##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
Dominica
## Country State City Distance Date
## 20 Dominica Saint Paul Pont Cassé 3.39516 8/17/07
## 39 Dominica Saint George Roseau 2.59849 9/9/07
## 267 Dominica Saint Paul Pont Cassé 3.98646 3/11/10
## 297 Dominica Saint Patrick Berekua 2.08997 4/12/10
## 298 Dominica Saint Paul Pont Cassé 3.78784 4/12/10
## 299 Dominica Saint Patrick Berekua 4.08252 4/12/10
## 300 Dominica Saint Patrick Berekua 5.61495 4/12/10
## 301 Dominica Saint Patrick La Plaine 5.11600 4/12/10
## 304 Dominica Saint Paul Pont Cassé 6.45930 4/16/10
## 476 Dominica Saint Andrew Calibishie 2.64873 10/5/10
## 1190 Dominica Saint Paul Pont Cassé 4.20239 12/24/13
## 1193 Dominica Saint John Portsmouth 5.92994 12/24/13
## 1194 Dominica Saint Mark Soufrière 1.80847 12/24/13
## 1201 Dominica Saint Joseph Saint Joseph 2.38605 1/7/14
## id Date time continent_code Country country_code State
## 20 186 8/17/07 <NA> Dominica DM Saint Paul
## 39 250 9/9/07 <NA> Dominica DM Saint George
## 267 1552 3/11/10 <NA> Dominica DM Saint Paul
## 297 1743 4/12/10 <NA> Dominica DM Saint Patrick
## 298 1744 4/12/10 <NA> Dominica DM Saint Paul
## 299 1745 4/12/10 <NA> Dominica DM Saint Patrick
## Population City Distance location_description latitude longitude
## 20 702 Pont Cassé 3.39516 15.3379 -61.3610
## 39 16571 Roseau 2.59849 15.3055 -61.3642
## 267 702 Pont Cassé 3.98646 15.3356 -61.3312
## 297 2608 Berekua 2.08997 15.2454 -61.3017
## 298 702 Pont Cassé 3.78784 15.4004 -61.3440
## 299 2608 Berekua 4.08252 15.2458 -61.2809
## geolocation hazard_type landslide_type
## 20 (15.337899999999999, -61.360999999999997) Landslide Mudslide
## 39 (15.3055, -61.364199999999997) Landslide Landslide
## 267 (15.335599999999999, -61.331200000000003) Landslide Landslide
## 297 (15.2454, -61.301699999999997) Landslide Landslide
## 298 (15.400399999999999, -61.344000000000001) Landslide Landslide
## 299 (15.245799999999999, -61.280900000000003) Landslide Landslide
## landslide_size trigger storm_name injuries fatalities
## 20 Small Tropical cyclone Hurricane Dean NA 2
## 39 Medium Rain Tropical Wave NA NA
## 267 Medium Rain NA 0
## 297 Medium Downpour NA 0
## 298 Medium Downpour NA 0
## 299 Small Downpour NA 0
## source_name
## 20 Tribune India
## 39 RadioJamaica
## 267
## 297
## 298
## 299
## source_link
## 20 http://www.tribuneindia.com/2007/20070817/himachal.htm
## 39 http://www.radiojamaica.com/content/view/1156/88/
## 267 http://stormcarib.com/reports/current/report.php?id=1268397271_8827
## 297 http://www.dominicacentral.com/general/community/heavy-overnight-rains-cause-landslides-across-island.html
## 298 http://www.dominicacentral.com/general/community/heavy-overnight-rains-cause-landslides-across-island.html
## 299 http://www.dominicacentral.com/general/community/heavy-overnight-rains-cause-landslides-across-island.html
Grafica de Pareto, utilizada para representar a las ciudades con mayor deslizamiento.
