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adrián álvarez del castillo
Mayo 3, 2016

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Cláusula de exención de responsabilidad.
Este documento es un borrador y no debe considerarse la versión final. Toda la información contenida aquí está sujeta a cambios derivados de revisiones posteriores.


Universo de estudio

Se utilizó una agregación derivada de la base de información de cirugías de 2014 y 2015; cada observación corresponde a un dia de funcionamiento de cada unidad médica. La estructura comprende:

– 69,696 observaciones
– 8 variables

Variables disponibles para este estudio

– Nombre de la unidad médica
– Nivel
– Categoría
– Entidad Federativa
– Fecha de operación
– Cirugias realizadas

Tabla de desempeño por unidad médica

CV_NIVEL_UNIDAD CV_CATEGORIA_UNIDAD CV_UNIDAD TX_NOMBRE_UNIDAD DAY_CIRUGIAS SUM_CIRUGIAS AVG_CIRUGIAS STD_CIRUGIAS Q95_CIRUGIAS MAX_CIRUGIAS ETAQ95 qVOLUMEN
126 3ER. CMN 096-201-00 20 DE NOVIEMBRE 365 12966 35.523288 20.6499509 60.00 67 59.20548 (3.18e+03,1.3e+04]
138 3ER. HR 090-201-00 PRIMERO DE OCTUBRE 365 10346 28.345205 15.2093905 50.00 63 56.69041 (3.18e+03,1.3e+04]
140 3ER. HR 098-201-00 LIC. ADOLFO LÓPEZ MATEOS 365 8895 24.369863 11.5410244 39.00 47 62.48683 (3.18e+03,1.3e+04]
139 3ER. HR 097-201-00 GRAL. IGNACIO ZARAGOZA 365 8368 22.926027 11.0380215 37.80 44 60.65087 (3.18e+03,1.3e+04]
128 3ER. HR 034-203-00 VALENTÍN GÓMEZ FARÍAS, ZAPOPAN 364 8306 22.818681 12.3640857 43.85 54 52.03804 (3.18e+03,1.3e+04]
134 3ER. HR 042-203-00 BICENTENARIO DE LA INDEPENDENCIA 365 7595 20.808219 10.9928267 38.00 51 54.75847 (3.18e+03,1.3e+04]
136 3ER. HR 044-203-00 MORELIA 364 7075 19.436813 10.8393664 35.85 50 54.21705 (3.18e+03,1.3e+04]
127 3ER. HR 033-203-00 DR. M. CÁRDENAS DE LA VEGA, CULIACÁN 361 6773 18.761773 11.2187235 35.00 44 53.60507 (3.18e+03,1.3e+04]
123 2DO. HG 093-215-00 DR. DARÍO FERNÁNDEZ FIERRO 365 5813 15.926027 7.1454671 25.80 30 61.72879 (3.18e+03,1.3e+04]
130 3ER. HR 036-203-00 PUEBLA, PUE. 365 5465 14.972603 8.1752316 27.00 35 55.45408 (3.18e+03,1.3e+04]
137 3ER. HR 045-203-00 VERACRUZ, VER. 363 5367 14.785124 9.0296075 28.90 44 51.15960 (3.18e+03,1.3e+04]
135 3ER. HR 043-203-00 CENTENARIO DE LA REVOLUCIÓN MEXICANA 364 5153 14.156593 7.9896755 25.00 29 56.62637 (3.18e+03,1.3e+04]
125 2DO. HG 094-209-00 TACUBA 356 4982 13.994382 8.2874398 28.00 36 49.97994 (3.18e+03,1.3e+04]
