Estimacion poblacion por km2

Estimaciones
Validacion en 1x1
Validacion en 10x10
Alto Paraguay - Bahia Negra.png

Alto Paraguay - Bahia Negra.png

Alto Paraguay - Carmelo Peralta.png

Alto Paraguay - Carmelo Peralta.png

Alto Paraguay - Fuerte Olimpo.png

Alto Paraguay - Fuerte Olimpo.png

Alto Paraguay - Puerto Casado.png

Alto Paraguay - Puerto Casado.png

Alto Parana - Ciudad Del Este.png

Alto Parana - Ciudad Del Este.png

Alto Parana - Domingo Martinez De Irala.png

Alto Parana - Domingo Martinez De Irala.png

Alto Parana - Dr. Juan Leon Mallorquin.png

Alto Parana - Dr. Juan Leon Mallorquin.png

Alto Parana - Dr. Raul Pea.png

Alto Parana - Dr. Raul Pea.png

Alto Parana - Hernandarias.png

Alto Parana - Hernandarias.png

Alto Parana - Iruna.png

Alto Parana - Iruna.png

Alto Parana - Itakyry.png

Alto Parana - Itakyry.png

Alto Parana - Juan E. O

Alto Parana - Juan E. O'Leary.png

Alto Parana - Los Cedrales.png

Alto Parana - Los Cedrales.png

Alto Parana - Mbaracayu.png

Alto Parana - Mbaracayu.png

Alto Parana - Minga Guazu.png

Alto Parana - Minga Guazu.png

Alto Parana - Minga Pora.png

Alto Parana - Minga Pora.png

Alto Parana - Nacunday.png

Alto Parana - Nacunday.png

Alto Parana - Naranjal.png

Alto Parana - Naranjal.png

Alto Parana - Presidente Franco.png

Alto Parana - Presidente Franco.png

Alto Parana - San Alberto.png

Alto Parana - San Alberto.png

Alto Parana - San Cristobal.png

Alto Parana - San Cristobal.png

Alto Parana - Santa Fe Del Parana.png

Alto Parana - Santa Fe Del Parana.png

Alto Parana - Santa Rita.png

Alto Parana - Santa Rita.png

Alto Parana - Santa Rosa Del Monday.png

Alto Parana - Santa Rosa Del Monday.png

Alto Parana - Tavapy.png

Alto Parana - Tavapy.png

Alto Parana - Yguazu.png

Alto Parana - Yguazu.png

Amambay - Bella Vista.png

Amambay - Bella Vista.png

Amambay - Capitan Bado.png

Amambay - Capitan Bado.png

Amambay - Cerro Cora.png

Amambay - Cerro Cora.png

Amambay - Karapai.png

Amambay - Karapai.png

Amambay - Pedro Juan Caballero.png

Amambay - Pedro Juan Caballero.png

Amambay - Zanja Pyta.png

Amambay - Zanja Pyta.png

Asuncion - Asuncion.png

Asuncion - Asuncion.png

Boqueron - Boqueron.png

Boqueron - Boqueron.png

Boqueron - Filadelfia.png

Boqueron - Filadelfia.png

Boqueron - Loma Plata.png

Boqueron - Loma Plata.png

Boqueron - Mariscal Jose Felix Estigarribia.png

Boqueron - Mariscal Jose Felix Estigarribia.png

Caaguazu - 3 De Febrero.png

Caaguazu - 3 De Febrero.png

Caaguazu - Caaguazu.png

Caaguazu - Caaguazu.png

Caaguazu - Carayao.png

Caaguazu - Carayao.png

Caaguazu - Coronel Oviedo.png

Caaguazu - Coronel Oviedo.png

Caaguazu - Dr. Cecilio Baez.png

Caaguazu - Dr. Cecilio Baez.png

Caaguazu - Dr. J. Eulogio Estigarribia.png

Caaguazu - Dr. J. Eulogio Estigarribia.png

Caaguazu - Dr. Juan Manuel Frutos.png

Caaguazu - Dr. Juan Manuel Frutos.png

Caaguazu - Jose Domingo Ocampos.png

Caaguazu - Jose Domingo Ocampos.png

Caaguazu - La Pastora.png

Caaguazu - La Pastora.png

Caaguazu - Mariscal Francisco Solano Lopez.png

