Frequencies for first 10,000 rows of dbo_vwhqi_hosp_hcahps_msr dataset : by Jean Roth , jroth@nber.org , 16 Nov 2016 Frequencies for first 10,000 rows of provider variable in dbo_vwhqi_hosp_hcahps_msr dataset : Provider | Number | Freq. Percent Cum. ------------+----------------------------------- 010001 | 29 0.29 0.29 010005 | 29 0.29 0.58 010007 | 29 0.29 0.87 010008 | 29 0.29 1.16 010010 | 29 0.29 1.45 010011 | 29 0.29 1.74 010015 | 29 0.29 2.03 010016 | 29 0.29 2.32 010019 | 29 0.29 2.61 010021 | 29 0.29 2.90 010023 | 29 0.29 3.19 010025 | 29 0.29 3.48 010027 | 29 0.29 3.77 010029 | 29 0.29 4.06 010032 | 29 0.29 4.35 010033 | 29 0.29 4.64 010034 | 29 0.29 4.93 010035 | 29 0.29 5.22 010038 | 29 0.29 5.51 010039 | 29 0.29 5.80 010040 | 29 0.29 6.09 010044 | 29 0.29 6.38 010045 | 29 0.29 6.67 010046 | 29 0.29 6.96 010047 | 29 0.29 7.25 010049 | 29 0.29 7.54 010050 | 29 0.29 7.83 010051 | 29 0.29 8.12 010052 | 29 0.29 8.41 010055 | 29 0.29 8.70 010056 | 29 0.29 8.99 010059 | 29 0.29 9.28 010061 | 29 0.29 9.57 010062 | 29 0.29 9.86 010065 | 29 0.29 10.15 010069 | 29 0.29 10.44 010073 | 29 0.29 10.73 010078 | 29 0.29 11.02 010079 | 29 0.29 11.31 010087 | 29 0.29 11.60 010089 | 29 0.29 11.89 010090 | 29 0.29 12.18 010091 | 29 0.29 12.47 010092 | 29 0.29 12.76 010095 | 29 0.29 13.05 010099 | 29 0.29 13.34 010100 | 29 0.29 13.63 010101 | 29 0.29 13.92 010102 | 29 0.29 14.21 010103 | 29 0.29 14.50 010104 | 29 0.29 14.79 010108 | 29 0.29 15.08 010109 | 29 0.29 15.37 010110 | 29 0.29 15.66 010112 | 29 0.29 15.95 010113 | 29 0.29 16.24 010114 | 29 0.29 16.53 010120 | 29 0.29 16.82 010126 | 29 0.29 17.11 010128 | 29 0.29 17.40 010130 | 29 0.29 17.69 010131 | 29 0.29 17.98 010137 | 29 0.29 18.27 010138 | 29 0.29 18.56 010139 | 29 0.29 18.85 010144 | 29 0.29 19.14 010145 | 29 0.29 19.43 010146 | 29 0.29 19.72 010148 | 29 0.29 20.01 010149 | 29 0.29 20.30 010152 | 29 0.29 20.59 010164 | 29 0.29 20.88 011300 | 29 0.29 21.17 011302 | 29 0.29 21.46 020001 | 29 0.29 21.75 020006 | 29 0.29 22.04 020008 | 29 0.29 22.33 020014 | 29 0.29 22.62 020017 | 29 0.29 22.91 020026 | 29 0.29 23.20 020027 | 29 0.29 23.49 021311 | 29 0.29 23.78 030001 | 29 0.29 24.07 030002 | 29 0.29 24.36 030007 | 29 0.29 24.65 030010 | 29 0.29 24.94 030011 | 29 0.29 25.23 030012 | 29 0.29 25.52 030014 | 29 0.29 25.81 030016 | 29 0.29 26.10 030023 | 29 0.29 26.39 030024 | 29 0.29 26.68 030030 | 29 0.29 26.97 030036 | 29 0.29 27.26 030038 | 29 0.29 27.55 030055 | 29 0.29 27.84 030061 | 29 0.29 28.13 030064 | 29 0.29 28.42 030065 | 29 0.29 28.71 030068 | 29 0.29 29.00 030078 | 29 0.29 29.29 030085 | 29 0.29 29.58 030087 | 29 0.29 29.87 030088 | 29 0.29 30.16 030089 | 29 0.29 30.45 030092 | 29 0.29 30.74 030093 | 29 0.29 31.03 030094 | 29 0.29 31.32 030099 | 29 0.29 31.61 030100 | 29 0.29 31.90 030102 | 29 0.29 32.19 030103 | 29 0.29 32.48 030105 | 29 0.29 32.77 030110 | 29 0.29 33.06 030111 | 29 0.29 33.35 030117 | 29 0.29 33.64 030118 | 29 0.29 33.93 030119 | 29 0.29 34.22 031302 | 29 0.29 34.51 031313 | 29 0.29 34.80 040001 | 29 0.29 35.09 040004 | 29 0.29 35.38 040010 | 29 0.29 35.67 040015 | 29 0.29 35.96 040017 | 29 0.29 36.25 040018 | 29 0.29 36.54 040020 | 29 0.29 36.83 040021 | 29 0.29 37.12 040022 | 29 0.29 37.41 040026 | 29 0.29 37.70 040027 | 29 0.29 37.99 040036 | 29 0.29 38.28 040039 | 29 0.29 38.57 040042 | 29 0.29 38.86 040051 | 29 0.29 39.15 040062 | 29 0.29 39.44 040069 | 29 0.29 39.73 040072 | 29 0.29 40.02 040074 | 29 0.29 40.31 040078 | 29 0.29 40.60 040084 | 29 0.29 40.89 040088 | 29 0.29 41.18 040114 | 29 0.29 41.47 040118 | 29 0.29 41.76 040119 | 29 0.29 42.05 040134 | 29 0.29 42.34 040138 | 29 0.29 42.63 040142 | 29 0.29 42.92 041311 | 29 0.29 43.21 041312 | 29 0.29 43.50 041321 | 29 0.29 43.79 041327 | 29 0.29 44.08 050006 | 29 0.29 44.37 050007 | 29 0.29 44.66 050008 | 29 0.29 44.95 