13 2DO. CEQ 091-208-00 CENTRO DE CIRUGÍA AMBULATORIA 1° DE OCTUBRE 312 4852 15.551282 7.9263449 28.00 42 55.54029 (3.18e+03,1.3e+04]
121 2DO. HG 032-204-00 ZACATECAS, ZAC. 356 4573 12.845506 8.5336951 26.00 37 49.40579 (3.18e+03,1.3e+04]
110 2DO. HG 010-204-00 DR. SANTIAGO RAMÓN Y CAJAL, DGO. 360 4373 12.147222 6.0621657 20.00 26 60.73611 (3.18e+03,1.3e+04]
132 3ER. HR 038-203-00 MÉRIDA 360 4148 11.522222 6.2277620 20.00 25 57.61111 (3.18e+03,1.3e+04]
122 2DO. HG 092-210-00 GRAL. JOSÉ MARÍA MORELOS Y PAVÓN 359 4138 11.526462 6.6491270 21.00 25 54.88792 (3.18e+03,1.3e+04]
131 3ER. HR 037-203-00 LEÓN 361 4031 11.166205 5.2036386 20.00 24 55.83102 (3.18e+03,1.3e+04]
111 2DO. HG 012-204-00 ACAPULCO 359 3984 11.097493 6.4473778 21.00 26 52.84520 (3.18e+03,1.3e+04]
133 3ER. HR 039-203-00 PRESIDENTE BENITO JUÁREZ 361 3961 10.972299 6.0579890 20.00 25 54.86150 (3.18e+03,1.3e+04]
104 2DO. HG 003-207-00 LA PAZ 349 3641 10.432665 6.1671329 19.00 24 54.90876 (3.18e+03,1.3e+04]
115 2DO. HG 022-206-00 DR. ISMAEL VÁZQUEZ ORTIZ 361 3508 9.717451 5.2839327 18.00 27 53.98584 (3.18e+03,1.3e+04]
112 2DO. HG 013-204-00 DRA. COLUMBA RIVERA OSORIO 357 3504 9.815126 7.7502806 28.00 43 35.05402 (3.18e+03,1.3e+04]
106 2DO. HG 005-220-00 SALTILLO, COAHUILA 347 3397 9.789625 5.9593136 19.00 25 51.52434 (3.18e+03,1.3e+04]
120 2DO. HG 029-204-00 TLAXCALA, TLAX. 353 3380 9.575071 6.5118469 22.00 26 43.52305 (3.18e+03,1.3e+04]
124 2DO. HG 094-205-00 DR. FERNANDO QUIROZ GUTIÉRREZ 346 3283 9.488439 5.9710543 19.75 27 48.04273 (3.18e+03,1.3e+04]
116 2DO. HG 024-204-00 SAN LUIS POTOSÍ, S.L.P. 354 3235 9.138418 5.7354861 20.00 26 45.69209 (3.18e+03,1.3e+04]
118 2DO. HG 027-204-00 DR. D. GURRIA URGELL, VILLAHERMOSA 359 3168 8.824513 4.4939265 16.00 21 55.15320 (1.33e+03,3.18e+03]
101 2DO. HG 001-204-00 AGUASCALIENTES, AGS. 364 3162 8.686813 4.2368893 15.00 19 57.91209 (1.33e+03,3.18e+03]
117 2DO. HG 026-204-00 DR. FERNANDO OCARANZA, HERMOSILLO 345 3156 9.147826 5.1448385 17.00 22 53.81074 (1.33e+03,3.18e+03]
103 2DO. HG 002-209-00 FRAY JUNÍPERO SERRA, TIJUANA 339 2989 8.817109 6.3162842 21.00 25 41.98623 (1.33e+03,3.18e+03]
114 2DO. HG 018-204-00 DR. AQUILES CALLES, TEPIC 364 2903 7.975275 3.4771103 13.00 17 61.34827 (1.33e+03,3.18e+03]
12 2DO. CEQ 014-213-00 GUADALAJARA 242 2722 11.247934 4.7366865 18.00 23 62.48852 (1.33e+03,3.18e+03]
119 2DO. HG 028-205-00 TAMPICO 351 2612 7.441595 4.0787087 13.50 21 55.12293 (1.33e+03,3.18e+03]
15 2DO. CEQ 093-207-00 CHURUBUSCO 226 2605 11.526549 3.9599892 19.00 22 60.66605 (1.33e+03,3.18e+03]
