date: 02-08-2021
1 Resumen
Algo extraño sucede con el máximo de los ingresos medios por zona, algunos que resultan enormes en comparación al promedio del ingreso comunal derivado de la Casen.
options(scipen=999)
estadisticos <- read_xlsx("estadisticos_finales_escolaridad.xlsx")
kbl(estadisticos) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | personas | comuna | promedio_i | año | ingresos_expandidos | mean | sd | min | max | mediana |
|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 191468 | Iquique | 272529.7 | 2017 | 52180713221 | 339953.5 | 113569.64 | 183139.71 | 570498.5 | 316356.4 |
| 01401 | 15711 | Pozo Almonte | 243272.4 | 2017 | 3822052676 | 360876.6 | 181186.34 | 184028.24 | 855948.3 | 308088.5 |
| 01402 | 1250 | Camiña | 226831.0 | 2017 | 283538750 | 251212.6 | 165760.10 | 130012.18 | 715067.0 | 210701.7 |
| 01404 | 2730 | Huara | 236599.7 | 2017 | 645917134 | 253653.5 | 148547.48 | 59125.84 | 674770.2 | 229468.6 |
| 01405 | 9296 | Pica | 269198.0 | 2017 | 2502464414 | 501614.6 | 397458.49 | 243907.01 | 1521329.2 | 356104.5 |
| 02103 | 10186 | Sierra Gorda | 322997.9 | 2017 | 3290056742 | 469880.7 | 123604.30 | 301333.10 | 623158.4 | 475506.6 |
| 02104 | 13317 | Taltal | 288653.8 | 2017 | 3844002134 | 387771.1 | 153556.27 | 168343.63 | 843462.8 | 360965.2 |
| 02201 | 165731 | Calama | 238080.9 | 2017 | 39457387800 | 351733.9 | 224247.11 | 129275.09 | 1118893.1 | 284298.4 |
| 02203 | 10996 | San Pedro de Atacama | 271472.6 | 2017 | 2985112297 | 505101.6 | 358148.79 | 212847.94 | 1130487.9 | 308967.3 |
| 02301 | 25186 | Tocopilla | 166115.9 | 2017 | 4183793832 | 299805.8 | 169408.45 | 90845.44 | 753658.6 | 258560.1 |
| 03101 | 153937 | Copiapó | 251396.0 | 2017 | 38699138722 | 284981.0 | 137118.28 | 107034.52 | 715067.0 | 261395.9 |
| 03103 | 14019 | Tierra Amarilla | 287819.4 | 2017 | 4034940816 | 313280.0 | 119535.62 | 26875.38 | 500398.8 | 322369.3 |
| 03202 | 13925 | Diego de Almagro | 326439.0 | 2017 | 4545663075 | 287595.6 | 116096.06 | 206940.43 | 489113.3 | 243472.2 |
| 03301 | 51917 | Vallenar | 217644.6 | 2017 | 11299454698 | 293744.9 | 152594.98 | 124491.90 | 1004878.2 | 246201.4 |
| 03302 | 5299 | Alto del Carmen | 196109.9 | 2017 | 1039186477 | 346958.5 | 316318.80 | 79592.47 | 2069404.3 | 279951.8 |
| 03303 | 7041 | Freirina | 202463.8 | 2017 | 1425547554 | 229223.2 | 59916.24 | 138651.42 | 359436.4 | 234123.5 |
| 03304 | 10149 | Huasco | 205839.6 | 2017 | 2089066548 | 230695.5 | 76337.72 | 108916.01 | 384887.3 | 218206.7 |
| 04101 | 221054 | La Serena | 200287.4 | 2017 | 44274327972 | 227120.9 | 89528.39 | 73340.20 | 695684.9 | 220500.2 |
| 04102 | 227730 | Coquimbo | 206027.8 | 2017 | 46918711304 | 244543.2 | 66432.17 | 55102.97 | 381764.9 | 248876.7 |
| 04103 | 11044 | Andacollo | 217096.4 | 2017 | 2397612293 | 222565.2 | 112411.21 | 98543.06 | 480183.1 | 172105.4 |
| 04104 | 4241 | La Higuera | 231674.2 | 2017 | 982530309 | 223603.3 | 106033.49 | 63388.72 | 475994.9 | 213828.0 |
| 04105 | 4497 | Paiguano | 174868.5 | 2017 | 786383423 | 269202.1 | 92586.98 | 170640.03 | 517351.1 | 238798.9 |
| 04106 | 27771 | Vicuña | 169077.1 | 2017 | 4695441470 | 281699.8 | 163567.41 | 93802.55 | 920141.2 | 232715.2 |
| 04201 | 30848 | Illapel | 165639.6 | 2017 | 5109649759 | 194462.6 | 64279.88 | 101421.95 | 476711.3 | 193232.4 |
| 04202 | 9093 | Canela | 171370.3 | 2017 | 1558270441 | 181661.9 | 84144.51 | 43093.35 | 453618.8 | 184569.5 |
| 04203 | 21382 | Los Vilos | 173238.5 | 2017 | 3704185607 | 246155.5 | 123061.95 | 73645.22 | 578223.8 | 218330.4 |
| 04204 | 29347 | Salamanca | 193602.0 | 2017 | 5681637894 | 226713.0 | 71793.01 | 135305.44 | 443304.9 | 208336.1 |
| 04301 | 111272 | Ovalle | 230819.8 | 2017 | 25683781418 | 233596.7 | 120731.48 | 57483.45 | 1130487.9 | 217222.9 |
| 04302 | 13322 | Combarbalá | 172709.2 | 2017 | 2300832587 | 174494.9 | 65533.13 | 74430.28 | 396609.8 | 161497.3 |
| 04303 | 30751 | Monte Patria | 189761.6 | 2017 | 5835357638 | 223275.7 | 111786.41 | 51735.11 | 822173.0 | 201140.7 |
| 04304 | 10956 | Punitaqui | 165862.0 | 2017 | 1817183694 | 182698.4 | 84606.31 | 56021.36 | 381369.0 | 175465.5 |
| 04305 | 4278 | Río Hurtado | 182027.2 | 2017 | 778712384 | 217568.1 | 118306.38 | 60864.83 | 732558.8 | 199553.3 |
| 05101 | 296655 | Valparaíso | 251998.5 | 2017 | 74756602991 | 232483.7 | 35347.16 | 188716.06 | 273903.4 | 233657.6 |
| 05102 | 26867 | Casablanca | 252317.7 | 2017 | 6779018483 | 248552.7 | 75429.01 | 101421.95 | 421731.4 | 233485.7 |
