Frequencies for first 10,000 rows of city variable in eobmfwa dataset : City | Freq. Percent Cum. --------------------+----------------------------------- ABERDEEN | 22 0.22 0.22 ACME | 2 0.02 0.24 ADDY | 3 0.03 0.27 ADNA | 3 0.03 0.30 AIRWAY HEIGHTS | 1 0.01 0.31 AIRWAY HGTS | 6 0.06 0.37 ALGONA | 5 0.05 0.42 ALLYN | 2 0.02 0.44 ALMIRA | 2 0.02 0.46 AMBOY | 9 0.09 0.55 ANACORTES | 37 0.37 0.92 ANDERSON IS | 7 0.07 0.99 ARIEL | 1 0.01 1.00 ARLINGTON | 39 0.39 1.39 ASHFORD | 2 0.02 1.41 ASOTIN | 9 0.09 1.50 AUBURN | 95 0.95 2.45 BAINBRIDGE IS | 63 0.63 3.08 BAINBRIDGE ISLAND | 5 0.05 3.13 BATTLE GROUND | 36 0.36 3.49 BATTLEGROUND | 2 0.02 3.51 BAY CENTER | 1 0.01 3.52 BEAUX ARTS | 1 0.01 3.53 BELFAIR | 17 0.17 3.70 BELLEVUE | 274 2.74 6.44 BELLINGHAM | 235 2.35 8.79 BENTON CITY | 13 0.13 8.92 BINGEN | 1 0.01 8.93 BLACK DIAMOND | 8 0.08 9.01 BLACKDIAMOND | 1 0.01 9.02 BLAINE | 21 0.21 9.23 BONNEY LAKE | 26 0.26 9.49 BOTHELL | 88 0.88 10.37 BOW | 9 0.09 10.46 BREMERTON | 104 1.04 11.50 BREWSTER | 3 0.03 11.53 BRIDGEPORT | 2 0.02 11.55 BRIER | 6 0.06 11.61 BRINNON | 3 0.03 11.64 BRUSH PRAIRIE | 16 0.16 11.80 BUCKLEY | 15 0.15 11.95 BUCODA | 1 0.01 11.96 BURBANK | 3 0.03 11.99 BURIEN | 41 0.41 12.40 BURLEY | 6 0.06 12.46 BURLINGTON | 30 0.30 12.76 BURTON | 1 0.01 12.77 CAMANO ISL | 1 0.01 12.78 CAMANO ISLAND | 17 0.17 12.95 CAMAS | 47 0.47 13.42 CARLSBORG | 7 0.07 13.49 CARNATION | 14 0.14 13.63 CARSON | 1 0.01 13.64 CASHMERE | 5 0.05 13.69 CASTLE ROCK | 12 0.12 13.81 CATHLAMET | 14 0.14 13.95 CENTERVILLE | 1 0.01 13.96 CENTRALIA | 33 0.33 14.29 CHATTAROY | 5 0.05 14.34 CHEHALIS | 36 0.36 14.70 CHELAN | 16 0.16 14.86 CHENEY | 21 0.21 15.07 CHEWELAH | 16 0.16 15.23 CHIMACUM | 5 0.05 15.28 CHINOOK | 1 0.01 15.29 CINEBAR | 1 0.01 15.30 CLARKSTON | 31 0.31 15.61 CLE ELUM | 21 0.21 15.82 CLEARLAKE | 1 0.01 15.83 CLINTON | 6 0.06 15.89 CLYDE HILL | 2 0.02 15.91 COLBERT | 7 0.07 15.98 COLFAX | 21 0.21 16.19 COLLEGE PLACE | 4 0.04 16.23 COLTON | 3 0.03 16.26 COLVILLE | 30 0.30 16.56 CONCONULLY | 1 0.01 16.57 CONCRETE | 2 0.02 16.59 CONNELL | 3 0.03 16.62 COOK | 1 0.01 16.63 COPALIS CROSSING | 1 0.01 16.64 COUGAR | 2 0.02 16.66 COULEE CITY | 3 0.03 16.69 COULEE DAM | 3 0.03 16.72 