050009 | 29 0.29 45.24 050013 | 29 0.29 45.53 050014 | 29 0.29 45.82 050016 | 29 0.29 46.11 050017 | 29 0.29 46.40 050022 | 29 0.29 46.69 050025 | 29 0.29 46.98 050026 | 29 0.29 47.27 050036 | 29 0.29 47.56 050038 | 29 0.29 47.85 050039 | 29 0.29 48.14 050040 | 29 0.29 48.43 050042 | 29 0.29 48.72 050043 | 29 0.29 49.01 050045 | 29 0.29 49.30 050046 | 29 0.29 49.59 050047 | 29 0.29 49.88 050055 | 29 0.29 50.17 050057 | 29 0.29 50.46 050058 | 29 0.29 50.75 050063 | 29 0.29 51.04 050067 | 29 0.29 51.33 050069 | 29 0.29 51.62 050070 | 29 0.29 51.91 050071 | 29 0.29 52.20 050072 | 29 0.29 52.49 050073 | 29 0.29 52.78 050075 | 29 0.29 53.07 050076 | 29 0.29 53.36 050077 | 29 0.29 53.65 050078 | 29 0.29 53.94 050082 | 29 0.29 54.23 050084 | 29 0.29 54.52 050089 | 29 0.29 54.81 050093 | 29 0.29 55.10 050099 | 29 0.29 55.39 050100 | 29 0.29 55.68 050101 | 29 0.29 55.97 050103 | 29 0.29 56.26 050104 | 29 0.29 56.55 050107 | 29 0.29 56.84 050108 | 29 0.29 57.13 050110 | 29 0.29 57.42 050112 | 29 0.29 57.71 050115 | 29 0.29 58.00 050116 | 29 0.29 58.29 050118 | 29 0.29 58.58 050121 | 29 0.29 58.87 050122 | 29 0.29 59.16 050124 | 29 0.29 59.45 050125 | 29 0.29 59.74 050127 | 29 0.29 60.03 050128 | 29 0.29 60.32 050129 | 29 0.29 60.61 050131 | 29 0.29 60.90 050132 | 29 0.29 61.19 050136 | 29 0.29 61.48 050137 | 29 0.29 61.77 050138 | 29 0.29 62.06 050139 | 29 0.29 62.35 050140 | 29 0.29 62.64 050145 | 29 0.29 62.93 050149 | 29 0.29 63.22 050150 | 29 0.29 63.51 050152 | 29 0.29 63.80 050153 | 29 0.29 64.09 050159 | 29 0.29 64.38 050167 | 29 0.29 64.67 050168 | 29 0.29 64.96 050169 | 29 0.29 65.25 050174 | 29 0.29 65.54 050179 | 29 0.29 65.83 050188 | 29 0.29 66.12 050191 | 29 0.29 66.41 050192 | 29 0.29 66.70 050193 | 29 0.29 66.99 050196 | 29 0.29 67.28 050197 | 29 0.29 67.57 050204 | 29 0.29 67.86 050211 | 29 0.29 68.15 050222 | 29 0.29 68.44 050224 | 29 0.29 68.73 050225 | 29 0.29 69.02 050226 | 29 0.29 69.31 050228 | 29 0.29 69.60 050230 | 29 0.29 69.89 050231 | 29 0.29 70.18 050232 | 29 0.29 70.47 050234 | 29 0.29 70.76 050235 | 29 0.29 71.05 050238 | 29 0.29 71.34 050239 | 29 0.29 71.63 050242 | 29 0.29 71.92 050243 | 29 0.29 72.21 050245 | 29 0.29 72.50 050254 | 29 0.29 72.79 050261 | 29 0.29 73.08 050262 | 29 0.29 73.37 050264 | 29 0.29 73.66 050276 | 29 0.29 73.95 050277 | 29 0.29 74.24 050278 | 29 0.29 74.53 050279 | 29 0.29 74.82 050280 | 29 0.29 75.11 050281 | 29 0.29 75.40 050290 | 29 0.29 75.69 050291 | 29 0.29 75.98 050292 | 29 0.29 76.27 050295 | 29 0.29 76.56 050296 | 29 0.29 76.85 050300 | 29 0.29 77.14 050301 | 29 0.29 77.43 050305 | 29 0.29 77.72 050308 | 29 0.29 78.01 050309 | 29 0.29 78.30 050313 | 29 0.29 78.59 050324 | 29 0.29 78.88 050327 | 29 0.29 79.17 050329 | 29 0.29 79.46 050334 | 29 0.29 79.75 050335 | 29 0.29 80.04 050336 | 29 0.29 80.33 050342 | 29 0.29 80.62 050348 | 29 0.29 80.91 050350 | 29 0.29 81.20 050351 | 29 0.29 81.49 050352 | 29 0.29 81.78 050353 | 29 0.29 82.07 050359 | 29 0.29 82.36 050360 | 29 0.29 82.65 050366 | 29 0.29 82.94 050367 | 29 0.29 83.23 050369 | 29 0.29 83.52 050380 | 29 0.29 83.81 050382 | 29 0.29 84.10 050393 | 29 0.29 84.39 050394 | 29 0.29 84.68 050411 | 29 0.29 84.97 050414 | 29 0.29 85.26 050417 | 29 0.29 85.55 050423 | 29 0.29 85.84 050424 | 29 0.29 86.13 050425 | 29 0.29 86.42 050438 | 29 0.29 86.71 050441 | 29 0.29 87.00 050444 | 29 0.29 87.29 050454 | 29 0.29 87.58 050455 | 29 0.29 87.87 050457 | 29 0.29 88.16 050464 | 29 0.29 88.45 050471 | 29 0.29 88.74 050476 | 29 0.29 89.03 050481 | 29 0.29 89.32 050485 | 29 0.29 89.61 050488 | 29 0.29 89.90 050492 | 29 0.29 90.19 050498 | 29 0.29 90.48 050502 | 29 0.29 90.77 050503 | 29 0.29 91.06 050506 | 29 0.29 91.35 050510 | 29 0.29 91.64 050512 | 29 0.29 91.93 050515 | 29 0.29 92.22 050516 | 29 0.29 92.51 050523 | 29 0.29 92.80 050528 | 29 0.29 93.09 050534 | 29 