Caaguazu - Mariscal Francisco Solano Lopez.png

Caaguazu - Nueva Londres.png

Caaguazu - Nueva Londres.png

Caaguazu - Nueva Toledo.png

Caaguazu - Nueva Toledo.png

Caaguazu - R.I. 3 Corrales.png

Caaguazu - R.I. 3 Corrales.png

Caaguazu - Raul Arsenio Oviedo.png

Caaguazu - Raul Arsenio Oviedo.png

Caaguazu - Repatriacion.png

Caaguazu - Repatriacion.png

Caaguazu - San Joaquin.png

Caaguazu - San Joaquin.png

Caaguazu - San Jose De Los Arroyos.png

Caaguazu - San Jose De Los Arroyos.png

Caaguazu - Santa Rosa Del Mbutuy.png

Caaguazu - Santa Rosa Del Mbutuy.png

Caaguazu - Simon Bolivar.png

Caaguazu - Simon Bolivar.png

Caaguazu - Tembiapora.png

Caaguazu - Tembiapora.png

Caaguazu - Vaqueria.png

Caaguazu - Vaqueria.png

Caaguazu - Yhu.png

Caaguazu - Yhu.png

Caazapa - 3 De Mayo.png

Caazapa - 3 De Mayo.png

Caazapa - Abai.png

Caazapa - Abai.png

Caazapa - Buena Vista.png

Caazapa - Buena Vista.png

Caazapa - Caazapa.png

Caazapa - Caazapa.png

Caazapa - Dr. Moises S. Bertoni.png

Caazapa - Dr. Moises S. Bertoni.png

Caazapa - Gral. Higinio Morinigo.png

Caazapa - Gral. Higinio Morinigo.png

Caazapa - Maciel.png

Caazapa - Maciel.png

Caazapa - San Juan Nepomuceno.png

Caazapa - San Juan Nepomuceno.png

Caazapa - Tavai.png

Caazapa - Tavai.png

Caazapa - Yegros.png

Caazapa - Yegros.png

Caazapa - Yuty.png

Caazapa - Yuty.png

Canindeyu - Corpus Christi.png

Canindeyu - Corpus Christi.png

Canindeyu - Francisco Caballero Alvarez.png

Canindeyu - Francisco Caballero Alvarez.png

Canindeyu - Itanara.png

Canindeyu - Itanara.png

Canindeyu - Katuete.png

Canindeyu - Katuete.png

Canindeyu - La Paloma Del Espiritu Santo.png

Canindeyu - La Paloma Del Espiritu Santo.png

Canindeyu - Laurel.png

Canindeyu - Laurel.png

Canindeyu - Maracana.png

Canindeyu - Maracana.png

Canindeyu - Nueva Esperanza.png

Canindeyu - Nueva Esperanza.png

Canindeyu - Puerto Adela.png

Canindeyu - Puerto Adela.png

Canindeyu - Salto Del Guaira.png

Canindeyu - Salto Del Guaira.png

Canindeyu - Villa Curuguaty.png

Canindeyu - Villa Curuguaty.png

Canindeyu - Villa Ygatimi.png

Canindeyu - Villa Ygatimi.png

Canindeyu - Yasy Kany.png

Canindeyu - Yasy Kany.png

Canindeyu - Yby Pyta.png

Canindeyu - Yby Pyta.png

Canindeyu - Ybyrarobana.png

Canindeyu - Ybyrarobana.png

Canindeyu - Ypejhu.png

Canindeyu - Ypejhu.png

Central - Aregua.png

Central - Aregua.png

Central - Capiata.png

Central - Capiata.png

Central - Fernando De La Mora.png

Central - Fernando De La Mora.png

Central - Guarambare.png

Central - Guarambare.png

Central - Ita.png

Central - Ita.png

Central - Itaugua.png

Central - Itaugua.png

Central - J. Augusto Saldivar.png

Central - J. Augusto Saldivar.png

Central - Lambare.png

Central - Lambare.png

Central - Limpio.png

Central - Limpio.png

Central - Luque.png

Central - Luque.png

Central - Mariano Roque Alonso.png

Central - Mariano Roque Alonso.png

Central - Nemby.png

Central - Nemby.png

Central - Nueva Italia.png

Central - Nueva Italia.png

Central - San Antonio.png

Central - San Antonio.png

