class: center, middle, inverse, title-slide # Mapping in R ### Eugene ### April 20 2020 --- class: center, inverse # Maps <br> ### Vibrant area of development in R ### Large, and growing, number of packages available ### And, both fun and fascinating --- ## We'll begin by looking at some maps, to get a flavour of what R can do ## Then we'll discuss how it does it --- - drawing maps from google, different map types - maps of Dublin in terrain, satellite, and roadmap - adding layers to our maps - Irish small airport locations - doing some statistics on our maps - where are Irish schools concentrated? - incidence of violence in counties of Sao Paulo - using facets in maps - GDP in European countries - interactive maps - meteor locations - world projections --- # Data with Location Information ```r schools <- read_csv("http://airo.maynoothuniversity.ie/files/dDATASTORE/education/csv/primary_schools_2013_2014.csv") schools %>% select(Off_Name, Add_1, T_13_14, Long, Lat) %>% head(10) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed")) ``` <table class="table table-striped table-hover table-condensed" style="margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:left;"> Off_Name </th> <th style="text-align:left;"> Add_1 </th> <th style="text-align:right;"> T_13_14 </th> <th style="text-align:right;"> Long </th> <th style="text-align:right;"> Lat </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> BORRIS MXD N S </td> <td style="text-align:left;"> BORRIS </td> <td style="text-align:right;"> 194 </td> <td style="text-align:right;"> -6.91956 </td> <td style="text-align:right;"> 52.5993 </td> </tr> <tr> <td style="text-align:left;"> BALLYCONNELL N S </td> <td style="text-align:left;"> Ballyconnell </td> <td style="text-align:right;"> 159 </td> <td style="text-align:right;"> -6.62828 </td> <td style="text-align:right;"> 52.8124 </td> </tr> <tr> <td style="text-align:left;"> BAILE AN CHUILINN N S </td> <td style="text-align:left;"> MUINEBEAG </td> <td style="text-align:right;"> 111 </td> <td style="text-align:right;"> -6.92923 </td> <td style="text-align:right;"> 52.6485 </td> </tr> <tr> <td style="text-align:left;"> NEWTOWN DUNLECKNEY MXD </td> <td style="text-align:left;"> MUINEBEAG </td> <td style="text-align:right;"> 130 </td> <td style="text-align:right;"> -6.87567 </td> <td style="text-align:right;"> 52.7225 </td> </tr> <tr> <td style="text-align:left;"> RATHOE NS </td> <td style="text-align:left;"> RATHOE </td> <td style="text-align:right;"> 178 </td> <td style="text-align:right;"> -6.79887 </td> <td style="text-align:right;"> 52.7872 </td> </tr> <tr> <td style="text-align:left;"> SCOIL NAIS MOLAISE </td> <td style="text-align:left;"> OLD LEIGHLIN </td> <td style="text-align:right;"> 140 </td> <td style="text-align:right;"> -7.03297 </td> <td style="text-align:right;"> 52.7394 </td> </tr> <tr> <td style="text-align:left;"> SCOIL NAIS BHRIDE </td> <td style="text-align:left;"> GRANGE </td> <td style="text-align:right;"> 159 </td> <td style="text-align:right;"> -6.78127 </td> <td style="text-align:right;"> 52.8373 </td> </tr> <tr> <td style="text-align:left;"> SCOIL NAIS MHUIRE </td> <td style="text-align:left;"> DROIMFEIGH </td> <td style="text-align:right;"> 100 </td> <td style="text-align:right;"> -6.83898 </td> <td style="text-align:right;"> 52.6581 </td> </tr> <tr> <td style="text-align:left;"> ST MARYS N S </td> <td style="text-align:left;"> MUINEBEAG </td> <td style="text-align:right;"> 80 </td> <td style="text-align:right;"> -6.95892 </td> <td style="text-align:right;"> 52.7001 </td> </tr> <tr> <td style="text-align:left;"> ST BRIDGETS MONASTERY </td> <td style="text-align:left;"> MUINEBEAG </td> <td style="text-align:right;"> 117 </td> <td style="text-align:right;"> -6.95411 </td> <td style="text-align:right;"> 52.7000 </td> </tr> </tbody> </table> --- # Data with Location Information ```r covid <- read_csv("/home/eugene/Desktop/Academic/Research/CoVid19/time_series_covid_19_confirmed.csv") covid %>% select("Country/Region", Lat, Long, "3/12/20", "3/13/20", "3/14/20") %>% head(10) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed")) ``` <table class="table table-striped table-hover table-condensed" style="margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:left;"> Country/Region </th> <th style="text-align:right;"> Lat </th> <th style="text-align:right;"> Long </th> <th style="text-align:right;"> 3/12/20 </th> <th style="text-align:right;"> 3/13/20 </th> <th style="text-align:right;"> 3/14/20 </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> Thailand </td> <td style="text-align:right;"> 15.0000 </td> <td style="text-align:right;"> 101.0000 </td> <td style="text-align:right;"> 70 </td> <td style="text-align:right;"> 75 </td> <td style="text-align:right;"> 82 </td> </tr> <tr> <td style="text-align:left;"> Japan </td> <td style="text-align:right;"> 36.0000 </td> <td style="text-align:right;"> 138.0000 </td> <td style="text-align:right;"> 639 </td> <td style="text-align:right;"> 701 </td> <td style="text-align:right;"> 773 </td> </tr> <tr> <td style="text-align:left;"> Singapore </td> <td style="text-align:right;"> 1.2833 </td> <td style="text-align:right;"> 103.8333 </td> <td style="text-align:right;"> 178 </td> <td style="text-align:right;"> 200 </td> <td style="text-align:right;"> 212 </td> </tr> <tr> <td style="text-align:left;"> Nepal </td> <td style="text-align:right;"> 28.1667 </td> <td style="text-align:right;"> 84.2500 </td> <td style="text-align:right;"> 1 </td> <td style="text-align:right;"> 1 </td> <td style="text-align:right;"> 1 </td> </tr> <tr> <td style="text-align:left;"> Malaysia </td> <td style="text-align:right;"> 2.5000 </td> <td style="text-align:right;"> 112.5000 </td> <td style="text-align:right;"> 149 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 238 </td> </tr> <tr> <td style="text-align:left;"> Canada </td> <td style="text-align:right;"> 49.2827 </td> <td style="text-align:right;"> -123.1207 </td> <td style="text-align:right;"> 46 </td> <td style="text-align:right;"> 64 </td> <td style="text-align:right;"> 64 </td> </tr> <tr> <td style="text-align:left;"> Australia </td> <td style="text-align:right;"> -33.8688 </td> <td style="text-align:right;"> 151.2093 </td> <td style="text-align:right;"> 65 </td> <td style="text-align:right;"> 92 </td> <td style="text-align:right;"> 112 </td> </tr> <tr> <td style="text-align:left;"> Australia </td> <td style="text-align:right;"> -37.8136 </td> <td style="text-align:right;"> 144.9631 </td> <td style="text-align:right;"> 21 </td> <td style="text-align:right;"> 36 </td> <td style="text-align:right;"> 49 </td> </tr> <tr> <td style="text-align:left;"> Australia </td> <td style="text-align:right;"> -28.0167 </td> <td style="text-align:right;"> 153.4000 </td> <td style="text-align:right;"> 20 </td> <td style="text-align:right;"> 35 </td> <td style="text-align:right;"> 46 </td> </tr> <tr> <td style="text-align:left;"> Cambodia </td> <td style="text-align:right;"> 11.5500 </td> <td style="text-align:right;"> 104.9167 </td> <td style="text-align:right;"> 3 </td> <td style="text-align:right;"> 5 </td> <td style="text-align:right;"> 7 </td> </tr> </tbody> </table> --- # Data with Location Information ```r airports <- read_csv("http://data-osi.opendata.arcgis.com/datasets/1ace692fe9fd4a648ee78347ad571de2_22.csv") airports %>% select(X, Y, Airport = NAMN1) %>% head(10) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed")) ``` <table class="table table-striped table-hover table-condensed" style="margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:right;"> X </th> <th style="text-align:right;"> Y </th> <th style="text-align:left;"> Airport </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;"> -9.651864 </td> <td style="text-align:right;"> 53.10624 </td> <td style="text-align:left;"> Inishmore </td> </tr> <tr> <td style="text-align:right;"> -10.013349 </td> <td style="text-align:right;"> 54.22717 </td> <td style="text-align:left;"> Belmullet </td> </tr> <tr> <td style="text-align:right;"> -9.569446 </td> <td style="text-align:right;"> 53.09366 </td> <td style="text-align:left;"> Inishmaan </td> </tr> <tr> <td style="text-align:right;"> -9.511105 </td> <td style="text-align:right;"> 53.06404 </td> <td style="text-align:left;"> Inisheer </td> </tr> <tr> <td style="text-align:right;"> -9.479969 </td> <td style="text-align:right;"> 53.23075 </td> <td style="text-align:left;"> Connemara </td> </tr> <tr> <td style="text-align:right;"> -9.468909 </td> <td style="text-align:right;"> 52.63503 </td> <td style="text-align:left;"> Kilrush </td> </tr> <tr> <td style="text-align:right;"> -9.320823 </td> <td style="text-align:right;"> 52.38116 </td> <td style="text-align:left;"> Abbeyfeale </td> </tr> <tr> <td style="text-align:right;"> -8.984208 </td> <td style="text-align:right;"> 52.10323 </td> <td style="text-align:left;"> Rathcoole </td> </tr> <tr> <td style="text-align:right;"> -9.490391 </td> <td style="text-align:right;"> 51.67617 </td> <td style="text-align:left;"> Bantry </td> </tr> <tr> <td style="text-align:right;"> -8.268427 </td> <td style="text-align:right;"> 52.83106 </td> <td style="text-align:left;"> Erinagh </td> </tr> </tbody> </table> --- ## Some Examples of Maps ```r p <- ggmap(get_googlemap(center = c(lon = -7.61, lat = 53.463), zoom = 7, scale = 2, maptype ='terrain', color = 'color')) p ``` <img src="08_maps_files/figure-html/map1-1.png" style="display: block; margin: auto;" /> --- ## Some Examples of Maps ```r p <- ggmap(get_googlemap(center = c(lon = -6.32, lat = 53.3), zoom = 11, scale = 2, maptype ='satellite', color = 'color')) p ``` <img src="08_maps_files/figure-html/map2-1.png" style="display: block; margin: auto;" /> --- ## Some Examples of Maps ```r ggmap(get_googlemap(center = c(lon = -6.32, lat = 53.3), zoom = 11, scale = 2, maptype ='roadmap', color = 'color')) ``` <img src="08_maps_files/figure-html/map3-1.png" style="display: block; margin: auto;" /> --- ## Maps with Added Layers ```r ggmap(get_stamenmap(bbox = c(top = 55.42, bottom = 51.38, right = -5.06, left = -10.7), zoom = 7, scale = 2, maptype ='watercolor', color = 'color')) + geom_point(data = airports, size = 2, aes(x = X, y = Y), col = "firebrick4") + geom_text_repel(data= airports, aes(label = NAMN1, x = X, y = Y), col = "firebrick4") ``` <img src="08_maps_files/figure-html/map4-1.png" style="display: block; margin: auto;" /> --- ```r ggmap(get_googlemap(center = c(lon = -7.833, lat = 53.333), zoom = 7, scale = 2, maptype ='roadmap', color = 'bw')) + stat_density2d(aes(x = Long, y = Lat, fill = ..level..), alpha = 0.1, size = 0.01, bins = 50, data = schools, geom = "polygon") + guides(fill = F) + labs(title = "Where are Schools in Ireland", caption = "@Data from NUIM") ``` <img src="08_maps_files/figure-html/map5-1.png" style="display: block; margin: auto;" /> --- ```r data("domestic_violence") ggplot(domestic_violence, aes(fill = Scaled)) + geom_sf() + scale_fill_continuous(low = "#fff7ec", high = "#7F0000") + blank() + north(domestic_violence) + scalebar(domestic_violence, dist = 4, dist_unit = "km", transform = TRUE, model = "WGS84") ``` <img src="08_maps_files/figure-html/map6-1.png" style="display: block; margin: auto;" /> --- ## Maps Layout of Plots - geofacet ```r load("/home/eugene/Downloads/eu_gdp.rda") ggplot(eu_gdp, aes(year, gdp_pc)) + geom_line(color = "steelblue") + facet_geo(~ name, grid = "eu_grid1", scales = "free_y") + scale_x_continuous(labels = function(x) paste0("'", substr(x, 3, 4))) + ylab("GDP Per Capita in Relation to EU Index (100)") + theme_bw() ``` <!-- --> --- ## Maps Layout of Plots - geofacet <!