBURG", "HAMDEN", "HAMILTON", "HAMMOND", "HAMMONTON", "HAMPSHIRE", "HAPEVILLE", "HARBORCREEK", "HARLAN", "HARRISBURG", "HARRISON", "HARRISONVILLE", "HARTWELL", "HASTINGS", "HATFIELD", "HAVERHILL", "HAWK POINT", "HAYESVILLE", "HELEN", "HENDERSON", "HENDERSONVILLE", "HENRICO", "HENRIETTA", "HERMITAGE", "HERNDON", "HERSHEY", "HIALEAH", "HIAWATHA", "HIBBING", "HICKORY", "HICKORY GROVE", "HIDDENITE", "HIGH HILL", "HIGH POINT", "HIGH RIDGE", "HIGHLAND", "HIGHLAND MILLS", "HINCKLEY", "HIRAM", "HOBART", "HOLBROOK", "HOLDEN", "HOLDENVILLE", "HOLLADAY", "HOLLIS", "HOLLY SPRINGS", "HOLLYWOOD", "HOLTWOOD", "HOMER", "HOMESTEAD", "HONEYVILLE", "HOPE MILLS", "HOT SPRINGS", "HOT SPRINGS NATIONAL PARK", "HOUSTON", "HUBBARD", "HUDSON", "HUFFMAN", "HULL", "HUMANSVILLE", "HUNTERSVILLE", "HUNTINGDON", "HUNTINGTON BEACH", "HUNTS POINT", "HURDLE MILLS", "HURRICANE", "HURST", "IMPERIAL", "INDEPENDENCE", "INDIAN SHORES", "INDIAN TRAIL", "INDIANA", "INDIANAPOLIS", "INDIANOLA", "INMAN", "IOWA CITY", "IRMO", "IRVINGTON", "IRWIN", "ISANTI", "ISLESBORO", "ISLIP", "ISSAQUAH", "ITHACA", "JACKSBORO", "JACKSON", "JACKSON HTS", "JACKSONVILLE", "JAMAICA", "JAMESTOWN", "JASPER", "JEANNETTE", "JEFFERSON", "JEFFERSON CITY", "JEWELL", "JOHNSTON", "JOHNSTOWN", "JONESBORO", "JONESPORT", "JONESTOWN", "JOPLIN", "JUPITER", "KANKAKEE", "KANNAPOLIS", "KANSAS CITY", "KATY", "KEARNEY", "KELLERTON", "KEMAH", "KENMORE", "KENNESAW", "KENT", "KINGMAN", "KINGS MOUNTAIN", "KINGSLAND", "KINGSTON", "KINGWOOD", "KIRKLAND", "KUTZTOWN", "LA QUINTA", "LA RUE", "LA VERNE", "LAFAYETTE", "LAKE BLUFF", "LAKE IN THE HILL", "LAKE ISABELLA", "LAKE PLACID", "LAKE SAINT LOUIS", "LAKE TAPPS", "LAKE VILLAGE", "LAKE WAUKOMIS", "LAKE WORTH", "LAKEBAY", "LAKELAND", "LAKEWOOD", "LAKEWOOD RCH", "LAMBERTVILLE", "LANCASTER", "LANDISVILLE", "LANSDALE", "LAREDO", "LARGO", "LAS VEGAS", "LATROBE", "LAUDERHILL", "LAWNDALE", "LAWRENCE", "LAWRENCEVILLE", "LE MARS", "LE ROY", "LEAGUE CITY", "LEAVENWORTH", "LEAWOOD", "LEBANON", "LECOMPTON", "LEECHBURG", "LEES SUMMIT", "LEESBURG", "LEESVILLE", "LEETONIA", "LENEXA", "LENOIR", "LEVITTOWN", "LEWES", "LEWISTOWN", "LEXINGTON", "LIBERTY TWP", "LILLINGTON", "LINCOLN", "LINDENHURST", "LINTON", "LISBON", "LITCHFIELD PK", "LITHIA", "LITITZ", "LITTLE EGG HARBOR TO", "LK FOREST PK", "LK PEEKSKILL", "LOCKHART", "LOCKWOOD", "LOGAN", "LOMA LINDA", "LONE JACK", "LONG BEACH", "LONG LANE", "LONGVIEW", "LORAIN", "LORTON", "LOS ANGELES", "LOUISBURG", "LOVES PARK", "LOWER BURRELL", "LOWRY