Frequencies for first 10,000 rows of city variable in eobmfaz dataset : City | Freq. Percent Cum. -----------------------+----------------------------------- AGUILA | 1 0.01 0.01 AJO | 7 0.07 0.08 ALPINE | 2 0.02 0.10 AMADO | 1 0.01 0.11 ANTHEM | 51 0.51 0.62 APACHE JCT | 54 0.54 1.16 APACHE JUNCTION | 8 0.08 1.24 APACHEJUNCTION | 1 0.01 1.25 ARIVACA | 4 0.04 1.29 ARIZONA | 1 0.01 1.30 ARIZONA CITY | 5 0.05 1.35 ARLINGTON | 1 0.01 1.36 ASH FORK | 4 0.04 1.40 AVONDALE | 62 0.62 2.02 BAGDAD | 3 0.03 2.05 BELMONT | 1 0.01 2.06 BENSON | 23 0.23 2.29 BISBEE | 27 0.27 2.56 BLACK CYN CTY | 5 0.05 2.61 BOUSE | 6 0.06 2.67 BOWIE | 2 0.02 2.69 BUCKEYE | 66 0.66 3.35 BULLHEAD CITY | 38 0.38 3.73 BYLAS | 1 0.01 3.74 CAMERON | 1 0.01 3.75 CAMP VERDE | 12 0.12 3.87 CAREFREE | 20 0.20 4.07 CASA GRANDE | 80 0.80 4.87 CASHION | 4 0.04 4.91 CATALINA | 1 0.01 4.92 CAVE CREEK | 59 0.59 5.51 CHAMBERS | 1 0.01 5.52 CHANDLER | 372 3.72 9.24 CHANDLER HTS | 3 0.03 9.27 CHINLE | 2 0.02 9.29 CHINO VALLEY | 31 0.31 9.60 CHINOVALLEY | 1 0.01 9.61 CHLORIDE | 2 0.02 9.63 CIBECUE | 1 0.01 9.64 CLARKDALE | 6 0.06 9.70 CLAY SPRINGS | 1 0.01 9.71 CLAYPOOL | 4 0.04 9.75 CLIFTON | 7 0.07 9.82 COCHISE | 1 0.01 9.83 COLORADO CITY | 2 0.02 9.85 CONCHO | 9 0.09 9.94 CONGRESS | 4 0.04 9.98 COOLIDGE | 20 0.20 10.18 CORDES LAKES | 1 0.01 10.19 CORNVILLE | 14 0.14 10.33 CORONA | 1 0.01 10.34 CORONA DE TUC | 1 0.01 10.35 CORTARO | 19 0.19 10.54 COTTONWOOD | 52 0.52 11.06 CROWN KING | 4 0.04 11.10 DATELAND | 1 0.01 11.11 DESERT HILLS | 1 0.01 11.12 DEWEY | 15 0.15 11.27 DOLAN SPRINGS | 6 0.06 11.33 DOUGLAS | 13 0.13 11.46 DUNCAN | 5 0.05 11.51 EAGAR | 9 0.09 11.60 EL MIRAGE | 22 0.22 11.82 ELGIN | 1 0.01 11.83 ELOY | 11 0.11 11.94 FLAGSTAFF | 212 2.12 14.06 FLORENCE | 24 0.24 14.30 FORT APACHE | 1 0.01 14.31 FORT DEFIANCE | 3 0.03 14.34 FORT HUACHUCA | 1 0.01 14.35 FORT MCDOWELL | 2 0.02 14.37 FORT MOHAVE | 8 0.08 14.45 FOUNTAIN HILLS | 13 0.13 14.58 FOUNTAIN HLS | 56 0.56 15.14 FREDONIA | 1 0.01 15.15 FT HUACHUCA | 1 0.01 15.16 GANADO | 2 0.02 15.18 GILA BEND | 1 0.01 15.19 GILBERT | 277 2.77 17.96 GLENDALE | 321 3.21 21.17 GLIBERT | 1 0.01 21.18 GLOBE | 25 0.25 21.43 GOLD CANYON | 17 0.17 21.60 GOLDEN VALLEY | 11 0.11 21.71 GOODYEAR | 117 1.17 22.88 GRAND CANYON | 2 0.02 22.90 GREEN VALLEY | 56 0.56 23.46 GREER | 1 0.01 23.47 GUADALUPE | 2 0.02 23.49 HACKBERRY | 1 0.01 23.50 HAPPY JACK | 2 0.02 23.52 HEBER | 2 0.02 23.54 HEREFORD | 29 0.29 23.83 HIGLEY | 19 0.19 24.02 HOLBROOK | 5 0.05 24.07 HUACHUCA CITY | 3 0.03 24.10 HUALAPAI | 1 0.01 24.11 HUMBOLDT | 5 0.05 24.16 INDIAN WELLS | 1 0.01 24.17 JEROME | 2 0.02 24.19 JOSEPH CITY | 1 0.01 24.20 KAYENTA | 5 0.05 24.25 KEAMS CANYON | 1 0.01 24.26 KEARNY | 4 0.04 24.30 KINGMAN | 80 0.80 25.10 KIRKLAND | 2 0.02 25.12 KYKOTSMOVI | 2 0.02 25.14 LAKE HAVASU CITY | 11 0.11 25.25 LAKE MONTEZUMA | 1 0.01 25.26 LAKESIDE | 14 0.14 25.40 LAKESIDE ARIZONA | 1 0.01 25.41 LAVEEN | 42 0.42 25.83 LEUPP | 1 0.01 25.84 LITCHFIELD | 1 0.01 25.85 LITCHFIELD PARK | 2 0.02 25.87 LITCHFIELD PK | 58 0.58 26.45 LITTLEFIELD | 2 0.02 26.47 LK HAVASU CTY | 72 0.72 27.19 LK MONTEZUMA | 2 0.02 27.21 LUKE AFB | 1 0.01 27.22 LUKEVILLE | 1 0.01 27.23 LUPTON | 5 0.05 27.28 MAMMOTH | 6 0.06 27.34 MARANA | 34 0.34 27.68 MARBLE CANYON | 1 0.01 27.69 MARICOPA | 82 0.82 28.51 MASA | 1 0.01 28.52 MAYER | 8 0.08 28.60 MCNEAL | 1 0.01 28.61 MEADVIEW | 2 0.02 28.63 MESA | 482 4.82 33.45 MIAMI | 8 0.08 33.53 MOHAVE VALLEY | 7 0.07 33.60 MORENCI | 2 0.02 33.62 MORRISTOWN | 3 0.03 33.65 MT LEMMON | 1 0.01 33.66 MUNDS PARK | 5 0.05 33.71 NACO | 2 0.02 33.73 NEW RIVER | 6 0.06 33.79 NOGALES | 32 0.32 34.11 OATMAN | 1 0.01 34.12 ORACLE | 10 0.10 34.22 ORO VALLEY | 55 0.55 34.77 OVERGAARD | 6 0.06 34.83 PAGE | 10 0.10 34.93 PALO VERDE | 1 0.01 34.94 PARADISE VALLEY | 7 0.07 35.01 PARADISE VLY | 73 0.73 35.74 PARKER | 9 0.09 35.83 PARKS | 2 0.02 35.85 PATAGONIA | 12 0.12 35.97 PAULDEN | 4 0.04 36.01 PAYSON | 54 0.54 36.55 PEACH SPRINGS | 1 0.01 36.56 PEARCE | 11 0.11 36.67 PEEPLES VLY | 1 0.01 36.68 PEORIA | 209 2.09 38.77 PETRIFIED FOR | 1 0.01 38.78 PHEONIX | 2 0.02 38.80 PHOENIX | 2,098 20.98 59.78 PIMA | 3 0.03 59.81 PINE | 8 0.08 59.89 PINEDALE | 1 0.01 59.90 PINETOP | 20 0.20 60.10 PIRTLEVILLE | 2 0.02 60.12 POLACCA | 2 0.02 60.14 POMERENE | 2 0.02 60.16 PORTAL | 1 0.01 60.17 PRECOTT | 1 0.01 60.18 PRESCOTT | 199 1.99 62.17 PRESCOTT VALLEY | 4 0.04 62.21 PRESCOTT