-- --> --- ## Interactive Maps with leaflet() <div 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<br> Mass 107 kg <br> Year 1952","Agen <br> Mass 30 kg <br> Year 1814","Aïr <br> Mass 24 kg <br> Year 1925","Akyumak <br> Mass 50 kg <br> Year 1981","Alfianello <br> Mass 228 kg <br> Year 1883","Allegan <br> Mass 32 kg <br> Year 1899","Allende <br> Mass 2000 kg <br> Year 1969","Andura <br> Mass 17.9 kg <br> Year 1939","Appley Bridge <br> Mass 15 kg <br> Year 1914","Aumale <br> Mass 50 kg <br> Year 1865","Ausson <br> Mass 50 kg <br> Year 1858","Bachmut <br> Mass 18 kg <br> Year 1814","Bahjoi <br> Mass 10.322 kg <br> Year 1934","Ban Rong Du <br> Mass 16.7 kg <br> Year 1993","Bandong <br> Mass 11.5 kg <br> Year 1871","Bansur <br> Mass 15 kg <br> Year 1892","Barwell <br> Mass 44 kg <br> Year 1965","Bassikounou <br> Mass 29.56 kg <br> Year 2006","Baszkówka <br> Mass 15.5 kg <br> Year 1994","Bath <br> Mass 21 kg <br> Year 1892","Bath Furnace <br> Mass 86 kg <br> Year 1902","Beardsley <br> Mass 16 kg <br> Year 1929","Beaver Creek <br> Mass 14 kg <br> Year 1893","Benguerir <br> Mass 25 kg <br> Year 2004","Beni M'hira <br> Mass 19 kg <br> Year 2001","Bensour <br> Mass 45 kg <br> Year 2002","Béréba <br> Mass 18 kg <br> Year 1924","Bilanga <br> Mass 25 kg <br> Year 1999","Bjurböle <br> Mass 330 kg <br> Year 1899","Boguslavka <br> Mass 256 kg <br> Year 1916","Braunau <br> Mass 39 kg <br> Year 1847","Bruderheim <br> Mass 303 kg <br> Year 1960","Bur-Gheluai <br> Mass 120 kg <br> Year 1919","Bursa <br> Mass 25 kg <br> Year 1946","Butsura <br> Mass 29 kg <br> Year 1861","Buzzard Coulee <br> Mass 41 kg <br> Year 2008","Cabezo de Mayo <br> Mass 25 kg <br> Year 1870","Cabin Creek <br> Mass 48.5 kg <br> Year 1886","Campos Sales <br> Mass 23.68 kg <br> Year 1991","Cangas de Onis <br> Mass 34 kg <br> Year 1866","Chajari <br> Mass 18.3 kg <br> Year 1933","Chantonnay <br> Mass 31.5 kg <br> Year 1812","Charsonville <br> Mass 27 kg <br> Year 1810","Charwallas <br> Mass 12 kg <br> Year 1834","Château-Renard <br> Mass 30 kg <br> Year 1841","Chelyabinsk <br> Mass 100 kg <br> Year 2013","Chergach <br> Mass 100 kg <br> Year 2007","Colby (Wisconsin) <br> Mass 104 kg <br> Year 1917","Conquista <br> Mass 20.35 kg <br> Year 1965","Cumberland Falls <br> Mass 17 kg <br> Year 1919","Dahmani <br> Mass 18 kg <br> Year 1981","Demina <br> Mass 16.4 kg <br> Year 1911","Dergaon <br> Mass 12.5 kg <br> Year 2001","Desuri <br> Mass 25.4 kg <br> Year 1962","Devgaon <br> Mass 12 kg <br> Year 2001","Dhajala <br> Mass 45 kg <br> Year 1976","Dhurmsala <br> Mass 32 kg <br> Year 1860","Djati-Pengilon <br> Mass 166 kg <br> Year 1884","Dong Ujimqin Qi <br> Mass 128.8 kg <br> Year 1995","Dresden (Ontario) <br> Mass 47.7 kg <br> Year 1939","Durala <br> Mass 13.2 kg <br> Year 1815","El Paso de Aguila <br> Mass 17.226 kg <br> Year 1977","Elenovka <br> Mass 54.64 kg <br> Year 1951","Ergheo <br> Mass 20 kg <br> Year 1889","Estherville <br> Mass 320 kg <br> Year 1879","Farmington <br> Mass 89.4 kg <br> Year 1890","Farmville <br> Mass 56 kg <br> Year 1934","Fermo <br> Mass 10.2 kg <br> Year 1996","Fisher <br> Mass 17.6 kg <br> Year 1894","Forest City <br> Mass 152 kg <br> Year 1890","Forest Vale <br> Mass 26 kg <br> Year 1942","Forsyth <br> Mass 16.3 kg <br> Year 1829","Fuhe <br> Mass 23 kg <br> Year 1945","Fukutomi <br> Mass 11.62 kg <br> Year 1882","Gifu <br> Mass 14.29 kg <br> Year 1909","Girgenti <br> Mass 18 kg <br> Year 1853","Glasatovo <br> Mass 152 kg <br> Year 1918","Gross-Divina <br> Mass 10.5 kg <br> Year 1837","Gualeguaychú <br> Mass 22 kg <br> Year 1932","Guareña <br> Mass 39 kg <br> Year 1892","Gujba <br> Mass 100 kg <br> Year 1984","Gursum <br> Mass 34.65 kg <br> Year 1981","Hessle <br> Mass 20 kg <br> Year 1869","Holbrook <br> Mass 220 kg <br> Year 1912","Homestead <br> Mass 230 kg <br> Year 1875","Hvittis <br> Mass 14 kg <br> Year 1901","Indarch <br> Mass 27 kg <br> Year 1891","Jackalsfontein <br> Mass 48 kg <br> Year 1903","Jartai <br> Mass 20.5 kg <br> Year 1979","Jelica <br> Mass 34 kg <br> Year 1889","Jianshi <br> Mass 600 kg <br> Year 1890","Jilin <br> Mass 4000 kg <br> Year 1976","Johnstown <br> Mass 40.3 kg <br> Year 1924","Juancheng <br> Mass 100 kg <br> Year 1997","Jumapalo <br> Mass 32.49 kg <br> Year 1984","Juromenha <br> Mass 25.25 kg <br> Year 1968","Juvinas <br> Mass 91 kg <br> Year 1821","Kabo <br> Mass 13.4 kg <br> Year 1971","Kainsaz <br> Mass 200 kg <br> Year 1937","Kapoeta <br> Mass 11.355 kg <br> Year 1942","Karkh <br> Mass 22 kg <br> Year 1905","Karoonda <br> Mass 41.73 kg <br> Year 1930","Kasauli <br> Mass 16.82 kg <br> Year 2003","Kayakent <br> Mass 85 kg <br> Year 1961","Kernouve <br> Mass 80 kg <br> Year 1869","Kesen <br> Mass 135 kg <br> Year 1850","Khairpur <br> Mass 13.6 kg <br> Year 1873","Kidairat <br> Mass 100 kg <br> Year 1983","Kilabo <br> Mass 19 kg <br> Year 2002","Knyahinya <br> Mass 500 kg <br> Year 1866","Kokubunji <br> Mass 11.51 kg <br> Year 1986","Krähenberg <br> Mass 16.5 kg <br> Year 1869","Krymka <br> Mass 50 kg <br> Year 1946","Kunashak <br> Mass 200 kg <br> Year 1949","Kunya-Urgench <br> Mass 1100 kg <br> Year 1998","Kuttippuram <br> Mass 45 kg <br> Year 1914","Kyushu <br> Mass 45 kg <br> Year 1886","La Criolla <br> Mass 45 kg <br> Year 1985","L'Aigle <br> Mass 37 kg <br> Year 1803","Lancé <br> Mass 51.7 kg <br> Year 1872","Laochenzhen <br> Mass 14.25 kg <br> Year 1987","Leedey <br> Mass 51.5 kg <br> Year 1943","Limerick <br> Mass 50 kg <br> Year 1813","Lissa <br> Mass 12.8 kg <br> Year 1808","Lohawat <br> Mass 40 kg <br> Year 1994","Lost City <br> Mass 17 kg <br> Year 1970","Łowicz <br> Mass 59 kg <br> Year 1935","Lundsgård <br> Mass 11 kg <br> Year 1889","Machinga <br> Mass 93.2 kg <br> Year 1981","Mahadevpur <br> Mass 70.5 kg <br> Year 2007","Mangwendi <br> Mass 22.3 kg <br> Year 1934","Marion (Iowa) <br> Mass 28.4 kg <br> Year 1847","Marjalahti <br> Mass 45 kg <br> Year 1902","Mbale <br> Mass 150 kg <br> Year 1992","Meester-Cornelis <br> Mass 24.75 kg <br> Year 1915","Menow <br> Mass 10.5 