| 05105 | 18546 | Puchuncaví | 231606.0 | 2017 | 4295363979 | 266809.7 | 87214.79 | 114966.90 | 437418.1 | 248718.9 |
| 05107 | 31923 | Quintero | 285125.8 | 2017 | 9102071069 | 210321.0 | 76565.47 | 103751.30 | 408609.7 | 205665.3 |
| 05301 | 66708 | Los Andes | 280548.0 | 2017 | 18714795984 | 299402.6 | 108037.12 | 179718.20 | 611821.8 | 280310.2 |
| 05302 | 14832 | Calle Larga | 234044.6 | 2017 | 3471349123 | 230982.9 | 82951.22 | 76644.60 | 376829.3 | 243249.6 |
| 05303 | 10207 | Rinconada | 246136.9 | 2017 | 2512319225 | 200840.5 | 66979.24 | 108954.57 | 360399.3 | 193953.3 |
| 05304 | 18855 | San Esteban | 211907.3 | 2017 | 3995512770 | 260084.5 | 86013.87 | 137253.94 | 512791.2 | 240375.2 |
| 05401 | 35390 | La Ligua | 172675.9 | 2017 | 6111000517 | 240505.4 | 60747.27 | 163421.16 | 410457.4 | 229427.2 |
| 05402 | 19388 | Cabildo | 212985.0 | 2017 | 4129354103 | 220969.0 | 68099.74 | 103470.21 | 420160.2 | 213036.3 |
| 05404 | 9826 | Petorca | 270139.8 | 2017 | 2654393853 | 240314.9 | 81916.98 | 103751.30 | 456505.7 | 239930.3 |
| 05405 | 7339 | Zapallar | 235661.4 | 2017 | 1729518700 | 241340.5 | 62848.88 | 174031.76 | 345558.7 | 224009.5 |
| 05501 | 90517 | Quillota | 212067.6 | 2017 | 19195726144 | 212795.2 | 35593.36 | 160217.96 | 290249.3 | 216095.7 |
| 05502 | 50554 | Calera | 226906.2 | 2017 | 11471016698 | 285865.6 | 68310.69 | 246074.51 | 387743.0 | 254822.5 |
| 05503 | 17988 | Hijuelas | 215402.0 | 2017 | 3874650405 | 247693.0 | 81200.45 | 142624.62 | 440041.2 | 249201.4 |
| 05504 | 22098 | La Cruz | 243333.4 | 2017 | 5377180726 | 237935.2 | 44851.22 | 209200.66 | 289617.1 | 214988.0 |
| 05506 | 22120 | Nogales | 219800.7 | 2017 | 4861992055 | 241051.4 | 35919.97 | 188267.64 | 283312.0 | 243972.1 |
| 05601 | 91350 | San Antonio | 230261.5 | 2017 | 21034388728 | 283021.5 | 122693.81 | 102152.42 | 715067.0 | 262534.2 |
| 05602 | 13817 | Algarrobo | 218057.0 | 2017 | 3012893845 | 240354.8 | 50112.82 | 147225.41 | 336311.1 | 242009.1 |
| 05603 | 22738 | Cartagena | 246517.9 | 2017 | 5605324190 | 259835.8 | 79652.09 | 102771.63 | 420982.0 | 242499.9 |
| 05606 | 10900 | Santo Domingo | 250404.5 | 2017 | 2729409577 | 238951.3 | 95040.08 | 86225.18 | 456505.7 | 223835.7 |
| 05701 | 76844 | San Felipe | 240842.4 | 2017 | 18507290899 | 254914.1 | 73628.45 | 180464.57 | 456398.8 | 238441.3 |
| 05702 | 13998 | Catemu | 204903.4 | 2017 | 2868237147 | 214550.1 | 44660.00 | 140701.58 | 312989.4 | 215251.2 |
| 05703 | 24608 | Llaillay | 257020.9 | 2017 | 6324771348 | 238706.0 | 27344.26 | 204365.17 | 297721.1 | 229146.6 |
| 05704 | 7273 | Panquehue | 210643.4 | 2017 | 1532009468 | 197197.6 | 64573.58 | 71516.63 | 276030.4 | 222952.7 |
| 05705 | 16754 | Putaendo | 207222.5 | 2017 | 3471806107 | 215121.4 | 54481.55 | 133201.55 | 351076.0 | 215141.3 |
| 05706 | 15241 | Santa María | 254903.6 | 2017 | 3884985562 | 252670.1 | 53974.51 | 155954.58 | 363509.1 | 248694.1 |
| 05801 | 151708 | Quilpué | 296519.4 | 2017 | 44984360344 | 243296.5 | 81480.29 | 119572.21 | 414908.0 | 226950.3 |
| 05802 | 46121 | Limache | 251682.2 | 2017 | 11607834893 | 203691.4 | 48398.19 | 84518.29 | 285316.1 | 201129.8 |
| 05803 | 17516 | Olmué | 198292.3 | 2017 | 3473287749 | 221511.1 | 52463.91 | 142624.62 | 341529.3 | 215485.1 |
| 05804 | 126548 | Villa Alemana | 249779.9 | 2017 | 31609146219 | 274113.5 | 88098.60 | 132916.98 | 402799.2 | 259527.0 |
| 06101 | 241774 | Rancagua | 243717.4 | 2017 | 58924531866 | 236177.8 | 113430.86 | 133201.55 | 695684.9 | 209853.8 |
| 06102 | 12988 | Codegua | 264737.7 | 2017 | 3438412620 | 235511.2 | 30545.45 | 194416.15 | 331019.1 | 231209.5 |
| 06103 | 7359 | Coinco | 175814.1 | 2017 | 1293816308 | 193510.3 | 24956.32 | 164398.11 | 223067.4 | 203990.1 |
| 06104 | 19597 | Coltauco | 254006.7 | 2017 | 4977769953 | 235813.8 | 44388.80 | 177281.75 | 325999.1 | 220075.3 |
| 06105 | 20887 | Doñihue | 198486.5 | 2017 | 4145787348 | 225555.2 | 23881.88 | 206179.15 | 271771.5 | 215171.7 |
| 06106 | 33437 | Graneros | 248394.9 | 2017 | 8305580885 | 257330.7 | 83108.93 | 177572.15 | 481978.7 | 238855.6 |
| 06107 | 24640 | Las Cabras | 201772.1 | 2017 | 4971665251 | 214975.6 | 46020.76 | 152889.60 | 342379.3 | 210558.0 |
| 06108 | 52505 | Machalí | 252049.6 | 2017 | 13233865906 | 324591.7 | 250571.17 | 134808.19 | 904390.3 | 222510.5 |
| 06109 | 13407 | Malloa | 250691.2 | 2017 | 3361017589 | 199899.7 | 43934.03 | 146142.67 | 360399.3 | 194714.9 |