## Warning: package 'qcc' was built under R version 4.1.1
## Package 'qcc' version 2.7
## Type 'citation("qcc")' for citing this R package in publications.

##
## Pareto chart analysis for Distance
## Frequency Cum.Freq. Percentage Cum.Percent.
## Pont Cassé 6.459300 6.459300 11.938173 11.938173
## Portsmouth 5.929940 12.389240 10.959802 22.897975
## Berekua 5.614950 18.004190 10.377633 33.275607
## La Plaine 5.116000 23.120190 9.455466 42.731073
## Pont Cassé 4.202390 27.322580 7.766919 50.497992
## Berekua 4.082520 31.405100 7.545373 58.043365
## Pont Cassé 3.986460 35.391560 7.367834 65.411199
## Pont Cassé 3.787840 39.179400 7.000741 72.411940
## Pont Cassé 3.395160 42.574560 6.274984 78.686925
## Calibishie 2.648730 45.223290 4.895422 83.582346
## Roseau 2.598490 47.821780 4.802567 88.384914
## Saint Joseph 2.386050 50.207830 4.409933 92.794846
## Berekua 2.089970 52.297800 3.862713 96.657559
## Soufrière 1.808470 54.106270 3.342441 100.000000
## Warning: package 'forecast' was built under R version 4.1.1
## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
## Jan Feb Mar Apr May Jun
## 2007 3.39516 2.59849 3.98646 2.08997 3.78784 4.08252
Esta serie de tiempo, representa el deslizamiento en Dominica a través de los años.

Puerto Rico
## Country State City Distance Date
## 68 Puerto Rico San Juan San Juan 6.91777 12/12/07
## 477 Puerto Rico Orocovis Orocovis 6.85760 10/6/10
## 1396 Puerto Rico Vega Alta Vega Alta 3.49090 5/18/14
## 1397 Puerto Rico Aguada Aguada 1.40257 9/24/14
## 1398 Puerto Rico Ponce Adjuntas 5.78872 8/24/14
## 1399 Puerto Rico Ponce Adjuntas 6.89036 8/24/14
## 1400 Puerto Rico Villalba Villalba 3.65535 11/7/14
## id Date time continent_code Country country_code State
## 68 393 12/12/07 <NA> Puerto Rico PR San Juan
## 477 2550 10/6/10 <NA> Puerto Rico PR Orocovis
## 1396 6708 5/18/14 16:30 <NA> Puerto Rico PR Vega Alta
## 1397 6709 9/24/14 <NA> Puerto Rico PR Aguada
## 1398 6710 8/24/14 3:00 <NA> Puerto Rico PR Ponce
## 1399 6711 8/24/14 <NA> Puerto Rico PR Ponce
## Population City Distance location_description latitude longitude
## 68 418140 San Juan 6.91777 18.4320 -66.0510
## 477 944 Orocovis 6.85760 18.1652 -66.3969
## 1396 12036 Vega Alta 3.49090 Mine construction 18.3806 -66.3319
## 1397 4040 Aguada 1.40257 Unknown 18.3711 -67.1782
## 1398 5080 Adjuntas 5.78872 Unknown 18.1283 -66.6810
## 1399 5080 Adjuntas 6.89036 Unknown 18.1254 -66.6700
## geolocation hazard_type landslide_type
## 68 (18.431999999999999, -66.051000000000002) Landslide Landslide
## 477 (18.165199999999999, -66.396900000000002) Landslide Complex
## 1396 (18.380600000000001, -66.331900000000005) Landslide Other
## 1397 (18.371099999999998, -67.178200000000004) Landslide Landslide
## 1398 (18.128299999999999, -66.680999999999997) Landslide Landslide
## 1399 (18.125399999999999, -66.67) Landslide Landslide
## landslide_size trigger storm_name injuries fatalities
## 68 Medium Tropical cyclone Tropical Storm Olga NA NA
## 477 Medium Tropical cyclone Tropical Storm Otto NA 0
## 1396 Small Rain 0 0
## 1397 Medium Downpour 0 0
## 1398 Small Downpour 0 0
## 1399 Medium Downpour 0 0
## source_name
## 68 AP.google.com
## 477
## 1396 Telemundo
## 1397 Telemundo
## 1398 Perla del Sur
## 1399 Perla del Sur
## source_link
## 68 http://ap.google.com/article/ALeqM5gVWjsPEiqe1tEu2mhBIRaxxGi8owD8TFVR600
## 477 http://www.whitehouse.gov/the-press-office/2010/10/26/president-obama-signs-puerto-rico-disaster-declaration
## 1396 http://www.telemundopr.com/telenoticias/puerto-rico/Deslizamiento-deja-a-familias-incomunicadas-en-Vega-Alta-258522361.html
## 1397 http://www.telemundopr.com/telenoticias/puerto-rico/Viviendas-inhabitables-luego-de-deslizamiento-de-tierras-en-Aguada-277123031.html
## 1398 http://www.periodicolaperla.com/index.php?option=com_content&view=article&id=6371:surgen-nuevos-deslizamientos-en-ponce&catid=135:actualidad-del-sur&Itemid=423
## 1399 http://www.periodicolaperla.com/index.php?option=com_content&view=article&id=6371:surgen-nuevos-deslizamientos-en-ponce&catid=135:actualidad-del-sur&Itemid=423
Los datos recibidos para Puerto Rico, no son abundantes, por lo tanto, la mejor relación está dada por la distancia de cada ciudad.

