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Mexico's 2019 earthquake data processing and mapping
## Cargando los paquetes necesarios para el análisis
if (!require(tidyverse)) {
install.packages(tidyverse)
}
library(tidyverse)
if (!require(googledrive)) {
install.packages("googledrive")
}
library(googledrive)
if (!require(ggmap)) {
install.packages("ggmap")
}
library(ggmap)
## Seleccionando la URL del link
url <-
"https://docs.google.com/spreadsheets/d/1ijleBcHJH_3V2nbMeXTjH4hTDYsjcdodYvHqhTc8C8c/edit#gid=0"
## Descargando el archivo de Google Drive (require autorizar con Oauth2.0)
drive_download(file = as_id(url),
path = "raw_sismo_cdmx.csv",
overwrite = TRUE)
## ¿cuál es la fecha?
fecha <- Sys.time() %>% format.Date("%d-%m-%Y %H:%M")
## Cargando los datos en el ambiente de trabajo
sismo <- read_csv("raw_sismo_cdmx.csv")
## Seleccionando las variables de interés
sismo <- sismo %>%
select(
lugar,
tipo_daño,
tipo_reporte,
calle,
numero_exterior ,
entrecalles,
colonia,
entidad,
lat,
lon,
link_google_maps
)
# Transformando y limpiando los datos
tidy.sismo <- sismo %>%
mutate_if(is_character, tolower) %>%
mutate(
tipo_daño = ifelse(
test = grepl(
pattern = "derrumbe",
x = .$tipo_daño,
ignore.case = TRUE
),
yes = "derrumbe",
no = "daño"
),
numero_exterior = parse_number(numero_exterior),
colonia = ifelse(
test = is.na(colonia),
yes = NA,
no = paste("colonia", colonia)
),
entidad = ifelse(
test = grepl(
pattern = "ciudad de",
x = .$entidad,
ignore.case = TRUE
),
yes = "CDMX",
no = "CDMX"
),
lat = parse_number(lat),
lon = parse_number(lon)
) %>%
separate(
col = entrecalles,
into = c("calle_1", "calle_2"),
sep = " y ",
remove = TRUE,
extra = "merge",
fill = "right"
)
## Separando las observaciones que si/no tienen latitud, longitud o liga maps
to_get_latlon <- tidy.sismo %>%
filter(((is.na(lat) |
is.na(lon)) & is.na(link_google_maps)))
got_latlon <- tidy.sismo %>%
filter(!((is.na(lat) |
is.na(lon)) & is.na(link_google_maps)))
## Del API de Google Maps, obteniendo latitud y longitud
addresses <- with(data = to_get_latlon,
paste(test = ifelse(
is.na(calle),
yes = ifelse(
test = is.na(calle_1),
yes = calle_2,
no = calle_1
),
no = calle
), numero_exterior, colonia)) %>%
gsub(pattern = "NA", replacement = "") %>%
paste("Ciudad de Mexico")
lat_lon <- geocode(addresses)
to_get_latlon$lat <- lat_lon$lat
to_get_latlon$lon <- lat_lon$lon
## Uniendo de nuevo los datos, ya con latitud, longitud
tidy.sismo <- bind_rows(got_latlon, to_get_latlon)
## Guardando los datos limpios
write_csv(
x = tidy.sismo,
path = paste("tidy_sismo_cdmx.csv"),
col_names = TRUE,
append = TRUE
)
## Limpiando el espacio de trabajo
rm(list = ls()[!ls() %in% c("tidy.sismo", "fecha")])
## Descargando el mapa de la CDMX
mexico_city <- get_map(
location = "mexico city",
zoom = 11,
scale = "auto",
maptype = "roadmap",
source = "google",
color = "bw",
force = TRUE
) %>%
ggmap() ## en formato google maps
## Mapeando los puntos de daños y derrumbes en el mapa
map_sismo_1 <- mexico_city + geom_point(
data = tidy.sismo,
mapping = aes(x = lon, y = lat, colour = tipo_daño),
alpha = 0.35,
size = 2
) +
scale_colour_manual(
name = "Tipo de Daño",
labels = c("Daño", "Derrumbe"),
values = c("blue", "red")
) +
ggtitle(
list(
title = paste("Reporte de",
nrow(tidy.sismo),
"Daños por el Terremoto en la CDMX"),
subtitle = paste(
"Datos del Mapeo Colaborativo en Google Drive, (última actualización: ",
fecha,
")",
sep = ""
),
x = "Longitud",
y = "Latitud",
caption = "https://gist.github.com/jclopeztavera/c59f595da6553dbf26cd4c2f837a9b70"
)
) +
theme_bw(base_size = 14)
## Guardando el grafico en un archivo png
ggsave(
filename = paste("mapa_sismo_cdmx", fecha, ".png"),
plot = map_sismo_1,
device = "png",
width = 25,
height = 25,
units = "cm",
dpi = 500
)
lugar tipo_daño tipo_reporte calle numero_exterior calle_1 calle_2 colonia entidad lat lon link_google_maps
