Frequencies for first 10,000 rows of city variable in eobmfmd dataset : City | Freq. Percent Cum. -----------------------+----------------------------------- ABER PROV GRD | 3 0.03 0.03 ABERDEEN | 35 0.35 0.38 ABINGDON | 31 0.31 0.69 ACCIDENT | 5 0.05 0.74 ACCOKEEK | 22 0.22 0.96 ADAMSTOWN | 4 0.04 1.00 ADELPHI | 14 0.14 1.14 ALLEN | 3 0.03 1.17 ANNAPOLIS | 220 2.20 3.37 ANNAPOLIS JCT | 4 0.04 3.41 APG | 3 0.03 3.44 AQUASCO | 2 0.02 3.46 ARBUTUS | 1 0.01 3.47 ARNOLD | 43 0.43 3.90 ASHTON | 5 0.05 3.95 BALDWIN | 4 0.04 3.99 BALT | 1 0.01 4.00 BALTIMORE | 1,510 15.10 19.10 BALTLMORE MARYLAND | 1 0.01 19.11 BALTMORE | 1 0.01 19.12 BARNESVILLE | 1 0.01 19.13 BARSTOW | 1 0.01 19.14 BARTON | 1 0.01 19.15 BATHESDA | 1 0.01 19.16 BEALLSVILLE | 1 0.01 19.17 BEL AIR | 73 0.73 19.90 BEL ALTON | 8 0.08 19.98 BELCAMP | 4 0.04 20.02 BELTSVILLE | 61 0.61 20.63 BERLIN | 38 0.38 21.01 BERWYN HTS | 4 0.04 21.05 BETHESDA | 404 4.04 25.09 BETTERTON | 1 0.01 25.10 BIG POOL | 2 0.02 25.12 BISHOPVILLE | 4 0.04 25.16 BISHPVILLE | 1 0.01 25.17 BLADENSBURG | 12 0.12 25.29 BOONSBORO | 19 0.19 25.48 BOWIE | 189 1.89 27.37 BOYDS | 16 0.16 27.53 BOZMAN | 2 0.02 27.55 BRADDOCK HTS | 2 0.02 27.57 BRANDYWINE | 26 0.26 27.83 BRENTWOOD | 7 0.07 27.90 BRINKLOW | 1 0.01 27.91 BROOKEVILLE | 12 0.12 28.03 BROOKLANDVL | 8 0.08 28.11 BROOKLYN | 5 0.05 28.16 BRUNSWICK | 12 0.12 28.28 BRYANS ROAD | 10 0.10 28.38 BRYANTOWN | 2 0.02 28.40 BUCKEYSTOWN | 3 0.03 28.43 BURTONSVILLE | 26 0.26 28.69 BUSHWOOD | 1 0.01 28.70 BUTLER | 1 0.01 28.71 CABIN JOHN | 16 0.16 28.87 CALIFORNIA | 14 0.14 29.01 CAMBRIDGE | 31 0.31 29.32 CAMP SPRINGS | 22 0.22 29.54 CAPITAL HEIGHTS | 5 0.05 29.59 CAPITOL HEIGHTS | 1 0.01 29.60 CAPITOL HEIGTS | 1 0.01 29.61 CAPITOL HGTS | 48 0.48 30.09 CASCADE | 3 0.03 30.12 CATONSVILLE | 71 0.71 30.83 CAVETOWN | 1 0.01 30.84 CENTREVILLE | 24 0.24 31.08 CHANCE | 1 0.01 31.09 CHAPTICO | 3 0.03 31.12 CHARLOTT HALL | 4 0.04 31.16 CHARLOTTE HALL | 1 0.01 31.17 CHASE | 1 0.01 31.18 CHELTENHAM | 9 0.09 31.27 CHESAPEAK BCH | 7 0.07 31.34 CHESAPEAKE CY | 3 0.03 31.37 CHESTER | 7 0.07 31.44 CHESTERTOWN | 36 0.36 31.80 CHEVERLY | 16 0.16 31.96 CHEVY CHASE | 81 0.81 32.77 CHURCH HILL | 3 0.03 32.80 CHURCHTON | 7 0.07 32.87 CHURCHVILLE | 6 0.06 32.93 CLAIBORNE | 1 0.01 32.94 CLARKSBURG | 25 0.25 33.19 CLARKSVILLE | 27 0.27 33.46 CLEAR SPRING | 8 0.08 33.54 CLEARWATR BCH | 3 0.03 33.57 CLINTON | 64 0.64 34.21 COBB ISLAND | 1 0.01 34.22 COCKEYSVILLE | 68 0.68 34.90 COLLEGE PARK | 75 0.75 35.65 COLMAR MANOR | 2 0.02 35.67 COLORA | 4 0.04 35.71 COLUMBIA | 231 2.31 38.02 CONOWINGO | 3 0.03 38.05 COOKSVILLE | 1 0.01 38.06 CORDOVA | 1 0.01 38.07 CRESAPTOWN | 4 0.04 38.11 CRISFIELD | 6 0.06 38.17 CROFTON | 32 0.32 38.49 CROWNSVILLE | 9 0.09 38.58 CRUMPTON | 1 0.01 38.59 CUMBERLAND | 59 0.59 39.18 DAMASCUS | 17 0.17 39.35 DAMSUCS | 1 0.01 39.36 DARLINGTON | 10 0.10 39.46 DARNESTOWN | 4 0.04 39.50 DAVIDSONVILLE | 11 0.11 39.61 DAYTON | 5 0.05 39.66 DEAL ISLAND | 1 0.01 39.67 DEALE | 4 0.04 39.71 DELMAR | 7 0.07 39.78 DENTON | 26 0.26 40.04 DERWOOD | 26 0.26 40.30 DICKERSON | 7 0.07 40.37 DISTRICT HEIGHTS | 3 0.03 40.40 DISTRICT HTS | 19 0.19 40.59 DOWELL | 2 0.02 40.61 DUNDALK | 19 0.19 40.80 DUNKIRK | 11 0.11 40.91 EARLEVILLE | 7 0.07 40.98 EASON | 1 0.01 40.99 EASTON | 75 0.75 41.74 EDEN | 2 0.02 41.76 EDGEMERE | 1 0.01 41.77 EDGEWATER | 39 0.39 42.16 EDGEWOOD | 20 0.20 42.36 ELDERSBURG | 17 0.17 42.53 ELKRIDGE | 68 0.68 43.21 ELKTON | 50 0.50 43.71 ELLICOTT | 2 0.02 43.73 ELLICOTT CITY | 126 1.26 44.99 EMMITSBURG | 16 0.16 45.15 ESSEX | 25 0.25 45.40 FAIRMOUT HEIGHTS | 1 0.01 45.41 FAIRPLAY | 4 0.04 45.45 FALLSTON | 18 0.18 45.63 FAULKNER | 1 0.01 45.64 FEDERALSBURG | 6 0.06 45.70 FINKSBURG | 10 0.10 45.80 FLINTSTONE | 5 0.05 45.85 FOREST HILL | 33 0.33 46.18 FOREST HTS | 2 0.02 46.20 FORESTVILLE | 16 0.16 46.36 FORRESTVILLE | 1 0.01 46.37 FORT HOWARD | 3 0.03 46.40 FORT MEADE | 5 0.05 46.45 FORT WASHINGTON | 3 0.03 46.48 FREDERICK | 264 2.64 49.12 FREDRICK | 1 0.01 49.13 FREELAND | 7 0.07 49.20 FRIENDSHIP | 2 0.02 49.22 FRIENDSVILLE | 2 0.02 49.24 FROSTBURG | 17 0.17 49.41 FRUITLAND | 11 0.11 49.52 FT WASHINGTON | 92 0.92 50.44 FULTON | 13 0.13 50.57 FUNKSTOWN | 4 0.04 50.61 GAITHERSBURG | 177 1.77 52.38 GALENA | 4 0.04 52.42 GAMBRILLS | 9 0.09 52.51 GARRETT PARK | 4 0.04 52.55 GATHERSBURG | 1 0.01 52.56 GERMANTOWN | 112 1.12 53.68 GIBSON ISLAND | 3 0.03 53.71 GLEN ARDEN | 1 0.01 53.72 GLEN ARM | 4 0.04 53.76 GLEN BURNIE | 69 0.69 54.45 GLEN DALE | 1 0.01 54.46 GLEN ECHO | 4 0.04 54.50 GLENARDEN | 8 0.08 54.58 GLENBURNIE | 1 0.01 54.59 GLENELG | 3 0.03 54.62 GLENMONT | 1 0.01 54.63 GLENN DALE | 17 0.17 54.80 GLENWOOD | 6 0.06 54.86 GLYNDON | 1 0.01 54.87 GOLDSBORO | 1 0.01 54.88 GRANTSVILLE | 6 0.06 54.94 GRASONVILLE | 2 0.02 54.96 GREAT