COUPEVILLE | 24 0.24 16.96 COVINGTON | 20 0.20 17.16 COWICHE | 4 0.04 17.20 CURLEW | 1 0.01 17.21 CUSTER | 4 0.04 17.25 DARRINGTON | 2 0.02 17.27 DAVENPORT | 10 0.10 17.37 DAYTON | 8 0.08 17.45 DEER HARBOR | 4 0.04 17.49 DEER PARK | 13 0.13 17.62 DEMING | 5 0.05 17.67 DES MOINES | 29 0.29 17.96 DIXIE | 1 0.01 17.97 DUPONT | 9 0.09 18.06 DUVALL | 26 0.26 18.32 E WENATCHEE | 17 0.17 18.49 EAST OLYMPIA | 1 0.01 18.50 EASTON | 2 0.02 18.52 EASTSOUND | 28 0.28 18.80 EATONVILLE | 16 0.16 18.96 EDGEWOOD | 3 0.03 18.99 EDMOND | 1 0.01 19.00 EDMONDS | 86 0.86 19.86 EDWALL | 2 0.02 19.88 ELK | 2 0.02 19.90 ELLENSBURG | 63 0.63 20.53 ELMA | 12 0.12 20.65 ELTOPIA | 1 0.01 20.66 ENDICOTT | 1 0.01 20.67 ENTIAT | 2 0.02 20.69 ENUMCLAW | 30 0.30 20.99 EPHRATA | 14 0.14 21.13 EVERETT | 164 1.64 22.77 EVERETTE | 1 0.01 22.78 EVERSON | 4 0.04 22.82 FAIRCHILD AIR FORCE | 1 0.01 22.83 FAIRFIELD | 2 0.02 22.85 FALL CITY | 13 0.13 22.98 FARMINGTON | 1 0.01 22.99 FEDERAL WAY | 104 1.04 24.03 FEDERALWAY | 1 0.01 24.04 FERNDALE | 43 0.43 24.47 FIFE | 9 0.09 24.56 FIRCREST | 5 0.05 24.61 FORKS | 7 0.07 24.68 FORT LEWIS | 2 0.02 24.70 FOX ISLAND | 4 0.04 24.74 FREELAND | 20 0.20 24.94 FRIDAY HARBOR | 35 0.35 25.29 GALVIN | 1 0.01 25.30 GARFIELD | 3 0.03 25.33 GIFFORD | 1 0.01 25.34 GIG HARBOR | 74 0.74 26.08 GLENOMA | 2 0.02 26.10 GLENWOOD | 1 0.01 26.11 GOLD BAR | 3 0.03 26.14 GOLDBAR | 1 0.01 26.15 GOLDENDALE | 29 0.29 26.44 GRAHAM | 17 0.17 26.61 GRAND COULEE | 6 0.06 26.67 GRANDVIEW | 10 0.10 26.77 GRANGER | 1 0.01 26.78 GRANITE FALLS | 10 0.10 26.88 GRAPEVIEW | 1 0.01 26.89 GRAYLAND | 1 0.01 26.90 GREENACRES | 4 0.04 26.94 GREENBANK | 6 0.06 27.00 GREENWATER | 1 0.01 27.01 HANSVILLE | 5 0.05 27.06 HARRAH | 2 0.02 27.08 HOBART | 1 0.01 27.09 HOODSPORT | 3 0.03 27.12 HOQUIAM | 19 0.19 27.31 HUMPTULIPS | 1 0.01 27.32 HUSUM | 2 0.02 27.34 ILWACO | 5 0.05 27.39 INCHELIUM | 2 0.02 27.41 INDEX | 1 0.01 27.42 INDIANOLA | 8 0.08 27.50 IONE | 2 0.02 27.52 ISSAQUAH | 75 0.75 28.27 JBLM | 1 0.01 28.28 JOYCE | 1 0.01 28.29 KAHLOTUS | 2 0.02 28.31 KALAMA | 6 0.06 28.37 KELLER | 1 0.01 28.38 KELSO | 29 0.29 28.67 KENMORE | 21 0.21 28.88 KENNEWICK | 79 0.79 29.67 KENT | 99 0.99 30.66 KETTLE FALLS | 11 0.11 30.77 