barda derrumbe NA laguna de términos NA laguna de terminos lago cuitzeo colonia anahuac CDMX 19.4418086 -99.17658219999998 https://www.google.com.mx/maps/place/laguna+de+t%c3%a9rminos+%26+lago+cuitzeo,+an%c3%a1huac+i+secc.,+an%c3%a1huac+i+secc,+11320+ciudad+de+m%c3%a9xico,+cdmx/@19.4418086,-99.1765822,16.79z/data=!4m5!3m4!1s0x85d1f8b0a34b9f43:0x2a83cc77acf9f041!8m2!3d19.4424248!4d-99.1743969?hl=es-419
puente x derrumbe NA NA NA av mexico cuahutemoc colonia barrio 18 CDMX 19.2933211 -99.1061904 https://www.google.com.mx/maps/@19.2933211,-99.1061904,3a,75y,211.74h,108.59t/data=!3m7!1e1!3m5!1sj1ry2jkhbhsornv2odeueg!2e0!6s%2f%2fgeo1.ggpht.com%2fcbk%3fpanoid%3dj1ry2jkhbhsornv2odeueg%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d124.54439%26pitch%3d0%26thumbfov%3d100!7i13312!8i6656
x derrumbe NA NA NA guadalupe ramirez pedro ramirez colonia barrio del rosario CDMX 19.2638972 -99.10581609999998 https://www.google.com.mx/maps/place/av.+guadalupe+i.+ram%c3%adrez+%26+calle+pedro+ram%c3%adrez+del+castillo,+san+antonio,+16070+ciudad+de+m%c3%a9xico,+cdmx/@19.2638972,-99.1058161,19z/data=!4m5!3m4!1s0x85ce015934d9f757:0x5c44c1036cf6577c!8m2!3d19.2638921!4d-99.1052689
edificio del snte daño NA república de venezuela 38 república de argentina el carmen colonia centro CDMX 19.4372966 -99.1311086 https://www.google.com.mx/maps/@19.4372918,-99.1305572,3a,75y,36.24h,101.04t/data=!3m6!1e1!3m4!1s5utwa6rsrvkt45nt3nedpa!2e0!7i13312!8i6656
edificio habitacional daño NA república de venezuela 27 república de argentina el carmen colonia centro CDMX 19.437265600000003 -99.1304957 https://www.google.com.mx/maps/@19.4373536,-99.13103,3a,75y,180.99h,100.17t/data=!3m6!1e1!3m4!1sbk3ulowothlqxgjsmxm2xw!2e0!7i13312!8i6656
edificio habitacional daño NA república de venezuela 35 república de argentina el carmen colonia centro CDMX 19.437265600000003 -99.1304957 https://www.google.com.mx/maps/@19.4372792,-99.1304578,3a,37.5y,208.09h,97.66t/data=!3m6!1e1!3m4!1sx7kayjobvbvyaq6fbim4ag!2e0!7i13312!8i6656
NA derrumbe proteccion civil NA NA laredo amsterdam colonia condesa CDMX 19.412867000000002 -99.17299449999999 https://www.google.com.mx/maps/place/calle+laredo,+hip%c3%b3dromo,+06100+ciudad+de+m%c3%a9xico,+cdmx/@19.412867,-99.1729945,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff4126bccd61:0xe23bc0036ea3f17a!8m2!3d19.4127856!4d-99.1707632
NA derrumbe proteccion civil yucatan 286 yucatán querétaro colonia condesa CDMX 19.4142698 -99.1653656 https://www.google.com.mx/maps/place/calle+quer%c3%a9taro+%26+av.+yucatan,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4142698,-99.1653656,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff394ccf8591:0x15b86755b72fe003!8m2!3d19.4142698!4d-99.1631769?hl=es-419
NA derrumbe NA NA NA av coyoacan providencia colonia del valle CDMX 19.397459700000002 -99.16729900000001 https://www.google.com.mx/maps/place/telmex/@19.3974597,-99.167299,21z/data=!4m6!3m5!1s0x0:0x7a389dd70b4ddda9!4b1!8m2!3d19.3974486!4d-99.1673056?hl=es-419
residencial derrumbe NA NA NA gabriela mancera eugenia colonia del valle CDMX 19.386697499999997 -99.1652675 https://www.google.com/maps/place/eugenia+%26+calle+gabriel+mancera,+col+del+valle+centro,+03100+ciudad+de+m%c3%a9xico,+cdmx,+mexico/@19.3866975,-99.1652675,18z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff0a449713c9:0xd918b1fb547dc470!8m2!3d19.3866975!4d-99.1641705
residencial derrumbe proteccion civil gabriel mancera 734 gabriel mancera escocia colonia del valle CDMX 19.387471 -99.16428590000001 https://www.google.com.mx/maps/place/eje+2+pte+%26+escocia,+col+del+valle+centro,+03100+ciudad+de+m%c3%a9xico,+cdmx/@19.3883761,-99.165891,17.04z/data=!4m5!3m4!1s0x85d1ff0a4b50be57:0x6c453814a7dbe22d!8m2!3d19.3876699!4d-99.1639336?hl=es-419
residencial x derrumbe NA NA NA patricio sans california colonia del valle CDMX 19.3816149 -99.17268829999998 https://www.google.com.mx/maps/@19.3816149,-99.1726883,3a,75y,307.09h,90t/data=!3m7!1e1!3m5!1swuspcg2ruycov7sagz3hjq!2e0!6s%2f%2fgeo3.ggpht.com%2fcbk%3fpanoid%3dwuspcg2ruycov7sagz3hjq%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d308.71088%26pitch%3d0%26thumbfov%3d100!7i13312!8i6656