Visto en un gráfico circular, para encontrar la relación del espacio que tiene cada ciudad, con la distancia total del territorio nacional.
## Loading required package: scales
##
## Attaching package: 'scales'
## The following object is masked from 'package:readr':
##
## col_factor

A través de esta gráfica se puede concluir entonces que, San Juan posee la mayor distancia en todo el territorio nacional, con un 6,918%
Trinidad and Tobago
| 30 |
224 |
9/1/07 |
|
NA |
Trinidad and Tobago |
TT |
Tobago |
17000 |
Scarborough |
9.11607 |
|
11.2415 |
-60.6742 |
(11.2415, -60.674199999999999) |
Landslide |
Landslide |
Medium |
Tropical cyclone |
Hurricane Felix |
NA |
NA |
Trinadad Express |
http://www.trinidadexpress.com/index.pl/article_news?id=161197580 |
| 61 |
357 |
11/17/07 |
|
NA |
Trinidad and Tobago |
TT |
Eastern Tobago |
0 |
Roxborough |
7.33295 |
|
11.2965 |
-60.6312 |
(11.2965, -60.6312) |
Landslide |
Landslide |
Medium |
Rain |
|
NA |
NA |
Trinadad Express |
http://www.trinidadexpress.com/index.pl/article_news?id=161237574 |
| 65 |
390 |
12/11/07 |
|
NA |
Trinidad and Tobago |
TT |
Sangre Grande |
15968 |
Sangre Grande |
29.28864 |
|
10.8410 |
-61.0550 |
(10.840999999999999, -61.055) |
Landslide |
Landslide |
Medium |
Tropical cyclone |
Tropical Storm Olga |
NA |
3 |
Trinidad and Tobago’s Newsday |
http://www.newsday.co.tt/news/0,69681.html |
| 66 |
391 |
12/11/07 |
|
NA |
Trinidad and Tobago |
TT |
Eastern Tobago |
0 |
Roxborough |
8.62938 |
|
11.3000 |
-60.6440 |
(11.3, -60.643999999999998) |
Landslide |
Landslide |
Medium |
Tropical cyclone |
Tropical Storm Olga |
NA |
NA |
Trinidad and Tobago’s Newsday |
http://www.newsday.co.tt/news/0,69681.html |
| 67 |
392 |
12/11/07 |
|
NA |
Trinidad and Tobago |
TT |
Eastern Tobago |
0 |
Roxborough |
2.66802 |
|
11.2670 |
-60.5660 |
(11.266999999999999, -60.566000000000003) |
Landslide |
Landslide |
Small |
Tropical cyclone |
Tropical Storm Olga |
NA |
NA |
Trinidad and Tobago’s Newsday |
http://www.newsday.co.tt/news/0,69681.html |
| 149 |
780 |
9/7/08 |
|
NA |
Trinidad and Tobago |
TT |
Diego Martin |
8140 |
Petit Valley |
10.61854 |
|
10.7603 |
-61.4578 |
(10.760300000000001, -61.457799999999999) |
Landslide |
Landslide |
Medium |
Downpour |
|
NA |
NA |
|
http://www.newsday.co.tt/news/0,85847.html |
Gráfico de barras, se compara la densidad población en cada una de las ciudades de Trinidad Y Tobago.