Central - San Lorenzo.png

Central - San Lorenzo.png

Central - Villa Elisa.png

Central - Villa Elisa.png

Central - Villeta.png

Central - Villeta.png

Central - Ypacarai.png

Central - Ypacarai.png

Central - Ypane.png

Central - Ypane.png

Concepcion - Arroyito.png

Concepcion - Arroyito.png

Concepcion - Azote

Concepcion - Azote'Y.png

Concepcion - Belen.png

Concepcion - Belen.png

Concepcion - Concepcion.png

Concepcion - Concepcion.png

Concepcion - Horqueta.png

Concepcion - Horqueta.png

Concepcion - Itacua.png

Concepcion - Itacua.png

Concepcion - Loreto.png

Concepcion - Loreto.png

Concepcion - Paso Barreto.png

Concepcion - Paso Barreto.png

Concepcion - Paso Horqueta.png

Concepcion - Paso Horqueta.png

Concepcion - San Alfredo.png

Concepcion - San Alfredo.png

Concepcion - San Carlos Del Apa.png

Concepcion - San Carlos Del Apa.png

Concepcion - San Lazaro.png

Concepcion - San Lazaro.png

Concepcion - Sargento Jose Felix Lopez.png

Concepcion - Sargento Jose Felix Lopez.png

Concepcion - Yby Yau.png

Concepcion - Yby Yau.png

Cordillera - Altos.png

Cordillera - Altos.png

Cordillera - Arroyos Y Esteros.png

Cordillera - Arroyos Y Esteros.png

Cordillera - Atyra.png

Cordillera - Atyra.png

Cordillera - Caacupe.png

Cordillera - Caacupe.png

Cordillera - Caraguatay.png

Cordillera - Caraguatay.png

Cordillera - Emboscada.png

Cordillera - Emboscada.png

Cordillera - Eusebio Ayala.png

Cordillera - Eusebio Ayala.png

Cordillera - Isla Pucu.png

Cordillera - Isla Pucu.png

Cordillera - Itacurubi De La Cordillera.png

Cordillera - Itacurubi De La Cordillera.png

Cordillera - Juan De Mena.png

Cordillera - Juan De Mena.png

Cordillera - Loma Grande.png

Cordillera - Loma Grande.png

Cordillera - Mbocayaty Del Yhaguy.png

Cordillera - Mbocayaty Del Yhaguy.png

Cordillera - Nueva Colombia.png

Cordillera - Nueva Colombia.png

Cordillera - Piribebuy.png

Cordillera - Piribebuy.png

Cordillera - Primero De Marzo.png

Cordillera - Primero De Marzo.png

Cordillera - San Bernardino.png

Cordillera - San Bernardino.png

Cordillera - San Jose Obrero.png

Cordillera - San Jose Obrero.png

Cordillera - Santa Elena.png

Cordillera - Santa Elena.png

Cordillera - Tobati.png

Cordillera - Tobati.png

Cordillera - Valenzuela.png

Cordillera - Valenzuela.png

Guaira - Borja.png

Guaira - Borja.png

Guaira - Capitan Mauricio Jose Troche.png

Guaira - Capitan Mauricio Jose Troche.png

Guaira - Colonia Independencia.png

Guaira - Colonia Independencia.png

Guaira - Coronel Martinez.png

Guaira - Coronel Martinez.png

Guaira - Doctor Bottrell.png

Guaira - Doctor Bottrell.png

Guaira - Felix Perez Cardozo.png

Guaira - Felix Perez Cardozo.png

Guaira - Gral. Eugenio A. Garay.png

Guaira - Gral. Eugenio A. Garay.png

Guaira - Itape.png

Guaira - Itape.png

Guaira - Iturbe.png

Guaira - Iturbe.png

Guaira - Jose Fassardi.png

Guaira - Jose Fassardi.png

Guaira - Mbocayaty.png

Guaira - Mbocayaty.png

Guaira - Natalicio Talavera.png

Guaira - Natalicio Talavera.png

Guaira - Numi.png

Guaira - Numi.png