residencial x daño NA patricio sans 612 NA NA NA colonia del valle CDMX 19.3915996 -99.17070509999998 https://www.google.com.mx/maps/place/calle+patricio+sanz+612,+col+del+valle+centro,+03100+ciudad+de+m%c3%a9xico,+cdmx/@19.3915996,-99.1707051,19z/data=!4m5!3m4!1s0x85d1ff737381ff43:0x7d7fcf4ebaf0dd2e!8m2!3d19.3915946!4d-99.1701579
residencial x daño NA patricio sans 710 patricio sans torres adalid colonia del valle CDMX 19.3901974 -99.1726936 https://www.google.com.mx/maps/place/calle+patricio+sanz+710,+col+del+valle+centro,+03100+ciudad+de+m%c3%a9xico,+cdmx/@19.3901974,-99.1726936,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff748074a165:0x462b12314523324f!8m2!3d19.3901924!4d-99.1705049
residencial x derrumbe proteccion civil NA NA eugenia edimburgo colonia del valle CDMX 19.3865984 -99.1647667 https://www.google.com.mx/maps/place/eugenia+%26+edimburgo,+col+del+valle+centro,+03100+ciudad+de+m%c3%a9xico,+cdmx/@19.3865984,-99.1647667,18z/data=!4m5!3m4!1s0x85d1ff0a40c06513:0xe788cdea722fdfae!8m2!3d19.3865934!4d-99.1636724
residencial x derrumbe proteccion civil NA NA escocia ferrol colonia del valle CDMX 19.387296799999998 -99.16346320000001 https://www.google.com.mx/maps/@19.3872968,-99.1634632,1723a,13.1y/data=!3m5!1e1!3m3!1s1cqdypt7rnscmc7wlsvgfa!2e0!6s%2f%2fgeo0.ggpht.com%2fcbk%3fpanoid%3d1cqdypt7rnscmc7wlsvgfa%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d61.075314%26pitch%3d0%26thumbfov%3d100
x derrumbe NA NA NA viaducto av coyoacan colonia del valle CDMX 19.4003582 -99.16792560000002 https://www.google.com.mx/maps/@19.4003582,-99.1679256,431a,13.1y/data=!3m5!1e1!3m3!1seiyqtvy6keurjfcl33v4pq!2e0!6s%2f%2fgeo0.ggpht.com%2fcbk%3fpanoid%3deiyqtvy6keurjfcl33v4pq%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d5.025852%26pitch%3d0%26thumbfov%3d100
residencial daño NA tlacoquemecatl 108 NA NA colonia del valle CDMX 19.3780309 -99.1746147 https://goo.gl/maps/ajbnlzsjb8m2
tec de monterrey cdmx derrumbe NA calle del puente 222 NA colonia ejidos de huipilco CDMX 19.2838273 -99.1383662 https://www.google.com.mx/maps/place/tec+de+monterrey+ciudad+de+m%c3%a9xico,+m%c3%a9xico/@19.2838273,-99.1383662,17.29z/data=!4m8!1m2!2m1!1stec+de+monterrey+cdmx,+mexico!3m4!1s0x0:0xefbfadbc06848b6c!8m2!3d19.2853955!4d-99.1355824?hl=es-419
NA derrumbe NA NA NA lerdo magnolia colonia guerrero CDMX 19.442789599999994 -99.1463198 https://www.google.com.mx/maps/place/magnolia+%26+calle+de+lerdo,+guerrero,+06300+ciudad+de+m%c3%a9xico,+cdmx/@19.4436439,-99.1473352,15.77z/data=!4m5!3m4!1s0x85d1f928580494bf:0x621e38149d887f13!8m2!3d19.4425777!4d-99.1428707?hl=es-419
NA derrumbe NA NA NA mina 16 2 de abril colonia guerrero CDMX 19.438344299999997 -99.1418991 https://www.google.com.mx/maps/place/calle+mina+%26+2+de+abril,+centro+hist%c3%b3rico,+guerrero,+06300+ciudad+de+m%c3%a9xico,+cdmx/@19.4385038,-99.1428839,17.14z/data=!4m5!3m4!1s0x85d1f92bdf7b3315:0x915d1f044e8bfb2b!8m2!3d19.4388871!4d-99.1416908?hl=es-419
NA daño NA NA NA calzada de la viga anastasio g. sarabia colonia heroes rio churubusco CDMX 19.3617115 -99.12270879999997 https://www.google.com.mx/maps/place/font%c3%81stiko/@19.3617115,-99.1227088,18z/data=!3m1!4b1!4m5!3m4!1s0x85d1fe15156adc1b:0x51774c1bc11b71f4!8m2!3d19.3617115!4d-99.1220004?hl=es-419
NA derrumbe NA NA NA palmarola bretaña colonia zacahuisco CDMX 19.372785 -99.1381289 https://www.google.com.mx/maps/place/breta%c3%b1a+%26+palmarola,+zacahuitzco,+ciudad+de+m%c3%a9xico,+cdmx/@19.372785,-99.1381289,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1fe4fbfd8fb8f:0xc65a4a9c08c1f656!8m2!3d19.37278!4d-99.1359402
residencial derrumbe NA coquimbo 911 sierravista ticomán colonia lindavista CDMX 19.493795 -99.12285999999999 https://www.google.com/maps/place/coquimbo+907,+lindavista,+07300+ciudad+de+m%c3%a9xico,+cdmx,+mexico/@19.4932245,-99.1253009,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1f997ef81781b:0x9bb676c9efd4fcbf!8m2!3d19.493224!4d-99.123112
NA derrumbe proteccion civil NA NA paseo de las galias av tlahuac colonia lomas estrella CDMX 19.322383 -99.09725900000002 https://www.google.com.mx/maps/place/eje+10+sur+%26+paseo+de+las+galias,+lomas+estrella+2da+secc,+09890+ciudad+de+m%c3%a9xico,+cdmx/@19.3221705,-99.0972076,19.52z/data=!4m5!3m4!1s0x85ce021e97ec11b7:0xeb8e46f2576e7935!8m2!3d19.3223825!4d-99.0972587