KEYPORT | 2 0.02 30.79 KINGSTON | 21 0.21 31.00 KIRKLAND | 117 1.17 32.17 KITTITAS | 1 0.01 32.18 KLICKITAT | 2 0.02 32.20 LA CENTER | 7 0.07 32.27 LA CONNER | 9 0.09 32.36 LACEY | 67 0.67 33.03 LACROSSE | 2 0.02 33.05 LAKE STEVENS | 46 0.46 33.51 LAKE TAPPS | 7 0.07 33.58 LAKEBAY | 6 0.06 33.64 LAKETAPPS | 1 0.01 33.65 LAKEWOOD | 53 0.53 34.18 LAMONT | 1 0.01 34.19 LANGLEY | 20 0.20 34.39 LEAVENWORTH | 22 0.22 34.61 LEWIS MCCHORD | 3 0.03 34.64 LIBERTY LAKE | 23 0.23 34.87 LIND | 1 0.01 34.88 LITTLEROCK | 2 0.02 34.90 LK FOREST PK | 11 0.11 35.01 LONG BEACH | 11 0.11 35.12 LONGVIEW | 54 0.54 35.66 LOON LAKE | 3 0.03 35.69 LOPEZ ISLAND | 22 0.22 35.91 LOWDEN | 1 0.01 35.92 LUMMI ISLAND | 2 0.02 35.94 LYLE | 2 0.02 35.96 LYMAN | 1 0.01 35.97 LYNDEN | 38 0.38 36.35 LYNNWOOD | 92 0.92 37.27 LYNWOOD | 1 0.01 37.28 MABTON | 2 0.02 37.30 MALAGA | 2 0.02 37.32 MALDEN | 1 0.01 37.33 MALO | 2 0.02 37.35 MANCHESTER | 2 0.02 37.37 MANSFIELD | 1 0.01 37.38 MANSON | 2 0.02 37.40 MAPLE FALLS | 4 0.04 37.44 MAPLE VALLEY | 28 0.28 37.72 MARLIN | 1 0.01 37.73 MARSHALL | 1 0.01 37.74 MARYSVILLE | 42 0.42 38.16 MATTAWA | 3 0.03 38.19 MAZAMA | 1 0.01 38.20 MCCHORD AFB | 1 0.01 38.21 MCCLEARY | 1 0.01 38.22 MCKENNA | 2 0.02 38.24 MEAD | 10 0.10 38.34 MEDICAL LAKE | 16 0.16 38.50 MEDINA | 17 0.17 38.67 MELTON | 1 0.01 38.68 MERCER ISLAND | 58 0.58 39.26 MESA | 1 0.01 39.27 METALINE FLS | 2 0.02 39.29 METHOW | 1 0.01 39.30 MICA | 1 0.01 39.31 MILL CREEK | 54 0.54 39.85 MILLWOOD | 1 0.01 39.86 MILTON | 11 0.11 39.97 MINERAL | 1 0.01 39.98 MONITOR | 1 0.01 39.99 MONROE | 39 0.39 40.38 MONTESANO | 11 0.11 40.49 MORTON | 5 0.05 40.54 MOSES LAKE | 41 0.41 40.95 MOSESLAKE | 1 0.01 40.96 MOSSYROCK | 2 0.02 40.98 MOUNT VERNON | 58 0.58 41.56 MOUNTLAKE TER | 24 0.24 41.80 MOUNTLAKE TERRACE | 3 0.03 41.83 MOXEE | 5 0.05 41.88 MUKILTEO | 36 0.36 42.24 N LAKEWOOD | 4 0.04 42.28 NACHES | 5 0.05 42.33 NAHCOTTA | 2 0.02 42.35 NAPAVINE | 1 0.01 42.36 NASELLE | 1 0.01 42.37 NEAH BAY | 2 0.02 42.39 NESPELEM | 3 0.03 42.42 NEWCASTLE | 17 0.17 42.59 NEWMAN LAKE | 1 0.01 42.60 NEWPORT | 22 0.22 42.82 NINE MILE FALLS | 2 0.02 42.84 NINE MILE FLS | 14 0.14 42.98 NORDLAND | 3 0.03 43.01 NORMANDY PARK | 8 0.08 43.09 