| 06110 | 25343 | Mostazal | 264277.9 | 2017 | 6697593734 | 237897.9 | 44594.14 | 180811.99 | 380332.3 | 228706.5 |
| 06111 | 13608 | Olivar | 256304.8 | 2017 | 3487795575 | 199405.4 | 25076.44 | 166286.42 | 235887.2 | 196970.9 |
| 06112 | 14313 | Peumo | 230938.1 | 2017 | 3305417128 | 227342.3 | 47435.62 | 176685.40 | 324369.4 | 211687.1 |
| 06113 | 19714 | Pichidegua | 217210.9 | 2017 | 4282095940 | 209270.9 | 44384.51 | 141250.23 | 316266.3 | 208888.8 |
| 06114 | 13002 | Quinta de Tilcoco | 203672.8 | 2017 | 2648154389 | 213178.5 | 59346.98 | 103726.99 | 373143.1 | 202514.8 |
| 06115 | 58825 | Rengo | 250531.0 | 2017 | 14737488444 | 217213.7 | 62784.46 | 138651.42 | 526737.4 | 214596.0 |
| 06116 | 27968 | Requínoa | 244836.0 | 2017 | 6847572657 | 206790.3 | 38843.13 | 108428.43 | 278357.0 | 209180.9 |
| 06117 | 46766 | San Vicente | 242866.0 | 2017 | 11357872282 | 214373.5 | 51729.12 | 103470.21 | 397900.5 | 213781.1 |
| 06201 | 16394 | Pichilemu | 230362.3 | 2017 | 3776560181 | 200177.8 | 59959.32 | 87483.62 | 305196.4 | 209201.6 |
| 06202 | 3041 | La Estrella | 211425.0 | 2017 | 642943494 | 231730.5 | 74378.10 | 105040.04 | 440041.2 | 217332.7 |
| 06203 | 6294 | Litueche | 237979.9 | 2017 | 1497845780 | 232927.6 | 96173.71 | 48125.68 | 456505.7 | 202543.5 |
| 06204 | 7308 | Marchihue | 237849.2 | 2017 | 1738201845 | 264484.0 | 95433.94 | 149556.45 | 476711.3 | 235488.2 |
| 06205 | 6641 | Navidad | 165555.2 | 2017 | 1099452202 | 212534.2 | 63281.93 | 68980.14 | 344900.7 | 211894.5 |
| 06206 | 6188 | Paredones | 194146.1 | 2017 | 1201375821 | 191554.8 | 88633.22 | 77304.54 | 414908.0 | 160281.2 |
| 06301 | 73973 | San Fernando | 239724.5 | 2017 | 17733143348 | 225425.5 | 80656.15 | 120352.61 | 452195.2 | 211103.4 |
| 06302 | 15037 | Chépica | 207192.9 | 2017 | 3115559148 | 212337.7 | 61045.29 | 89718.96 | 414087.5 | 206940.4 |
| 06303 | 35399 | Chimbarongo | 227716.7 | 2017 | 8060942027 | 218961.1 | 59903.81 | 124209.99 | 380332.3 | 207173.1 |
| 06304 | 6811 | Lolol | 210117.9 | 2017 | 1431112941 | 200294.6 | 68557.51 | 112042.71 | 421731.4 | 198498.4 |
| 06305 | 17833 | Nancagua | 213675.0 | 2017 | 3810465416 | 225224.9 | 69095.84 | 152512.70 | 478309.2 | 214990.1 |
| 06306 | 12482 | Palmilla | 230550.0 | 2017 | 2877725100 | 239339.2 | 73306.74 | 134266.39 | 570498.5 | 231992.7 |
| 06307 | 11007 | Peralillo | 231695.3 | 2017 | 2550270534 | 246972.8 | 42613.74 | 155233.73 | 307607.9 | 237242.5 |
| 06308 | 8738 | Placilla | 221358.7 | 2017 | 1934232402 | 218702.6 | 55796.71 | 114966.90 | 338076.0 | 205054.6 |
| 06309 | 3421 | Pumanque | 239369.8 | 2017 | 818883984 | 220277.5 | 71837.55 | 68980.14 | 373475.7 | 226259.7 |
| 06310 | 37855 | Santa Cruz | 224421.9 | 2017 | 8495489945 | 223913.7 | 62601.33 | 79623.09 | 404862.1 | 212273.7 |
| 07101 | 220357 | Talca | 244658.0 | 2017 | 53912095394 | 205829.8 | 72534.55 | 92534.95 | 420160.2 | 196818.1 |
| 07102 | 46068 | Constitución | 198314.7 | 2017 | 9135962663 | 190947.9 | 108501.23 | 60022.88 | 672256.3 | 182861.3 |
| 07103 | 9448 | Curepto | 191743.1 | 2017 | 1811588746 | 156610.7 | 72671.42 | 55102.97 | 456398.8 | 139587.5 |
| 07104 | 4142 | Empedrado | 172428.7 | 2017 | 714199777 | 233257.8 | 99665.70 | 94063.83 | 480183.1 | 208767.0 |
| 07105 | 49721 | Maule | 195207.4 | 2017 | 9705908393 | 228759.7 | 69776.59 | 120722.77 | 456398.8 | 212357.3 |
| 07106 | 8422 | Pelarco | 187124.6 | 2017 | 1575963241 | 215792.3 | 64404.75 | 124501.57 | 420160.2 | 203653.9 |
| 07107 | 8245 | Pencahue | 220957.5 | 2017 | 1821794345 | 218436.9 | 90462.96 | 71516.63 | 568120.2 | 197722.4 |
| 07108 | 13906 | Río Claro | 196539.7 | 2017 | 2733081178 | 214556.2 | 78627.77 | 124501.57 | 520048.7 | 193886.3 |
| 07109 | 43269 | San Clemente | 179181.4 | 2017 | 7753001772 | 197860.3 | 60881.22 | 76644.60 | 452544.5 | 191330.0 |
| 07110 | 9191 | San Rafael | 195848.9 | 2017 | 1800047360 | 221031.7 | 47828.83 | 108833.91 | 297977.2 | 215058.6 |
| 07201 | 40441 | Cauquenes | 152604.5 | 2017 | 6171477801 | 184219.8 | 102327.66 | 39045.36 | 684758.6 | 163443.9 |
| 07202 | 8928 | Chanco | 128982.1 | 2017 | 1151552040 | 159033.7 | 72087.14 | 64281.52 | 427974.1 | 142237.9 |
| 07203 | 7571 | Pelluhue | 113986.7 | 2017 | 862993347 | 207491.2 | 81711.28 | 51101.39 | 381369.0 | 180199.6 |
| 07301 | 149136 | Curicó | 265301.7 | 2017 | 39566034949 | 201468.7 | 56685.10 | 59125.84 | 360399.3 | 203348.9 |
| 07302 | 9657 | Hualañé | 167967.3 | 2017 | 1622060226 | 163114.0 | 55576.94 | 56345.53 | 278442.5 | 162195.9 |