VLY | 44 0.44 62.65 QUARTZSITE | 6 0.06 62.71 QUEEN CREEK | 82 0.82 63.53 QUEENCREEK | 2 0.02 63.55 RED ROCK | 3 0.03 63.58 RILLITO | 1 0.01 63.59 RIMROCK | 8 0.08 63.67 RIO RICO | 19 0.19 63.86 RIO VERDE | 9 0.09 63.95 ROCK POINT | 1 0.01 63.96 SACATON | 5 0.05 64.01 SADDLEBROOKE | 3 0.03 64.04 SAFFORD | 24 0.24 64.28 SAHUARITA | 32 0.32 64.60 SAINT DAVID | 3 0.03 64.63 SAINT JOHNS | 7 0.07 64.70 SALOME | 3 0.03 64.73 SAN CARIOS | 1 0.01 64.74 SAN CARLOS | 2 0.02 64.76 SAN LUIS | 10 0.10 64.86 SAN MANUEL | 4 0.04 64.90 SAN SIMON | 3 0.03 64.93 SAN TAN VALLEY | 2 0.02 64.95 SAN TAN VLY | 46 0.46 65.41 SANDERS | 1 0.01 65.42 SCOTTSDALE | 806 8.06 73.48 SECOND MESA | 1 0.01 73.49 SEDONA | 96 0.96 74.45 SELIGMAN | 8 0.08 74.53 SELLS | 3 0.03 74.56 SERRA VISTA | 1 0.01 74.57 SHONTO | 1 0.01 74.58 SHOW LOW | 31 0.31 74.89 SIERA VISTA | 1 0.01 74.90 SIERRA VISTA | 94 0.94 75.84 SNOWFLAKE | 11 0.11 75.95 SOLOMON | 2 0.02 75.97 SOME RATION | 1 0.01 75.98 SOMERTON | 7 0.07 76.05 SONOITA | 7 0.07 76.12 SPRINGERVILLE | 11 0.11 76.23 ST JOHNS | 6 0.06 76.29 STANFIELD | 2 0.02 76.31 STRAWBERRY | 1 0.01 76.32 SUN CITY | 93 0.93 77.25 SUN CITY WEST | 35 0.35 77.60 SUN LAKES | 17 0.17 77.77 SUPERIOR | 4 0.04 77.81 SUPRISE | 1 0.01 77.82 SURPRISE | 137 1.37 79.19 TAYLOR | 2 0.02 79.21 TEMPE | 325 3.25 82.46 THATCHER | 13 0.13 82.59 TOLLESON | 20 0.20 82.79 TOMBSTONE | 11 0.11 82.90 TONALEA | 1 0.01 82.91 TONOPAH | 12 0.12 83.03 TONTO BASIN | 3 0.03 83.06 TOPOCK | 4 0.04 83.10 TSAILE | 1 0.01 83.11 TUBA CITY | 5 0.05 83.16 TUBAC | 14 0.14 83.30 TUCSON | 1,380 13.80 97.10 TUMACACORI | 3 0.03 97.13 TUSCON | 3 0.03 97.16 VAIL | 22 0.22 97.38 VERNON | 1 0.01 97.39 WADDELL | 9 0.09 97.48 WELLTON | 3 0.03 97.51 WENDEN | 1 0.01 97.52 WEST SEDONA | 1 0.01 97.53 WHITERIVER | 2 0.02 97.55 WICKENBURG | 30 0.30 97.85 WIKIEUP | 2 0.02 97.87 WILCOX | 1 0.01 97.88 WILLCOX | 19 0.19 98.07 WILLIAMS | 14 0.14 98.21 WINDOW ROCK | 9 0.09 98.30 WINKELMAN | 1 0.01 98.31 WINSLOW | 8 0.08 98.39 WITTMANN | 4 0.04 98.43 YARNELL | 8 0.08 98.51 YOUNG | 1 0.01 98.52 YOUNGTOWN | 8 0.08 98.60 YUCCA | 2 0.02 98.62 YUMA | 138 1.38 100.00 -----------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Apr 2019