Es importante recalcar, la división mostrada en el gráfico, pertenece a un dato desconocido
Nicaragua
| 33 |
229 |
9/4/07 |
|
NA |
Nicaragua |
NI |
Atlántico Norte |
6315 |
Bonanza |
54.90196 |
|
13.6670 |
-84.2435 |
(13.667, -84.243499999999997) |
Landslide |
Complex |
Medium |
Tropical cyclone |
Hurricane Felix |
NA |
NA |
United Nations Development Programme - Relief Web |
http://www.reliefweb.int/ |
| 151 |
826 |
10/3/08 |
|
NA |
Nicaragua |
NI |
Masaya |
5182 |
Tisma |
14.49301 |
|
12.1200 |
-85.8900 |
(12.12, -85.89) |
Landslide |
Landslide |
Medium |
Downpour |
|
NA |
9 |
CBC |
http://www.cbc.ca/world/story/2008/10/04/nicaragua-flooding.html |
| 420 |
2289 |
8/20/10 |
|
NA |
Nicaragua |
NI |
Managua |
16469 |
El Crucero |
5.84054 |
|
12.0420 |
-86.2998 |
(12.042, -86.299800000000005) |
Landslide |
Mudslide |
Medium |
Downpour |
|
NA |
3 |
|
|
| 424 |
2330 |
8/25/10 |
|
NA |
Nicaragua |
NI |
Jinotega |
2367 |
San José de Bocay |
1.36745 |
|
13.5317 |
-85.5325 |
(13.531700000000001, -85.532499999999999) |
Landslide |
Landslide |
Medium |
Downpour |
|
NA |
NA |
|
|
| 1261 |
6089 |
6/23/14 |
|
NA |
Nicaragua |
NI |
Chontales |
5827 |
Santo Domingo |
31.14242 |
Unknown |
12.3535 |
-84.8095 |
(12.3535, -84.8095) |
Landslide |
Landslide |
Small |
Continuous rain |
|
0 |
0 |
Wilfried Strauch |
|
| 1262 |
6090 |
6/23/14 |
|
NA |
Nicaragua |
NI |
Chontales |
5827 |
Santo Domingo |
31.24511 |
Unknown |
12.3521 |
-84.8080 |
(12.3521, -84.808000000000007) |
Landslide |
Landslide |
Medium |
Continuous rain |
|
0 |
0 |
Wilfried Strauch |
|
## Country State City Distance Date
## 33 Nicaragua Atlántico Norte Bonanza 54.90196 9/4/07
## 151 Nicaragua Masaya Tisma 14.49301 10/3/08
## 420 Nicaragua Managua El Crucero 5.84054 8/20/10
## 424 Nicaragua Jinotega San José de Bocay 1.36745 8/25/10
## 1261 Nicaragua Chontales Santo Domingo 31.14242 6/23/14
## 1262 Nicaragua Chontales Santo Domingo 31.24511 6/23/14
## 1263 Nicaragua Chontales Santo Domingo 31.37360 6/23/14
## 1264 Nicaragua Chontales Santo Domingo 31.10125 6/23/14
## 1265 Nicaragua Chontales Santo Domingo 30.99704 6/23/14
## 1266 Nicaragua Chontales Santo Domingo 30.77070 6/23/14
## 1267 Nicaragua Chontales Santo Domingo 30.27546 6/23/14
## 1268 Nicaragua Chontales Santo Domingo 29.95253 6/23/14
## 1269 Nicaragua Chontales Santo Domingo 29.92927 6/23/14
## 1270 Nicaragua Chontales Santo Domingo 28.90294 6/23/14
## 1271 Nicaragua Chontales Santo Domingo 32.69694 6/23/14
## 1272 Nicaragua Chontales Santo Domingo 32.96402 6/23/14
## 1273 Nicaragua Chontales Santo Domingo 32.77401 6/23/14
## 1274 Nicaragua Chontales Santo Domingo 29.94574 6/23/14
## 1299 Nicaragua Managua Ciudad Sandino 5.59574 10/16/14
## 1321 Nicaragua Ogun State Bonanza 0.37593 8/28/14
## 1380 Nicaragua Rivas Altagracia 1.97784 11/23/14
## 1381 Nicaragua Rivas Altagracia 5.77119 