Optimization Analysis of Mexican Municipalities Coverage against Covid-19 by Resource Allocation

Puebla

State Popul.
5,779,829
Municip.
217
Uncovered
134 / 61.8%
Cases
135,485
Death Toll
15,789
Hosp.*
16
Covered
7



Municipality Coverage Accessibility Population COVID-19 Probable Cases Poverty Index Coverage Index
Tecamachalco 1 71,571 840 71.7% 28.3%
Chapulco 1 6,992 31 74.9% 25.1%
Cuautlancingo 3 79,153 1,981 39.3% 100.0%
San Nicolás de los Ranchos 2 10,777 65 0.0% 100.0%
Naupan 1 9,707 37 85.7% 14.3%
Acatlán 0 33,865 564 67.8% 3.2%
Chignahuapan 0 57,909 845 73.2% 2.7%
Cuetzalan del Progreso 0 47,433 126 74.2% 2.6%
Acajete 0 60,353 307 77.7% 2.2%
San Nicolás Buenos Aires 0 9,185 47 86.9% 1.3%
Ahuatlán 0 3,403 17 91.7% 1.0%
Pahuatlán 1 20,618 71 79.0% 21.0%
Tlaxco 0 5,415 21 77.1% 2.3%
Rafael Lara Grajales 0 14,052 175 62.6% 3.7%
Puebla 0 1,539,819 85,960 40.6% 100.0%
Huauchinango 1 97,753 1,661 63.2% 36.8%
San Pedro Cholula 3 120,459 2,973 53.3% 100.0%
Nopalucan 0 27,292 127 71.8% 2.8%
Chietla 0 33,935 494 62.7% 3.7%
Petlalcingo 0 9,382 52 87.4% 1.3%
San José Chiapa 0 8,087 105 74.0% 2.6%
Tlacotepec de Benito Juárez 1 48,268 125 78.1% 21.9%
Teteles de Avila Castillo 1 5,689 54 62.7% 37.3%
Tlaltenango 3 6,269 57 75.0% 75.0%
Acateno 0 8,916 32 76.5% 2.4%
Zapotitlán 1 8,220 49 77.6% 22.4%
Guadalupe 0 6,276 63 87.4% 1.3%
Ocotepec 0 4,825 22 76.1% 2.4%
San Pedro Yeloixtlahuaca 0 3,395 39 74.0% 2.6%
Esperanza 0 13,785 57 72.7% 2.7%
Santiago Miahuatlán 1 21,993 200 65.8% 34.2%
Huehuetla 0 15,689 35 85.1% 1.5%
San Salvador Huixcolotla 1 13,541 84 78.1% 21.9%
San Miguel Xoxtla 3 11,598 131 48.1% 100.0%
Tlanepantla 1 4,833 40 92.2% 10.0%
Tenampulco 0 6,772 22 71.6% 2.8%
Xochiltepec 0 3,187 14 78.3% 2.2%
Nauzontla 0 3,598 13 80.1% 2.0%
Aljojuca 0 6,288 28 81.6% 1.8%
Tepetzintla 0 10,240 11 84.5% 1.6%
Huejotzingo 2 63,457 1,386 61.0% 78.0%
Tlatlauquitepec 1 51,495 342 70.2% 29.8%
Tepanco de López 1 19,002 189 65.4% 34.6%
Acatzingo 1 52,078 229 79.8% 20.2%
Tilapa 0 8,401 104 65.4% 3.5%
Chiautzingo 1 18,762 195 78.0% 22.0%
Ahuacatlán 0 14,754 26 74.6% 2.5%
Teopantlán 0 4,024 17 94.7% 1.0%
Amozoc 2 100,964 914 57.8% 84.4%
La Magdalena Tlatlauquitepec 0 484 9 88.6% 1.1%
Juan C. Bonilla 3 18,540 276 67.8% 96.6%
Tepeaca 1 74,708 793 69.6% 30.4%
Juan Galindo 1 10,213 123 56.5% 43.5%