NA derrumbe NA NA NA rancho los arcos calzada del hueso colonia los girasoles CDMX 19.3052119 -99.12501929999999 https://www.google.com.mx/maps/place/calz.+del+hueso+%26+rancho+de+los+arcos,+girasoles+i,+04920+ciudad+de+m%c3%a9xico,+cdmx/@19.3037524,-99.1255481,16.57z/data=!4m5!3m4!1s0x85ce01980e595fe7:0xed1dc69532f13f3d!8m2!3d19.3033084!4d-99.1228743?hl=es-419
NA derrumbe proteccion civil NA NA miramontes calzada del hueso colonia los girasoles CDMX 19.3060213 -99.1263214 https://www.google.com.mx/maps/place/churrascaria+coapa/@19.3060213,-99.1263214,17z/data=!4m5!3m4!1s0x85ce0106b83b3f61:0xd360d40778f85781!8m2!3d19.30995!4d-99.124358
NA derrumbe proteccion civil NA NA miravalle balsas colonia miravalle CDMX 19.360711799999997 -99.1427674 https://www.google.com.mx/maps/place/miravalle+%26+balsas,+sineo,+miravalle,+03580+ciudad+de+m%c3%a9xico,+cdmx/@19.3607118,-99.1427674,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1fe35dc5137d7:0xb67381d0eff70714!8m2!3d19.3607118!4d-99.1405787?hl=es-419
NA derrumbe proteccion civil NA NA balsas 18 miravalle colonia miravalle CDMX 19.3606731 -99.1404678 https://www.google.com.mx/maps/place/balsas+18,+sineo,+miravalle,+03580+ciudad+de+m%c3%a9xico,+cdmx/@19.3606731,-99.1404678,18.85z/data=!4m5!3m4!1s0x85d1fe35df2fa375:0xba0c95290f34cdd0!8m2!3d19.3605541!4d-99.1402191?hl=es-419
NA derrumbe NA NA NA comonfort jaime nuno colonia morelos CDMX 19.445697499999994 -99.13720990000002 https://www.google.com.mx/maps/place/calle+comonfort+%26+calle+jaime+nuno,+lagunilla,+morelos,+06200+ciudad+de+m%c3%a9xico,+cdmx/@19.4450774,-99.1366387,17.4z/data=!4m5!3m4!1s0x85d1f92ff8776557:0x3a91717851d0a4d2!8m2!3d19.4451506!4d-99.1350862?hl=es-419
NA derrumbe proteccion civil NA NA yacatas concepción beistegui colonia narvarte oriente CDMX 19.3873457 -99.15827219999998 https://www.google.com.mx/maps/place/calle+concepci%c3%b3n+beistegui+%26+calle+yacatas,+narvarte+poniente,+03020+ciudad+de+m%c3%a9xico,+cdmx/@19.3873457,-99.1582722,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff07da8e31f1:0x8c976dc7df28c30e!8m2!3d19.3873457!4d-99.1560835?hl=es-419
fuente del pescador daño NA fuente del pescador NA NA NA colonia naucalpan CDMX 19.400628299999997 -99.2567572 https://goo.gl/maps/aqkjjrsuqec2
NA derrumbe NA galicia 452 puebla orizaba colonia niños héroes de chapultepec CDMX 19.3877512 -99.14626500000001 https://goo.gl/maps/q2wsnhpwfuw
escolar derrumbe proteccion civil NA NA calzada de las brujas división del norte colonia nueva oriental coapa CDMX 19.2966658 -99.13227269999999 https://www.google.com.mx/maps/place/av.+division+del+nte.+%26+calz+de+las+brujas,+prados+coapa+2da+secc,+14357+ciudad+de+m%c3%a9xico,+cdmx/@19.2966658,-99.1322727,18.09z/data=!4m5!3m4!1s0x85ce01a68cdd93a1:0xb5a40c55b0e565fb!8m2!3d19.2966443!4d-99.1313808?hl=es-419
escuela enrique rebsamen derrumbe NA rancho tamboreo 11 NA NA colonia nueva oriental tlalpan CDMX 19.296988000000002 -99.13272249999999 https://www.google.com.mx/maps/place/rancho+tamboreo+11,+nueva+oriental+coapa,+14300+ciudad+de+m%c3%a9xico,+cdmx/@19.297015,-99.1323065,17.33z/data=!4m5!3m4!1s0x85ce01a69665a55b:0xc8ae9f60f90c02ea!8m2!3d19.296988!4d-99.1305338?hl=es-419
NA derrumbe proteccion civil NA NA viaducto tanana colonia piedad narvarte CDMX 19.402298599999998 -99.1617407 https://www.google.com.mx/maps/@19.4022986,-99.1617407,3a,75y,110.46h,90t/data=!3m7!1e1!3m5!1s8goxnmydjynscmuu3uwn_q!2e0!6s%2f%2fgeo3.ggpht.com%2fcbk%3fpanoid%3d8goxnmydjynscmuu3uwn_q%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d111.577126%26pitch%3d0%26thumbfov%3d100!7i13312!8i6656
NA derrumbe proteccion civil NA NA malitzin tlalpan colonia portales CDMX 19.3660675 -99.1419683 https://www.google.com.mx/maps/@19.3660675,-99.1419683,3a,75y,336.07h,77.46t/data=!3m7!1e1!3m5!1sizbf75kcfsuomwosq22yoa!2e0!6s%2f%2fgeo2.ggpht.com%2fcbk%3fpanoid%3dizbf75kcfsuomwosq22yoa%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d82.291176%26pitch%3d0%26thumbfov%3d100!7i13312!8i6656
