[R] Help with Kmeans output and using broom to tidy etc..
Poling, William
Po||ngW @end|ng |rom @etn@@com
Tue May 12 21:19:58 CEST 2020
Yes, of course. Thank you for your patience.
str(geo1a)
'data.frame': 25 obs. of 4 variables:
$ state : Factor w/ 41 levels "AL","AR","AZ",..: 19 19 19 19 19 19 19 19 19 19 ...
$ city : Factor w/ 1337 levels "ABBOTTSTOWN",..: 366 574 193 343 1223 1207 885 871 1054 556 ...
$ latitude : num 44.6 44.6 47 44.5 44.5 ...
$ longitude: num -69.7 -67.6 -67.8 -68.4 -69.6 ...
dput(geo1a)
structure(list(state = structure(c(19L, 19L, 19L, 19L, 19L, 19L,
19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L,
19L, 19L, 19L, 19L, 19L, 19L), .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(366L,
574L, 193L, 343L, 1223L, 1207L, 885L, 871L, 1054L, 556L, 1192L,
414L, 1097L, 749L, 872L, 1134L, 397L, 700L, 414L, 332L, 1256L,
156L, 156L, 158L, 375L), .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(44.644849, 44.579346, 46.975293, 44.529164,
44.450953, 44.200589, 44.45142, 44.874264, 45.101378, 44.29015,
43.935997, 43.840888, 44.766867, 45.655006, 44.724172, 43.967257,
46.80911, 46.565795, 43.853017, 46.64143, 44.53621, 43.877711,
43.91719, 44.606652, 44.4638), longitude = c(-69.659477,
-67.567428, -67.83023, -68.387175, -69.606293, -69.261228,
-69.411145, -68.683265, -69.335795, -68.90812, -69.965652,
-70.111596, -69.716441, -68.702608, -68.740265, -69.208272,
-67.880793, -67.890059, -70.037259, -67.91203, -69.65913,
-69.962967, -69.899049, -68.818915, -70.12047)), row.names = c(NA,
-25L), class = "data.frame")
str(trnd1_tbla)
tibble [27 x 5] (S3: tbl_df/tbl/data.frame)
$ city : Factor w/ 1337 levels "ABBOTTSTOWN",..: 50 130 152 209 217 242 269 272 358 530 ...
$ state : Factor w/ 41 levels "AL","AR","AZ",..: 10 9 28 23 12 29 10 36 32 36 ...
$ Basecountsum : num [1:27] 2352 2352 2352 2352 2352 ...
$ Basecount2 : num [1:27] 12 8 30 8 17 11 8 8 12 12 ...
$ prop_of_total: num [1:27] 0.0051 0.0034 0.01276 0.0034 0.00723 ...
dput(trnd1_tbla)
structure(list(city = structure(c(50L, 130L, 152L, 209L, 217L,
242L, 269L, 272L, 358L, 530L, 544L, 563L, 580L, 613L, 618L, 879L,
919L, 932L, 970L, 1002L, 1033L, 1045L, 1056L, 1127L, 1140L, 1296L,
1330L), .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"),
state = structure(c(10L, 9L, 28L, 23L, 12L, 29L, 10L, 36L,
32L, 36L, 22L, 9L, 22L, 32L, 27L, 14L, 32L, 32L, 23L, 12L,
22L, 36L, 9L, 22L, 28L, 14L, 32L), .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"),
Basecountsum = c(2352, 2352, 2352, 2352, 2352, 2352, 2352,
2352, 2352, 2352, 2352, 2352, 2352, 2352, 2352, 2352, 2352,
2352, 2352, 2352, 2352, 2352, 2352, 2352, 2352, 2352, 2352
), Basecount2 = c(12, 8, 30, 8, 17, 11, 8, 8, 12, 12, 8,
9, 11, 9, 14, 8, 8, 23, 10, 12, 14, 20, 8, 8, 21, 9, 11),
prop_of_total = c(0.00510204081632653, 0.00340136054421769,
0.0127551020408163, 0.00340136054421769, 0.00722789115646259,
0.00467687074829932, 0.00340136054421769, 0.00340136054421769,
0.00510204081632653, 0.00510204081632653, 0.00340136054421769,
0.0038265306122449, 0.00467687074829932, 0.0038265306122449,
0.00595238095238095, 0.00340136054421769, 0.00340136054421769,
0.00977891156462585, 0.00425170068027211, 0.00510204081632653,
0.00595238095238095, 0.00850340136054422, 0.00340136054421769,
0.00340136054421769, 0.00892857142857143, 0.0038265306122449,
0.00467687074829932)), class = c("tbl_df", "tbl", "data.frame"
), row.names = c(NA, -27L))
William H. Poling Ph.D., MPH | Senior Data Scientist, Medicare Stars, CVS Health
p 813-777-5030
From: Eric Berger <ericjberger using gmail.com>
Sent: Tuesday, May 12, 2020 2:07 PM
To: Poling, William <PolingW using aetna.com>
Cc: r-help using r-project.org
Subject: [EXTERNAL] Re: Re: [R] Help with Kmeans output and using broom to tidy etc..