105 2DO. HG 005-205-00 DR. FCO. GALINDO CHÁVEZ, TORREÓN 338 2597 7.683432 4.5035849 15.00 23 51.22288 (1.33e+03,3.18e+03]
113 2DO. HG 015-204-00 TOLUCA 347 2582 7.440922 4.1411298 14.00 20 53.14944 (1.33e+03,3.18e+03]
108 2DO. HG 008-204-00 PRESIDENTE GRAL. LÁZARO CÁRDENAS 334 2582 7.730539 5.4120732 17.00 37 45.47376 (1.33e+03,3.18e+03]
36 2DO. CH 010-206-00 GÓMEZ PALACIO 350 2563 7.322857 3.9555254 14.00 18 52.30612 (1.33e+03,3.18e+03]
69 2DO. CH 025-204-00 MAZATLÁN 341 2397 7.029325 3.9814669 14.00 19 50.20947 (1.33e+03,3.18e+03]
129 3ER. HR 035-203-00 MONTERREY 343 2354 6.862974 4.3764921 15.00 19 45.75316 (1.33e+03,3.18e+03]
107 2DO. HG 007-204-00 DR. BELISARIO DOMÍNGUEZ, TUXTLA GTZ. 313 2222 7.099042 4.3397129 15.00 20 47.32694 (1.33e+03,3.18e+03]
82 2DO. CH 030-204-00 XALAPA 346 2120 6.127168 3.1450005 11.00 14 55.70152 (1.33e+03,3.18e+03]
70 2DO. CH 025-205-00 LOS MOCHIS 347 2033 5.858790 3.4674709 11.70 15 50.07512 (1.33e+03,3.18e+03]
102 2DO. HG 002-204-00 5 DE DICIEMBRE, MEXICALI 321 1939 6.040498 3.5822800 12.00 17 50.33749 (1.33e+03,3.18e+03]
76 2DO. CH 028-204-00 CD. VICTORIA 330 1888 5.721212 3.6069637 12.00 19 47.67677 (1.33e+03,3.18e+03]
21 2DO. CH 004-204-00 DR. PATRICIO TRUEBA REGIL, CAMP. 336 1880 5.595238 3.6622122 13.00 19 43.04029 (1.33e+03,3.18e+03]
109 2DO. HG 008-205-00 CD. JUÁREZ 332 1879 5.659639 3.1085785 11.00 16 51.45126 (1.33e+03,3.18e+03]
37 2DO. CH 011-204-00 IRAPUATO 340 1617 4.755882 2.4917198 9.00 13 52.84314 (1.33e+03,3.18e+03]
40 2DO. CH 012-205-00 CHILPANCINGO DE LOS BRAVO 345 1611 4.669565 2.8633259 9.00 16 51.88406 (1.33e+03,3.18e+03]
30 2DO. CH 007-205-00 DR. ROBERTO NETTEL F., TAPACHULA 311 1575 5.064309 4.3687726 12.00 30 42.20257 (1.33e+03,3.18e+03]
64 2DO. CH 023-205-00 CD. CANCÚN 315 1435 4.555556 2.3954427 8.00 11 56.94444 (1.33e+03,3.18e+03]
85 2DO. CH 030-209-00 POZA RICA DE HIDALGO 344 1386 4.029070 1.9792726 7.00 10 57.55814 (1.33e+03,3.18e+03]
17 2DO. CH 002-206-00 ENSENADA 335 1367 4.080597 2.4499932 9.00 12 45.33997 (1.33e+03,3.18e+03]
92 2DO. CMFEQ 015-211-00 XALOSTOC 229 1361 5.943231 3.0595422 12.00 17 49.52693 (1.33e+03,3.18e+03]
54 2DO. CH 017-205-00 DR. RAFAEL BARBA OCAMPO, CUAUTLA 316 1309 4.142405 2.1884196 8.00 11 51.78006 (612,1.33e+03]
41 2DO. CH 012-206-00 IGUALA DE LA INDEPENDENCIA 319 1308 4.100314 2.1432870 7.00 10 58.57591 (612,1.33e+03]
56 2DO. CH 020-205-00 TEHUANTEPEC 346 1283 3.708092 2.0440918 7.00 11 52.97275 (612,1.33e+03]