| 07303 | 6653 | Licantén | 179919.7 | 2017 | 1197005482 | 172942.3 | 55234.79 | 57483.45 | 257457.3 | 173710.9 |
| 07304 | 45976 | Molina | 227845.0 | 2017 | 10475401720 | 226126.7 | 63296.27 | 86225.18 | 456505.7 | 222059.0 |
| 07305 | 10484 | Rauco | 196719.6 | 2017 | 2062408371 | 219800.7 | 134233.84 | 59544.23 | 635615.1 | 205561.9 |
| 07306 | 15187 | Romeral | 218360.4 | 2017 | 3316239205 | 243841.1 | 174451.68 | 99475.11 | 1034702.1 | 212355.2 |
| 07307 | 18544 | Sagrada Familia | 204922.9 | 2017 | 3800089672 | 205202.4 | 53526.96 | 114099.69 | 304265.8 | 195712.8 |
| 07308 | 28921 | Teno | 250368.7 | 2017 | 7240913928 | 220526.5 | 62304.46 | 89974.10 | 506077.7 | 211462.9 |
| 07309 | 4322 | Vichuquén | 179935.1 | 2017 | 777679695 | 164168.4 | 53402.34 | 76392.76 | 285249.2 | 149257.2 |
| 07401 | 93602 | Linares | 192783.1 | 2017 | 18044885598 | 187009.2 | 71417.50 | 36535.67 | 414908.0 | 183909.7 |
| 07402 | 20765 | Colbún | 161250.1 | 2017 | 3348358419 | 201001.9 | 59903.52 | 43653.01 | 357533.5 | 198502.9 |
| 07403 | 30534 | Longaví | 166612.7 | 2017 | 5087351933 | 189760.3 | 60338.36 | 47224.73 | 371250.9 | 186352.4 |
| 07404 | 41637 | Parral | 183123.5 | 2017 | 7624714509 | 196214.1 | 77170.33 | 53069.62 | 476711.3 | 179160.7 |
| 07405 | 19974 | Retiro | 146406.4 | 2017 | 2924321333 | 195510.3 | 60505.69 | 51735.11 | 409835.1 | 193337.2 |
| 07406 | 45547 | San Javier | 170552.7 | 2017 | 7768163327 | 187190.3 | 77565.36 | 73907.29 | 572053.6 | 173178.1 |
| 07407 | 16221 | Villa Alegre | 178486.5 | 2017 | 2895229121 | 245808.9 | 61641.68 | 130012.18 | 381369.0 | 232685.6 |
| 07408 | 18081 | Yerbas Buenas | 203001.0 | 2017 | 3670461912 | 214799.5 | 45324.87 | 158276.02 | 376829.3 | 203974.2 |
| 08101 | 223574 | Concepción | 197625.8 | 2017 | 44183983882 | 235711.1 | 90897.02 | 114126.43 | 510694.6 | 210760.4 |
| 08102 | 116262 | Coronel | 217018.1 | 2017 | 25230952648 | 179735.7 | 58975.93 | 88259.01 | 258560.1 | 192366.1 |
| 08104 | 10624 | Florida | 147425.2 | 2017 | 1566245750 | 211913.4 | 97944.96 | 68980.14 | 562308.5 | 194861.5 |
| 08105 | 24333 | Hualqui | 202715.1 | 2017 | 4932666876 | 208327.3 | 108691.51 | 31354.61 | 502439.1 | 183546.5 |
| 08107 | 47367 | Penco | 195212.7 | 2017 | 9246639961 | 191583.0 | 70591.53 | 95198.98 | 326075.5 | 177861.5 |
| 08109 | 13749 | Santa Juana | 198449.1 | 2017 | 2728477197 | 168959.3 | 65207.09 | 82776.17 | 380332.3 | 157378.9 |
| 08110 | 151749 | Talcahuano | 161731.1 | 2017 | 24542535584 | 314620.2 | 217658.92 | 168251.05 | 564743.9 | 210865.7 |
| 08111 | 54946 | Tomé | 210053.2 | 2017 | 11541584520 | 185685.6 | 77960.59 | 44987.05 | 460070.6 | 174509.5 |
| 08201 | 25522 | Lebu | 141842.6 | 2017 | 3620107931 | 165770.0 | 60194.44 | 68597.58 | 301080.8 | 157378.9 |
| 08202 | 36257 | Arauco | 184849.0 | 2017 | 6702069405 | 174205.3 | 66310.15 | 67980.20 | 380421.4 | 173798.6 |
| 08203 | 34537 | Cañete | 186912.3 | 2017 | 6455391501 | 176231.3 | 69210.65 | 69037.43 | 489113.3 | 159083.7 |
| 08204 | 6031 | Contulmo | 131551.5 | 2017 | 793386801 | 168611.0 | 61709.02 | 77355.72 | 317807.5 | 168991.5 |
| 08205 | 32288 | Curanilahue | 252073.4 | 2017 | 8138946477 | 259355.4 | 159900.25 | 107436.03 | 835035.3 | 228423.4 |
| 08206 | 21035 | Los Álamos | 189429.4 | 2017 | 3984647129 | 190212.0 | 102415.53 | 98543.06 | 513189.3 | 166564.4 |
| 08207 | 10417 | Tirúa | 144994.9 | 2017 | 1510411713 | 167977.8 | 75454.19 | 50985.15 | 380332.3 | 147848.5 |
| 08301 | 202331 | Los Ángeles | 190810.3 | 2017 | 38606846296 | 214679.8 | 58087.14 | 110928.64 | 595630.3 | 205080.5 |
| 08302 | 4073 | Antuco | 155662.3 | 2017 | 634012722 | 358595.3 | 260769.75 | 140912.20 | 1034702.1 | 274423.0 |
| 08303 | 28573 | Cabrero | 249163.0 | 2017 | 7119335384 | 237473.0 | 71838.37 | 129280.05 | 520048.7 | 219986.9 |
| 08304 | 22389 | Laja | 174449.0 | 2017 | 3905739533 | 182947.5 | 58676.00 | 68980.14 | 381369.0 | 185309.2 |
| 08305 | 29627 | Mulchén | 198258.1 | 2017 | 5873792045 | 173288.6 | 80744.61 | 39796.24 | 380332.3 | 151204.0 |
| 08306 | 26315 | Nacimiento | 175829.2 | 2017 | 4626944798 | 174817.2 | 72938.94 | 52967.92 | 361756.1 | 152785.5 |
| 08307 | 9737 | Negrete | 216999.7 | 2017 | 2112926492 | 234603.3 | 85147.87 | 139167.03 | 502439.1 | 238414.6 |
| 08308 | 3988 | Quilaco | 167106.1 | 2017 | 666419314 | 305018.2 | 300907.59 | 115270.77 | 1521329.2 | 215875.2 |
| 08309 | 9587 | Quilleco | 222077.0 | 2017 | 2129051929 | 229197.4 | 120218.74 | 57953.13 | 532713.3 | 221961.0 |