**** External Email - Use Caution ****
Please use dput()
On Tue, May 12, 2020 at 7:11 PM Poling, William <PolingW using aetna.com<mailto:PolingW using aetna.com>> wrote:
Hello Eric, thank you so much for your consideration.
Here are snippets of data that I hope will be helpful
WHP
geo1a <- geo1[, c(2:5)] <-- eliminating ID which is not useful for my purposes anyway
#This is for R-Help use
geo1a <- geo1a %>% top_n(25)
state city latitude longitude
1 ME FAIRFIELD 44.64485 -69.65948
2 ME JONESPORT 44.57935 -67.56743
3 ME CASWELL 46.97529 -67.83023
4 ME ELLSWORTH 44.52916 -68.38717
5 ME VASSALBORO 44.45095 -69.60629
6 ME UNION 44.20059 -69.26123
7 ME PALERMO 44.45142 -69.41115
8 ME ORONO 44.87426 -68.68327
9 ME SANGERVILLE 45.10138 -69.33580
10 ME ISLESBORO 44.29015 -68.90812
11 ME TOPSHAM 43.93600 -69.96565
12 ME FREEPORT 43.84089 -70.11160
13 ME SKOWHEGAN 44.76687 -69.71644
14 ME MILLINOCKET 45.65501 -68.70261
15 ME ORRINGTON 44.72417 -68.74026
16 ME ST. GEORGE 43.96726 -69.20827
17 ME FORT FAIRFIELD 46.80911 -67.88079
18 ME MARS HILL 46.56580 -67.89006
19 ME FREEPORT 43.85302 -70.03726
20 ME EASTON 46.64143 -67.91203
21 ME WATERVILLE 44.53621 -69.65913
22 ME BRUNSWICK 43.87771 -69.96297
23 ME BRUNSWICK 43.91719 -69.89905
24 ME BUCKSPORT 44.60665 -68.81892
25 ME FAYETTE 44.46380 -70.12047
trnd1_tbla <- trnd1_tbl %>% top_n(25)
print(trnd1_tbla)
head(trnd1_tbla,n=25)
A tibble: 25 x 5
city state Basecountsum Basecount2 prop_of_total
<fct> <fct> <dbl> <dbl> <dbl>
1 ATLANTA GA 2352 12 0.00510
2 BRADENTON FL 2352 8 0.00340
3 BROOKLYN NY 2352 30 0.0128
4 CHARLOTTE NC 2352 8 0.00340
5 CHICAGO IL 2352 17 0.00723
6 COLUMBUS OH 2352 11 0.00468
7 CUMMING GA 2352 8 0.00340
8 DALLAS TX 2352 8 0.00340
9 ERIE PA 2352 12 0.00510
10 HOUSTON TX 2352 12 0.00510
# ... with 15 more rows
WHP
From: Eric Berger <ericjberger using gmail.com<mailto:ericjberger using gmail.com>>
Sent: Tuesday, May 12, 2020 8:39 AM
To: Poling, William <PolingW using aetna.com<mailto:PolingW using aetna.com>>
Cc: r-help using r-project.org<mailto:r-help using r-project.org>
Subject: [EXTERNAL] Re: [R] Help with Kmeans output and using broom to tidy etc..
**** External Email - Use Caution ****
Can you create a reproducible example?
Your question involves objects that are unknown to us. (geo1, trnd1_tbl)
On Tue, May 12, 2020 at 2:41 PM Poling, William via R-help <mailto:r-help using r-project.org<mailto:r-help using r-project.org>> wrote:
#RStudio Version Version 1.2.1335 need this one--> 1.2.5019
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 have data that I am trying to manipulate for Kmeans clustering.