NA derrumbe NA NA NA alvaro obregon valladolid colonia roma CDMX 19.416855000000005 -99.167406 https://www.google.com.mx/maps/place/av.+%c3%81lvaro+obreg%c3%b3n+%26+valladolid,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4168969,-99.1695238,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff38873af383:0x46f547ff8659383c!8m2!3d19.4168969!4d-99.1673351?hl=es-419
NA derrumbe proteccion civil NA NA san luis medellin colonia roma norte CDMX 19.413951400000006 -99.16270229999998 https://www.google.com.mx/maps/place/san+luis+potos%c3%ad,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4139514,-99.1627023,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff3ec48ab427:0x5407042bf512e5d7!8m2!3d19.4139514!4d-99.1605136
NA derrumbe proteccion civil puebla 282 puebla salamanca colonia roma norte CDMX 19.421092899999998 -99.171299200000007 https://www.google.com.mx/maps/place/puebla+282,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4210929,-99.1712992,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff4814d6ddc7:0x8bfb4e0493ab434e!8m2!3d19.4210929!4d-99.1691105?hl=es-419
NA derrumbe proteccion civil NA NA salamanca oaxaca colonia roma norte CDMX 19.418801100000003 -99.17008149999998 https://www.google.com.mx/maps/place/eje+3+pte+%26+av+oaxaca,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.417299,-99.1699543,17.97z/data=!4m5!3m4!1s0x85d1ff479fc2db11:0x51758135c872cc23!8m2!3d19.4170538!4d-99.1690568?hl=es-419
NA derrumbe proteccion civil NA NA tabasco medellín colonia roma norte CDMX 19.4188488 -99.16570979999999 https://www.google.com.mx/maps/place/medell%c3%adn+%26+tabasco,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4178166,-99.1681075,17.19z/data=!4m5!3m4!1s0x85d1ff384352a18d:0xbd605f4c630d8deb!8m2!3d19.4178339!4d-99.166064?hl=es-419
NA derrumbe proteccion civil NA NA queretaro medellin colonia roma norte CDMX 19.415763 -99.16760500000001 https://www.google.com.mx/maps/place/santander/@19.415763,-99.167605,17z/data=!4m13!1m7!3m6!1s0x85d1ff3e5748e94b:0x9de1e4cb9238383e!2smedell%c3%adn,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx!3b1!8m2!3d19.411963!4d-99.1642972!3m4!1s0x0:0xee95ecae7595f5aa!8m2!3d19.4141157!4d-99.1649674
NA derrumbe NA NA NA alvaro obregon valladolid colonia roma norte CDMX 19.4169795 -99.1665561 https://www.google.com.mx/maps/place/av.+%c3%81lvaro+obreg%c3%b3n+%26+valladolid,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4168969,-99.1695238,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff38873af383:0x46f547ff8659383c!8m2!3d19.4168969!4d-99.1673351?hl=es-419
NA daño NA NA NA puebla medellin colonia roma norte CDMX 19.4214881 -99.16830859999999 https://www.google.com.mx/maps/place/medell%c3%adn+%26+puebla,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4214881,-99.1683086,18.13z/data=!4m5!3m4!1s0x85d1ff37c33c03cf:0x6e0c463bcd732464!8m2!3d19.4217075!4d-99.1670157?hl=es-419
escuela daño NA NA NA orizaba chihuahua colonia roma norte CDMX 19.417531999999998 -99.15945599999999 https://www.google.com.mx/maps/place/orizaba+%26+calle+de+chihuahua,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4192471,-99.1639319,15.35z/data=!4m5!3m4!1s0x85d1ff3a5514ccef:0xf9c75a46ee452e7a!8m2!3d19.41751!4d-99.1595999?hl=es-419
NA derrumbe NA ámsterdam NA eje 2 amsterdam colonia roma norte CDMX 19.4128675 -99.1670705 https://www.google.com.mx/maps/@19.4128675,-99.1670705,3a,75y,189.32h,90t/data=!3m7!1e1!3m5!1sswmfmlr2mr4h2-uneljsvw!2e0!6s%2f%2fgeo0.ggpht.com%2fcbk%3fpanoid%3dswmfmlr2mr4h2-uneljsvw%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d188.80086%26pitch%3d0%26thumbfov%3d100!7i13312!8i6656
residencial daño NA NA NA baja california manzanillo colonia roma norte CDMX 19.408049299999995 -99.16779779999999 https://www.google.com.mx/maps/place/manzanillo,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4080493,-99.1677978,17z/data=!4m5!3m4!1s0x85d1ff1575d4f951:0x9659fdd1a2187185!8m2!3d19.4114797!4d-99.166167