0.29 93.38 050537 | 29 0.29 93.67 050541 | 29 0.29 93.96 050549 | 29 0.29 94.25 050551 | 29 0.29 94.54 050557 | 29 0.29 94.83 050561 | 29 0.29 95.12 050567 | 29 0.29 95.41 050570 | 29 0.29 95.70 050581 | 29 0.29 95.99 050588 | 29 0.29 96.28 050589 | 29 0.29 96.57 050590 | 29 0.29 96.86 050597 | 29 0.29 97.15 050599 | 29 0.29 97.44 050603 | 29 0.29 97.73 050604 | 29 0.29 98.02 050609 | 29 0.29 98.31 050616 | 29 0.29 98.60 050624 | 29 0.29 98.89 050625 | 29 0.29 99.18 050633 | 29 0.29 99.47 050636 | 29 0.29 99.76 050660 | 24 0.24 100.00 ------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of hospname variable in dbo_vwhqi_hosp_hcahps_msr dataset : Hospital Name | Freq. Percent Cum. ----------------------------------------+----------------------------------- ALAMEDA HOSPITAL | 29 0.29 0.29 ALASKA NATIVE MEDICAL CENTER, PHS | 29 0.29 0.58 ALASKA REGIONAL HOSPITAL | 29 0.29 0.87 ALHAMBRA HOSPITAL AND MEDICAL CENTER | 29 0.29 1.16 ALTA BATES SUMMIT MEDICAL CENTER - AL.. | 29 0.29 1.45 ALTA BATES SUMMIT MEDICAL CENTER--SUM.. | 29 0.29 1.74 ANAHEIM MEMORIAL HOSPITAL | 29 0.29 2.03 ARIZONA HEART HOSPITAL | 29 0.29 2.32 ARKANSAS HEART HOSPITAL | 29 0.29 2.61 ARKANSAS METHODIST MEDICAL CENTER | 29 0.29 2.90 ARROWHEAD HOSPITAL | 29 0.29 3.19 ARROWHEAD REGIONAL MEDICAL CENTER | 29 0.29 3.48 ARROYO GRANDE COMMUNITY HOSPITAL | 29 0.29 3.77 ATHENS-LIMESTONE HOSPITAL | 29 0.29 4.06 BAKERSFIELD MEMORIAL HOSPITAL | 29 0.29 4.35 BANNER BAYWOOD MEDICAL CENTER | 29 0.29 4.64 BANNER DESERT MEDICAL CENTER | 29 0.29 4.93 BANNER GOOD SAMARITAN MEDICAL CENTER | 29 0.29 5.22 BANNER HEART HOSPITAL | 29 0.29 5.51 BANNER THUNDERBIRD MEDICAL CENTER | 29 0.29 5.80 BAPTIST HEALTH MED CTR HEBER SPINGS | 29 0.29 6.09 BAPTIST HEALTH MED CTR-ARKADELPHIA | 29 0.29 6.38 BAPTIST HEALTH MEDICAL CENTER NORTH L.. | 29 0.29 6.67 BAPTIST HEALTH MEDICAL CENTER-LITTLE .. | 29 0.29 6.96 BAPTIST MEDICAL CENTER EAST | 29 0.29 7.25 BAPTIST MEDICAL CENTER SOUTH | 29 0.29 7.54 BARTLETT REGIONAL HOSPITAL | 29 0.29 7.83 BARTON MEMORIAL HOSPITAL | 29 0.29 8.12 BAXTER REGIONAL MEDICAL CENTER | 29 0.29 8.41 BEVERLY HOSPITAL | 29 0.29 8.70 BRADLEY COUNTY MEDICAL CENTER | 29 0.29 8.99 BROOKWOOD MEDICAL CENTER | 29 0.29 9.28 BRYAN W WHITFIELD MEM HOSP INC | 29 0.29 9.57 BULLOCK COUNTY HOSPITAL | 29 0.29 9.86 CALIFORNIA HOSPITAL MEDICAL CENTER LA | 29 0.29 10.15 CARONDELET HOLY CROSS HOSPITAL | 29 0.29 10.44 CARONDELET ST MARYS HOSPITAL & HEALT.. | 29 0.29 10.73 CARONDELET ST JOSEPHS HOSPITAL AND HE.. | 29 0.29 11.02 CASA GRANDE REGIONAL MEDICAL CENTER | 29 0.29 11.31 CEDARS-SINAI MEDICAL CENTER | 29 0.29 11.60 CENTRAL VALLEY GENERAL HOSPITAL | 29 0.29 11.89 CHANDLER REGIONAL MEDICAL CENTER | 29 0.29 12.18 CITIZENS BAPTIST MEDICAL CENTER | 29 0.29 12.47 CITRUS VALLEY MEDICAL CENTER-IC CAMPUS | 29 0.29 12.76 CITRUS VALLEY MEDICAL CENTER-QV CAMPUS | 29 0.29 13.05 CLAY COUNTY HOSPITAL | 29 0.29 13.34 CLOVIS COMMUNITY MEDICAL CENTER | 29 0.29 13.63 COMMUNITY HOSPITAL INC | 29 0.29 13.92 COMMUNITY HOSPITAL OF LOS GATOS | 29 0.29 14.21 COMMUNITY HOSPITAL OF SAN BERNARDINO | 29 0.29 14.50 COMMUNITY HOSPITAL OF THE MONTEREY PE.. | 29 0.29 14.79 COMMUNITY MEMORIAL HOSPITAL SAN BUENA.. | 29 0.29 15.08 CONTRA COSTA REGIONAL MEDICAL CENTER | 29 0.29 15.37 COOPER GREEN HOSPITAL | 29 0.29 15.66 COOSA VALLEY MEDICAL CENTER | 29 0.29 15.95 CORONA REGIONAL MEDICAL CENTER | 29 0.29 16.24 CRENSHAW COMMUNITY HOSPITAL | 29 0.29 16.53 CRESTWOOD MEDICAL CENTER | 29 0.29 16.82 CRITTENDEN MEMORIAL HOSPITAL | 29 0.29 17.11 CULLMAN REGIONAL MEDICAL CENTER | 29 0.29 17.40 D C H REGIONAL MEDICAL CENTER | 29 0.29 17.69 D W MCMILLAN MEMORIAL HOSPITAL | 29 0.29 17.98 DALE MEDICAL CENTER | 29 0.29 18.27 DAMERON HOSPITAL | 29 0.29 18.56 DAVIES MEDICAL CENTER | 29 0.29 18.85 DESERT REGIONAL MEDICAL CENTER | 29 0.29 19.14 DOCTORS HOSPITAL OF MANTECA | 29 