Guaira - Paso Yobai.png

Guaira - Paso Yobai.png

Guaira - San Salvador.png

Guaira - San Salvador.png

Guaira - Tebicuary.png

Guaira - Tebicuary.png

Guaira - Villarrica.png

Guaira - Villarrica.png

Guaira - Yataity.png

Guaira - Yataity.png

Itapua - Alto Vera.png

Itapua - Alto Vera.png

Itapua - Bella Vista.png

Itapua - Bella Vista.png

Itapua - Cambyreta.png

Itapua - Cambyreta.png

Itapua - Capitan Meza.png

Itapua - Capitan Meza.png

Itapua - Capitan Miranda.png

Itapua - Capitan Miranda.png

Itapua - Carlos Antonio Lopez.png

Itapua - Carlos Antonio Lopez.png

Itapua - Carmen Del Parana.png

Itapua - Carmen Del Parana.png

Itapua - Coronel Bogado.png

Itapua - Coronel Bogado.png

Itapua - Edelira.png

Itapua - Edelira.png

Itapua - Encarnacion.png

Itapua - Encarnacion.png

Itapua - Fram.png

Itapua - Fram.png

Itapua - General Artigas.png

Itapua - General Artigas.png

Itapua - General Delgado.png

Itapua - General Delgado.png

Itapua - Hohenau.png

Itapua - Hohenau.png

Itapua - Itapua Poty.png

Itapua - Itapua Poty.png

Itapua - Jesus.png

Itapua - Jesus.png

Itapua - Jose Leandro Oviedo.png

Itapua - Jose Leandro Oviedo.png

Itapua - La Paz.png

Itapua - La Paz.png

Itapua - Mayor Julio Dionisio Otao.png

Itapua - Mayor Julio Dionisio Otao.png

Itapua - Natalio.png

Itapua - Natalio.png

Itapua - Nueva Alborada.png

Itapua - Nueva Alborada.png

Itapua - Obligado.png

Itapua - Obligado.png

Itapua - Pirapo.png

Itapua - Pirapo.png

Itapua - San Cosme Y Damian.png

Itapua - San Cosme Y Damian.png

Itapua - San Juan Del Parana.png

Itapua - San Juan Del Parana.png

Itapua - San Pedro Del Parana.png

Itapua - San Pedro Del Parana.png

Itapua - San Rafael Del Parana.png

Itapua - San Rafael Del Parana.png

Itapua - Tomas Romero Pereira.png

Itapua - Tomas Romero Pereira.png

Itapua - Trinidad.png

Itapua - Trinidad.png

Itapua - Yatytay.png

Itapua - Yatytay.png

Misiones - Ayolas.png

Misiones - Ayolas.png

Misiones - San Ignacio.png

Misiones - San Ignacio.png

Misiones - San Juan Bautista De Las Misiones.png

Misiones - San Juan Bautista De Las Misiones.png

Misiones - San Miguel.png

Misiones - San Miguel.png

Misiones - San Patricio.png

Misiones - San Patricio.png

Misiones - Santa Maria.png

Misiones - Santa Maria.png

Misiones - Santa Rosa.png

Misiones - Santa Rosa.png

Misiones - Santiago.png

Misiones - Santiago.png

Misiones - Villa Florida.png

Misiones - Villa Florida.png

Misiones - Yabebyry.png

Misiones - Yabebyry.png

Neembucu - Alberdi.png

Neembucu - Alberdi.png

Neembucu - Cerrito.png

Neembucu - Cerrito.png

Neembucu - Desmochados.png

Neembucu - Desmochados.png

Neembucu - Gral. Jose Eduvigis Diaz.png

Neembucu - Gral. Jose Eduvigis Diaz.png

Neembucu - Guazu Cua.png

Neembucu - Guazu Cua.png

Neembucu - Humaita.png

Neembucu - Humaita.png

Neembucu - Isla Umbu.png

Neembucu - Isla Umbu.png

Neembucu - Laureles.png

Neembucu - Laureles.png

Neembucu - Mayor Jose De Jesus Martinez.png

Neembucu - Mayor Jose De Jesus Martinez.png

Neembucu - Paso De Patria.png