barda derrumbe proteccion civil NA NA santa ana ejido santa cruz colonia san francisco culhuacan CDMX 19.329436499999996 -99.1271179 https://www.google.com.mx/maps/place/avenida+santa+ana+%26+ejido+santa+cruz+atoyac,+ex-ejido+de+san+francisco+culhuacan,+04470+ciudad+de+m%c3%a9xico,+cdmx/@19.3294365,-99.1271179,17z/data=!3m1!4b1!4m5!3m4!1s0x85ce01dd14df71db:0x804641297b0bf96a!8m2!3d19.3294365!4d-99.1249292?hl=es-419
NA derrumbe NA NA NA av mexico cuahutemoc colonia san gregorio atlapulco CDMX 19.2529116 -99.0560438 https://www.google.com.mx/maps/place/san+gregorio+atlapulco,+mexico+city,+cdmx/@19.2529116,-99.0560438,19z/data=!4m5!3m4!1s0x85ce03672ae3919d:0xd1263fbdc5b1e493!8m2!3d19.2531573!4d-99.0557268
NA derrumbe NA NA NA av calvario lic. pedro benavides colonia santa cruz CDMX 19.2445601 -99.07633369999999 https://www.google.com.mx/maps/place/lic.+pedro+benavides+%26+del+calvario,+santa+cruz+acalpixca,+16500+ciudad+de+m%c3%a9xico,+cdmx/@19.2445601,-99.0763337,17z/data=!3m1!4b1!4m5!3m4!1s0x85ce04742c234a45:0x1d21c935385a0a5c!8m2!3d19.244555!4d-99.074145
residencial x derrumbe proteccion civil peten 915 peten zapata colonia santa cruz atoyac CDMX 19.366514 -99.15688399999999 https://www.google.com.mx/maps/dir/gral.+emiliano+zapata,+ciudad+de+m%c3%a9xico,+cdmx/pet%c3%a9n,+sta+cruz+atoyac,+ciudad+de+m%c3%a9xico,+cdmx/@19.3660835,-99.1564552,17z/data=!3m1!4b1!4m13!4m12!1m5!1m1!1s0x85d1ffb41d1800c5:0x24d6d30a6601b059!2m2!1d-99.1514871!2d19.3657329!1m5!1m1!1s0x85d1ffb9e32f43c1:0x8afe59f9983eb70b!2m2!1d-99.157046!2d19.3657417?hl=es-419
NA derrumbe proteccion civil NA NA tecaxtitla cacaloac colonia santa rosa xochiac CDMX 19.315971700000006 -99.29253340000001 https://www.google.com.mx/maps/place/cacaloac,+santa+rosa+xochiac,+01830+ciudad+de+m%c3%a9xico,+cdmx/@19.3159717,-99.2925334,17z/data=!3m1!4b1!4m5!3m4!1s0x85cdf8ba5c90eb2f:0x5154ea189b7ee787!8m2!3d19.3159717!4d-99.2903447
hospital general dr. manuel gea gonzález daño NA NA NA calzada de tlalpan san fernando colonia tlalpan centro CDMX 19.290087 -99.1642673 https://www.google.com.mx/maps/place/calz.+de+tlalpan+187,+ni%c3%b1o+jes%c3%bas,+14080+ciudad+de+m%c3%a9xico,+cdmx/@19.290087,-99.1642673,17z/data=!3m1!4b1!4m13!1m7!3m6!1s0x85d1ffd667106547:0x8cda80267fccc3e7!2scalz.+de+tlalpan,+ciudad+de+m%c3%a9xico,+cdmx!3b1!8m2!3d19.2929452!4d-99.1583564!3m4!1s0x85ce00f60718fc79:0x5d1db3d63a7eef0b!8m2!3d19.290087!4d-99.1620786?hl=es-419
NA derrumbe proteccion civil NA NA chimalpopoca simon bolivar colonia tránsito CDMX 19.422244999999997 -99.140076 https://www.google.com.mx/maps/place/calle+bolivar+%26+chimalpopoca,+obrera,+06080+ciudad+de+m%c3%a9xico,+cdmx/@19.4226565,-99.1429626,16.46z/data=!4m5!3m4!1s0x85d1fed74cbde319:0x2c8af240b6ab9ebb!8m2!3d19.4222791!4d-99.1400507?hl=es-419
NA daño NA alfredo chavero NA san antonio abad chavero colonia tránsito CDMX 19.417018600000002 -99.1366756 https://www.google.com.mx/maps/place/calz.+san+antonio+abad+%26+calle+alfredo+chavero,+tr%c3%a1nsito,+06820+ciudad+de+m%c3%a9xico,+cdmx/@19.4170186,-99.1366756,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1fec4b52eb657:0x2b90bf15a76ea43b!8m2!3d19.4170136!4d-99.1344869
barda derrumbe NA NA NA 10 de abril anenecuilco colonia uh emiliano zapata CDMX 19.3165437 -99.11118520000001 https://www.google.com.mx/maps/place/10+de+abril+%26+anenecuilco,+popular+emiliano+zapata,+04919+ciudad+de+m%c3%a9xico,+cdmx/@19.3165437,-99.1111852,18.03z/data=!4m5!3m4!1s0x85ce018d2b6936e5:0xe1f43f046db77ffc!8m2!3d19.3166315!4d-99.1099325?hl=es-419
NA derrumbe NA sur 71 ermita iztapalapa calzada de la viga colonia bandijal CDMX 19.3572272 -99.1222548 https://www.google.com.mx/maps/place/eje+2+ote+%26+ermita+iztapalapa,+mexicaltzingo,+09099+ciudad+de+m%c3%a9xico,+cdmx/@19.3572272,-99.1222548,19.01z/data=!4m5!3m4!1s0x85d1fe15de58b285:0x3f5468416886d81b!8m2!3d19.3576245!4d-99.1219436?hl=es-419