0.29 19.43 DOCTORS MEDICAL CENTER | 29 0.29 19.72 DOMINICAN HOSPITAL | 29 0.29 20.01 DOWNEY REGIONAL MEDICAL CENTER | 29 0.29 20.30 DREW MEMORIAL HOSPITAL | 29 0.29 20.59 EAST ALABAMA MEDICAL CENTER AND SNF | 29 0.29 20.88 EDEN MEDICAL CENTER | 29 0.29 21.17 EL CAMINO HOSPITAL | 29 0.29 21.46 EL CENTRO REGIONAL MEDICAL CENTER | 29 0.29 21.75 ELBA GENERAL HOSPITAL | 29 0.29 22.04 EMANUEL MEDICAL CENTER INC | 29 0.29 22.33 ENLOE MEDICAL CENTER | 29 0.29 22.62 EVERGREEN MEDICAL CENTER | 29 0.29 22.91 FAYETTE MEDICAL CENTER | 29 0.29 23.20 FEATHER RIVER HOSPITAL | 29 0.29 23.49 FLAGSTAFF MEDICAL CENTER | 29 0.29 23.78 FLOWERS HOSPITAL | 29 0.29 24.07 FOOTHILL PRESBYTERIAN HOSPITAL | 29 0.29 24.36 FOUNTAIN VALLEY REGIONAL HOSPITAL | 29 0.29 24.65 FRENCH HOSPITAL MEDICAL CENTER | 29 0.29 24.94 G H LANIER MEMORIAL HOSPITAL | 29 0.29 25.23 GADSDEN REGIONAL MEDICAL CENTER | 29 0.29 25.52 GARDEN GROVE HOSPITAL & MEDICAL CENTER | 29 0.29 25.81 GEORGIANA HOSPITAL | 29 0.29 26.10 GLENDALE ADVENTIST MEDICAL CENTER | 29 0.29 26.39 GLENDALE MEM HOSPITAL & HLTH CENTER | 29 0.29 26.68 GOOD SAMARITAN HOSPITAL | 58 0.58 27.26 GREAT RIVER MEDICAL CENTER | 29 0.29 27.55 GREENE COUNTY HOSPITAL | 29 0.29 27.84 GROSSMONT HOSPITAL | 29 0.29 28.13 GROVE HILL MEMORIAL HOSPITAL | 29 0.29 28.42 HALE COUNTY HOSPITAL | 29 0.29 28.71 HANFORD COMMUNITY MEDICAL CENTER | 29 0.29 29.00 HAZEL HAWKINS MEMORIAL HOSPITAL | 29 0.29 29.29 HEALTHPARK HOSPITAL | 29 0.29 29.58 HELEN KELLER MEMORIAL HOSPITAL | 29 0.29 29.87 HENRY MAYO NEWHALL MEMORIAL HOSPITAL | 29 0.29 30.16 HI-DESERT MEDICAL CENTER | 29 0.29 30.45 HIGHLANDS MEDICAL CENTER | 29 0.29 30.74 HILL HOSPITAL OF SUMTER COUNTY | 29 0.29 31.03 HOAG MEMORIAL HOSPITAL PRESBYTERIAN | 29 0.29 31.32 HOLLYWOOD PRESBYTERIAN MEDICAL CENTER | 29 0.29 31.61 HOWARD MEMORIAL HOSPITAL | 29 0.29 31.90 HUNTINGTON MEMORIAL HOSPITAL | 29 0.29 32.19 HUNTSVILLE HOSPITAL | 29 0.29 32.48 INFIRMARY WEST | 29 0.29 32.77 J PAUL JONES HOSPITAL | 29 0.29 33.06 JACKSON MEDICAL CENTER | 29 0.29 33.35 JACKSONVILLE MEDICAL CENTER | 29 0.29 33.64 JOHN C LINCOLN DEER VALLEY HOSPITAL | 29 0.29 33.93 JOHN C LINCOLN NORTH MOUNTAIN HOSPITAL | 29 0.29 34.22 JOHN F KENNEDY MEMORIAL HOSPITAL, INC | 29 0.29 34.51 KAISER FOUNDATION HOSPITAL | 145 1.45 35.96 KAISER FOUNDATION HOSPITAL - REDWOOD .. | 29 0.29 36.25 KAISER FOUNDATION HOSPITAL - SACRAMEN.. | 29 0.29 36.54 KAISER FOUNDATION HOSPITAL - SAN DIEGO | 29 0.29 36.83 KAISER FOUNDATION HOSPITAL - SAN FRAN.. | 29 0.29 37.12 KAISER FOUNDATION HOSPITAL - SANTA CL.. | 29 0.29 37.41 KAISER FOUNDATION HOSPITAL - SOUTH SA.. | 29 0.29 37.70 KAISER FOUNDATION HOSPITAL - WALNUT C.. | 29 0.29 37.99 KAISER FOUNDATION HOSPITAL - WEST LA | 29 0.29 38.28 KAISER FOUNDATION HOSPITAL ANAHEIM | 29 0.29 38.57 KAISER FOUNDATION HOSPITAL FONTANA | 29 0.29 38.86 KAISER FOUNDATION HOSPITAL FREMONT/HA.. | 29 0.29 39.15 KAISER FOUNDATION HOSPITAL OAKLAND/RI.. | 29 0.29 39.44 KAISER FOUNDATION HOSPITAL VALLEJO | 29 0.29 39.73 KAWEAH DELTA DISTRICT HOSPITAL | 29 0.29 40.02 KETCHIKAN GENERAL HOSPITAL | 29 0.29 40.31 KINGMAN REGIONAL MEDICAL CENTER | 29 0.29 40.60 LAC/OLIVE VIEW-UCLA MEDICAL CENTER | 29 0.29 40.89 LAKE MARTIN COMMUNITY HOSPITAL | 29 0.29 41.18 LAKEVIEW COMMUNITY HOSPITAL | 29 0.29 41.47 LAKEWOOD REGIONAL MEDICAL CENTER | 29 0.29 41.76 LANCASTER COMMUNITY HOSPITAL | 29 0.29 42.05 LAWRENCE MEDICAL CENTER | 29 0.29 42.34 LITTLE COMPANY OF MARY HOSPITAL | 29 0.29 42.63 LITTLE COMPANY OF MARY--SAN PEDRO | 29 0.29 42.92 LODI MEMORIAL HOSPITAL | 29 0.29 43.21 LOMA LINDA UNIVERSITY MEDICAL CENTER | 29 0.29 43.50 LOMPOC HEALTHCARE DISTRICT | 29 0.29 43.79 LONG BEACH MEMORIAL MEDICAL CENTER | 29 0.29 44.08 LOS ALAMITOS MEDICAL CENTER | 29 0.29 44.37 LOS ROBLES HOSPITAL & MEDICAL CENTER | 29 0.29 44.66 MARIAN MEDICAL CENTER | 29 0.29 44.95 MARIN GENERAL