San Pablo Anicano 0 3,554 20 76.8% 2.3%
Totoltepec de Guerrero 0 1,155 3 76.0% 2.4%
Zacapoaxtla 1 53,295 481 71.7% 28.3%
Santa Inés Ahuatempan 0 5,944 30 90.5% 1.0%
Chinantla 0 2,468 20 77.3% 2.3%
Coyomeapan 0 14,205 5 93.9% 1.0%
Cuayuca de Andrade 0 3,062 16 88.6% 1.1%
Ajalpan 1 60,621 152 79.8% 20.2%
San Salvador el Seco 0 27,622 309 80.1% 2.0%
Nealtican 3 12,011 50 79.2% 62.4%
Tepexco 0 6,580 42 87.2% 1.3%
San Martín Totoltepec 0 651 8 82.8% 1.7%
San Felipe Teotlalcingo 1 9,426 96 72.4% 27.6%
Tlapanalá 0 8,404 49 77.4% 2.3%
San Miguel Ixitlán 0 586 4 97.6% 1.0%
Nicolás Bravo 1 6,009 26 86.0% 14.0%
Cañada Morelos 0 18,954 34 78.3% 2.2%
Tecali de Herrera 0 20,267 208 69.3% 3.1%
Ixcamilpa de Guerrero 0 3,695 13 89.5% 1.0%
Jolalpan 0 12,662 36 87.1% 1.3%
Tecomatlán 0 5,420 198 77.5% 2.3%
Chiconcuautla 1 15,767 36 85.2% 14.8%
Santo Tomás Hueyotlipan 1 8,016 49 86.2% 13.8%
Atexcal 0 3,734 14 79.5% 2.1%
Huehuetlán el Chico 0 8,679 121 90.9% 1.0%
Coatepec 0 758 8 88.1% 1.2%
Cuapiaxtla de Madero 1 8,709 42 74.9% 25.1%
Tochtepec 1 19,701 119 77.8% 22.2%
Tlapacoya 1 6,406 20 87.2% 12.8%
Coatzingo 0 2,964 15 85.2% 1.5%
Hermenegildo Galeana 0 7,718 13 86.6% 1.3%
Zapotitlán de Méndez 0 5,608 19 76.6% 2.3%
Eloxochitlán 0 12,575 10 96.6% 1.0%
Coronango 3 34,596 443 69.6% 91.2%
Hueytamalco 1 26,689 126 72.9% 27.1%
Chignautla 1 30,254 306 72.1% 27.9%
Chichiquila 0 24,148 49 85.6% 1.4%
Atlixco 1 127,062 3,517 59.4% 40.6%
Epatlán 0 4,594 37 69.2% 3.1%
Olintla 0 11,641 11 83.9% 1.6%
Albino Zertuche 0 1,770 23 81.3% 1.9%
San Diego la Mesa Tochimiltzingo 1 1,132 4 93.6% 10.0%
Tochimilco 0 17,028 61 84.2% 1.6%
Tlahuapan 0 36,518 220 75.8% 2.4%
San José Miahuatlán 1 12,699 41 76.8% 23.2%
Jonotla 0 4,598 17 79.4% 2.1%
Hueytlalpan 0 5,734 16 88.6% 1.1%
Xochitlán Todos Santos 1 6,049 17 91.8% 10.0%
Atoyatempan 1 6,426 32 89.8% 10.2%
Tepango de Rodríguez 0 4,244 6 92.9% 1.0%
Huitzilan de Serdán 0 13,982 38 83.2% 1.7%
Atzitzintla 0 8,408 20 93.2% 1.0%
Aquixtla 0 7,848 45 77.2% 2.3%
Piaxtla 0 4,585 49 81.4% 1.9%
Ahuazotepec 1 10,457 46 55.9% 44.1%
Jalpan 0 12,547 52 75.0% 2.5%
Chigmecatitlán 0 1,227 2 91.1% 1.0%
Tepemaxalco 0 1,141 8 96.3% 1.0%
Tlachichuca 0 28,568 227 80.4% 2.0%
Atempan 1 25,386 148 77.9% 22.1%
Los Reyes de Juárez 1 25,553 81 84.7% 15.3%
Chalchicomula de Sesma 0 43,882 386 70.8% 2.9%