CITY", "LUBBOCK", "LUGOFF", "LUMBERTON", "LYNBROOK", "LYNNWOOD", "MACHESNEY PARK", "MACON", "MAGNOLIA", "MAHOPAC", "MAHWAH", "MAINEVILLE", "MALVERN", "MALVERNE", "MANASSAS", "MANCHACA", "MANCHESTER", "MANCHESTER TOWNSHIP", "MANCHESTER TW", "MANHEIM", "MANITO", "MANLIUS", "MANNINGTON", "MANSFIELD", "MANSURA", "MAPLE PARK", "MARBLE FALLS", "MARCELLUS", "MARICOPA", "MARIETTA", "MARION", "MARKLEYSBURG", "MARS HILL", "MARSHALLTOWN", "MARSHFIELD", "MARSHVILLE", "MARTINSVILLE", "MARYSVILLE", "MASON CITY", "MASSEY", "MASSILLON", "MASURY", "MATAWAN", "MATEWAN", "MATTAPOISETT", "MATTHEWS", "MAYFIELD HTS", "MAYSEL", "MC CLELLAND", "MC DONALD", "MC KEES ROCKS", "MC SHERRYSTOWN", "MC VEYTOWN", "MCALESTER", "MCDONOUGH", "MCKEESPORT", "MCKINNEY", "MECHANICSBURG", "MECHANICSVILLE", "MEDFORD", "MEDIA", "MEDWAY", "MELVILLE", "MEMPHIS", "MERIDEN", "MERRIAM", "MERRICK", "MERRILL", "MERRILLVILLE", "MESA", "MESQUITE", "MIAMI", "MIAMI GARDENS", "MICHIGAN CITY", "MIDDLETOWN", "MIDLAND", "MIFFLINTOWN", "MILFORD", "MILL CREEK", "MILLBROOK", "MILLEDGEVILLE", "MILLINOCKET", "MILNER", "MILTON", "MILWAUKEE", "MINEOLA", "MINERAL SPGS", "MINERAL WELLS", "MINNEAPOLIS", "MISSION", "MISSION HILLS", "MISSION VIEJO", "MISSOURI CITY", "MISSOURI VALLEY", "MOLINE", "MONESSEN", "MONROE", "MONROE TOWNSHIP", "MONROEVILLE", "MONTCLAIR", "MONTEREY", "MONTICELLO", "MOORESVILLE", "MORGANTON", "MORGANTOWN", "MORRIS PLAINS", "MOUND", "MOUND CITY", "MOUNT HOPE", "MOUNT JOY", "MOUNT LAUREL", "MOUNT PLEASANT", "MOUNT POCONO", "MOUNT UNION", "MOUNT WOLF", "MOUNTVILLE", "MT HOLLY", "MT PLEASANT", "MULVANE", "MUNCIE", "MUNSTER", "MURFREESBORO", "MURRAY", "MURRELLS INLT", "MUSTANG", "MYERSTOWN", "MYSTIC", "N BRANFORD", "N FT MYERS", "NAPERVILLE", "NAPLES", "NAPOLEON", "NASHVILLE", "NATCHITOCHES", "NAUGATUCK", "NEOSHO", "NEPTUNE BEACH", "NESCONSET", "NETCONG", "NEW BLOOMFIELD", "NEW BRAUNFELS", "NEW BRITAIN", "NEW BRUNSWICK", "NEW CASTLE", "NEW CUMBERLAND", "NEW HAVEN", "NEW KENSINGTON", "NEW LONDON", "NEW ORLEANS", "NEW PRESTON", "NEW PROVIDENCE", "NEW ROCHELLE", "NEW TRIPOLI", "NEW ULM", "NEW WINDSOR", "NEW YORK", "NEWARK", "NEWBURGH HEIGHTS", "NEWINGTON", "NEWNAN", "NEWPORT", "NEWPORT BEACH", "NEWTON", "NEWTONVILLE", "NIAGARA FALLS", "NIXA", "NOANK", "NOKOMIS", "NORCROSS", "NORFOLK", "NORMAN", "NORMANDY PARK", "NORTH BABYLON", "NORTH HAVEN", "NORTH HUNTINGDON", "NORTH JACKSON", "NORTH LITTLE ROCK", "NORTH MIAMI", "NORTH PORT", "NORTH RICHLAND HILLS", "NORTH WALES", "NORTH