HOSPITAL | 29 0.29 45.24 MARION REGIONAL MEDICAL CENTER | 29 0.29 45.53 MARK TWAIN ST JOSEPH'S HOSPITAL | 29 0.29 45.82 MARSHALL MEDICAL CENTER (1-RH) | 29 0.29 46.11 MARSHALL MEDICAL CENTER NORTH | 29 0.29 46.40 MARSHALL MEDICAL CENTER SOUTH | 29 0.29 46.69 MARYVALE HOSPITAL | 29 0.29 46.98 MAT-SU REGIONAL MEDICAL CENTER | 29 0.29 47.27 MAYO CLINIC HOSPITAL | 29 0.29 47.56 MEDICAL CENTER ENTERPRISE | 29 0.29 47.85 MEDICAL CENTER SOUTH ARKANSAS | 29 0.29 48.14 MEDICAL WEST, AN AFFILIATE OF UAB HEA.. | 29 0.29 48.43 MEMORIAL HOSPITAL LOS BANOS | 29 0.29 48.72 MEMORIAL HOSPITAL MEDICAL CENTER | 29 0.29 49.01 MENA MEDICAL CENTER | 29 0.29 49.30 MERCY GENERAL HOSPITAL | 29 0.29 49.59 MERCY GILBERT MEDICAL CENTER | 29 0.29 49.88 MERCY HOSPITAL | 29 0.29 50.17 MERCY HOSPITAL OF FOLSOM | 29 0.29 50.46 MERCY MEDICAL CENTER MERCED | 29 0.29 50.75 MERCY MEDICAL CENTER REDDING | 29 0.29 51.04 MERCY SAN JUAN MEDICAL CENTER | 29 0.29 51.33 METHODIST HOSPITAL OF SACRAMENTO | 29 0.29 51.62 METHODIST HOSPITAL OF SOUTHERN CA | 29 0.29 51.91 MISSION HOSPITAL REGIONAL MED CENTER | 29 0.29 52.20 MIZELL MEMORIAL HOSPITAL | 29 0.29 52.49 MOBILE INFIRMARY | 29 0.29 52.78 MONROE COUNTY HOSPITAL | 29 0.29 53.07 MT EDGECUMBE HOSPITAL | 29 0.29 53.36 MT GRAHAM REGIONAL MEDICAL CENTER | 29 0.29 53.65 NATIONAL PARK MEDICAL CENTER | 29 0.29 53.94 NEA MEDICAL CENTER | 29 0.29 54.23 NORTH ARKANSAS REGIONAL MED CTR | 29 0.29 54.52 NORTHBAY MEDICAL CENTER | 29 0.29 54.81 NORTHEAST ALABAMA REGIONAL MED CENTER | 29 0.29 55.10 NORTHERN COCHISE COMMUNITY HOSPITAL | 29 0.29 55.39 NORTHPORT MEDICAL CENTER | 29 0.29 55.68 NORTHRIDGE HOSPITAL MEDICAL CENTER | 29 0.29 55.97 NORTHWEST MEDICAL CENTER | 29 0.29 56.26 NOVATO COMMUNITY HOSPITAL | 29 0.29 56.55 NW ARKANSAS HOSPITALS, LLC | 29 0.29 56.84 NW MEDICAL CTR - BENTONVILLE | 29 0.29 57.13 O'CONNOR HOSPITAL | 29 0.29 57.42 OAK VALLEY DISTRICT HOSPITAL | 29 0.29 57.71 OJAI VALLEY COMMUNITY HOSPITAL | 29 0.29 58.00 PACIFIC CAMPUS HOSPITAL | 29 0.29 58.29 PACIFIC HOSPITAL OF LONG BEACH | 29 0.29 58.58 PALO VERDE HOSPITAL | 29 0.29 58.87 PALOMAR MEDICAL CENTER | 29 0.29 59.16 PENINSULA MEDICAL CENTER | 29 0.29 59.45 PETALUMA VALLEY HOSPITAL | 29 0.29 59.74 PHOENIX BAPTIST HOSPITAL | 29 0.29 60.03 PHOENIX INDIAN MEDICAL CENTER | 29 0.29 60.32 PICKENS COUNTY MEDICAL CENTER | 29 0.29 60.61 PIONEERS MEMORIAL HEALTHCARE DISTRICT | 29 0.29 60.90 PLACENTIA LINDA HOSPITAL | 29 0.29 61.19 POMERADO HOSPITAL | 29 0.29 61.48 POMONA VALLEY HOSPITAL MEDICAL CENTER | 29 0.29 61.77 PRATTVILLE BAPTIST HOSPITAL | 29 0.29 62.06 PRESBYTERIAN INTERCOMMUNITY HOSPITAL | 29 0.29 62.35 PRINCETON BAPTIST MEDICAL CENTER | 29 0.29 62.64 PROVIDENCE ALASKA MEDICAL CENTER | 29 0.29 62.93 PROVIDENCE HOLY CROSS MEDICAL CENTER | 29 0.29 63.22 PROVIDENCE HOSPITAL | 29 0.29 63.51 PROVIDENCE SAINT JOSEPH MEDICAL CTR | 29 0.29 63.80 QUEEN OF THE VALLEY | 29 0.29 64.09 REBSAMEN MEDICAL CENTER | 29 0.29 64.38 RED BAY HOSPITAL | 29 0.29 64.67 REGIONAL MEDICAL CENTER OF SAN JOSE | 29 0.29 64.96 RIVERSIDE COMMUNITY HOSPITAL | 29 0.29 65.25 RIVERSIDE COUNTY REGIONAL MEDICAL CEN.. | 29 0.29 65.54 RIVERVIEW REGIONAL MEDICAL CENTER | 29 0.29 65.83 RUSSELL MEDICAL CENTER | 29 0.29 66.12 SADDLEBACK MEMORIAL MEDICAL CENTER | 29 0.29 66.41 SAINT AGNES MEDICAL CENTER | 29 0.29 66.70 SAINT FRANCIS MEMORIAL HOSPITAL | 29 0.29 66.99 SAINT JOHN'S HEALTH CENTER | 29 0.29 67.28 SAINT VINCENT MEDICAL CENTER | 29 0.29 67.57 SALINAS VALLEY MEMORIAL HOSPITAL | 29 0.29 67.86 SALINE MEMORIAL HOSPITAL | 29 0.29 68.15 SAN ANTONIO COMMUNITY HOSPITAL | 29 0.29 68.44 SAN DIMAS COMMUNITY HOSPITAL | 29 0.29 68.73 SAN FRANCISCO GENERAL HOSPITAL | 29 0.29 69.02 SAN GABRIEL VALLEY MEDICAL CENTER | 29 0.29 69.31 SAN JOAQUIN COMMUNITY HOSPITAL | 29 0.29 69.60 SAN JOAQUIN GENERAL HOSPITAL | 29 0.29 69.89 SAN LEANDRO HOSPITAL | 29 0.29 