| 08310 | 3412 | San Rosendo | 165912.3 | 2017 | 566092732 | 225293.1 | 117371.04 | 89974.10 | 441871.3 | 188516.2 |
| 08311 | 13773 | Santa Bárbara | 176010.5 | 2017 | 2424192819 | 190014.9 | 61698.15 | 98260.00 | 397684.2 | 183900.4 |
| 08312 | 14134 | Tucapel | 155538.6 | 2017 | 2198382777 | 220161.6 | 54613.01 | 143638.83 | 339058.5 | 208676.3 |
| 08313 | 21198 | Yumbel | 138515.0 | 2017 | 2936241535 | 217036.8 | 92435.58 | 56021.36 | 622507.8 | 199868.5 |
| 08314 | 5923 | Alto Biobío | 130542.9 | 2017 | 773205492 | 160689.9 | 79921.44 | 72277.97 | 336157.3 | 139072.4 |
| 09101 | 282415 | Temuco | 173314.1 | 2017 | 48946498862 | 192179.5 | 52989.35 | 95083.08 | 356919.5 | 188414.7 |
| 09102 | 24533 | Carahue | 127924.5 | 2017 | 3138372109 | 157525.2 | 55861.38 | 76536.00 | 318147.3 | 147464.2 |
| 09103 | 17526 | Cunco | 156882.5 | 2017 | 2749522512 | 240391.4 | 102416.83 | 118964.37 | 684758.6 | 218782.9 |
| 09104 | 7489 | Curarrehue | 135420.9 | 2017 | 1014167156 | 150236.3 | 37173.78 | 88967.80 | 217069.2 | 140372.4 |
| 09105 | 24606 | Freire | 197426.1 | 2017 | 4857867695 | 178727.5 | 50833.81 | 83507.15 | 297721.1 | 178403.1 |
| 09106 | 11996 | Galvarino | 147518.2 | 2017 | 1769627798 | 185567.2 | 70788.68 | 91950.19 | 408609.7 | 167340.5 |
| 09107 | 14414 | Gorbea | 140997.5 | 2017 | 2032338344 | 243989.2 | 83714.13 | 53693.97 | 418614.9 | 239614.8 |
| 09108 | 38013 | Lautaro | 282496.1 | 2017 | 10738525406 | 206642.3 | 80172.77 | 105551.72 | 530245.6 | 186288.7 |
| 09109 | 23612 | Loncoche | 160742.5 | 2017 | 3795451798 | 205457.8 | 126875.02 | 62520.38 | 1034702.1 | 187436.2 |
| 09110 | 6138 | Melipeuco | 164670.1 | 2017 | 1010744848 | 219711.0 | 78969.09 | 101558.35 | 420160.2 | 216665.0 |
| 09111 | 32510 | Nueva Imperial | 158196.8 | 2017 | 5142978907 | 189457.0 | 81045.13 | 62245.95 | 520048.7 | 175023.8 |
| 09112 | 76126 | Padre Las Casas | 169223.7 | 2017 | 12882320064 | 206522.7 | 68398.06 | 44029.88 | 489113.3 | 200619.0 |
| 09113 | 6905 | Perquenco | 155106.7 | 2017 | 1071011969 | 217786.4 | 76800.57 | 140602.99 | 426189.0 | 195877.4 |
| 09114 | 24837 | Pitrufquén | 205557.8 | 2017 | 5105439315 | 189618.8 | 65286.93 | 86112.98 | 397684.2 | 181560.6 |
| 09115 | 28523 | Pucón | 187764.8 | 2017 | 5355614570 | 215458.8 | 71521.29 | 59515.59 | 369420.7 | 209228.8 |
| 09116 | 12450 | Saavedra | 130775.6 | 2017 | 1628156299 | 186864.5 | 80306.28 | 61114.21 | 456398.8 | 158872.7 |
| 09117 | 15045 | Teodoro Schmidt | 138894.2 | 2017 | 2089663239 | 180043.6 | 65546.78 | 43056.49 | 478141.0 | 174432.2 |
| 09118 | 9722 | Toltén | 113791.8 | 2017 | 1106284328 | 184932.4 | 66760.57 | 60255.18 | 408609.7 | 173349.6 |
| 09119 | 28151 | Vilcún | 135602.8 | 2017 | 3817354634 | 221673.3 | 83415.78 | 60864.83 | 532713.3 | 205890.2 |
| 09120 | 55478 | Villarrica | 198745.4 | 2017 | 11026000004 | 222515.9 | 62114.35 | 107267.15 | 404862.1 | 210740.8 |
| 09121 | 11611 | Cholchol | 115103.4 | 2017 | 1336465909 | 185489.9 | 57150.64 | 60864.83 | 373475.7 | 180199.6 |
| 09201 | 53262 | Angol | 173377.3 | 2017 | 9234420713 | 169914.0 | 77768.69 | 55102.97 | 420160.2 | 147562.7 |
| 09202 | 24598 | Collipulli | 182323.1 | 2017 | 4484784762 | 205030.6 | 108602.87 | 92266.71 | 489113.3 | 166316.2 |
| 09203 | 17413 | Curacautín | 186604.9 | 2017 | 3249351008 | 237012.7 | 113134.61 | 83499.48 | 531994.3 | 207454.0 |
| 09204 | 7733 | Ercilla | 136678.7 | 2017 | 1056936411 | 210079.0 | 113557.94 | 90370.18 | 535149.2 | 193978.7 |
| 09205 | 10251 | Lonquimay | 138745.9 | 2017 | 1422283764 | 168076.0 | 82603.24 | 42232.74 | 410457.4 | 163052.9 |
| 09206 | 7265 | Los Sauces | 142588.7 | 2017 | 1035906610 | 172642.8 | 68199.82 | 64881.75 | 337385.1 | 172450.4 |
| 09207 | 9548 | Lumaco | 170538.2 | 2017 | 1628298886 | 154657.7 | 69391.75 | 39796.24 | 393600.1 | 149051.6 |
| 09208 | 11779 | Purén | 133537.6 | 2017 | 1572938990 | 168001.9 | 67821.85 | 61114.21 | 351076.0 | 157941.1 |
| 09209 | 10250 | Renaico | 218920.0 | 2017 | 2243930000 | 217386.4 | 59273.72 | 106993.53 | 344900.7 | 220197.5 |
| 09210 | 18843 | Traiguén | 210526.3 | 2017 | 3966946195 | 182873.9 | 90237.90 | 53061.65 | 572053.6 | 174010.0 |
| 09211 | 34182 | Victoria | 187662.8 | 2017 | 6414689393 | 215528.8 | 109608.16 | 54458.01 | 611821.8 | 189966.2 |
| 10101 | 245902 | Puerto Montt | 176237.4 | 2017 | 43337141298 | 197473.1 | 56043.23 | 67075.65 | 371243.3 | 192027.1 |