WATERBORO", "NORTHFIELD", "NORTHRIDGE", "NORTON", "NORWALK", "NOTTINGHAM", "NUTLEY", "NYACK", "O FALLON", "OAK RIDGE", "OAKDALE", "OCALA", "OCEANSIDE", "OCILLA", "OLATHE", "OMAHA", "OMRO", "ONA", "ONALASKA", "OPA LOCKA", "ORADLL", "ORION", "ORONO", "ORRINGTON", "OSCEOLA", "OSKALOOSA", "OSSINING", "OSWEGO", "OTTAWA", "OVALO", "OVERLAND PARK", "OWASSO", "OWEGO", "OXFORD", "OYSTER BAY", "OZARK", "PALERMO", "PALM CITY", "PALM HARBOR", "PALMDALE", "PALMYRA", "PALOS HEIGHTS", "PANA", "PAOLA", "PARK RIDGE", "PARLIN", "PARMA", "PARRISH", "PARROTT", "PATASKALA", "PAULS VALLEY", "PAXTON", "PEA RIDGE", "PEARLAND", "PECULIAR", "PEEKSKILL", "PEKIN", "PELION", "PEMBROKE", "PEMBROKE PINES", "PENN YAN", "PENNELLVILLE", "PENNSBURG", "PENNSVILLE", "PEORIA", "PERRY", "PERRYOPOLIS", "PERRYSBURG", "PERRYVILLE", "PHARR", "PHILADELPHIA", "PHILIPPI", "PHOENIX", "PICKENS", "PICKERINGTON", "PIERSON", "PILOT MOUNTAIN", "PINE BLUFF", "PINE HILL", "PINEVILLE", "PINNELLAS PARK", "PISCATAWAY", "PITMAN", "PITTSBURGH", "PLACIDA", "PLAINFIELD", "PLANO", "PLANT CITY", "PLATTEKILL", "PLEASANT HILL", "PLEASANT HOPE", "PLYMOUTH", "POCONO LAKE", "POMFRET CENTER", "POMPANO BEACH", "POOLER", "PORT CARBON", "PORT CHARLOTTE", "PORT NORRIS", "PORT ORANGE", "PORT SAINT LUCIE", "PORT WASHINGTON", "PORTAGE", "PORTER", "PORTERSVILLE", "PORTLAND", "POTTSVILLE", "POUGHKEEPSIE", "POWDER SPRINGS", "POWELL", "PRAIRIE VILLAGE", "PRESCOTT", "PRESCOTT VALLEY", "PRINCETON", "PROSPECT", "PT PLEASANT", "PUNTA GORDA", "PURCHASE", "QUAKERTOWN", "QUEENS VLG", "QUINCY", "RALEIGH", "RANDLEMAN", "RANDOLPH", "RAYTOWN", "READING", "READLYN", "RED BANK", "RED HOUSE", "RED LION", "REEDERS", "REGO PARK", "REHOBOTH BCH", "REIDSVILLE", "RENO", "RENTON", "REPUBLIC", "RICH HILL", "RICHARDS", "RICHMOND", "RICHMOND HILL", "RIDGEWOOD", "RINCON", "RIO GRANDE CITY", "RIO RANCHO", "RIVERDALE", "RIVERHEAD", "RIVERSIDE", "ROANOKE", "ROCHELLE", "ROCHESTER", "ROCK HILL", "ROCKAWAY BCH", "ROCKFORD", "ROCKMART", "ROCKY HILL", "ROCKY MOUNT", "ROGERS", "ROGERSVILLE", "ROMULUS", "ROOSEVELT", "ROSAMOND", "ROSCOE", "ROSENBERG", "ROSENDALE", "ROSWELL", "ROTONDA WEST", "ROUGEMONT", "ROXBORO", "ROY", "RUNNELLS", "RURAL HALL", "RUSH VALLEY", "RUSKIN", "RUSTBURG", "RUTHER GLEN", "RUTHERFORDTON", "S DEERFIELD", "SACO", "SAGINAW", "SAINT AUGUSTINE", "SAINT CHARLES", "SAINT CLAIR", "SAINT CLAIRSVILLE", "SAINT LOUIS", "SAINT MARYS", "SAINT MATTHEWS", "SAINT PAULS", "SAINT PETERS", "SAINT PETERSBURG", "SALEM", "SALISBURY", "SALT LAKE