28 2DO. CH 006-204-00 DR. MIGUEL TREJO OCHOA, COLIMA 313 1227 3.920128 2.4251640 8.40 13 46.66819 (612,1.33e+03]
49 2DO. CH 016-209-00 ZAMORA 334 1183 3.541916 1.9597398 7.00 10 50.59880 (612,1.33e+03]
16 2DO. CEQ 094-211-00 DR. ALBERTO PISANTY OVADIA 229 1132 4.943231 2.6870890 10.00 13 49.43231 (612,1.33e+03]
38 2DO. CH 011-206-00 GUANAJUATO, GTO. 274 1128 4.116788 2.4044089 8.35 13 49.30285 (612,1.33e+03]
77 2DO. CH 028-206-00 DR. BAUDELIO VILLANUEVA, REYNOSA 289 1119 3.871972 2.4340346 8.00 12 48.39965 (612,1.33e+03]
83 2DO. CH 030-207-00 ORIZABA 322 1115 3.462733 2.0278841 7.00 9 49.46761 (612,1.33e+03]
45 2DO. CH 014-210-00 PUERTO VALLARTA 288 1073 3.725694 2.2688082 8.00 18 46.57118 (612,1.33e+03]
46 2DO. CH 016-205-00 URUAPAN DEL PROGRESO 261 1003 3.842912 2.1790607 8.00 10 48.03640 (612,1.33e+03]
65 2DO. CH 024-205-00 CD. VALLES 325 940 2.892308 1.5063966 6.00 7 48.20513 (612,1.33e+03]
97 2DO. CMFEQ 021-214-00 PUEBLA 231 926 4.008658 2.2243540 8.50 11 47.16068 (612,1.33e+03]
39 2DO. CH 011-207-00 CELAYA 280 918 3.278571 2.0981913 7.00 10 46.83673 (612,1.33e+03]
78 2DO. CH 028-207-00 DR. MANUEL F. RODRÍGUEZ, MATAMOROS 282 886 3.141844 1.9315016 6.00 15 52.36407 (612,1.33e+03]
43 2DO. CH 013-207-00 HUEJUTLA DE REYES 281 886 3.153025 1.8654949 7.00 10 45.04321 (612,1.33e+03]
57 2DO. CH 020-206-00 TUXTEPEC 295 869 2.945763 1.6047678 6.00 8 49.09605 (612,1.33e+03]
100 2DO. CMFEQ 031-201-00 MÉRIDA (COL. LINDAVISTA) 197 865 4.390863 2.3089263 8.00 13 54.88579 (612,1.33e+03]
63 2DO. CH 023-204-00 CHETUMAL 296 830 2.804054 1.5144895 6.00 8 46.73423 (612,1.33e+03]
55 2DO. CH 019-204-00 CONSTITUCIÓN 231 822 3.558442 2.6629185 9.00 15 39.53824 (612,1.33e+03]
99 2DO. CMFEQ 024-206-00 DR. PEDRO BÁRCENA HIRIART, S.L.P. 188 782 4.159574 3.5247124 12.00 15 34.66312 (612,1.33e+03]
14 2DO. CEQ 092-214-00 LEONARDO Y NICOLÁS BRAVO 227 765 3.370044 1.5810217 6.00 9 56.16740 (612,1.33e+03]
44 2DO. CH 014-208-00 CD. GUZMÁN 290 748 2.579310 1.4536386 5.00 7 51.58621 (612,1.33e+03]
42 2DO. CH 013-205-00 IXMIQUILPAN 251 691 2.752988 1.4814658 5.00 8 55.05976 (612,1.33e+03]
50 2DO. CH 016-210-00 PÁTZCUARO 270 656 2.429630 1.3690185 5.00 8 48.59259 (612,1.33e+03]
27 2DO. CH 005-211-00 SAN PEDRO DE LAS COLONIAS 204 629 3.083333 1.9871302 7.00 9 44.04762 (612,1.33e+03]
47 2DO. CH 016-206-00 APATZINGÁN DE LA CONSTITUCIÓN 272 624 2.294118 1.3147904 5.00 8 45.88235 (612,1.33e+03]
79 2DO. CH 028-208-00 AGOSTO 12, NUEVO LAREDO 248 613 2.471774 1.4450844 5.00 8 49.43548 (612,1.33e+03]