| 10102 | 33985 | Calbuco | 155443.9 | 2017 | 5282762017 | 182657.5 | 118466.41 | 75600.88 | 953422.6 | 170612.9 |
| 10104 | 12261 | Fresia | 183977.2 | 2017 | 2255743895 | 181292.2 | 77863.33 | 73907.29 | 440041.2 | 162737.8 |
| 10105 | 18428 | Frutillar | 174883.1 | 2017 | 3222744874 | 174292.4 | 45345.16 | 95677.31 | 286895.7 | 167014.3 |
| 10106 | 17068 | Los Muermos | 192845.4 | 2017 | 3291484556 | 157078.2 | 76053.84 | 45422.72 | 520048.7 | 144003.3 |
| 10107 | 17591 | Llanquihue | 149333.8 | 2017 | 2626930838 | 168757.9 | 64423.01 | 54214.22 | 381369.0 | 161413.8 |
| 10108 | 14216 | Maullín | 137613.7 | 2017 | 1956316762 | 189086.9 | 64407.05 | 87768.99 | 380332.3 | 176981.5 |
| 10109 | 44578 | Puerto Varas | 219839.1 | 2017 | 9799987895 | 206584.0 | 76873.99 | 78853.08 | 476711.3 | 188469.3 |
| 10201 | 43807 | Castro | 183717.2 | 2017 | 8048100927 | 173333.2 | 53071.56 | 52714.31 | 299575.3 | 171895.8 |
| 10202 | 38991 | Ancud | 161910.1 | 2017 | 6313036958 | 188868.7 | 79048.79 | 38322.30 | 526737.4 | 175380.0 |
| 10203 | 14858 | Chonchi | 193642.9 | 2017 | 2877146807 | 167785.7 | 65722.61 | 63420.40 | 381369.0 | 159841.9 |
| 10204 | 3829 | Curaco de Vélez | 177952.2 | 2017 | 681378864 | 208858.2 | 89448.70 | 107578.57 | 476711.3 | 176865.1 |
| 10205 | 13762 | Dalcahue | 207717.6 | 2017 | 2858609503 | 186524.8 | 59299.26 | 95105.36 | 336128.1 | 184230.3 |
| 10206 | 3921 | Puqueldón | 208274.8 | 2017 | 816645370 | 173632.0 | 49454.82 | 117833.71 | 325999.1 | 159529.2 |
| 10207 | 5385 | Queilén | 151485.0 | 2017 | 815746659 | 168544.5 | 115193.32 | 80030.51 | 689801.4 | 138579.3 |
| 10208 | 27192 | Quellón | 171685.5 | 2017 | 4668472212 | 165555.2 | 65965.54 | 48893.47 | 385825.2 | 161428.4 |
| 10209 | 8352 | Quemchi | 122223.1 | 2017 | 1020807718 | 152747.8 | 57849.69 | 40015.25 | 306713.7 | 150855.5 |
| 10210 | 8088 | Quinchao | 119852.6 | 2017 | 969367811 | 177598.0 | 102715.38 | 49156.58 | 440041.2 | 164995.9 |
| 10301 | 161460 | Osorno | 196610.2 | 2017 | 31744688808 | 207382.7 | 73230.81 | 55929.84 | 440067.5 | 197227.4 |
| 10302 | 8999 | Puerto Octay | 221980.9 | 2017 | 1997605810 | 211239.8 | 66399.41 | 122955.28 | 489113.3 | 198135.6 |
| 10303 | 20369 | Purranque | 186719.5 | 2017 | 3803288945 | 187588.0 | 59423.37 | 98193.62 | 336502.1 | 175146.2 |
| 10304 | 11667 | Puyehue | 176006.9 | 2017 | 2053472049 | 225363.5 | 86360.65 | 73907.29 | 684244.0 | 221399.2 |
| 10305 | 14085 | Río Negro | 156568.1 | 2017 | 2205262341 | 193961.7 | 57947.88 | 46617.38 | 355501.3 | 190044.4 |
| 10306 | 7512 | San Juan de la Costa | 152674.0 | 2017 | 1146887184 | 170936.0 | 81437.05 | 44987.05 | 570632.2 | 156976.9 |
| 10307 | 10030 | San Pablo | 181411.6 | 2017 | 1819558805 | 210759.2 | 89224.71 | 48893.47 | 568120.2 | 184533.4 |
| 11101 | 57818 | Coyhaique | 230013.0 | 2017 | 13298894369 | 192566.1 | 94976.28 | 48125.68 | 520048.7 | 171795.0 |
| 11201 | 23959 | Aysén | 246614.5 | 2017 | 5908637554 | 334920.4 | 188844.10 | 34490.07 | 874836.2 | 301080.8 |
| 11202 | 6517 | Cisnes | 262412.7 | 2017 | 1710143349 | 406630.7 | 165461.96 | 149428.61 | 738841.5 | 358028.8 |
| 11301 | 3490 | Cochrane | 211652.6 | 2017 | 738667487 | 212939.8 | 86545.33 | 89974.10 | 351076.0 | 201304.7 |
| 11401 | 4865 | Chile Chico | 188913.8 | 2017 | 919065674 | 214902.6 | 115487.63 | 89440.32 | 480183.1 | 191067.4 |
| 11402 | 2666 | Río Ibáñez | 171315.6 | 2017 | 456727447 | 208216.7 | 77860.29 | 76644.60 | 325999.1 | 202239.5 |
| 12101 | 131592 | Punta Arenas | 256903.3 | 2017 | 33806414442 | 284163.3 | 102902.75 | 129337.77 | 635615.1 | 272563.9 |
| 12301 | 6801 | Porvenir | 381329.2 | 2017 | 2593419712 | 227287.7 | 132627.53 | 33377.49 | 476711.3 | 198434.2 |
| 12401 | 21477 | Natales | 302167.3 | 2017 | 6489647004 | 354855.1 | 196933.65 | 86186.70 | 799209.3 | 271651.7 |
| 13202 | 26521 | Pirque | 274675.6 | 2017 | 7284672878 | 199119.2 | 48723.60 | 129429.40 | 318527.4 | 195157.2 |
| 13203 | 18189 | San José de Maipo | 344876.8 | 2017 | 6272964115 | 285581.4 | 111899.84 | 146142.67 | 572053.6 | 248124.8 |
| 13301 | 146207 | Colina | 255373.7 | 2017 | 37337421744 | 164112.6 | 66152.35 | 75432.24 | 311253.9 | 153485.6 |
| 13302 | 102034 | Lampa | 243425.7 | 2017 | 24837699582 | 214233.3 | 57533.27 | 82754.78 | 360399.3 | 213694.0 |
| 13303 | 19312 | Tiltil | 264794.8 | 2017 | 5113717064 | 228172.9 | 53071.29 | 164483.41 | 347635.6 | 211341.8 |
| 13401 | 301313 | San Bernardo | 251728.3 | 2017 | 75849003232 | 250483.1 | 88039.30 | 89974.10 | 460070.6 | 223957.1 |