CITY", "SALTSBURG", "SALUNGA", "SAMMAMISH", "SAN ANTONIO", "SAN BENITO", "SAN CLEMENTE", "SAN DIEGO", "SAN ELIZARIO", "SAN JUAN", "SANDUSKY", "SANDY", "SANFORD", "SANGERVILLE", "SANTA ANA", "SARASOTA", "SARATOGA SPRINGS", "SARCOXIE", "SAUGUS", "SAVANNAH", "SAYVILLE", "SCALY MOUNTAIN", "SCHAEFFERSTOWN", "SCHULENBURG", "SCOTT", "SCOTTSDALE", "SEAFORD", "SEALE", "SEATTLE", "SEDONA", "SEGUIN", "SELDEN", "SENECA", "SENOIA", "SEVEN VALLEYS", "SEYMOUR", "SHARON", "SHARPSBURG", "SHARPSVILLE", "SHAVANO PARK", "SHAWNEE", "SHELLSBURG", "SHELTON", "SHENANDOAH", "SHORELINE", "SHOREWOOD", "SHREVEPORT", "SICKLERVILLE", "SILER CITY", "SILOAM SPRINGS", "SIMON", "SIMPSONVILLE", "SIMSBURY", "SIOUX CITY", "SIOUX FALLS", "SKOKIE", "SKOWHEGAN", "SLATINGTON", "SLIDELL", "SMITHFIELD", "SN BERNRDNO", "SNELLVILLE", "SOCORRO", "SOMERS", "SOPHIA", "SOUTH AMBOY", "SOUTH BELOIT", "SOUTH BEND", "SOUTH DARTMOUTH", "SOUTH HOUSTON", "SOUTH PARK", "SOUTH PLAINFIELD", "SOUTH SIOUX CITY", "SOUTHAMPTON", "SOUTHBURY", "SOUTHGATE", "SPARKS", "SPARROW BUSH", "SPENCER", "SPRING", "SPRING BRANCH", "SPRING GROVE", "SPRING HILL", "SPRING HOPE", "SPRING VALLEY", "SPRINGDALE", "SPRINGFIELD", "SPRINGFIELD GARDENS", "SPRINGHILL", "SPRINGTOWN", "SPRNGFLD GDNS", "SPRUCE PINE", "ST PETERSBURG", "ST. GEORGE", "STAFFORD", "STAMFORD", "STANDISH", "STANLEY", "STANTON", "STATEN ISLAND", "STATESVILLE", "STERLING", "STILLMAN VALLEY", "STILWELL", "STOCKBRIDGE", "STOCKTON", "STONE MTN", "STRAFFORD", "STRATFORD", "STRONGSVILLE", "STROUDSBURG", "STRUTHERS", "SUFFIELD", "SUGAR HILL", "SUGAR LAND", "SULPHUR", "SUMMERVILLE", "SUMMIT", "SUN CITY", "SUNBURY", "SUWANEE", "SWANSEA", "SWANTON", "SWEENY", "SWISSVALE", "SYCAMORE", "SYLVANIA", "SYRACUSE", "TACOMA", "TAFTVILLE", "TAMPA", "TAPPAHANNOCK", "TAR HEEL", "TAUNTON", "TAYLORVILLE", "TECUMSEH", "THE WOODLANDS", "THEODOSIA", "THOMASTON", "THOMASVILLE", "TIERRA VERDE", "TIFTON", "TILLSON", "TILTON", "TINLEY PARK", "TOCCOA", "TOLEDO", "TOLLAND", "TOMBALL", "TOMS RIVER", "TOPEKA", "TOPSHAM", "TORRINGTON", "TOVEY", "TOWNSEND", "TRAVELERS RST", "TRENT", "TRINITY", "TROUTMAN", "TROY", "TRUMBULL", "TUCKER", "TULALIP", "TURNER", "TUSCUMBIA", "TYRONE", "UNION", "UNION CITY", "UNIVERSAL CTY", "UNIVERSITY HTS", "UPPR CHICHSTR", "URBANA", "URBANDALE", "UTICA", "VAIL", "VALE", "VALENCIA", "VALPARAISO", "VAN BUREN", "VAN METER", "VAN WERT", "VANDERGRIFT", "VASSALBORO", "VAUGHN", "VENICE", "VERNAL", "VERNON", "VERONA", "VICTOR", "VIDALIA", "VIENNA", "VILLA GROVE", "VILLA