86 2DO. CH 030-210-00 COATZACOALCOS 266 611 2.296992 1.3811912 5.00 8 45.93985 (255,612]
88 2DO. CMFEQ 005-216-00 TORREÓN 200 583 2.915000 1.8370216 6.00 10 48.58333 (255,612]
34 2DO. CH 008-207-00 HIDALGO DEL PARRAL 266 572 2.150376 1.3001959 4.00 9 53.75940 (255,612]
72 2DO. CH 026-206-00 NAVOJOA 258 572 2.217054 1.2872390 5.00 8 44.34109 (255,612]
35 2DO. CH 008-210-00 CD. CUAUHTÉMOC 247 528 2.137652 1.2018276 4.00 8 53.44130 (255,612]
48 2DO. CH 016-208-00 ZITÁCUARO 241 522 2.165975 1.1785602 4.00 7 54.14938 (255,612]
84 2DO. CH 030-208-00 TUXPAN 233 494 2.120172 1.2258621 4.00 8 53.00429 (255,612]
71 2DO. CH 026-205-00 CD. OBREGÓN 232 477 2.056034 1.0695946 4.00 6 51.40086 (255,612]
31 2DO. CH 007-206-00 SAN CRISTÓBAL DE LAS CASAS 244 477 1.954918 1.0353904 4.00 5 48.87295 (255,612]
62 2DO. CH 021-210-00 TEZIUTLÁN 242 475 1.962810 1.0906340 4.00 7 49.07025 (255,612]
68 2DO. CH 024-209-00 RÍO VERDE 255 469 1.839216 0.8658159 3.00 4 61.30719 (255,612]
75 2DO. CH 026-215-00 NOGALES 208 461 2.216346 1.5929561 5.00 10 44.32692 (255,612]
66 2DO. CH 024-207-00 MATEHUALA 226 451 1.995575 1.0770238 4.00 6 49.88938 (255,612]
32 2DO. CH 007-207-00 COMITÁN DE DOMÍNGUEZ 250 436 1.744000 1.0520891 4.00 6 43.60000 (255,612]
33 2DO. CH 008-206-00 CD. DELICIAS 240 433 1.804167 0.9369135 4.00 5 45.10417 (255,612]
58 2DO. CH 020-207-00 HUAJUAPAM DE LEÓN 214 404 1.887851 1.1573574 4.00 7 47.19626 (255,612]
29 2DO. CH 006-205-00 MANZANILLO 223 389 1.744395 0.9782096 4.00 6 43.60987 (255,612]
23 2DO. CH 005-206-00 MONCLOVA 213 374 1.755869 0.9936239 4.00 6 43.89671 (255,612]
11 2DO. CE 091-220-00 DR. HONORATO VILLA ESP. DENTALES 191 372 1.947644 1.1085231 4.00 7 48.69110 (255,612]
52 2DO. CH 016-212-00 R. FLORES MAGÓN, LÁZARO CÁRDENAS 210 369 1.757143 0.9398521 3.55 6 49.49698 (255,612]
24 2DO. CH 005-207-00 PIEDRAS NEGRAS 214 349 1.630841 0.8662597 3.00 5 54.36137 (255,612]
93 2DO. CMFEQ 017-208-00 MORELOS 171 341 1.994152 1.1555344 4.00 8 49.85380 (255,612]
80 2DO. CH 028-209-00 RÍO BRAVO 171 317 1.853801 1.1615027 4.00 7 46.34503 (255,612]
73 2DO. CH 026-208-00 GUAYMAS 186 300 1.612903 0.8826527 3.00 6 53.76344 (255,612]
81 2DO. CH 028-210-00 CD. MANTE 187 290 1.550802 0.8173764 3.00 5 51.69340 (255,612]
20 2DO. CH 003-208-00 SAN JOSÉ DEL CABO 167 276 1.652695 0.8281795 3.00 5 55.08982 (255,612]
96 2DO. CMFEQ 020-209-00 OAXACA 127 266 2.094488 0.9630727 4.00 5 52.36220 (255,612]