| 13402 | 96614 | Buin | 289884.0 | 2017 | 28006850165 | 200234.0 | 51963.97 | 123750.05 | 306568.8 | 196650.5 |
| 13403 | 25392 | Calera de Tango | 298439.8 | 2017 | 7577982724 | 200869.5 | 45365.93 | 125722.44 | 305464.5 | 206170.3 |
| 13404 | 72759 | Paine | 282280.9 | 2017 | 20538478428 | 219347.8 | 41982.94 | 158094.23 | 351076.0 | 214237.1 |
| 13501 | 123627 | Melipilla | 199121.9 | 2017 | 24616837833 | 236950.5 | 74290.78 | 90845.44 | 635615.1 | 222727.0 |
| 13502 | 6444 | Alhué | 242844.2 | 2017 | 1564887792 | 287621.5 | 115997.86 | 198434.25 | 570632.2 | 234731.0 |
| 13503 | 32579 | Curacaví | 220990.2 | 2017 | 7199638514 | 234089.5 | 68700.74 | 129337.77 | 497105.2 | 221980.8 |
| 13504 | 13590 | María Pinto | 198063.3 | 2017 | 2691680700 | 251327.7 | 80360.91 | 155626.96 | 583224.2 | 234062.0 |
| 13505 | 9726 | San Pedro | 231429.7 | 2017 | 2250885401 | 240349.3 | 94173.98 | 62709.22 | 570498.5 | 218249.4 |
| 13601 | 74237 | Talagante | 230734.4 | 2017 | 17129031774 | 190341.0 | 42017.86 | 112061.05 | 280437.7 | 188402.9 |
| 13602 | 35923 | El Monte | 201444.7 | 2017 | 7236496479 | 216599.9 | 24035.59 | 170198.31 | 237288.2 | 223350.8 |
| 13603 | 36219 | Isla de Maipo | 232595.7 | 2017 | 8424384020 | 230501.4 | 47062.08 | 169663.89 | 325999.1 | 224391.3 |
| 13604 | 63250 | Padre Hurtado | 231845.6 | 2017 | 14664233522 | 206410.4 | 37350.59 | 138206.83 | 276670.0 | 206169.6 |
| 13605 | 90201 | Peñaflor | 249848.3 | 2017 | 22536570306 | 212279.7 | 53564.17 | 164434.61 | 337385.1 | 202477.3 |
| 14101 | 166080 | Valdivia | 211732.5 | 2017 | 35164529745 | 215231.9 | 81987.77 | 62709.22 | 497105.2 | 208838.1 |
| 14102 | 5302 | Corral | 157428.1 | 2017 | 834683963 | 176293.7 | 69774.41 | 50473.27 | 297692.7 | 168925.4 |
| 14103 | 16752 | Lanco | 184730.2 | 2017 | 3094599901 | 224325.2 | 61463.93 | 82981.59 | 341402.4 | 222769.4 |
| 14104 | 19634 | Los Lagos | 190489.7 | 2017 | 3740075550 | 235958.3 | 80319.36 | 91279.75 | 560213.6 | 232490.9 |
| 14105 | 7095 | Máfil | 180289.2 | 2017 | 1279152079 | 251663.6 | 95372.69 | 62863.03 | 602926.9 | 229364.9 |
| 14106 | 21278 | Mariquina | 187045.1 | 2017 | 3979945072 | 213736.1 | 86451.95 | 63420.40 | 486475.2 | 206259.8 |
| 14107 | 20188 | Paillaco | 163833.6 | 2017 | 3307473487 | 212936.6 | 71288.17 | 98267.51 | 502439.1 | 204304.8 |
| 14108 | 34539 | Panguipulli | 180390.3 | 2017 | 6230498948 | 202737.1 | 83020.41 | 68737.66 | 427974.1 | 186554.5 |
| 14201 | 38036 | La Unión | 201975.2 | 2017 | 7682327556 | 172209.8 | 64321.07 | 79592.47 | 414908.0 | 159500.4 |
| 14202 | 14665 | Futrono | 193120.3 | 2017 | 2832109866 | 224472.0 | 87682.03 | 79592.47 | 530245.6 | 203197.2 |
| 14203 | 9896 | Lago Ranco | 186595.7 | 2017 | 1846550611 | 167270.3 | 54064.74 | 89682.47 | 318147.3 | 167814.9 |
| 14204 | 31372 | Río Bueno | 184360.5 | 2017 | 5783758517 | 181340.9 | 63209.14 | 57607.35 | 452195.2 | 168223.0 |
| 15101 | 221364 | Arica | 250863.6 | 2017 | 55532177025 | 354756.1 | 169246.50 | 227500.96 | 817219.4 | 279433.6 |
| 15102 | 1255 | Camarones | 222472.1 | 2017 | 279202446 | 317728.1 | 112352.51 | 231592.91 | 489113.3 | 246422.9 |
| 15201 | 2765 | Putre | 194293.6 | 2017 | 537221762 | 392864.4 | 283886.06 | 171189.65 | 1140996.9 | 281369.3 |
| 16101 | 184739 | Chillán | 232041.6 | 2017 | 42867130063 | 222934.7 | 108093.70 | 147920.53 | 822173.0 | 201140.7 |
| 16102 | 21493 | Bulnes | 167693.2 | 2017 | 3604229178 | 211065.7 | 77544.66 | 75749.37 | 506077.7 | 207686.9 |
| 16103 | 30907 | Chillán Viejo | 179855.8 | 2017 | 5558803478 | 232844.8 | 65182.54 | 76644.60 | 342047.9 | 240209.9 |
| 16104 | 12044 | El Carmen | 151144.7 | 2017 | 1820386198 | 152159.4 | 52015.46 | 57635.39 | 314043.8 | 135612.5 |
| 16105 | 8448 | Pemuco | 151889.4 | 2017 | 1283161238 | 208912.1 | 89354.72 | 42232.74 | 480183.1 | 200617.0 |
| 16106 | 10827 | Pinto | 153289.2 | 2017 | 1659661870 | 195999.3 | 102525.38 | 87768.99 | 589120.1 | 177640.3 |
| 16107 | 17485 | Quillón | 133479.9 | 2017 | 2333895558 | 204120.1 | 86476.93 | 53693.97 | 415598.3 | 194635.6 |
| 16108 | 16079 | San Ignacio | 174538.8 | 2017 | 2806409365 | 199182.1 | 72336.49 | 105133.85 | 568120.2 | 197543.7 |
| 16109 | 17787 | Yungay | 194006.8 | 2017 | 3450799686 | 225714.7 | 111632.12 | 51735.11 | 695684.9 | 206475.7 |
| 16201 | 11594 | Quirihue | 155446.9 | 2017 | 1802251666 | 228160.7 | 126558.91 | 76084.29 | 928434.4 | 217332.7 |
| 16202 | 5012 | Cobquecura | 122513.3 | 2017 | 614036495 | 193636.3 | 92605.11 | 66754.98 | 441871.3 | 174288.6 |