kg <br> Year 1862","Merua <br> Mass 71.4 kg <br> Year 1920","Mezö-Madaras <br> Mass 22.7 kg <br> Year 1852","Millbillillie <br> Mass 330 kg <br> Year 1960","Miller (Arkansas) <br> Mass 16.7 kg <br> Year 1930","Mocs <br> Mass 300 kg <br> Year 1882","Modoc (1905) <br> Mass 35 kg <br> Year 1905","Molina <br> Mass 144 kg <br> Year 1858","Montferré <br> Mass 149 kg <br> Year 1923","Mount Browne <br> Mass 11.3 kg <br> Year 1902","Mount Tazerzait <br> Mass 110 kg <br> Year 1991","Murchison <br> Mass 100 kg <br> Year 1969","Murray <br> Mass 12.6 kg <br> Year 1950","Nakhon Pathom <br> Mass 23.2 kg <br> Year 1923","Nan Yang Pao <br> Mass 52.9 kg <br> Year 1917","Naoki <br> Mass 17 kg <br> Year 1928","Nerft <br> Mass 10.25 kg <br> Year 1864","New Concord <br> Mass 230 kg <br> Year 1860","New Halfa <br> Mass 12 kg <br> Year 1994","New Orleans <br> Mass 19.256 kg <br> Year 2003","N'Goureyma <br> Mass 37.5 kg <br> Year 1900","Ningbo <br> Mass 14.25 kg <br> Year 1975","N'Kandhla <br> Mass 17.2 kg <br> Year 1912","Norton County <br> Mass 1100 kg <br> Year 1948","Nuevo Mercurio <br> Mass 50 kg <br> Year 1978","Ochansk <br> Mass 500 kg <br> Year 1887","Ohaba <br> Mass 16.25 kg <br> Year 1857","Okniny <br> Mass 12 kg <br> Year 1834","Oldenburg (1930) <br> Mass 16.57 kg <br> Year 1930","Olivenza <br> Mass 150 kg <br> Year 1924","Olmedilla de Alarcón <br> Mass 40 kg <br> Year 1929","Omolon <br> Mass 250 kg <br> Year 1981","Orgueil <br> Mass 14 kg <br> Year 1864","Oum Dreyga <br> Mass 17 kg <br> Year 2003","Ourique <br> Mass 20 kg <br> Year 1998","Palinshih <br> Mass 18 kg <br> Year 1914","Pampanga <br> Mass 10.5 kg <br> Year 1859","Paragould <br> Mass 408 kg <br> Year 1930","Paranaiba <br> Mass 100 kg <br> Year 1956","Park Forest <br> Mass 18 kg <br> Year 2003","Parnallee <br> Mass 77.6 kg <br> Year 1857","Patwar <br> Mass 37.35 kg <br> Year 1935","Pavlograd <br> Mass 40 kg <br> Year 1826","Peace River <br> Mass 45.76 kg <br> Year 1963","Peekskill <br> Mass 12.57 kg <br> Year 1992","Peña Blanca Spring <br> Mass 70 kg <br> Year 1946","Perpeti <br> Mass 23.474 kg <br> Year 1935","Pervomaisky <br> Mass 66 kg <br> Year 1933","Phillips County (stone) <br> Mass 57.9 kg <br> Year 1901","Phuoc-Binh <br> Mass 11 kg <br> Year 1941","Pillistfer <br> Mass 23.25 kg <br> Year 1863","Piplia Kalan <br> Mass 42 kg <br> Year 1996","Portales Valley <br> Mass 71.4 kg <br> Year 1998","Pultusk <br> Mass 250 kg <br> Year 1868","Putinga <br> Mass 300 kg <br> Year 1937","Quesa <br> Mass 10.75 kg <br> Year 1898","Quija <br> Mass 17.45 kg <br> Year 1990","Raghunathpura <br> Mass 10.2 kg <br> Year 1986","Rahimyar Khan <br> Mass 67.225 kg <br> Year 1983","Reliegos <br> Mass 17.3 kg <br> Year 1947","Richardton <br> Mass 90 kg <br> Year 1918","Rose City <br> Mass 10.6 kg <br> Year 1921","Ryechki <br> Mass 13 kg <br> Year 1914","Saint-Sauveur <br> Mass 14 kg <br> Year 1914","Saint-Séverin <br> Mass 271 kg <br> Year 1966","Saratov <br> Mass 200 kg <br> Year 1918","Seoni <br> Mass 20 kg <br> Year 1966","Sevrukovo <br> Mass 101 kg <br> Year 1874","Shelburne <br> Mass 18.6 kg <br> Year 1904","Sikhote-Alin <br> Mass 23000 kg <br> Year 1947","Sivas <br> Mass 40 kg <br> Year 1989","Soko-Banja <br> Mass 80 kg <br> Year 1877","Sone <br> Mass 17.1 kg <br> Year 1866","Songyuan <br> Mass 36.9 kg <br> Year 1993","St. Mark's <br> Mass 13.78 kg <br> Year 1903","St. Michel <br> Mass 17 kg <br> Year 1910","Ställdalen <br> Mass 34 kg <br> Year 1876","Stannern <br> Mass 52 kg <br> Year 1808","Sterlitamak <br> Mass 325 kg <br> Year 1990","Strathmore <br> Mass 13.4 kg <br> Year 1917","St-Robert <br> Mass 25.4 kg <br> Year 1994","Suizhou <br> Mass 260 kg <br> Year 1986","Sulagiri <br> Mass 110 kg <br> Year 2008","Tambakwatu <br> Mass 10.5 kg <br> Year 1975","Tamdakht <br> Mass 100 kg <br> Year 2008","Tatahouine <br> Mass 12 kg <br> Year 1931","Tauti <br> Mass 21 kg <br> Year 1937","Tenham <br> Mass 160 kg <br> Year 1879","Tennasilm <br> Mass 28.5 kg <br> Year 1872","Thika <br> Mass 14.2 kg <br> Year 2011","Thuathe <br> Mass 45.3 kg <br> Year 2002","Tieschitz <br> Mass 28 kg <br> Year 1878","Tilden <br> Mass 74.8 kg <br> Year 1927","Timochin <br> Mass 65.5 kg <br> Year 1807","Tjabe <br> Mass 20 kg <br> Year 1869","Tjerebon <br> Mass 16.5 kg <br> Year 1922","Tourinnes-la-Grosse <br> Mass 14.5 kg <br> Year 1863","Trenzano <br> Mass 11.8 kg <br> Year 1856","Treysa <br> Mass 63 kg <br> Year 1916","Tuan Tuc <br> Mass 13.1 kg <br> Year 1921","Tuxtuac <br> Mass 30 kg <br> Year 1975","Tysnes Island <br> Mass 19.86 kg <br> Year 1884","Uberaba <br> Mass 40 kg <br> Year 1903","Udei Station <br> Mass 103 kg <br> Year 1927","Uzcudun <br> Mass 20 kg <br> Year 1948","Valera <br> Mass 50 kg <br> Year 1972","Vengerovo <br> Mass 10.8 kg <br> Year 1950","Veramin <br> Mass 54 kg <br> Year 1880","Vigarano <br> Mass 15 kg <br> Year 1910","Vouillé <br> Mass 20 kg <br> Year 1831","Walters <br> Mass 28.1 kg <br> Year 1946","Weston <br> Mass 150 kg <br> Year 1807","Wiluna <br> Mass 150 kg <br> Year 1967","Woolgorong <br> Mass 36 kg <br> Year 1960","Wuan <br> Mass 50 kg <br> Year 1986","Xingyang <br> Mass 75.5 kg <br> Year 1977","Yangchiang <br> Mass 20 kg <br> Year 1954","Yardymly <br> Mass 150.2 kg <br> Year 1959","Yatoor <br> Mass 13.6 kg <br> Year 1852","Yonozu <br> Mass 31.65 kg <br> Year 1837","Zag <br> Mass 175 kg <br> Year 1998","Zagami <br> Mass 18 kg <br> Year 1962","Zaoyang <br> Mass 14.25 kg <br> Year 1984","Zavid <br> Mass 95 kg <br> Year 1897","Zemaitkiemis <br> Mass 44.1 kg <br> Year 1933","Zhaodong <br> Mass 42 kg <br> Year 1984","Zhovtnevyi <br> Mass 107 kg <br> Year 1938","Abbott <br> Mass 21.1 kg <br> Year 1951","Acfer 329 <br> Mass 30 kg <br> Year 2001","Acfer 336 <br> Mass 19.4 kg <br> Year 2002","Acfer 353 <br> Mass 11.935 kg <br> Year 2001","Acfer 379 <br> Mass 14.764 kg <br> Year 2004","Achilles <br> Mass 16 kg <br> Year 1924","Acme <br> Mass 75 