San Salvador el Verde 1 28,419 352 72.1% 27.9%
Tepeojuma 0 8,056 83 78.8% 2.1%
Ocoyucan 3 25,720 249 75.5% 73.5%
Tetela de Ocampo 0 25,793 119 71.7% 2.8%
Tehuitzingo 0 11,328 104 75.7% 2.4%
Chila de la Sal 0 1,237 14 83.7% 1.6%
Coxcatlán 0 19,639 200 66.3% 3.4%
Honey 1 7,463 10 84.4% 15.6%
Palmar de Bravo 1 42,887 181 81.9% 18.1%
Quimixtlán 0 21,275 24 82.8% 1.7%
Huatlatlauca 0 6,643 29 90.3% 1.0%
Axutla 0 947 1 80.1% 2.0%
Cohuecan 0 4,763 13 83.0% 1.7%
Xicotlán 0 1,241 9 95.6% 1.0%
Zongozotla 0 4,599 3 92.6% 1.0%
San Felipe Tepatlán 0 4,120 11 85.2% 1.5%
Zihuateutla 1 12,530 52 75.9% 24.1%
Tepatlaxco de Hidalgo 1 16,275 82 76.8% 23.2%
Zaragoza 1 15,444 130 60.5% 39.5%
Juan N. Méndez 0 5,223 24 87.2% 1.3%
San Sebastián Tlacotepec 0 13,534 11 85.0% 1.5%
Yaonáhuac 1 7,514 42 73.0% 27.0%
Quecholac 1 47,281 141 80.9% 19.1%
Atzitzihuacán 0 11,684 29 86.3% 1.4%
Altepexi 1 18,920 64 73.8% 26.2%
Ixcaquixtla 0 8,093 116 71.9% 2.8%
Xochitlán de Vicente Suárez 0 12,249 21 82.2% 1.8%
Huitziltepec 1 5,306 20 76.2% 23.8%
Coyotepec 0 2,339 37 67.2% 3.3%
Chila 0 4,699 19 84.0% 1.6%
Domingo Arenas 2 6,946 28 83.3% 33.4%
Atzala 0 1,228 12 68.2% 3.2%
Mixtla 1 2,216 7 67.2% 32.8%
Cohetzala 0 1,283 8 93.8% 1.0%
San Jerónimo Tecuanipan 3 5,826 46 72.7% 81.9%
Vicente Guerrero 1 24,217 19 94.9% 10.0%
San Antonio Cañada 1 5,110 19 84.0% 16.0%
General Felipe Ángeles 1 19,040 28 79.5% 20.5%
Pantepec 0 18,435 48 76.9% 2.3%
Molcaxac 0 6,218 41 82.1% 1.8%
Hueyapan 1 11,868 37 83.9% 16.1%
Caltepec 0 4,177 15 88.3% 1.2%
Xochiapulco 0 3,911 6 81.7% 1.8%
Huehuetlán el Grande 0 7,060 21 86.5% 1.4%
Zoquiapan 0 2,639 3 86.5% 1.4%
San Gabriel Chilac 1 14,454 46 76.1% 23.9%
Huaquechula 0 25,373 163 74.1% 2.6%
Tepeyahualco 0 16,390 56 72.9% 2.7%
San Matías Tlalancaleca 1 19,310 160 73.4% 26.6%
Acteopan 0 2,881 9 83.6% 1.6%
San Juan Atenco 0 3,416 27 78.6% 2.1%
Santa Catarina Tlaltempan 0 874 19 89.2% 1.1%
Zacapala 0 4,224 31 85.5% 1.5%
Tzicatlacoyan 0 6,242 15 83.0% 1.7%
Soltepec 0 11,706 66 85.1% 1.5%
San Jerónimo Xayacatlán 0 3,777 24 76.5% 2.4%
Francisco Z. Mena 0 16,270 39 71.6% 2.8%
Lafragua 0 7,767 19 84.4% 1.6%
Camocuautla 0 2,476 4 91.8% 1.0%
Atlequizayan 0 2,833 5 88.9% 1.1%
Izúcar de Matamoros 0 72,799 1,519 64.7% 3.5%
Teziutlán 0 92,246 3,206 55.2% 100.0%
Tehuacán 1 274,906 6,237 56.7% 43.3%