RIDGE", "VOLANT", "W HAMPTON BCH", "W TERRE HAUTE", "WADSWORTH", "WAHOO", "WAKE FOREST", "WALDEN", "WALLINGFORD", "WALLINGTON", "WALNUT COVE", "WANAQUE", "WARFORDSBURG", "WARMINSTER", "WARREN", "WARSAW", "WARTHEN", "WASHINGTON", "WASOLA", "WATAUGA", "WATERBURY", "WATERFORD", "WATERLOO", "WATERVILLE", "WATKINS GLEN", "WAXAHACHIE", "WAYCROSS", "WAYNESBORO", "WEBSTER", "WEIRTON", "WELLSBORO", "WELLSVILLE", "WENTZVILLE", "WESLACO", "WEST CHESTER", "WEST DEPTFORD", "WEST DES MOINES", "WEST HAVEN", "WEST HICKORY", "WEST LIBERTY", "WEST MIFFLIN", "WEST PALM BEACH", "WEST POINT", "WEST READING", "WEST SENECA", "WEST SUFFIELD", "WEST VALLEY CITY", "WESTERVILLE", "WESTHAMPTON", "WESTMINSTER", "WESTMORELAND CITY", "WESTPORT", "WESTVILLE", "WETHERSFIELD", "WHARTON", "WHEELING", "WHITE PLAINS", "WHITEHALL", "WHITESTONE", "WHITESTOWN", "WHITING", "WHITMAN", "WHITTIER", "WICHITA", "WILDWOOD", "WILLARD", "WILLIAMSBURG", "WILLIAMSPORT", "WILLOW GROVE", "WILLOWBROOK", "WILLOWICK", "WILMETTE", "WILMINGTON", "WILSON", "WILTON MANORS", "WIMBERLEY", "WINDCREST", "WINDER", "WINNEBAGO", "WINSIDE", "WINSTON", "WINSTON SALEM", "WINTERSET", "WINTHROP", "WOLCOTT", "WOODBRIDGE", "WOODBURY HEIGHTS", "WOODLAND PARK", "WOODLAWN", "WOODS CROSS", "WOODSIDE", "WOODSTOCK", "WORTHINGTON", "WYOMISSING", "YARMOUTH", "YOE", "YONKERS", "YORK", "YORKTOWN", "YORKTOWN HEIGHTS", "YOUNG HARRIS", "YOUNGSTOWN", "YPSILANTI", "ZELIENOPLE", "ZEPHYRHILLS"), class = "factor"), latitude = c(43.53462, 40.142492, 26.538149, 27.9062, 31.90104, 34.833083, 35.118836, 35.136047, 39.425712, 40.519207, 40.101126, 30.044457, 33.62287, 27.910276, 39.752254, 47.403778, 32.961929, 29.820199, 38.408649, 40.668828, 41.983948, 40.58116, 40.7253, 41.921667, 41.669921, 36.442552, 38.564663, 37.455315, 40.867774, 38.783554, 42.244381, 34.024332, 34.001644, 36.622704, 34.017832 ), longitude = c(-70.58809, -82.888789, -80.113071, -82.6661, -81.372992, -95.840964, -82.016013, -89.92625, -80.276676, -89.778385, -87.641063, -94.888036, -117.663119, -82.530568, -75.574437, -122.209047, -96.799309, -95.746255, -80.553953, -73.923314, -87.713482, -73.9731, -73.8187, -87.987023, -93.759478, -94.110903, -90.00597, -93.257109, -79.932483, -90.201858, -89.100233, -84.625923, -84.567614, -93.912921, -84.612564 ), ID = 2318:2352), row.names = c(NA, -35L), class = "data.frame") Proprietary NOTICE TO RECIPIENT OF INFORMATION:\ This e-mail may con...{{dropped:16}}
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