kg <br> Year 1947","Acuña <br> Mass 217.7 kg <br> Year 1981","ad-Dahbubah <br> Mass 90 kg <br> Year 1961","Admire <br> Mass 180 kg <br> Year 1881","Adrian <br> Mass 22.6 kg <br> Year 1936","Adzhi-Bogdo (iron) <br> Mass 582 kg <br> Year 1952","Aggie Creek <br> Mass 43 kg <br> Year 1942","Agoudal <br> Mass 100 kg <br> Year 2000","Agua Blanca <br> Mass 49 kg <br> Year 1938","Ahumada <br> Mass 52.6 kg <br> Year 1909","Ainsworth <br> Mass 80.65 kg <br> Year 1907","Al Haggounia 001 <br> Mass 3000 kg <br> Year 2006","Al Huqf 010 <br> Mass 41.5393 kg <br> Year 2002","Al Huqf 064 <br> Mass 12.834 kg <br> Year 2002","Alamogordo <br> Mass 13.6 kg <br> Year 1938","Alatage <br> Mass 37.5 kg <br> Year 1959","Albin (pallasite) <br> Mass 37.6 kg <br> Year 1915","Albin (stone) <br> Mass 15.4 kg <br> Year 1949","Albion <br> Mass 12.28 kg <br> Year 1966","Aldama (a) <br> Mass 11 kg <br> Year 1985","Alikatnima <br> Mass 20 kg <br> Year 1931","Aliskerovo <br> Mass 58.4 kg <br> Year 1977","al-Jimshan <br> Mass 11.45 kg <br> Year 1955","Alkhamasin <br> Mass 1200 kg <br> Year 1973","Allan Hills 84005 <br> Mass 12 kg <br> Year 1984","Allan Hills 84006 <br> Mass 16 kg <br> Year 1984","Allan Hills A76001 <br> Mass 20.151 kg <br> Year 1976","Allan Hills A76003 <br> Mass 10.495 kg <br> Year 1976","Allan Hills A76009 <br> Mass 407 kg <br> Year 1976","Allan Hills A77226 <br> Mass 15.323 kg <br> Year 1977","Allan Hills A77250 <br> Mass 10.555 kg <br> Year 1977","Allan Hills A77283 <br> Mass 10.51 kg <br> Year 1977","Allan Hills A78084 <br> Mass 14.28 kg <br> Year 1978","Allan Hills A81013 <br> Mass 17.727 kg <br> Year 1981","Altonah <br> Mass 21.5 kg <br> Year 1932","Alvord <br> Mass 17.5 kg <br> Year 1976","Angelica <br> Mass 14.8 kg <br> Year 1916","Annaheim <br> Mass 13.5 kg <br> Year 1916","Answer <br> Mass 11.09 kg <br> Year 1970","Anthony <br> Mass 20 kg <br> Year 1919","Anton <br> Mass 41.8 kg <br> Year 1965","Anyujskij <br> Mass 100 kg <br> Year 1981","Apoala <br> Mass 85 kg <br> Year 1889","Aprel'sky <br> Mass 54.6 kg <br> Year 1969","Arapahoe <br> Mass 19.083 kg <br> Year 1940","Araslanovo <br> Mass 132 kg <br> Year 1973","Arcadia <br> Mass 19.4 kg <br> Year 1937","Arispe <br> Mass 683 kg <br> Year 1896","Arltunga <br> Mass 18.1 kg <br> Year 1908","Armanty <br> Mass 28000 kg <br> Year 1898","Arriba <br> Mass 31.1 kg <br> Year 1936","Artracoona <br> Mass 20.81 kg <br> Year 1914","Ashfork <br> Mass 27 kg <br> Year 1901","Ashmore <br> Mass 55.4 kg <br> Year 1969","Ashuwairif 001 <br> Mass 14.566 kg <br> Year 2008","Ashuwairif 002 <br> Mass 11.953 kg <br> Year 2008","Ashuwairif 004 <br> Mass 15.75 kg <br> Year 2008","Asuka 87034 <br> Mass 19.0645 kg <br> Year 1987","Asuka 87251 <br> Mass 46 kg <br> Year 1987","Asuka 881986 <br> Mass 10.147 kg <br> Year 1988","Aswan <br> Mass 12 kg <br> Year 1955","Augusta County <br> Mass 76 kg <br> Year 1858","Augustinovka <br> Mass 400 kg <br> Year 1890","Avoca (Western Australia) <br> Mass 37.85 kg <br> Year 1966","Babb's Mill (Blake's Iron) <br> Mass 136 kg <br> Year 1876","Bacubirito <br> Mass 22000 kg <br> Year 1863","Bagnone <br> Mass 48 kg <br> Year 1904","Ballinoo <br> Mass 42.2 kg <br> Year 1892","Balsas <br> Mass 41 kg <br> Year 1974","Baquedano <br> Mass 22 kg <br> Year 1932","Barranca Blanca <br> Mass 12 kg <br> Year 1855","Barratta <br> Mass 200 kg <br> Year 1845","Barrilla <br> Mass 11.1 kg <br> Year 1994","Barwise <br> Mass 10.4 kg <br> Year 1950","Bayard <br> Mass 75 kg <br> Year 1982","Baygorria <br> Mass 80 kg <br> Year 1994","Bear Creek <br> Mass 227 kg <br> Year 1866","Bear Lodge <br> Mass 48.5 kg <br> Year 1931","Beaver <br> Mass 25.628 kg <br> Year 1940","Bechar 001 <br> Mass 39 kg <br> Year 1998","Bechar 002 <br> Mass 12 kg <br> Year 1998","Beeler <br> Mass 11.62 kg <br> Year 1924","Beenham <br> Mass 44.4 kg <br> Year 1937","Bella Roca <br> Mass 33 kg <br> Year 1888","Belle Plaine <br> Mass 78.8 kg <br> Year 1950","Bellsbank <br> Mass 38 kg <br> Year 1955","Belmont <br> Mass 25.3 kg <br> Year 1958","Bencubbin <br> Mass 118 kg <br> Year 1930","Bendock <br> Mass 27 kg <br> Year 1898","Benedict <br> Mass 16.38 kg <br> Year 1970","Benjamin <br> Mass 51.8 kg <br> Year 1969","Bennett County <br> Mass 89 kg <br> Year 1934","Benthullen <br> Mass 17 kg <br> Year 1951","Big Rock Donga <br> Mass 19 kg <br> Year 1970","Bilibino <br> Mass 1000 kg <br> Year 1981","Billings <br> Mass 24.5 kg <br> Year 1903","Bingera <br> Mass 10.841 kg <br> Year 1880","Binya <br> Mass 11.3 kg <br> Year 1981","Bischtübe <br> Mass 48.25 kg <br> Year 1888","Bison <br> Mass 11 kg <br> Year 1958","Bitburg <br> Mass 1500 kg <br> Year 1805","Blanca Estela <br> Mass 15.6 kg <br> Year 2002","Bledsoe <br> Mass 30.5 kg <br> Year 1970","Bluff (a) <br> Mass 153.3 kg <br> Year 1878","Bluff (b) <br> Mass 16 kg <br> Year 1917","Bocaiuva <br> Mass 64 kg <br> Year 1965","Bodaibo <br> Mass 15.9 kg <br> Year 1907","Bohumilitz <br> Mass 59 kg <br> Year 1829","Bondoc <br> Mass 888.6 kg <br> Year 1956","Bonita Springs <br> Mass 41.8 kg <br> Year 1938","Boolka <br> Mass 12 kg <br> Year 1968","Bou Azarif <br> Mass 100 kg <br> Year 2010","Boxhole <br> Mass 500 kg <br> Year 1937","Brahin <br> Mass 823 kg <br> Year 1810","Brainard <br> Mass 138.3 kg <br> Year 1978","Brenham <br> Mass 4300 kg <br> Year 1882","Brewster <br> Mass 17 kg <br> Year 1940","Bridgewater <br> Mass 13.6 kg <br> Year 1890","Bristol <br> Mass 20 kg <br> Year 1937","Broken Hill <br> Mass 34 kg <br> Year 1994","Brownfield (1937) <br> Mass 40.96 kg <br> Year 1937","Bruceville <br> Mass 83 kg <br> Year 1998","Bruno <br> Mass 13 kg <br> Year 1931","Buck Mountains 003 <br> Mass 34.2 kg <br> Year 2005","Budulan <br> Mass 100 kg <br> Year 1962","Buenaventura <br> Mass 113.6 kg <br> Year 1969","Bunjil <br> Mass 38.75 kg <br> Year 1971","Bunker Hill <br> Mass 28 kg <br> Year 2002","Bur-Abor <br> Mass 290 kg <br> Year 1997","Burgavli <br> Mass 24.9 kg <br> Year 1941","Burlington <br> Mass 68 kg <br> Year 1819","Burns <br> Mass 18.4 kg <br> Year 2003","Butler <br> Mass 41 kg <br> Year 1874","Cacaria <br> Mass 41.4 kg <br> Year 1867","Cachari <br> Mass 23.5 kg <br> Year 1916","Caddo County <br> Mass 18 kg <br> Year 1987","Caldwell <br> Mass 12.9 kg <br> Year 1961","Calliham <br> Mass 40 kg <br> Year 1958","Cambria <br> Mass 16.3 kg <br> Year 1818","Camel Donga <br> Mass 25 kg <br> Year 1984","Campbellsville <br> Mass 15.4 kg <br> Year 1929","Campinorte <br> Mass 2000 kg <br> Year 1992","Canyon Diablo <br> Mass 30000 kg <br> Year 1891","Cape York <br> Mass 58200 kg <br> Year 1818","Caperr <br> Mass 113.9 kg <br> Year 1869","Capot Rey <br> Mass 38 kg <br> Year 2004","Carbo <br> Mass 454 kg <br> Year 1923","Carichic <br> Mass 17 kg <br> Year 1983","Carlton <br> Mass 81.2 kg <br> Year 1887","Carnegie <br> Mass 132.7 kg <br> Year 1963","Carraweena <br> Mass 31.6 kg <br> Year 1914","Carthage <br> Mass 127 kg <br> Year 1840","Carver <br> Mass 94 kg <br> Year 1935","Casas Grandes <br> Mass 1545 kg <br> Year 1867","Casimiro de Abreu <br> Mass 25 kg <br> Year 1947","Cavour <br> Mass 26.21 kg <br> Year 1938","Cedar (Texas) <br> Mass 26 kg <br> Year 1900","Cedartown <br> Mass 11.3 kg <br> Year 1898","Cerro del Inca <br> Mass 20.6 kg <br> Year 1997","Changxing <br> Mass 27.9 kg <br> Year 1964","Channing <br> Mass 15.3 kg <br> Year 1936","Charcas <br> Mass 1400 kg <br> Year 1804","Chebankol <br> Mass 127.76 kg <br> Year 1938","Chesterville <br> Mass 16.5 kg <br> Year 1849","Chico <br> Mass 104.8 kg <br> Year 1954","Chihuahua City <br> Mass 54 kg <br> Year 1929","Chilkoot <br> Mass 43 kg <br> Year 1881","Chinga <br> Mass 209.4 kg <br> Year 1913","Chulafinnee <br> Mass 16.22 kg <br> Year 1873","Chupaderos <br> Mass 24300 kg <br> Year 1852","Clark County <br> Mass 11.3 kg <br> Year 1937","Claytonville <br> Mass 15.6 kg <br> Year 1964","Cleo Springs <br> Mass 24 kg <br> Year 1960","Cleveland <br> Mass 115 kg <br> Year 1860","Clifford <br> Mass 11.36 kg <br> Year 1962","Clovis (no. 1) <br> Mass 283 kg <br> Year 1961","Clovis (no. 2) <br> Mass 41.3 kg <br> Year 1963","Coahuila <br> Mass 2100 kg <br> Year 1837","Cocklebiddy <br> Mass 19.5 kg <br> Year 1949","Coffeyville <br> Mass 35.9 kg <br> Year 2006","Coldwater (iron) <br> Mass 18.4 kg <br> Year 1923","Coldwater (stone) <br> Mass 16 kg <br> Year 1924","Cole Creek <br> Mass 16.3 kg <br> Year 1991","Colomera <br> Mass 134 kg <br> Year 1912","Colonia Obrera <br> Mass 12.2 kg <br> Year 1973","Colton <br> Mass 19.67 kg <br> Year 1993","Comanche (iron) <br> Mass 19.7 kg <br> Year 1940","Conception Junction <br> Mass 17 kg <br> Year 2006","Concho <br> Mass 93.5 kg <br> Year 1939","Cook 001 <br> Mass 105 kg <br> Year 1989","Cook 007 <br> Mass 100 kg <br> Year 1989","Coolac <br> Mass 19.28 kg <br> Year 1874","Coopertown <br> Mass 16.8 kg <br> Year 1860","Cope <br> Mass 12 kg <br> Year 1934","Copiapo <br> Mass 20 kg <br> Year 1863","Corowa <br> Mass 11.34 kg <br> Year 1964","Cosby's Creek <br> Mass 960 kg <br> Year 1837","Costilla Peak <br> Mass 35.5 kg <br> Year 1881","Covert <br> Mass 61 kg <br> Year 1896","Crab Orchard <br> Mass 48.5 kg <br> Year 1887","Cranbourne <br> Mass 8600 kg <br> Year 1854","Cratheús (1931) <br> Mass 27.5 kg <br> Year 1914","Credo <br> Mass 10.82 kg <br> Year 1967","Cruz del Aire <br> Mass 23 kg <br> Year 1911","Cruz del Eje <br> Mass 14 kg <br> Year 1971","Cuero <br> Mass 46.5 kg <br> Year 1936","Cumpas <br> Mass 28.6 kg <br> Year 1903","Dadin <br> Mass 27.3 kg <br> Year 1949","Dalgaranga <br> Mass 12.2 kg <br> Year 1923","Dalgety Downs <br> Mass 257 kg <br> Year 1941","Dalton <br> Mass 53 kg <br> Year 1879","Dar al Gani 399 <br> Mass 11.455 kg <br> Year 1998","Dar al Gani 477 <br> Mass 16.128 kg <br> Year 1998","Dar al Gani 595 <br> Mass 14.931 kg <br> Year 1998","Dar al Gani 610 <br> Mass 44 kg <br> Year 1998","Dar al Gani 741 <br> Mass 20.5 kg <br> Year 1998","Dar al Gani 749 <br> Mass 95 kg <br> Year 1999","Dar al Gani 779 <br> Mass 18.8 kg <br> Year 1999","Dar al Gani 955 <br> Mass 18.5 kg <br> Year 1999","Dar al Gani 956 <br> Mass 15 kg <br> Year 1997","Daraj 001 <br> Mass 30 kg <br> Year 1986","Darinskoe <br> Mass 11.2 kg <br> Year 1984","Davis Mountains <br> Mass 689 kg <br> Year 1903","Davy (a) <br> Mass 50.6 kg <br> Year 1940","Dayton <br> Mass 26.3 kg <br> Year 1892","De Hoek <br> Mass 20.93 kg <br> Year 1960","De Nova <br> Mass 12.7 kg <br> Year 1940","Deelfontein <br> Mass 28 kg <br> Year 1932","Deep Springs <br> Mass 11.5 kg <br> Year 1846","Delegate <br> Mass 27.7 kg <br> Year 1904","Densmore (1879) <br> Mass 37.2 kg <br> Year 1879","Densmore (1950) <br> Mass 11.3 kg <br> Year 1950","Denver City <br> Mass 26.1 kg <br> Year 1975","Deport <br> Mass 15 kg <br> Year 1926","Derrick Peak 88017 <br> Mass 63 kg <br> Year 1988","Derrick Peak A78001 <br> Mass 15.2 kg <br> Year 1978","Derrick Peak A78005 <br> Mass 18.6 kg <br> Year 1978","Derrick Peak A78007 <br> Mass 11.8 kg <br> Year 1978","Derrick Peak A78008 <br> Mass 59.4 kg <br> Year 1978","Derrick Peak A78009 <br> Mass 138.1 kg <br> Year 1978","Derrick Peak A78011 <br> Mass 31.8 kg <br> Year 1978","Derrick Peak A78012 <br> Mass 26 kg <br> Year 1978","Derrick Peak A78013 <br> Mass 10.6 kg <br> Year 1978","Dhofar 005 <br> Mass 125.5 kg <br> Year 2000","Dhofar 007 <br> Mass 21.27 kg <br> Year 1999","Dhofar 020 <br> Mass 256 kg <br> Year 2000","Dhofar 069 <br> Mass 10.083 kg <br> Year 1999","Dhofar 1026 <br> Mass 10.5 kg <br> Year 2003","Dhofar 1027 <br> Mass 14.944 kg <br> Year 2003","Dhofar 1288 <br> Mass 43.6 kg <br> Year 2004","Dhofar 1289 <br> Mass 37 kg <br> Year 2004","Dhofar 1426 <br> Mass 42.85 kg <br> Year 2001","Dhofar 1433 <br> Mass 44.79 kg <br> Year 2006","Dhofar 1493 <br> Mass 14 kg <br> Year 2008","Dhofar 1511 <br> Mass 17.973 kg <br> Year 2009","Dhofar 1558 <br> Mass 11.4 kg <br> Year 