San Andrés Cholula 3 100,439 2,928 39.7% 100.0%
San Martín Texmelucan 1 141,112 3,354 60.4% 39.6%
Ixtacamaxtitlán 0 25,326 74 80.3% 2.0%
Cuyoaco 0 15,367 80 73.3% 2.7%
Libres 0 31,532 243 73.9% 2.6%
Santa Isabel Cholula 3 8,040 64 67.9% 96.3%
Tepexi de Rodríguez 0 20,478 288 69.8% 3.0%
Chilchotla 0 19,257 36 90.6% 1.0%
San Gregorio Atzompa 3 8,170 104 59.9% 100.0%
Chiautla 0 19,037 431 69.9% 3.0%
Ayotoxco de Guerrero 0 8,153 35 76.2% 2.4%
Oriental 0 16,575 147 71.8% 2.8%
Mazapiltepec de Juárez 0 2,633 17 72.1% 2.8%
Ixtepec 0 6,811 17 88.6% 1.1%
Cuautinchán 1 9,538 33 62.8% 37.2%
Calpan 2 13,730 87 80.3% 39.4%
Tianguismanalco 2 9,807 50 68.2% 63.6%
Guadalupe Victoria 0 16,551 76 75.8% 2.4%
Amixtlán 0 5,004 14 88.9% 1.1%
Jopala 0 12,997 32 82.0% 1.8%
Zoquitlán 0 20,529 15 97.9% 1.0%
Caxhuacan 0 3,791 16 83.8% 1.6%
Tlaola 1 19,826 65 83.7% 16.3%
Xayacatlán de Bravo 0 1,649 14 72.9% 2.7%
Ahuehuetitla 0 2,008 15 85.6% 1.4%
Tlacuilotepec 1 17,115 49 73.3% 26.7%
Cuautempan 0 9,212 18 81.4% 1.9%
Teotlalco 0 3,121 27 74.6% 2.5%
San Juan Atzompa 0 872 7 86.8% 1.3%
Tepeyahualco de Cuauhtémoc 1 3,365 16 76.6% 23.4%
Yehualtepec 1 22,976 76 80.6% 19.4%
Zacatlán 0 76,296 920 66.6% 3.3%
Xiutetelco 1 37,910 193 74.1% 25.9%
Zinacatepec 1 15,690 62 78.4% 21.6%
Tuzamapan de Galeana 0 5,983 14 76.9% 2.3%
Tulcingo 0 9,245 179 85.7% 1.4%
Venustiano Carranza 0 27,890 243 70.6% 2.9%
Xicotepec 1 75,601 747 68.5% 31.5%
Zautla 0 19,438 54 81.8% 1.8%


Hospitals Covid-19* Covered Covered Municipalities
Hospital General De Acatlan
ISSSTE Clínica Hospital Huauchinango
Hospital General Huejotzingo Nuevo Chiconcuautla, Atzala, Nonoava, Delicias
Hospital Regional Iz. Matamoros La Colorada, Coronango, Atzala, Huépac
IMSS San José
IMSS Hospital General de Zona 20 La Margarita Coronango, Coatepec Harinas, Atzala, Ecatzingo
ISSSTE Hospital Regional Puebla
Centro Regulador de Urgencias Médicas CRUM
Hospital General de Cholula
Hospital General de Tecamachalco Atlixco, Coatepec Harinas, Atzala, Capulhuac
IMSS Hospital General de Zona 15 Tehuacan Atoyatempan, Atzala
Clínica Hospital Tehuacán
Clinica Hospital Teziutlan ISSSTE Altepexi, Atzala, Peñón Blanco, Mapimí
Hospital General de Zona Numero 23 IMSS
Hospital General de Teziutlan Chignautla, Tetecala, Atzala
Hospital General de Zacatlán