NORTH BEND | 28 0.28 43.37 NORTHPORT | 4 0.04 43.41 OAK HARBOR | 43 0.43 43.84 OAKESDALE | 3 0.03 43.87 OAKVILLE | 4 0.04 43.91 OCEAN PARK | 6 0.06 43.97 OCEAN SHORES | 16 0.16 44.13 ODESSA | 8 0.08 44.21 OKANOGAN | 15 0.15 44.36 OLALLA | 7 0.07 44.43 OLGA | 2 0.02 44.45 OLYMPIA | 366 3.66 48.11 OMAK | 16 0.16 48.27 ONALASKA | 13 0.13 48.40 ORCAS | 2 0.02 48.42 ORIENT | 1 0.01 48.43 ORONDO | 2 0.02 48.45 OROVILLE | 9 0.09 48.54 ORTING | 11 0.11 48.65 OTHELLO | 16 0.16 48.81 OTIS ORCHARDS | 4 0.04 48.85 OUTLOOK | 1 0.01 48.86 OYSTERVILLE | 2 0.02 48.88 PACIFIC | 4 0.04 48.92 PACIFIC BEACH | 3 0.03 48.95 PACKWOOD | 3 0.03 48.98 PALOUSE | 1 0.01 48.99 PASCO | 87 0.87 49.86 PATEROS | 1 0.01 49.87 PESHASTIN | 1 0.01 49.88 POINT ROBERTS | 7 0.07 49.95 POMEROY | 9 0.09 50.04 PORT ANGELES | 55 0.55 50.59 PORT HADLOCK | 5 0.05 50.64 PORT LUDLOW | 7 0.07 50.71 PORT ORCHARD | 60 0.60 51.31 PORT TOWNSEND | 47 0.47 51.78 POULSBO | 35 0.35 52.13 PRESCOTT | 1 0.01 52.14 PRESTON | 2 0.02 52.16 PROSSER | 12 0.12 52.28 PULLMAN | 44 0.44 52.72 PUYALLUP | 97 0.97 53.69 QUILCENE | 5 0.05 53.74 QUINCY | 15 0.15 53.89 RAINIER | 6 0.06 53.95 RAVENSDALE | 6 0.06 54.01 RAYMOND | 11 0.11 54.12 REDMOND | 120 1.20 55.32 RENTON | 159 1.59 56.91 REPUBLIC | 9 0.09 57.00 RICE | 3 0.03 57.03 RICHLAND | 98 0.98 58.01 RIDGEFIELD | 19 0.19 58.20 RITZVILLE | 14 0.14 58.34 RIVERSIDE | 1 0.01 58.35 ROCHE HARBOR | 1 0.01 58.36 ROCHESTER | 3 0.03 58.39 ROCKFORD | 1 0.01 58.40 ROLLINGBAY | 3 0.03 58.43 ROSALIA | 4 0.04 58.47 ROSBURG | 1 0.01 58.48 ROSLYN | 4 0.04 58.52 ROY | 5 0.05 58.57 ROYAL CITY | 3 0.03 58.60 RUSTON | 2 0.02 58.62 S CLE ELUM | 3 0.03 58.65 SAINT JOHN | 1 0.01 58.66 SAMMAMISH | 58 0.58 59.24 SATSOP | 1 0.01 59.25 SEA TAC | 1 0.01 59.26 SEABECK | 1 0.01 59.27 SEAHURST | 2 0.02 59.29 SEATAC | 16 0.16 59.45 SEATLE | 1 0.01 59.46 SEATTIE | 1 0.01 59.47 SEATTLE | 1,568 15.68 75.15 SEAVIEW | 2 0.02 75.17 SEDRO WOOLLEY | 16 0.16 75.33 SELAH | 10 0.10 75.43 SEQUIM | 37 0.37 75.80 SHAW ISLAND | 1 0.01 75.81 SHELTON | 39 0.39 76.20 SHORELINE | 60 0.60 76.80 SILVANA | 2 0.02 76.82 SILVER CREEK | 1 0.01 76.83 SILVERDALE | 38 0.38 77.21 SKYKOMISH | 2 0.02 77.23 SNOHOMISH | 71 0.71 77.94 SNOQUALMIE | 23 