| 16203 | 15995 | Coelemu | 174050.2 | 2017 | 2783932983 | 193315.9 | 74882.46 | 53295.85 | 351076.0 | 178352.6 |
| 16204 | 5213 | Ninhue | 161577.8 | 2017 | 842304828 | 173292.0 | 74143.70 | 84306.90 | 393213.2 | 144090.7 |
| 16205 | 4862 | Portezuelo | 168595.2 | 2017 | 819710106 | 189701.3 | 75678.81 | 71506.70 | 380421.4 | 172027.3 |
| 16206 | 5755 | Ránquil | 221951.3 | 2017 | 1277329463 | 207346.5 | 86035.64 | 50473.27 | 414908.0 | 193011.4 |
| 16207 | 5401 | Treguaco | 178763.9 | 2017 | 965503625 | 173468.9 | 79267.60 | 57953.13 | 414908.0 | 166050.8 |
| 16301 | 53024 | San Carlos | 175203.6 | 2017 | 9289995173 | 198025.9 | 86288.63 | 40576.55 | 520048.7 | 184965.9 |
| 16302 | 26881 | Coihueco | 174853.6 | 2017 | 4700239750 | 199215.6 | 61481.47 | 90099.82 | 356090.5 | 191944.7 |
| 16303 | 11152 | Ñiquén | 188830.1 | 2017 | 2105832760 | 185733.7 | 55845.46 | 54458.01 | 336128.1 | 194949.9 |
| 16304 | 4308 | San Fabián | 158019.3 | 2017 | 680747063 | 214696.4 | 77350.35 | 76644.60 | 381369.0 | 214964.4 |
| 16305 | 11603 | San Nicolás | 180675.3 | 2017 | 2096375354 | 207126.3 | 74502.87 | 79592.47 | 402606.3 | 194378.0 |
Vemos que el valor máximo de ingreso promedio estimado por zona para Pica es de 1521329.2 siendo que el ingreso estimado promedio de la Casen es de 269198.0
Hagamos un filtro de la tabla con nuestras estimaciones para Pica:
tabla_de_trabajo2 <- read_xlsx("tabla_de_trabajo_escolaridad.xlsx")
comuna_01405 <- filter(tabla_de_trabajo2, tabla_de_trabajo2$código.x == "01405")
names(comuna_01405)[3] <- "Freq_variable"
names(comuna_01405)[9] <- "Freq_pob_zona"
kbl(comuna_01405) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| clave | código.x | Freq_variable | personas | comuna | promedio_i | año | ingresos_expandidos | Freq_pob_zona | p | código.y | multipob | est_ing | ing_medio_zona |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1405012008 | 01405 | 160 | 9296 | Pica | 269198 | 2017 | 2502464414 | 645 | 0.0693847 | 01405 | 173632696.6 | 157320022 | 243907.0 |
| 1405012010 | 01405 | 21 | 9296 | Pica | 269198 | 2017 | 2502464414 | 53 | 0.0057014 | 01405 | 14267492.9 | 23556767 | 444467.3 |
| 1405012014 | 01405 | 17 | 9296 | Pica | 269198 | 2017 | 2502464414 | 67 | 0.0072074 | 01405 | 18036264.6 | 19497122 | 291001.8 |
| 1405012901 | 01405 | 27 | 9296 | Pica | 269198 | 2017 | 2502464414 | 115 | 0.0123709 | 01405 | 30957767.6 | 29576261 | 257184.9 |
| 1405022003 | 01405 | 1819 | 9296 | Pica | 269198 | 2017 | 2502464414 | 3757 | 0.4041523 | 01405 | 1011376807.7 | 1692497644 | 450491.8 |
| 1405022012 | 01405 | 292 | 9296 | Pica | 269198 | 2017 | 2502464414 | 668 | 0.0718589 | 01405 | 179824250.1 | 281366432 | 421207.2 |
| 1405022901 | 01405 | 4 | 9296 | Pica | 269198 | 2017 | 2502464414 | 20 | 0.0021515 | 01405 | 5383959.6 | 5720536 | 286026.8 |
| 1405032001 | 01405 | 10 | 9296 | Pica | 269198 | 2017 | 2502464414 | 44 | 0.0047332 | 01405 | 11844711.1 | 12247707 | 278357.0 |
| 1405032009 | 01405 | 7 | 9296 | Pica | 269198 | 2017 | 2502464414 | 11 | 0.0011833 | 01405 | 2961177.8 | 9043903 | 822173.0 |
| 1405042009 | 01405 | 3 | 9296 | Pica | 269198 | 2017 | 2502464414 | 3 | 0.0003227 | 01405 | 807593.9 | 4563988 | 1521329.2 |
Recordemos que nuestra formula para calcular el ingreso promedio por zona divide por la proporción de la población zonal, por lo que cuando la proporción tiende a 0 el ingreso estimado aumenta.
\[ Ingreso \_ Medio\_zona = est\_ing / (personas * p\_poblacional) \]
El valor máximo corresponde al valor de la proporción poblacional minimo, que es igual a p = 0.0003227194 y que tiene un efecto exponencial
Demostración de que la suma de las proporciones poblacionales para la zona en cuestion da 1
tabla_de_prop_pob <- readRDS("tabla_de_prop_pob.rds")
names(tabla_de_prop_pob)[1] <- "clave"
tabla_de_prop_01405 <- filter(tabla_de_prop_pob, tabla_de_prop_pob$código == "01405")
tabla_de_prop_01405## clave Freq p código
## 1 1405011001 3876 0.4169535284 01405
## 2 1405012008 645 0.0693846816 01405
## 3 1405012010 53 0.0057013769 01405
## 4 1405012014 67 0.0072074010 01405
## 5 1405012901 115 0.0123709122 01405
## 6 1405022003 3757 0.4041523236 01405
## 7 1405022012 668 0.0718588640 01405
## 8 1405022901 20 0.0021514630 01405
## 9 1405032001 44 0.0047332186 01405
## 10 1405032009 11 0.0011833046 01405
## 11 1405042002 1 0.0001075731 01405
## 12 1405042009 3 0.0003227194 01405
## 13 1405991999 36 0.0038726334 01405