Original data looks like this
str(geo1)
# 'data.frame': 2352 obs. of 5 variables:
# $ ID: Factor w/ 2352 levels "101040199600",..: 590 908 976 509 1674 690 1336 86 726 1702 ...
# $ state : Factor w/ 41 levels "AL","AR","AZ",..: 32 10 25 11 9 32 13 31 12 12 ...
# $ city : Factor w/ 1337 levels "ABBOTTSTOWN",..: 932 156 230 698 965 1330 515 727 1127 1304 ...
# $ latitude : num 40.4 31.2 40.8 42.1 26.8 ...
# $ longitude : num -79.9 -81.5 -74 -91.6 -82.1 ...
I created a subset adding column prop_of_total
str(trnd1_tbl)
tibble [1,457 x 5] (S3: tbl_df/tbl/data.frame)
$ city : Factor w/ 1337 levels "ABBOTTSTOWN",..: 1 2 3 4 5 6 7 8 9 10 ...
$ state : Factor w/ 41 levels "AL","AR","AZ",..: 32 36 10 28 12 36 10 11 26 38 ...
$ Basecountsum : num [1:1457] 2352 2352 2352 2352 2352 ...
$ Basecount2 : num [1:1457] 1 1 1 1 1 2 1 1 2 1 ...
$ prop_of_total: num [1:1457] 0.000425 0.000425 0.000425 0.000425 0.000425 ...
Then I spread it
trnd2_tbl <- trnd1_tbl %>%
dplyr::select(city, state, prop_of_total) %>%
spread(key = city, value = prop_of_total, fill = 0) #remove the NA's with fill
str(trnd2_tbl)#tibble [41 x 1,338] (S3: tbl_df/tbl/data.frame)
Then I run a Kmeans
kmeans_obj1 <- trnd2_tbl %>%
dplyr::select(- state) %>%
kmeans(centers = 20, nstart = 100)
str(kmeans_obj1)
List of 9
$ cluster : int [1:41] 11 11 9 11 11 4 11 11 16 2 ...
$ centers : num [1:20, 1:1337] 0 0 0 0 0 0 0 0 0 0 ...
..- attr(*, "dimnames")=List of 2
.. ..$ : chr [1:20] "1" "2" "3" "4" ...
.. ..$ : chr [1:1337] "ABBOTTSTOWN" "ABILENE" "ACWORTH" "ADAMS" ...
$ totss : num 0.00158
$ withinss : num [1:20] 0 0 0 0 0 0 0 0 0 0 ...
$ tot.withinss: num 0.0000848
$ betweenss : num 0.0015
$ size : int [1:20] 1 1 1 1 1 1 1 1 1 1 ...
$ iter : int 3
$ ifault : int 0
- attr(*, "class")= chr "kmeans"
Then I go and try to tidy:
#Tidy, glance, augment
#Just makes it easier to use or view the obj's in the obj list
broom::tidy(kmeans_obj1) %>% glimpse()
broom::glance(kmeans_obj1)
##A tibble: 1 x 4
# totss tot.withinss betweenss iter
# <dbl> <dbl> <dbl> <int>
# 1 0.00158 0.0000848 0.00150 3
However, when I run this piece I get an error:
broom::augment(kmeans_obj1, trnd2_tbl) %>%
dplyr::select(city, .cluster)
#Error: Must subset columns with a valid subscript vector.
# The subscript has the wrong type `data.frame<
# u: double
# x: double
>`.
i It must be numeric or character.
Here is the back trace:
rlang::last_error()
# Backtrace:
# 1. broom::augment(kmeans_obj1, trnd2_tbl)
# 9. dplyr::select(., city, .cluster)
# 11. tidyselect::vars_select(tbl_vars(.data), !!!enquos(...))
# 12. tidyselect:::eval_select_impl(...)
# 20. tidyselect:::vars_select_eval(...)
# 21. tidyselect:::walk_data_tree(expr, data_mask, context_mask)
# 22. tidyselect:::eval_c(expr, data_mask, context_mask)
# 23. tidyselect:::reduce_sels(node, data_mask, context_mask, init = init)
# 24. tidyselect:::walk_data_tree(new, data_mask, context_mask)
# 25. tidyselect:::as_indices_sel_impl(...)
# 26. tidyselect:::as_indices_impl(x, vars, strict = strict)
# 27. vctrs::vec_as_subscript(x, logical = "error")
I am not sure what I am supposed to fix?
Maybe someone has had similar error and can advise me please?
Thank you.
WHP
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