70.18 SANTA CLARA VALLEY MEDICAL CENTER | 29 0.29 70.47 SANTA MONICA - UCLA MED CTR & ORTHOPA.. | 29 0.29 70.76 SANTA ROSA MEMORIAL HOSPITAL | 29 0.29 71.05 SANTA TERESA COMMUNITY HOSPITAL | 29 0.29 71.34 SCOTTSDALE HEALTHCARE-OSBORN | 29 0.29 71.63 SCOTTSDALE HEALTHCARE-SHEA | 29 0.29 71.92 SCRIPPS GREEN HOSPITAL | 29 0.29 72.21 SCRIPPS MEMORIAL HOSPITAL - ENCINITAS | 29 0.29 72.50 SCRIPPS MEMORIAL HOSPITAL LA JOLLA | 29 0.29 72.79 SCRIPPS MERCY HOSPITAL | 29 0.29 73.08 SEQUOIA HOSPITAL | 29 0.29 73.37 SHARP CHULA VISTA MEDICAL CENTER | 29 0.29 73.66 SHARP CORONADO HOSPITAL AND HLTHCR CTR | 29 0.29 73.95 SHARP MEMORIAL HOSPITAL | 29 0.29 74.24 SHELBY BAPTIST MEDICAL CENTER | 29 0.29 74.53 SIERRA KINGS DISTRICT HOSPITAL | 29 0.29 74.82 SIERRA NEVADA MEMORIAL HOSPITAL | 29 0.29 75.11 SIERRA VIEW DISTRICT HOSPITAL | 29 0.29 75.40 SIERRA VISTA REGIONAL MEDICAL CENTER | 29 0.29 75.69 SILOAM SPRINGS MEMORIAL HOSPITAL | 29 0.29 75.98 SONORA REGIONAL MEDICAL CENTER | 29 0.29 76.27 SOUTH COAST MEDICAL CENTER | 29 0.29 76.56 SOUTH PENINSULA HOSPITAL | 29 0.29 76.85 SOUTHEAST ALABAMA MEDICAL CENTER | 29 0.29 77.14 SOUTHWEST ALABAMA MEDICAL CENTER | 29 0.29 77.43 SOUTHWEST REGIONAL MEDICAL CENTER | 29 0.29 77.72 SPRINGHILL MEDICAL CENTER | 29 0.29 78.01 ST BERNARDINE MEDICAL CENTER | 29 0.29 78.30 ST BERNARDS MEDICAL CTR | 29 0.29 78.59 ST EDWARD MERCY MEDICAL CENTER | 29 0.29 78.88 ST ELIZABETH COMMUNITY HOSPITAL | 29 0.29 79.17 ST FRANCIS MEDICAL CENTER | 29 0.29 79.46 ST HELENA HOSPITAL | 29 0.29 79.75 ST JOHN'S PLEASANT VALLEY HOSPITAL | 29 0.29 80.04 ST JOHN'S REGIONAL MEDICAL CENTER | 29 0.29 80.33 ST JOSEPH HOSPITAL | 58 0.58 80.91 ST JOSEPH'S HOSPITAL AND MEDICAL CENTER | 29 0.29 81.20 ST JOSEPHS MED CENTER OF STOCKTON | 29 0.29 81.49 ST JOSEPHS MERCY HEALTH CENTER INC | 29 0.29 81.78 ST JUDE MEDICAL CENTER | 29 0.29 82.07 ST LUKE'S HOSPITAL | 29 0.29 82.36 ST MARY MEDICAL CENTER | 58 0.58 82.94 ST MARY ROGERS MEMORIAL HOSPITAL | 29 0.29 83.23 ST MARY'S MEDICAL CENTER | 29 0.29 83.52 ST VINCENT'S EAST | 29 0.29 83.81 ST VINCENT'S ST CLAIR | 29 0.29 84.10 ST VINCENTS BLOUNT | 29 0.29 84.39 ST VINCENTS HOSPITAL | 29 0.29 84.68 STANFORD HOSPITAL | 29 0.29 84.97 STRINGFELLOW MEMORIAL HOSPITAL | 29 0.29 85.26 STUTTGART REGIONAL MEDICAL CENTER | 29 0.29 85.55 SUMMIT MEDICAL CENTER | 29 0.29 85.84 SUN HEALTH BOSWELL HOSPITAL | 29 0.29 86.13 SUN HEALTH DEL E WEBB HOSPITAL | 29 0.29 86.42 SUTTER AMADOR HOSPITAL | 29 0.29 86.71 SUTTER AUBURN FAITH HOSPITAL | 29 0.29 87.00 SUTTER COAST HOSPITAL | 29 0.29 87.29 SUTTER DAVIS HOSPITAL | 29 0.29 87.58 SUTTER DELTA MEDICAL CENTER | 29 0.29 87.87 SUTTER GENERAL HOSPITAL | 29 0.29 88.16 SUTTER LAKESIDE HOSPITAL | 29 0.29 88.45 SUTTER MEDICAL CENTER OF SANTA ROSA | 29 0.29 88.74 SUTTER ROSEVILLE MEDICAL CENTER | 29 0.29 89.03 SUTTER SOLANO MEDICAL CENTER | 29 0.29 89.32 SUTTER TRACY COMMUNITY HOSPITAL | 29 0.29 89.61 THOMAS HOSPITAL | 29 0.29 89.90 TORRANCE MEMORIAL MEDICAL CENTER | 29 0.29 90.19 TRI-CITY MEDICAL CENTER | 29 0.29 90.48 TRINITY MEDICAL CENTER | 29 0.29 90.77 TROY REGIONAL MEDICAL CENTER | 29 0.29 91.06 TUCSON HEART HOSPITAL | 29 0.29 91.35 TULARE DISTRICT HOSPITAL | 29 0.29 91.64 TWIN CITIES COMMUNITY HOSPITAL | 29 0.29 91.93 UCLA MEDICAL CENTER | 29 0.29 92.22 UCSF MEDICAL CENTER | 29 0.29 92.51 UKIAH VALLEY MEDICAL CENTER/HOSPITAL D | 29 0.29 92.80 UNIV OF CALIFORNIA DAVIS MED CENTER | 29 0.29 93.09 UNIV OF CALIFORNIA IRVINE MED CENTER | 29 0.29 93.38 UNIV OF CALIFORNIA SAN DIEGO MED CTR | 29 0.29 93.67 UNIV OF SOUTH ALABAMA MEDICAL CENTER | 29 0.29 93.96 UNIVERSITY MEDICAL CENTER | 29 0.29 94.25 UNIVERSITY OF ALABAMA HOSPITAL | 29 0.29 94.54 UNIVERSITY PHYSICIANS HEALTHCARE HOSP.. | 29 0.29 94.83 USC KENNETH NORRIS JR CANCER HOSPITAL | 24 0.24 95.07 VALLEY VIEW MEDICAL CENTER | 29 0.29 95.36 VENTURA COUNTY MEDICAL