67 2DO. CH 024-208-00 TAMAZUNCHALE 162 255 1.574074 0.8099195 3.00 4 52.46914 (255,612]
60 2DO. CH 021-207-00 HUAUCHINANGO 165 253 1.533333 0.7369460 3.00 4 51.11111 [1,255]
74 2DO. CH 026-211-00 SAN LUIS RÍO COLORADO 155 237 1.529032 0.7412667 3.00 4 50.96774 [1,255]
53 2DO. CH 016-213-00 ZACAPU 160 236 1.475000 0.7926550 3.00 6 49.16667 [1,255]
22 2DO. CH 004-205-00 CD. DEL CARMEN 154 231 1.500000 0.7343131 3.00 4 50.00000 [1,255]
51 2DO. CH 016-211-00 SAHUAYO 155 219 1.412903 0.6911979 3.00 4 47.09677 [1,255]
61 2DO. CH 021-208-00 TEHUACÁN 114 218 1.912281 1.2014844 4.00 6 47.80702 [1,255]
95 2DO. CMFEQ 020-208-00 PUERTO ESCONDIDO 149 216 1.449664 0.6517776 3.00 3 48.32215 [1,255]
94 2DO. CMFEQ 019-205-00 LINARES 128 214 1.671875 0.7540899 3.00 4 55.72917 [1,255]
25 2DO. CH 005-209-00 NUEVA ROSITA 133 183 1.375940 0.7135220 3.00 4 45.86466 [1,255]
91 2DO. CMFEQ 012-212-00 TLAPA DE COMONFORT 109 175 1.605505 0.8608603 3.60 4 44.59735 [1,255]
3 1ER. CMF 013-206-00 TULANCINGO 57 149 2.614035 1.2211585 5.00 6 52.28070 [1,255]
26 2DO. CH 005-210-00 CD. SABINAS 122 148 1.213115 0.4496005 2.00 3 60.65574 [1,255]
18 2DO. CH 003-205-00 CD. CONSTITUCIÓN 121 137 1.132231 0.3638257 2.00 3 56.61157 [1,255]
90 2DO. CMFEQ 012-210-00 TECPAN DE GALEANA 70 136 1.942857 1.0055745 4.00 4 48.57143 [1,255]
19 2DO. CH 003-206-00 SANTA ROSALÍA 103 122 1.184466 0.4371829 2.00 3 59.22330 [1,255]
87 2DO. CH 032-205-00 FRESNILLO 75 103 1.373333 0.7492940 3.00 5 45.77778 [1,255]
7 1ER. UMF 015-210-02 CHALCO DE DÍAZ COVARRUBIAS 66 70 1.060606 0.2404347 1.75 2 60.60606 [1,255]
59 2DO. CH 020-210-00 PINOTEPA NACIONAL 42 53 1.261905 0.5436787 2.00 3 63.09524 [1,255]
6 1ER. UMF 005-220-07 PARRAS DE LA FUENTE 46 53 1.152174 0.4199149 2.00 3 57.60870 [1,255]
89 2DO. CMFEQ 012-207-00 OMETEPEC 39 52 1.333333 0.5773503 2.10 3 63.49206 [1,255]
10 1ER. UMF 021-207-05 ZACATLÁN 17 19 1.117647 0.3321056 2.00 2 55.88235 [1,255]
4 1ER. CMF 014-207-00 LAGOS DE MORENO 13 15 1.153846 0.5547002 1.80 3 64.10256 [1,255]
98 2DO. CMFEQ 023-206-00 COZUMEL 11 11 1.000000 0.0000000 1.00 1 100.00000 [1,255]
5 1ER. CMF 021-205-00 ACATLÁN DE OSORIO 7 7 1.000000 0.0000000 1.00 1 100.00000 [1,255]
2 1ER. CMF 005-208-00 CD. ACUÑA 5 5 1.000000 0.0000000 1.00 1 100.00000 [1,255]
8 1ER. UMF 020-207-07 TLAXIACO 3 4 1.333333 0.5773503 1.90 2 70.17544 [1,255]
1 1ER. CAF 014-204-11 HUEJUQUILLA EL ALTO 2 2 1.000000 0.0000000 1.00 1 100.00000 [1,255]
9 1ER. UMF 021-206-03 IZÚCAR DE MATAMOROS 1 1 1.000000 NA 1.00 1 100.00000 [1,255]