2009","Dhofar 1565 <br> Mass 43 kg <br> Year 2008","Dhofar 1654 <br> Mass 50 kg <br> Year 2011","Dhofar 1700 <br> Mass 39 kg <br> Year 2010","Dhofar 1722 <br> Mass 25 kg <br> Year 2010","Dhofar 224 <br> Mass 14.974 kg <br> Year 2001","Dhofar 360 <br> Mass 15.3 kg <br> Year 2000","Dhofar 379 <br> Mass 25 kg <br> Year 2000","Dhofar 446 <br> Mass 12.4 kg <br> Year 2001","Dhofar 721 <br> Mass 13.605 kg <br> Year 2001","Dimboola <br> Mass 16 kg <br> Year 1944","Dimitrovgrad <br> Mass 100 kg <br> Year 1949","Dimmitt <br> Mass 200 kg <br> Year 1942","Divnoe <br> Mass 12.7 kg <br> Year 1981","Dix <br> Mass 44 kg <br> Year 1927","Djebel Chaab 002 <br> Mass 30.616 kg <br> Year 2003","Djebel In-Azzene <br> Mass 12.5 kg <br> Year 1990","D'Orbigny <br> Mass 16.55 kg <br> Year 1979","Dorofeevka <br> Mass 12.6 kg <br> Year 1910","Dronino <br> Mass 40 kg <br> Year 2000","Drum Mountains <br> Mass 529 kg <br> Year 1944","Duchesne <br> Mass 22.7 kg <br> Year 1906","Duel Hill (1854) <br> Mass 21.8 kg <br> Year 1854","Duel Hill (1873) <br> Mass 11.3 kg <br> Year 1873","Duketon <br> Mass 118.3 kg <br> Year 1948","Dumas (a) <br> Mass 46.05 kg <br> Year 1956","Dumont <br> Mass 27.42 kg <br> Year 1994","Duncanville <br> Mass 17.8 kg <br> Year 1961","Dungannon <br> Mass 13 kg <br> Year 1922","Dunganville <br> Mass 54 kg <br> Year 1976","Eagle Station <br> Mass 36 kg <br> Year 1880","Edmonson (a) <br> Mass 12 kg <br> Year 1955","Edmonson (b) <br> Mass 14.402 kg <br> Year 1981","Edmonton (Kentucky) <br> Mass 10.2 kg <br> Year 1942","Efremovka <br> Mass 21 kg <br> Year 1962","El Bahrain <br> Mass 14 kg <br> Year 1983","El Burro <br> Mass 35.9 kg <br> Year 1939","El Capitan <br> Mass 27.5 kg <br> Year 1893","El Hammami <br> Mass 240 kg <br> Year 1997","El Perdido <br> Mass 30.25 kg <br> Year 1905","El Sampal <br> Mass 142 kg <br> Year 1973","El Simbolar <br> Mass 40 kg <br> Year 1938","El Timbu <br> Mass 500 kg <br> Year 1942","Elephant Moraine 87538 <br> Mass 11.894 kg <br> Year 1987","Elephant Moraine 92193 <br> Mass 22 kg <br> Year 1992","Elga <br> Mass 28.8 kg <br> Year 1959","Eli Elwah <br> Mass 15.2 kg <br> Year 1888","Ellerslie <br> Mass 10.2 kg <br> Year 1905","Ellicott <br> Mass 15.7 kg <br> Year 1960","Elyria <br> Mass 10.9 kg <br> Year 1971","Emery <br> Mass 16.7 kg <br> Year 1962","Emsland <br> Mass 19 kg <br> Year 1940","Esquel <br> Mass 755 kg <br> Year 1951","Estacado <br> Mass 290 kg <br> Year 1883","Ethiudna <br> Mass 74.318 kg <br> Year 1977","Etosha <br> Mass 110.7 kg <br> Year 1970","Etter <br> Mass 450 kg <br> Year 1965","Fairview <br> Mass 28.8 kg <br> Year 1986","Faith <br> Mass 105 kg <br> Year 1952","Farley <br> Mass 19.4 kg <br> Year 1936","Faucett <br> Mass 100 kg <br> Year 1966","Felsted <br> Mass 13.5 kg <br> Year 1977","Finmarken <br> Mass 78.3 kg <br> Year 1902","Finney <br> Mass 10.7 kg <br> Year 1962","Flandreau <br> Mass 21.36 kg <br> Year 1983","Florey <br> Mass 110.8 kg <br> Year 1978","Floyd <br> Mass 13 kg <br> Year 1966","Floydada <br> Mass 12.5 kg <br> Year 1912","Forestburg (a) <br> Mass 26.1 kg <br> Year 1957","Forestburg (b) <br> Mass 26.6 kg <br> Year 1957","Forrest 002 <br> Mass 26 kg <br> Year 1980","Forsyth County <br> Mass 22.7 kg <br> Year 1891","Fort Pierre <br> Mass 15.9 kg <br> Year 1856","Four Corners <br> Mass 25 kg <br> Year 1924","Franceville <br> Mass 18.8 kg <br> Year 1890","Franconia <br> Mass 100 kg <br> Year 2002","Frankfort (iron) <br> Mass 10.9 kg <br> Year 1866","Friona <br> Mass 21.9 kg <br> Year 1981","Fukang <br> Mass 1003 kg <br> Year 2000","Gaines County Park <br> Mass 13.7 kg <br> Year 1977","Galatia <br> Mass 23.9 kg <br> Year 1971","Gan Gan <br> Mass 83 kg <br> Year 1984","Garabato <br> Mass 160 kg <br> Year 1995","Gebel Kamil <br> Mass 1600 kg <br> Year 2009","Ghubara <br> Mass 1750 kg <br> Year 1954","Gibeon <br> Mass 26000 kg <br> Year 1836","Gilgoin <br> Mass 147 kg <br> Year 1889","Gladstone (iron) <br> Mass 736.6 kg <br> Year 1915","Gladstone (stone) <br> Mass 57.3 kg <br> Year 1936","Glasgow <br> Mass 20.4 kg <br> Year 1922","Glen Rose (iron) <br> Mass 11 kg <br> Year 1934","Glenormiston <br> Mass 40.8 kg <br> Year 1925","Glorieta Mountain <br> Mass 148 kg <br> Year 1884","Gnowangerup <br> Mass 33.6 kg <br> Year 1976","Gobabeb <br> Mass 27 kg <br> Year 1969","Gold Basin <br> Mass 61 kg <br> Year 1995","Gomez <br> Mass 47 kg <br> Year 1974","Goose Lake <br> Mass 1169.5 kg <br> Year 1938","Goronyo <br> Mass 11 kg <br> Year 2001","Grand Rapids <br> Mass 51.7 kg <br> Year 1883","Grant <br> Mass 525 kg <br> Year 1929","Graves Nunataks 95200 <br> Mass 25.0661 kg <br> Year 1995","Graves Nunataks 98186 <br> Mass 29 kg <br> Year 1998","Grayton <br> Mass 11.3 kg <br> Year 1983","Great Bend <br> Mass 28.77 kg <br> Year 1983","Great Sand Sea 019 <br> Mass 12 kg <br> Year 1999","Gressk <br> Mass 303 kg <br> Year 1955","Gretna <br> Mass 82 kg <br> Year 1912","Gruver <br> Mass 13.1 kg <br> Year 1934","Guadalupe y Calvo <br> Mass 58.63 kg <br> Year 1971","Guanaco <br> Mass 13.1 kg <br> Year 2000","Guanghua <br> Mass 190 kg <br> Year 1932","Guffey <br> Mass 309 kg <br> Year 1907","Guin <br> Mass 34.5 kg <br> Year 1969","Gun Creek <br> Mass 22.7 kg <br> Year 1909","Gundaring <br> Mass 112.5 kg <br> Year 1937","Hagersville <br> Mass 30 kg <br> Year 1999","Haig <br> Mass 503 kg <br> Year 1951","Hainholz <br> Mass 16.5 kg <br> Year 1856","Hambleton <br> Mass 17.6 kg <br> Year 2005","Hamilton (Queensland) <br> Mass 68 kg <br> Year 1966","Hammadah al Hamra 001 <br> Mass 19.418 kg <br> Year 1990","Hammadah al Hamra 019 <br> Mass 13.431 kg <br> Year 1990","Hammadah al Hamra 051 <br> Mass 12 kg <br> Year 1994","Hammadah al Hamra 087 <br> Mass 22.114 kg <br> Year 1995","Hammadah al Hamra 148 <br> Mass 15.77 kg <br> Year 1995","Hammadah al Hamra 153 <br> Mass 50 kg <br> Year 1995","Hammadah al Hamra 173 <br> Mass 45 kg <br> Year 1996","Hammadah