Neembucu - Paso De Patria.png

Neembucu - Pilar.png

Neembucu - Pilar.png

Neembucu - San Juan Bautista De Neembucu.png

Neembucu - San Juan Bautista De Neembucu.png

Neembucu - Tacuaras.png

Neembucu - Tacuaras.png

Neembucu - Villa Franca.png

Neembucu - Villa Franca.png

Neembucu - Villa Oliva.png

Neembucu - Villa Oliva.png

Neembucu - Villalbin.png

Neembucu - Villalbin.png

Paraguari - Acahay.png

Paraguari - Acahay.png

Paraguari - Caapucu.png

Paraguari - Caapucu.png

Paraguari - Caballero.png

Paraguari - Caballero.png

Paraguari - Carapegua.png

Paraguari - Carapegua.png

Paraguari - Escobar.png

Paraguari - Escobar.png

Paraguari - La Colmena.png

Paraguari - La Colmena.png

Paraguari - Maria Antonia.png

Paraguari - Maria Antonia.png

Paraguari - Mbuyapey.png

Paraguari - Mbuyapey.png

Paraguari - Paraguari.png

Paraguari - Paraguari.png

Paraguari - Pirayu.png

Paraguari - Pirayu.png

Paraguari - Quiindy.png

Paraguari - Quiindy.png

Paraguari - Quyquyho.png

Paraguari - Quyquyho.png

Paraguari - Roque Gonzalez De Santa Cruz.png

Paraguari - Roque Gonzalez De Santa Cruz.png

Paraguari - Sapucai.png

Paraguari - Sapucai.png

Paraguari - Tebicuary-Mi.png

Paraguari - Tebicuary-Mi.png

Paraguari - Yaguaron.png

Paraguari - Yaguaron.png

Paraguari - Ybycui.png

Paraguari - Ybycui.png

Paraguari - Ybytymi.png

Paraguari - Ybytymi.png

Presidente Hayes - Benjamin Aceval.png

Presidente Hayes - Benjamin Aceval.png

Presidente Hayes - Campo Aceval.png

Presidente Hayes - Campo Aceval.png

Presidente Hayes - General Jose Maria Bruguez.png

Presidente Hayes - General Jose Maria Bruguez.png

Presidente Hayes - Jose Falcon.png

Presidente Hayes - Jose Falcon.png

Presidente Hayes - Nanawa.png

Presidente Hayes - Nanawa.png

Presidente Hayes - Nueva Asuncion.png

Presidente Hayes - Nueva Asuncion.png

Presidente Hayes - Puerto Pinasco.png

Presidente Hayes - Puerto Pinasco.png

Presidente Hayes - Teniente Esteban Martinez.png

Presidente Hayes - Teniente Esteban Martinez.png

Presidente Hayes - Tte 1Ro Manuel Irala Fernandez.png

Presidente Hayes - Tte 1Ro Manuel Irala Fernandez.png

Presidente Hayes - Villa Hayes.png

Presidente Hayes - Villa Hayes.png

San Pedro - 25 De Diciembre.png

San Pedro - 25 De Diciembre.png

San Pedro - Antequera.png

San Pedro - Antequera.png

San Pedro - Capiibary.png

San Pedro - Capiibary.png

San Pedro - Chore.png

San Pedro - Chore.png

San Pedro - General Elizardo Aquino.png

San Pedro - General Elizardo Aquino.png

San Pedro - General Francisco Isidoro Resquin.png

San Pedro - General Francisco Isidoro Resquin.png

San Pedro - Guajayvi.png

San Pedro - Guajayvi.png

San Pedro - Itacurubi Del Rosario.png

San Pedro - Itacurubi Del Rosario.png

San Pedro - Liberacion.png

San Pedro - Liberacion.png

San Pedro - Lima.png

San Pedro - Lima.png

San Pedro - Nueva Germania.png

San Pedro - Nueva Germania.png

San Pedro - San Estanislao.png

San Pedro - San Estanislao.png

San Pedro - San Jose Del Rosario.png

San Pedro - San Jose Del Rosario.png

San Pedro - San Pablo.png

