## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
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##     filter, lag
## The following objects are masked from 'package:base':
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Dominica

id Date time continent_code Country country_code State Population City Distance location_description latitude longitude geolocation hazard_type landslide_type landslide_size trigger storm_name injuries fatalities source_name source_link
20 186 8/17/07 NA Dominica DM Saint Paul 702 Pont Cassé 3.39516 15.3379 -61.3610 (15.337899999999999, -61.360999999999997) Landslide Mudslide Small Tropical cyclone Hurricane Dean NA 2 Tribune India http://www.tribuneindia.com/2007/20070817/himachal.htm
39 250 9/9/07 NA Dominica DM Saint George 16571 Roseau 2.59849 15.3055 -61.3642 (15.3055, -61.364199999999997) Landslide Landslide Medium Rain Tropical Wave NA NA RadioJamaica http://www.radiojamaica.com/content/view/1156/88/
267 1552 3/11/10 NA Dominica DM Saint Paul 702 Pont Cassé 3.98646 15.3356 -61.3312 (15.335599999999999, -61.331200000000003) Landslide Landslide Medium Rain NA 0 http://stormcarib.com/reports/current/report.php?id=1268397271_8827
297 1743 4/12/10 NA Dominica DM Saint Patrick 2608 Berekua 2.08997 15.2454 -61.3017 (15.2454, -61.301699999999997) Landslide Landslide Medium Downpour NA 0 http://www.dominicacentral.com/general/community/heavy-overnight-rains-cause-landslides-across-island.html
298 1744 4/12/10 NA Dominica DM Saint Paul 702 Pont Cassé 3.78784 15.4004 -61.3440 (15.400399999999999, -61.344000000000001) Landslide Landslide Medium Downpour NA 0 http://www.dominicacentral.com/general/community/heavy-overnight-rains-cause-landslides-across-island.html
299 1745 4/12/10 NA Dominica DM Saint Patrick 2608 Berekua 4.08252 15.2458 -61.2809 (15.245799999999999, -61.280900000000003) Landslide Landslide Small Downpour NA 0 http://www.dominicacentral.com/general/community/heavy-overnight-rains-cause-landslides-across-island.html
##       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

id Date time continent_code Country country_code State Population City Distance location_description latitude longitude geolocation hazard_type landslide_type landslide_size trigger storm_name injuries fatalities source_name source_link
68 393 12/12/07 NA Puerto Rico PR San Juan 418140 San Juan 6.91777 18.4320 -66.0510 (18.431999999999999, -66.051000000000002) Landslide Landslide Medium Tropical cyclone Tropical Storm Olga NA NA AP.google.com http://ap.google.com/article/ALeqM5gVWjsPEiqe1tEu2mhBIRaxxGi8owD8TFVR600
477 2550 10/6/10 NA Puerto Rico PR Orocovis 944 Orocovis 6.85760 18.1652 -66.3969 (18.165199999999999, -66.396900000000002) Landslide Complex Medium Tropical cyclone Tropical Storm Otto NA 0 http://www.whitehouse.gov/the-press-office/2010/10/26/president-obama-signs-puerto-rico-disaster-declaration
1396 6708 5/18/14 16:30 NA Puerto Rico PR Vega Alta 12036 Vega Alta 3.49090 Mine construction 18.3806 -66.3319 (18.380600000000001, -66.331900000000005) Landslide Other Small Rain 0 0 Telemundo http://www.telemundopr.com/telenoticias/puerto-rico/Deslizamiento-deja-a-familias-incomunicadas-en-Vega-Alta-258522361.html
1397 6709 9/24/14 NA Puerto Rico PR Aguada 4040 Aguada 1.40257 Unknown 18.3711 -67.1782 (18.371099999999998, -67.178200000000004) Landslide Landslide Medium Downpour 0 0 Telemundo http://www.telemundopr.com/telenoticias/puerto-rico/Viviendas-inhabitables-luego-de-deslizamiento-de-tierras-en-Aguada-277123031.html
1398 6710 8/24/14 3:00 NA Puerto Rico PR Ponce 5080 Adjuntas 5.78872 Unknown 18.1283 -66.6810 (18.128299999999999, -66.680999999999997) Landslide Landslide Small Downpour 0 0 Perla del Sur 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 6711 8/24/14 NA Puerto Rico PR Ponce 5080 Adjuntas 6.89036 Unknown 18.1254 -66.6700 (18.125399999999999, -66.67) Landslide Landslide Medium Downpour 0 0 Perla del Sur 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
##          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
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## Attaching package: 'scales'
## The following object is masked from 'package:readr':
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##     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

id Date time continent_code Country country_code State Population City Distance location_description latitude longitude geolocation hazard_type landslide_type landslide_size trigger storm_name injuries fatalities source_name source_link
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

id Date time continent_code Country country_code State Population City Distance location_description latitude longitude geolocation hazard_type landslide_type landslide_size trigger storm_name injuries fatalities source_name source_link
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    Río San Juan          San Carlos  0.67752  10/9/14
## 1626 Nicaragua         Jinotega             Wiwilí 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:

Nicaragua Population Fatalities
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