MILLS | 4 0.04 55.00 GREENBELT | 48 0.48 55.48 GREENSBORO | 4 0.04 55.52 GWYNN OAK | 28 0.28 55.80 HAGERSTOWN | 125 1.25 57.05 HALETHORPE | 11 0.11 57.16 HAMPSTEAD | 10 0.10 57.26 HANCOCK | 7 0.07 57.33 HANOVER | 32 0.32 57.65 HARWOOD | 1 0.01 57.66 HAVRE DE GRACE | 1 0.01 57.67 HEBRON | 5 0.05 57.72 HIGHLAND | 8 0.08 57.80 HILLCREST HEIGHTS | 1 0.01 57.81 HOLLYWOOD | 15 0.15 57.96 HUGHESVILLE | 9 0.09 58.05 HUNT VALLEY | 12 0.12 58.17 HUNTINGTOWN | 19 0.19 58.36 HURLOCK | 2 0.02 58.38 HVRE DE GRACE | 21 0.21 58.59 HYATTSVILLE | 83 0.83 59.42 HYDES | 1 0.01 59.43 IDLEWYLDE | 1 0.01 59.44 IJAMSVILLE | 15 0.15 59.59 INDIAN HEAD | 4 0.04 59.63 JARRETTSVILLE | 6 0.06 59.69 JB ANDREWS | 2 0.02 59.71 JEFFERSON | 5 0.05 59.76 JESSUP | 20 0.20 59.96 JOPPA | 20 0.20 60.16 JOPPATOWNE | 1 0.01 60.17 KEEDYSVILLE | 4 0.04 60.21 KENNEDYVILLE | 1 0.01 60.22 KENSINGTON | 32 0.32 60.54 KEYMAR | 2 0.02 60.56 KINGSVILLE | 10 0.10 60.66 KINGVILLE | 1 0.01 60.67 KITZMILLER | 1 0.01 60.68 KNOXVILLE | 3 0.03 60.71 LA PLATA | 42 0.42 61.13 LAHAN | 1 0.01 61.14 LANDOVER | 21 0.21 61.35 LANDOVER HILLS | 1 0.01 61.36 LANDOVER HLS | 5 0.05 61.41 LANGLEY PARK | 1 0.01 61.42 LANHAM | 76 0.76 62.18 LANSDOWNE | 1 0.01 62.19 LAPLATA | 3 0.03 62.22 LARGO | 27 0.27 62.49 LAUREL | 137 1.37 63.86 LAVALE | 14 0.14 64.00 LAYTONSVILLE | 1 0.01 64.01 LEONARDTOWN | 26 0.26 64.27 LEXINGTON PARK | 3 0.03 64.30 LEXINGTON PK | 18 0.18 64.48 LIBERTYTOWN | 1 0.01 64.49 LINTHICUM | 16 0.16 64.65 LINTHICUM HTS | 15 0.15 64.80 LISBON | 1 0.01 64.81 LONACONING | 1 0.01 64.82 LOTHIAN | 9 0.09 64.91 LOVEVILLE | 1 0.01 64.92 LTL ORLEANS | 1 0.01 64.93 LUSBY | 14 0.14 65.07 LUTHERVILLE | 61 0.61 65.68 LUTHVLE TIMON | 8 0.08 65.76 MANCHESTER | 9 0.09 65.85 MARBURY | 2 0.02 65.87 MARDELA SPGS | 5 0.05 65.92 MARION | 1 0.01 65.93 MARION STA | 3 0.03 65.96 MARRIOTTSVL | 16 0.16 66.12 MARYDEL | 1 0.01 66.13 MARYLAND LINE | 1 0.01 66.14 MASSEY | 1 0.01 66.15 MATTAWOMAN WAY | 1 0.01 66.16 MAUGANSVILLE | 1 0.01 66.17 MAYO | 1 0.01 66.18 MC HENRY | 3 0.03 66.21 MCHENRY | 4 0.04 66.25 MECHANICSVILLE | 1 0.01 66.26 MECHANICSVLLE | 17 0.17 66.43 MIDDLE RIVER | 16 0.16 66.59 MIDDLETOWN | 24 0.24 66.83 MILLERSVILLE | 24 0.24 67.07 MILLINGTON | 3 0.03 67.10 MITCHELLVILLE | 30 0.30 67.40 MITCHELVILLE | 1 0.01 67.41 MONKTON | 10 0.10 67.51 MONROVIA | 4 0.04 67.55 MONTGOMRY VILLAGE | 1 0.01 67.56 MONTGOMRY VLG | 25 0.25 