CENTER | 29 0.29 95.65 VERDE VALLEY MEDICAL CENTER | 29 0.29 95.94 VERDUGO HILLS HOSPITAL | 29 0.29 96.23 WALKER BAPTIST MEDICAL CENTER | 29 0.29 96.52 WASHINGTON COUNTY HOSPITAL | 29 0.29 96.81 WASHINGTON REGIONAL MED CTR AT NO HILLS | 29 0.29 97.10 WEDOWEE HOSPITAL | 29 0.29 97.39 WEST HILLS HOSPITAL & MEDICAL CENTER | 29 0.29 97.68 WEST VALLEY HOSPITAL | 29 0.29 97.97 WHITE MEMORIAL MEDICAL CENTER | 29 0.29 98.26 WHITE MOUNTAIN REGIONAL MEDICAL CENTER | 29 0.29 98.55 WHITE RIVER MEDICAL CENTER | 29 0.29 98.84 WIREGRASS MEDICAL CENTER | 29 0.29 99.13 WOODLAND MEMORIAL HOSPITAL | 29 0.29 99.42 YAVAPAI REGIONAL MEDICAL CENTER | 29 0.29 99.71 YAVAPAI REGIONAL MEDICAL CENTER-EAST | 29 0.29 100.00 ----------------------------------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of hcahpsq variable in dbo_vwhqi_hosp_hcahps_msr dataset : HCAHPS Question | Freq. Percent Cum. ----------------------------------------+----------------------------------- How do patients rate the hospital ove.. | 1,035 10.35 10.35 How often did doctors communicate wel.. | 1,034 10.34 20.69 How often did nurses communicate well.. | 1,034 10.34 31.03 How often did patients receive help q.. | 1,035 10.35 41.38 How often did staff explain about med.. | 1,034 10.34 51.72 How often was patients' pain well con.. | 1,034 10.34 62.06 How often was the area around patient.. | 1,034 10.34 72.40 How often were the patients' rooms an.. | 1,035 10.35 82.75 Were patients given information about.. | 690 6.90 89.65 Would patients recommend the hospital.. | 1,035 10.35 100.00 ----------------------------------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of hcahpsa variable in dbo_vwhqi_hosp_hcahps_msr dataset : HCAHPS Answer Description | Freq. Percent Cum. ----------------------------------------+----------------------------------- Always quiet at night | 344 3.44 3.44 Doctors always communicated well | 345 3.45 6.89 Doctors sometimes or never communicat.. | 345 3.45 10.34 Doctors usually communicated well | 344 3.44 13.78 NO, patients would not recommend the .. | 345 3.45 17.23 No, staff did not give patients this .. | 345 3.45 20.68 Nurses always communicated well | 345 3.45 24.13 Nurses sometimes or never communicate.. | 345 3.45 27.58 Nurses usually communicated well | 344 3.44 31.02 Pain was always well controlled | 344 3.44 34.46 Pain was sometimes or never well cont.. | 345 3.45 37.91 Pain was usually well controlled | 345 3.45 41.36 Patients always received help as soon.. | 345 3.45 44.81 Patients sometimes or never received .. | 345 3.45 48.26 Patients usually received help as soo.. | 345 3.45 51.71 Patients who gave a rating of 6 or lo.. | 345 3.45 55.16 Patients who gave a rating of 7 or 8 .. | 345 3.45 58.61 Patients who gave a rating of 9 or 10.. | 345 3.45 62.06 Room was always clean | 345 3.45 65.51 Room was sometimes or never clean | 345 3.45 68.96 Room was usually clean | 345 3.45 72.41 Sometimes or never quiet at night | 345 3.45 75.86 Staff always explained | 345 3.45 79.31 Staff sometimes or never explained | 344 3.44 82.75 Staff usually explained | 345 3.45 86.20 Usually quiet at night | 345 3.45 89.65 YES, patients would definitely recomm.. | 345 3.45 93.10 YES, patients would probably recommen.. | 345 3.45 96.55 Yes, staff did give patients this inf.. | 345 3.45 100.00 ----------------------------------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of hcahpsapct variable in dbo_vwhqi_hosp_hcahps_msr dataset : HCAHPS | Answer | Percent | Freq. Percent Cum. ------------+----------------------------------- 0 | 100 1.00 1.00 1 | 126 1.26 2.26 2 | 106 1.06 3.32 3 | 114 1.14 4.46 4 | 163 1.63 6.09 5 | 200 2.00 8.09 6 | 203 2.03 10.12 7 | 261 2.61 12.73 8 | 206 2.06 14.79 9 | 188 1.88 16.67 10 | 168 1.68 18.35 11 | 193 1.93 20.28 12 | 180 1.80 22.08 13 | 182 1.82 23.90 