escolar derrumbe proteccion civil NA NA eje 1 oriente calzada del hueso colonia verjel coapa CDMX 19.3039062 -99.12457699999999 https://www.google.com.mx/maps/@19.3039062,-99.124577,3a,75y,267.76h,90t/data=!3m7!1e1!3m5!1shqausbnfnjwkdqxfbegxmw!2e0!6s%2f%2fgeo1.ggpht.com%2fcbk%3fpanoid%3dhqausbnfnjwkdqxfbegxmw%26output%3dthumbnail%26cb_client%3dmaps_sv.tactile.gps%26thumb%3d2%26w%3d203%26h%3d100%26yaw%3d267.63156%26pitch%3d0%26thumbfov%3d100!7i13312!8i6656
NA daño NA NA NA vallarta e ignacio ramirez NA NA CDMX 19.4347052 -99.1567542 https://www.google.com.mx/maps/place/ignacio+ram%c3%adrez+%26+priv.+vallarta,+tabacalera,+06030+ciudad+de+m%c3%a9xico,+cdmx/@19.4347052,-99.1567542,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1f8d2fa95abbf:0xbbb11b056d2f5f38!8m2!3d19.4347052!4d-99.1545655?hl=es-419
escuela montesquieu derrumbe NA NA NA NA NA NA CDMX 19.3165082 -99.13689129999999 https://www.google.com.mx/maps/place/colegio+montesquieu/@19.3165082,-99.1368913,17z/data=!3m1!4b1!4m5!3m4!1s0x85ce01c80842de07:0xa690652f6182a230!8m2!3d19.3165082!4d-99.1347026?hl=es-419
NA derrumbe NA NA NA calzada del huevo rancho del arco NA CDMX 19.303354600000002 -99.12517909999998 https://www.google.com.mx/maps/place/calz.+del+hueso+%26+rancho+de+los+arcos,+girasoles+ii,+04920+ciudad+de+m%c3%a9xico,+cdmx/@19.3033546,-99.1251791,17z/data=!3m1!4b1!4m5!3m4!1s0x85ce01980e595fe7:0xaf9c91a83d84ed22!8m2!3d19.3033546!4d-99.1229904?hl=es-419
iglesia derrumbe NA NA NA guadalupe ramirez 16 de septiembre NA CDMX 19.272432399999996 -99.13240379999999 https://www.google.com.mx/maps/place/av.+guadalupe+i.+ram%c3%adrez+%26+av+16+de+septiembre,+santa+mar%c3%ada+tepepan,+16020+ciudad+de+m%c3%a9xico,+cdmx/@19.2724324,-99.1324038,19z/data=!4m5!3m4!1s0x85ce0116e3b64505:0xb4526c26cddc80a6!8m2!3d19.272559!4d-99.1317386?hl=es-419
NA derrumbe NA NA NA av. santa ana ejido colonia santa cruz atoyac CDMX 19.335568900000002 -99.11953869999999 https://www.google.com.mx/maps/place/ejido+%26+sta.+ana,+san+francisco+culhuacan,+san+francisco+culhuacan+de+san+francisco,+04260+ciudad+de+m%c3%a9xico,+cdmx/@19.3355689,-99.1195387,18.9z/data=!4m5!3m4!1s0x85ce01e169b27a57:0xd0a5974829b9a8a5!8m2!3d19.3355837!4d-99.1188329?hl=es-419
NA derrumbe NA NA NA acoxpa trancas NA CDMX 19.292058100000002 -99.12552809999998 https://www.google.com.mx/maps/place/calz+acoxpa+%26+av.+las+trancas,+narciso+mendoza,+14390+ciudad+de+m%c3%a9xico,+cdmx/@19.2920581,-99.1255281,17z/data=!3m1!4b1!4m5!3m4!1s0x85ce0175536934e3:0xf7ca53cd437c5764!8m2!3d19.2920581!4d-99.1233394?hl=es-419
NA derrumbe proteccion civil álvaro obregón 286 álvaro obregón NA colonia roma norte CDMX 19.411820000000002 -99.168364 NA
NA derrumbe NA NA NA baja california torreon NA CDMX 19.405034499999996 -99.16281849999999 https://www.google.com.mx/maps/place/torre%c3%b3n+%26+calle+baja+california,+en+construcci%c3%b3n,+28048+colima,+col./@19.2340242,-103.6923966,17z/data=!3m1!4b1!4m5!3m4!1s0x842550796140f4ad:0xfaeedf8f6ac27be1!8m2!3d19.2340242!4d-103.6902079?hl=es-419
NA derrumbe NA NA NA amores viaducto NA CDMX 19.401745199999997 -99.162399 https://www.google.com.mx/maps/place/amores,+col+del+valle+centro,+ciudad+de+m%c3%a9xico,+cdmx/@19.4017452,-99.162399,18z/data=!4m5!3m4!1s0x85d1ff115fe67d97:0x1c87a1e1b3bcc660!8m2!3d19.3817528!4d-99.1669319?hl=en
edificio servicio nacional del empleo daño NA NA NA NA NA NA CDMX 19.397746499999997 -99.16340509999999 https://www.google.com.mx/maps/place/servicio+nacional+de+empleo/@19.3932744,-99.1600168,15.83z/data=!4m8!1m2!2m1!1sedificio+servicio+nacional+del+empleo,+mexico!3m4!1s0x85d1ff054f02c1f3:0xbe09096a78cf92b0!8m2!3d19.3964672!4d-99.1557153?hl=es-419
NA daño NA NA NA xola bolivar NA CDMX 19.394852800000002 -99.14627709999999 https://www.google.com.mx/maps/place/eje+4+sur+%26+calle+bolivar,+%c3%81lamos,+03400+ciudad+de+m%c3%a9xico,+cdmx/@19.3948528,-99.1462771,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1fefd0b7b00dd:0x9fbd57e83b24b7d!8m2!3d19.3948528!4d-99.1440884?hl=es-419
NA derrumbe proteccion civil NA NA niños heroes galicia colonia niños heroes CDMX 19.387739799999995 -99.1484456 https://www.google.com.mx/maps/place/av.+ni%c3%b1os+heroes+de+chapultepec+%26+calle+galicia,+ni%c3%b1os+h%c3%a9roes,+03440+ciudad+de+m%c3%a9xico,+cdmx/@19.3877398,-99.1484456,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff002537e27f:0x9d41e35f1e33ea31!8m2!3d19.3877398!4d-99.1462569?hl=es-419