San Pedro - San Pablo.png

San Pedro - San Pedro Del Ycuamandyyu.png

San Pedro - San Pedro Del Ycuamandyyu.png

San Pedro - San Vicente Pancholo.png

San Pedro - San Vicente Pancholo.png

San Pedro - Santa Rosa Del Aguaray.png

San Pedro - Santa Rosa Del Aguaray.png

San Pedro - Tacuati.png

San Pedro - Tacuati.png

San Pedro - Union.png

San Pedro - Union.png

San Pedro - Villa Del Rosario.png

San Pedro - Villa Del Rosario.png

San Pedro - Yataity Del Norte.png

San Pedro - Yataity Del Norte.png

San Pedro - Yrybucua.png

San Pedro - Yrybucua.png

1x1_0000_comparison.png

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1x1_0101_comparison.png

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1x1_0110_comparison.png

1x1_0110_comparison.png

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1x1_0111_comparison.png

1x1_0112_comparison.png

1x1_0112_comparison.png

1x1_0113_comparison.png

1x1_0113_comparison.png

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1x1_0114_comparison.png

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1x1_0311_comparison.png

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1x1_0312_comparison.png

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1x1_0313_comparison.png

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1x1_0314_comparison.png

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1x1_0315_comparison.png

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1x1_0412_comparison.png

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?

Los graficos

Click en la imagen para ver una version mas grande. Click en la X o fuera de la imagen para cerrar.

Usamos el Gridded Population of the World (GPW) y la evaluación de luminosidad nocturna son dos métodos utilizados para estimar la distribución de la población. GPW es un conjunto de datos que distribuye la población de manera uniforme dentro de unidades administrativas, creando una cuadrícula de densidad poblacional. https://sedac.ciesin.columbia.edu/data/collection/gpw-v4. Del sitio: For GPWv4, population input data are collected at the most detailed spatial resolution available from the results of the 2010 round of Population and Housing Censuses, which occurred between 2005 and 2014. The input data are extrapolated to produce population estimates for the years 2000, 2005, 2010, 2015, and 2020. A set of estimates adjusted to national level, historic and future, population predictions from the United Nation's World Population Prospects report are also produced for the same set of years. The raster data sets are constructed from national or subnational input administrative units to which the estimates have been matched. GPWv4 is gridded with an output resolution of 30 arc-seconds (approximately 1 km at the equator).

Por otro lado, la evaluación de luminosidad utiliza imágenes satelitales nocturnas para medir la intensidad de la luz artificial, que se considera un indicador de actividad humana y, por ende, de presencia poblacional.https://eogdata.mines.edu/products/vnl/