0.23 78.17 SNOQUALMIE PS | 1 0.01 78.18 SOAP LAKE | 4 0.04 78.22 SOUTH BEND | 5 0.05 78.27 SOUTHWORTH | 2 0.02 78.29 SPANAWAY | 27 0.27 78.56 SPANGLE | 5 0.05 78.61 SPOKANE | 419 4.19 82.80 SPOKANE VALLEY | 5 0.05 82.85 SPOKANE VLY | 78 0.78 83.63 SPRAGUE | 2 0.02 83.65 SPRINGDALE | 3 0.03 83.68 STANWOOD | 28 0.28 83.96 STEILACOOM | 4 0.04 84.00 STEPTOE | 1 0.01 84.01 STEVENSON | 7 0.07 84.08 SULTAN | 7 0.07 84.15 SUMAS | 12 0.12 84.27 SUMNER | 21 0.21 84.48 SUNNYSIDE | 16 0.16 84.64 SUQUAMISH | 5 0.05 84.69 TACOMA | 380 3.80 88.49 TAHOLAH | 3 0.03 88.52 TAHUYA | 1 0.01 88.53 TALCOMA | 1 0.01 88.54 TEKOA | 1 0.01 88.55 TENINO | 14 0.14 88.69 THORP | 1 0.01 88.70 TIETON | 3 0.03 88.73 TOLEDO | 8 0.08 88.81 TONASKET | 16 0.16 88.97 TOPPENISH | 12 0.12 89.09 TOUCHET | 2 0.02 89.11 TOUTLE | 1 0.01 89.12 TOWNSEND | 1 0.01 89.13 TRACYTON | 6 0.06 89.19 TROUT LAKE | 6 0.06 89.25 TUKWILA | 31 0.31 89.56 TULALIP | 5 0.05 89.61 TUM TUM | 1 0.01 89.62 TUMWATER | 33 0.33 89.95 TWISP | 11 0.11 90.06 UNDERWOOD | 1 0.01 90.07 UNION | 4 0.04 90.11 UNION GAP | 21 0.21 90.32 UNIONTOWN | 3 0.03 90.35 UNIVERSITY PL | 30 0.30 90.65 UNIVERSITY PLACE | 5 0.05 90.70 USK | 1 0.01 90.71 VADER | 2 0.02 90.73 VALLEY | 5 0.05 90.78 VALLEYFORD | 1 0.01 90.79 VANCOUVER | 365 3.65 94.44 VASHON | 42 0.42 94.86 VASHON ISLAND | 4 0.04 94.90 VAUGHN | 3 0.03 94.93 VERADALE | 1 0.01 94.94 WAITSBURG | 8 0.08 95.02 WALDRON | 1 0.01 95.03 WALLA WALLA | 77 0.77 95.80 WAPATO | 7 0.07 95.87 WARDEN | 6 0.06 95.93 WASHOUGAL | 18 0.18 96.11 WASHTUCNA | 1 0.01 96.12 WATERVILLE | 5 0.05 96.17 WAUCONDA | 1 0.01 96.18 WAUNA | 4 0.04 96.22 WAVERLY | 1 0.01 96.23 WELLPINIT | 1 0.01 96.24 WENATCHEE | 82 0.82 97.06 WEST RICHLAND | 16 0.16 97.22 WESTPORT | 5 0.05 97.27 WHITE PASS | 1 0.01 97.28 WHITE SALMON | 7 0.07 97.35 WHITE SWAN | 3 0.03 97.38 WILKESON | 4 0.04 97.42 WILSON CREEK | 1 0.01 97.43 WINLOCK | 7 0.07 97.50 WINTHROP | 9 0.09 97.59 WISHRAM | 2 0.02 97.61 WOODINVILLE | 59 0.59 98.20 WOODLAND | 14 0.14 98.34 WOODWAY | 3 0.03 98.37 YACOLT | 2 0.02 98.39 YAKIMA | 134 1.34 99.73 YARROW POINT | 1 0.01 99.74 YELM | 22 0.22 99.96 ZILLAH | 4 0.04 100.00 --------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Apr 2019