NA daño NA NA NA miguel negrete niños héroes NA CDMX 19.387739799999995 -99.1484456 https://www.google.com.mx/maps/place/av.+ni%c3%b1os+heroes+de+chapultepec+%26+miguel+negrete,+ni%c3%b1os+h%c3%a9roes,+03440+ciudad+de+m%c3%a9xico,+cdmx/@19.3877398,-99.1484456,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff002537e27f:0x9d41e35f1e33ea31!8m2!3d19.3877398!4d-99.1462569?hl=es-419
escuela daño NA NA NA chihuahua orizaba NA CDMX 19.417278900000003 -99.1606335 https://www.google.com.mx/maps/place/orizaba+%26+calle+de+chihuahua,+roma+nte.,+06700+ciudad+de+m%c3%a9xico,+cdmx/@19.4172789,-99.1606335,18.52z/data=!4m5!3m4!1s0x85d1ff3a5514ccef:0xf9c75a46ee452e7a!8m2!3d19.41751!4d-99.1595999?hl=es-419
soriana taxqueña derrumbe NA NA NA NA NA NA CDMX 19.3428605 -99.14375849999999 https://www.google.com.mx/maps/place/soriana+h%c3%adper+-+tlalpan/@19.3428605,-99.1437585,17z/data=!3m1!4b1!4m5!3m4!1s0x85ce005253e6f07b:0xb5b94939835ba6ec!8m2!3d19.3428555!4d-99.1415698
NA daño NA genova 37 NA NA NA CDMX 19.426757499999997 -99.16645869999999 https://www.google.com.mx/maps/place/calle+genova+37,+ju%c3%a1rez,+06600+ciudad+de+m%c3%a9xico,+cdmx/@19.4267575,-99.1664587,17z/data=!3m1!4b1!4m5!3m4!1s0x85d1ff343006c05d:0xa35c6fb2a6d6db49!8m2!3d19.4267525!4d-99.16427
aeropuerto internacional de al ciudad de méxico daño NA NA NA NA NA NA CDMX 19.4240967 -99.0865854 https://www.google.com.mx/maps/place/mexico+city+international+airport+(mex)/@19.4240967,-99.0865854,16z/data=!4m5!3m4!1s0x85d1fc77bd93229f:0x2d07ef561bad244!8m2!3d19.4360762!4d-99.0719083?hl=en
residencial daño NA la morena 322 mier pesado y amores colonia colonia del valle CDMX -99.16337499999999 19.399294 https://www.google.co.uk/maps/@19.3992589,-99.1633913,21z?hl=en
registro nacional de población daño NA circuito interior melchor ocampo 171 marina nacional e izcoatl NA colonia colonia tlaxpana CDMX -99.169928 19.43694 https://www.google.com/maps/place/19%c2%b026'13.0%22n+99%c2%b010'11.7%22w/@19.43694,-99.1709383,18z/data=!3m1!4b1!4m6!3m5!1s0x0:0x0!7e2!8m2!3d19.4369401!4d-99.169928!5m1!1e1
escuela secundaria pública técnica derrumbe NA NA NA calle seis av. circunvalación s/n colonia cuchilla pantitlán CDMX NA NA https://www.google.com.mx/maps/place/escuela+secundaria+técnica+no.+66+francisco+j.+múgica/@19.4221677,-99.0581927,15z/data=!4m5!3m4!1s0x0:0x54897abb1c663351!8m2!3d19.4221677!4d-99.0581927
NA daño NA celio robledo 3 NA NA colonia del parque CDMX 19.3803811 -99.2342457 NA
NA derrumbe proteccion civil tlalpan NA tlalpan fovissste tlalpan colonia educacion CDMX 19.3354254 -99.13385489999999 NA
NA derrumbe NA NA NA insurgentes sur vicente guerrero colonia san gregorio atlapulco CDMX 19.274976 -99.1655985 NA
NA derrumbe NA NA NA alvaro obregon medellin NA CDMX 19.3605334 -99.2267067 NA
NA derrumbe proteccion civil NA NA sierravista río bamba colonia lindavista CDMX 19.4962961 -99.12638129999999 NA
NA derrumbe proteccion civil NA NA nicolás escocia colonia del valle CDMX 19.390933 -99.1621301 NA
NA derrumbe proteccion civil NA NA calzada taxqueña av de las torres colonia campestre churubusco CDMX 19.3410949 -99.13751289999999 NA
NA derrumbe proteccion civil NA NA niños héroes juan navarro colonia doctores CDMX 19.4194672 -99.150238 NA
NA derrumbe proteccion civil NA NA coahuila san luis potosí colonia roma norte CDMX 19.4116332 -99.16102649999999 NA
NA derrumbe proteccion civil NA NA vertiz triunfo colonia doctores CDMX 19.3970463 -99.1510133 NA
NA derrumbe proteccion civil NA NA tlalpan zapata NA CDMX 19.2790911 -99.2114234 NA
NA derrumbe proteccion civil NA NA dalias tláhuac colonia lomas estrella 2da sección CDMX 19.3336299 -99.0784333 NA
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dubsnipe commented Sep 21, 2017

La línea 61:

numero_exterior = parse_number(numero_exterior),

Elimina algunos números unidos con texto que pueden ser útiles para identificación.

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