10/9/14
## 1382 Nicaragua RÃo San Juan San Carlos 0.67752 10/9/14
## 1626 Nicaragua Jinotega Wiwilà 25.81514 10/8/15
## 1627 Nicaragua Jinotega Jinotega 2.44880 2/19/16
## 1631 Nicaragua Madriz Las Sabanas 7.21108 9/27/15
## 1632 Nicaragua Madriz Las Sabanas 4.86364 9/27/15
## 1633 Nicaragua Managua Terrabona 18.92056 6/12/15
## 1634 Nicaragua Ogun State Bonanza 10.61568 6/10/15
## 1636 Nicaragua Ogun State Siuna 1.68056 7/23/15
## 1637 Nicaragua Masaya San Juan de Oriente 1.56730 5/13/15
## id Date time continent_code Country country_code State
## 33 229 9/4/07 <NA> Nicaragua NI Atlántico Norte
## 151 826 10/3/08 <NA> Nicaragua NI Masaya
## 420 2289 8/20/10 <NA> Nicaragua NI Managua
## 424 2330 8/25/10 <NA> Nicaragua NI Jinotega
## 1261 6089 6/23/14 <NA> Nicaragua NI Chontales
## 1262 6090 6/23/14 <NA> Nicaragua NI Chontales
## Population City Distance location_description latitude
## 33 6315 Bonanza 54.90196 13.6670
## 151 5182 Tisma 14.49301 12.1200
## 420 16469 El Crucero 5.84054 12.0420
## 424 2367 San José de Bocay 1.36745 13.5317
## 1261 5827 Santo Domingo 31.14242 Unknown 12.3535
## 1262 5827 Santo Domingo 31.24511 Unknown 12.3521
## longitude geolocation hazard_type
## 33 -84.2435 (13.667, -84.243499999999997) Landslide
## 151 -85.8900 (12.12, -85.89) Landslide
## 420 -86.2998 (12.042, -86.299800000000005) Landslide
## 424 -85.5325 (13.531700000000001, -85.532499999999999) Landslide
## 1261 -84.8095 (12.3535, -84.8095) Landslide
## 1262 -84.8080 (12.3521, -84.808000000000007) Landslide
## landslide_type landslide_size trigger storm_name injuries
## 33 Complex Medium Tropical cyclone Hurricane Felix NA
## 151 Landslide Medium Downpour NA
## 420 Mudslide Medium Downpour NA
## 424 Landslide Medium Downpour NA
## 1261 Landslide Small Continuous rain 0
## 1262 Landslide Medium Continuous rain 0
## fatalities source_name
## 33 NA United Nations Development Programme - Relief Web
## 151 9 CBC
## 420 3
## 424 NA
## 1261 0 Wilfried Strauch
## 1262 0 Wilfried Strauch
## source_link
## 33 http://www.reliefweb.int/
## 151 http://www.cbc.ca/world/story/2008/10/04/nicaragua-flooding.html
## 420
## 424
## 1261
## 1262
Tabla que relaciona la densidad población Con cada estado/provincia de Nicaragua.

Tabla de frecuencia que se relaciona la población con la cantidad de muertes dada por factores ambientales:
| Bonanza |
6315 |
7 |
| Bonanza |
6315 |
38 |
| Tisma |
5182 |
9 |
| El crucero |
19469 |
3 |
| San José de Bocay |
2367 |
0 |
| Santo Domingo |
5827 |
0 |
| Ciudad Sandino |
70013 |
9 |
| Alta Gracia |
2771 |
1 |
| San Carlos |
13451 |
0 |
| Wiwilí |
6955 |
0 |
| Jinotega |
51073 |
0 |
| Las Sabanas |
1257 |
0 |
| Terrabona |
1902 |
0 |
| Siuna |
16056 |
0 |
| San Juan de Oriente |
2111 |
0 |
En este caso, Bonanza es la ciudad con más muertes (38) producidas por factores ambientales.
Conclusión