14 | 174 1.74 25.64 15 | 157 1.57 27.21 16 | 186 1.86 29.07 17 | 190 1.90 30.97 18 | 208 2.08 33.05 19 | 240 2.40 35.45 20 | 235 2.35 37.80 21 | 215 2.15 39.95 22 | 240 2.40 42.35 23 | 251 2.51 44.86 24 | 219 2.19 47.05 25 | 236 2.36 49.41 26 | 210 2.10 51.51 27 | 205 2.05 53.56 28 | 208 2.08 55.64 29 | 163 1.63 57.27 30 | 152 1.52 58.79 31 | 129 1.29 60.08 32 | 107 1.07 61.15 33 | 89 0.89 62.04 34 | 84 0.84 62.88 35 | 76 0.76 63.64 36 | 59 0.59 64.23 37 | 47 0.47 64.70 38 | 37 0.37 65.07 39 | 44 0.44 65.51 40 | 30 0.30 65.81 41 | 40 0.40 66.21 42 | 26 0.26 66.47 43 | 32 0.32 66.79 44 | 16 0.16 66.95 45 | 33 0.33 67.28 46 | 39 0.39 67.67 47 | 42 0.42 68.09 48 | 39 0.39 68.48 49 | 45 0.45 68.93 50 | 51 0.51 69.44 51 | 61 0.61 70.05 52 | 57 0.57 70.62 53 | 69 0.69 71.31 54 | 77 0.77 72.08 55 | 73 0.73 72.81 56 | 79 0.79 73.60 57 | 84 0.84 74.44 58 | 95 0.95 75.39 59 | 95 0.95 76.34 60 | 97 0.97 77.31 61 | 84 0.84 78.15 62 | 77 0.77 78.92 63 | 110 1.10 80.02 64 | 102 1.02 81.04 65 | 101 1.01 82.05 66 | 99 0.99 83.04 67 | 106 1.06 84.10 68 | 96 0.96 85.06 69 | 85 0.85 85.91 70 | 83 0.83 86.74 71 | 104 1.04 87.78 72 | 109 1.09 88.87 73 | 86 0.86 89.73 74 | 118 1.18 90.91 75 | 89 0.89 91.80 76 | 92 0.92 92.72 77 | 90 0.90 93.62 78 | 82 0.82 94.44 79 | 76 0.76 95.20 80 | 56 0.56 95.76 81 | 62 0.62 96.38 82 | 60 0.60 96.98 83 | 43 0.43 97.41 84 | 34 0.34 97.75 85 | 39 0.39 98.14 86 | 21 0.21 98.35 87 | 27 0.27 98.62 88 | 15 0.15 98.77 89 | 18 0.18 98.95 90 | 18 0.18 99.13 91 | 14 0.14 99.27 92 | 10 0.10 99.37 93 | 11 0.11 99.48 94 | 4 0.04 99.52 95 | 2 0.02 99.54 96 | 9 0.09 99.63 97 | 5 0.05 99.68 98 | 19 0.19 99.87 99 | 13 0.13 100.00 ------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of numsurv variable in dbo_vwhqi_hosp_hcahps_msr dataset : Number of Completed | Surveys | Freq. Percent Cum. --------------------+----------------------------------- 300 or More | 6,897 68.97 68.97 Between 100 and 299 | 2,987 29.87 98.84 Fewer than 100 | 116 1.16 100.00 --------------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of survrr variable in dbo_vwhqi_hosp_hcahps_msr dataset : Survey | Response | Rate | Percent | Freq. Percent Cum. ------------+----------------------------------- 12 | 29 0.29 0.29 14 | 29 0.29 0.58 15 | 58 0.58 1.16 16 | 29 0.29 1.45 17 | 58 0.58 2.03 18 | 87 0.87 2.90 19 | 58 0.58 3.48 20 | 261 2.61 6.09 21 | 116 1.16 7.25 22 | 174 1.74 8.99 23 | 87 0.87 9.86 24 | 290 2.90 12.76 25 | 348 3.48 16.24 26 | 348 3.48 19.72 27 | 406 4.06 23.78 28 | 406 4.06 27.84 29 | 290 2.90 30.74 30 | 493 4.93 35.67 31 | 754 7.54 43.21 32 | 522 5.22 48.43 33 | 493 4.93 53.36 34 | 580 5.80 59.16 35 | 406 4.06 63.22 36 | 575 5.75 68.97 37 | 203 2.03 71.00 38 | 232 2.32 73.32 39 | 232 2.32 75.64 40 | 290 2.90 78.54 41 | 174 1.74 80.28 42 | 87 0.87 81.15 43 | 174 1.74 82.89 44 | 29 0.29 83.18 45 | 116 1.16 84.34 46 | 29 0.29 84.63 49 | 87 0.87 85.50 50 | 116 1.16 86.66 51 | 29 0.29 86.95 53 | 58 0.58 87.53 54 | 29 0.29 87.82 56 | 29 0.29 88.11 83 | 29 0.29 88.40 84 | 58 0.58 88.98 85 | 29 0.29 89.27 86 | 29 0.29 89.56 87 | 174 1.74 91.30 88 | 377 3.77 95.07 89 | 348 3.48 98.55 91 | 58 0.58 99.13 98 | 29 0.29 99.42 99 | 29 0.29 99.71 100 | 29 0.29 100.00 ------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of surveyfootnote variable in dbo_vwhqi_hosp_hcahps_msr dataset : Survey | Footnote | Freq. Percent Cum. ------------+----------------------------------- | 9,913 99.13 99.13 6 | 87 0.87 100.00 ------------+----------------------------------- Total | 10,000 100.00 Frequencies for first 10,000 rows of hospitalfootnote variable in dbo_vwhqi_hosp_hcahps_msr dataset : Hospital | Footnote | Freq. Percent Cum. ------------+----------------------------------- | 9,797 97.97 97.97 7 | 203 2.03 100.00 ------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 16 Nov 2016