67.81 MOUNT AIRY | 28 0.28 68.09 MOUNT RAINIER | 11 0.11 68.20 MOUNT SAVAGE | 5 0.05 68.25 MT LAKE PARK | 1 0.01 68.26 MT RAINIER | 3 0.03 68.29 MYERSVILLE | 8 0.08 68.37 N BETHESDA | 11 0.11 68.48 N BRENTWOOD | 2 0.02 68.50 NANJEMOY | 1 0.01 68.51 NANTICOKE | 1 0.01 68.52 NAS PATUXENT RIVER | 1 0.01 68.53 NEAVITT | 1 0.01 68.54 NEW CARROLLTN | 9 0.09 68.63 NEW CARROLLTOWN | 1 0.01 68.64 NEW MARKET | 13 0.13 68.77 NEW WINDSOR | 6 0.06 68.83 NEWARK | 2 0.02 68.85 NEWBURG | 3 0.03 68.88 NONE | 1 0.01 68.89 NORTH BEACH | 2 0.02 68.91 NORTH BETHESDA | 2 0.02 68.93 NORTH EAST | 19 0.19 69.12 NORTH POTOMAC | 19 0.19 69.31 NOTTINGHAM | 25 0.25 69.56 OAKLAND | 37 0.37 69.93 OCEAN CITY | 17 0.17 70.10 OCEAN PINES | 6 0.06 70.16 ODANTON | 1 0.01 70.17 ODENTON | 36 0.36 70.53 ODERTON | 1 0.01 70.54 OLDTOWN | 2 0.02 70.56 OLNEY | 47 0.47 71.03 OWINGS | 11 0.11 71.14 OWINGS MILLS | 90 0.90 72.04 OXFORD | 9 0.09 72.13 OXON HILL | 25 0.25 72.38 PARK HALL | 1 0.01 72.39 PARKTON | 16 0.16 72.55 PARKVILLE | 27 0.27 72.82 PARSONSBURG | 5 0.05 72.87 PASADENA | 44 0.44 73.31 PATUXENT RVR | 3 0.03 73.34 PERRY HALL | 17 0.17 73.51 PERRY POINT | 2 0.02 73.53 PERRYVILLE | 8 0.08 73.61 PHOENIX | 11 0.11 73.72 PIKESVILLE | 58 0.58 74.30 PINEY POINT | 1 0.01 74.31 PITTSVILLE | 2 0.02 74.33 POCOMOKE | 2 0.02 74.35 POCOMOKE CITY | 3 0.03 74.38 POMFRET | 2 0.02 74.40 POOLESVILLE | 13 0.13 74.53 PORT DEPOSIT | 6 0.06 74.59 PORT REPUBLIC | 5 0.05 74.64 PORT TOBACCO | 4 0.04 74.68 POTOMAC | 144 1.44 76.12 PRESTON | 5 0.05 76.17 PRINCE FREDERICK | 5 0.05 76.22 PRINCESS ANN | 1 0.01 76.23 PRINCESS ANNE | 18 0.18 76.41 PRNC FREDERCK | 16 0.16 76.57 PT OF ROCKS | 5 0.05 76.62 QUANTICO | 1 0.01 76.63 QUEENSTOWN | 8 0.08 76.71 RANDALLSTOWN | 73 0.73 77.44 RAWLINGS | 1 0.01 77.45 REISTERSTOWN | 35 0.35 77.80 REISTERTOWN | 2 0.02 77.82 RHODESDALE | 2 0.02 77.84 RIDERWOOD | 6 0.06 77.90 RIDGE | 4 0.04 77.94 RIDGELY | 8 0.08 78.02 RISING SUN | 18 0.18 78.20 RIVA | 4 0.04 78.24 RIVERDALE | 23 0.23 78.47 RIVERDALE PARK | 2 0.02 78.49 RIVERDALE PK | 1 0.01 78.50 ROCK HALL | 4 0.04 78.54 ROCKVILLE | 329 3.29 81.83 ROCKY RIDGE | 1 0.01 81.84 ROHRERSVILLE | 1 0.01 81.85 ROSEDALE | 14 0.14 81.99 SABILLASVILLE | 2 0.02 82.01 SAINT INIGOES | 3 0.03 82.04 SAINT LEONARD | 2 0.02 82.06 SAINT MICHAELS | 1 0.01 82.07 SAIT LEONARD | 1 0.01 82.08 SALISBURY | 124 1.24 83.32 SANDY SPRING | 5 0.05 83.37 SAVAGE | 4 0.04 83.41 SEABROOK | 2 0.02 83.43 SEAT PLEASANT | 2 0.02 83.45 SECRETARY | 1 0.01 83.46 SEVERN | 38 0.38 83.84 SEVERNA PARK | 58 0.58 84.42 SHADY SIDE | 3 0.03 84.45 SHARPSBURG | 6 0.06 84.51 SHERWOOD FRST | 2 0.02 84.53 SILVER SPGS | 1 0.01 84.54 SILVER SPRING | 456 4.56 89.10 SILVER SPRINGS | 4 0.04 89.14 SILVERSPRING | 2 0.02 89.16 SIMPSONVILLE | 2 0.02 89.18 SMITHSBURG | 13 0.13 89.31 SNOW HILL | 9 0.09 89.40 SOLOMONS | 7 0.07 89.47 SPARKS | 20 0.20 89.67 SPARKS GLENCO | 2 0.02 89.69 SPARROWS PT | 2 0.02 89.71 SPENCERVILLE | 1 0.01 89.72 SPRINGDALE | 6 0.06 89.78 ST LEONARD | 4 0.04 89.82 ST MARYS CITY | 1 0.01 89.83 ST MICHAELS | 14 0.14 89.97 STEVENSON | 7 0.07 90.04 STEVENSVILLE | 19 0.19 90.23 STILL POND | 2 0.02 90.25 STONEY BEACH | 1 0.01 90.26 STREET | 11 0.11 90.37 SUDLERSVILLE | 4 0.04 90.41 SUITLAND | 27 0.27 90.68 SUNDERLAND | 3 0.03 90.71 SWAN POINT | 2 0.02 90.73 SYKESVILLE | 25 0.25 90.98 TAKOMA PARK | 51 0.51 91.49 TALL TIMBERS | 3 0.03 91.52 TANEYTOWN | 5 0.05 91.57 TEMPLE HILLS | 62 0.62 92.19 THURMONT | 25 0.25 92.44 TILGHMAN | 4 0.04 92.48 TIMONIUM | 37 0.37 92.85 TOWSON | 198 1.98 94.83 TRACYS LNDG | 1 0.01 94.84 TRAPPE | 5 0.05 94.89 TUSCARORA | 1 0.01 94.90 UNION BRIDGE | 6 0.06 94.96 UNIVERSITY PA | 1 0.01 94.97 UPPER FAIRMT | 1 0.01 94.98 UPPER FALLS | 1 0.01 94.99 UPPER MARLBOR | 1 0.01 95.00 UPPER MARLBORO | 13 0.13 95.13 UPPERCO | 2 0.02 95.15 UPPERMARLBORO | 1 0.01 95.16 UPPR MARLBORO | 138 1.38 96.54 URBANA | 2 0.02 96.56 VALLEY LEE | 1 0.01 96.57 W BETHESDA | 1 0.01 96.58 W FRIENDSHIP | 3 0.03 96.61 WALDORE | 1 0.01 96.62 WALDORF | 76 0.76 97.38 WALKERSVILLE | 13 0.13 97.51 WARWICK | 1 0.01 97.52 WASHINGTN GRV | 1 0.01 97.53 WASHINGTON | 1 0.01 97.54 WELCOME | 2 0.02 97.56 WEST FRIENDSHIP | 1 0.01 97.57 WEST RIVER | 4 0.04 97.61 WESTERNPORT | 5 0.05 97.66 WESTMINISTER | 1 0.01 97.67 WESTMINSTER | 106 1.06 98.73 WESTOVER | 1 0.01 98.74 WHALEYVILLE | 1 0.01 98.75 WHEATON | 8 0.08 98.83 WHITE HALL | 7 0.07 98.90 WHITE MARSH | 7 0.07 98.97 WHITE PLAINS | 18 0.18 99.15 WHITEFORD | 3 0.03 99.18 WILLARDS | 2 0.02 99.20 WILLIAMSPORT | 18 0.18 99.38 WINDSOR MILL | 25 0.25 99.63 WOODBINE | 12 0.12 99.75 WOODLAWN | 1 0.01 99.76 WOODSBORO | 4 0.04 99.80 WOODSTOCK | 12 0.12 99.92 WOOLFORD | 2 0.02 99.94 WORTON | 5 0.05 99.99 WYE MILLS | 1 0.01 100.00 -----------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Apr 2019