al Hamra 280 <br> Mass 26.5 kg <br> Year 2000","Hammadah al Hamra 296 <br> Mass 27.064 kg <br> Year 2000","Hammadah al Hamra 328 <br> Mass 30.44 kg <br> Year 1999","Hammond <br> Mass 24 kg <br> Year 1884","Hammond Downs <br> Mass 27 kg <br> Year 1950","Happy Canyon <br> Mass 16.3 kg <br> Year 1971","Hardtner <br> Mass 13 kg <br> Year 1972","Harriman (Of) <br> Mass 30 kg <br> Year 1947","Harriman (Om) <br> Mass 13 kg <br> Year 1938","Harrisonville <br> Mass 46.5 kg <br> Year 1933","Haskell <br> Mass 36 kg <br> Year 1909","Hasparos <br> Mass 12.88 kg <br> Year 1935","Hassayampa <br> Mass 16 kg <br> Year 1963","Haxtun <br> Mass 15.5 kg <br> Year 1975","Hebron <br> Mass 21.82 kg <br> Year 1965","Henbury <br> Mass 2000 kg <br> Year 1931","Hermitage Plains <br> Mass 32 kg <br> Year 1909","Hesston <br> Mass 12.9 kg <br> Year 1951","Hex River Mountains <br> Mass 60 kg <br> Year 1882","Hill City <br> Mass 11.7 kg <br> Year 1947","Hinojal <br> Mass 50 kg <br> Year 1927","Hoba <br> Mass 60000 kg <br> Year 1920","Holland's Store <br> Mass 12.2 kg <br> Year 1887","Holyoke <br> Mass 11.2 kg <br> Year 1933","Horace <br> Mass 19.7 kg <br> Year 1940","Horh Uul <br> Mass 44 kg <br> Year 2001","Huckitta <br> Mass 2300 kg <br> Year 1924","Hugoton <br> Mass 350 kg <br> Year 1927","Huizopa <br> Mass 140 kg <br> Year 1907","Hunter <br> Mass 74.6 kg <br> Year 1962","Huntsman <br> Mass 14.5 kg <br> Year 1910","Ider <br> Mass 140 kg <br> Year 1957","Ilafegh 008 <br> Mass 26.1 kg <br> Year 1989","Ilimaes (iron) <br> Mass 51.7 kg <br> Year 1870","Imilac <br> Mass 920 kg <br> Year 1822","Indian Valley <br> Mass 14.1 kg <br> Year 1887","Indianópolis <br> Mass 14.85 kg <br> Year 1989","Indio Rico <br> Mass 15 kg <br> Year 1887","Ingella Station <br> Mass 50 kg <br> Year 1987","Ioka <br> Mass 31.5 kg <br> Year 1931","Iquique <br> Mass 12.5 kg <br> Year 1871","Iron Creek <br> Mass 175 kg <br> Year 1869","Isheyevo <br> Mass 16 kg <br> Year 2003","Isna <br> Mass 23 kg <br> Year 1970","Isoulane-n-Amahar <br> Mass 72 kg <br> Year 1945","Ivanpah <br> Mass 58 kg <br> Year 1880","Jalu <br> Mass 150 kg <br> Year 2000","Jaralito <br> Mass 11.138 kg <br> Year 1977","Jenkins <br> Mass 55.4 kg <br> Year 1946","Jenny's Creek <br> Mass 12 kg <br> Year 1883","Jepara <br> Mass 499.5 kg <br> Year 2008","Jerome (Kansas) <br> Mass 29.6 kg <br> Year 1894","Jerslev <br> Mass 40 kg <br> Year 1976","Jiddat al Harasis 003 <br> Mass 10.83 kg <br> Year 1999","Jiddat al Harasis 055 <br> Mass 200 kg <br> Year 2004","Jiddat al Harasis 073 <br> Mass 550 kg <br> Year 2002","Jiddat al Harasis 090 <br> Mass 92.6676 kg <br> Year 2002","Jiddat al Harasis 091 <br> Mass 123.374 kg <br> Year 2002","Jiddat al Harasis 203 <br> Mass 46.2 kg <br> Year 2002","Jiddat al Harasis 230 <br> Mass 77 kg <br> Year 2005","Jiddat al Harasis 267 <br> Mass 16.0055 kg <br> Year 2005","Jiddat al Harasis 317 <br> Mass 21.472 kg <br> Year 2001","Jiddat al Harasis 342 <br> Mass 49.75 kg <br> Year 2006","Jiddat al Harasis 355 <br> Mass 16.8791 kg <br> Year 2003","Jiddat al Harasis 406 <br> Mass 33 kg <br> Year 2006","Jiddat al Harasis 426 <br> Mass 11.1701 kg <br> Year 2007","Jiddat al Harasis 574 <br> Mass 13 kg <br> Year 2009","Jiddat al Harasis 628 <br> Mass 16 kg <br> Year 2009","Jiddat al Harasis 664 <br> Mass 12.175 kg <br> Year 2011","Joe Wright Mountain <br> Mass 42.6 kg <br> Year 1884","Johnson City <br> Mass 10.4 kg <br> Year 1937","Juanita de Angeles <br> Mass 85 kg <br> Year 1992","Julesburg <br> Mass 57.9 kg <br> Year 1983","Juncal <br> Mass 104 kg <br> Year 1866","Kaffir (d) <br> Mass 26.76 kg <br> Year 1981","Kalahari 009 <br> Mass 13.5 kg <br> Year 1999","Kaldoonera Hill <br> Mass 12 kg <br> Year 1956","Kansas City (1903) <br> Mass 36 kg <br> Year 1903","Karasburg <br> Mass 12 kg <br> Year 1964","Karee Kloof <br> Mass 92.1 kg <br> Year 1914","Kargapole <br> Mass 21.8 kg <br> Year 1961","Kaufman <br> Mass 23 kg <br> Year 1893","Kelly <br> Mass 44.3 kg <br> Year 1937","Kendall County <br> Mass 21 kg <br> Year 1887","Kenna <br> Mass 10.9 kg <br> Year 1972","Kenton County <br> Mass 194 kg <br> Year 1889","Keyes <br> Mass 142 kg <br> Year 1939","Kielpa <br> Mass 13.6 kg <br> Year 1948","Kifkakhsyagan <br> Mass 18.8 kg <br> Year 1972","Kimble County <br> Mass 153.8 kg <br> Year 1918","Kingston <br> Mass 12.9 kg <br> Year 1891","Klamath Falls <br> Mass 17 kg <br> Year 1952","Knowles <br> Mass 161 kg <br> Year 1903","Kodaikanal <br> Mass 15.9 kg <br> Year 1898","Kokstad <br> Mass 341 kg <br> Year 1884","Koltsovo <br> Mass 20.02 kg <br> Year 2004","Kopjes Vlei <br> Mass 13.6 kg <br> Year 1914","Korra Korrabes <br> Mass 140 kg <br> Year 1996","Kouga Mountains <br> Mass 1173 kg <br> Year 1903","Kress (a) <br> Mass 12.5 kg <br> Year 1951","Kulnine <br> Mass 55.3 kg <br> Year 1886","Kumerina <br> Mass 53.5 kg <br> Year 1937","Kumtag <br> Mass 26 kg <br> Year 2008","Kyancutta <br> Mass 32.7 kg <br> Year 1932","La Caille <br> Mass 626 kg <br> Year 1828","La Grange <br> Mass 50.8 kg <br> Year 1860","La Lande <br> Mass 30 kg <br> Year 1933","La Porte <br> Mass 14.54 kg <br> Year 1900","La Primitiva <br> Mass 27.4 kg <br> Year 1888","La Villa <br> Mass 19.8 kg <br> Year 1956","Ladder Creek <br> Mass 35.1 kg <br> Year 1937","Laguna Manantiales <br> Mass 92 kg <br> Year 1945","Lahmada 009 <br> Mass 70 kg <br> Year 1999","Lahoma <br> Mass 21.8 kg <br> Year 1963","Lake Brown <br> Mass 23.4 kg <br> Year 1919","Lake Grace <br> Mass 10.5 kg <br> Year 1956","Lake Labyrinth <br> Mass 25.85 kg <br> Year 1924","Lake Murray <br> Mass 270 kg <br> Year 1933","Lakewood <br> Mass 46.5 kg <br> Year 1955","Lamesa <br> Mass 16.9 kg <br> Year 1981","Lamont <br> Mass 38.69 kg <br> Year 1940","Lancaster County <br> Mass 13 kg <br> Year 1903","Landes <br> Mass 69.8 kg <br> Year 1930","Lanton <br> Mass 13.78 kg <br> Year 1932","Larned <br> Mass 28.1 kg <br> Year 1977","Lenarto <br> Mass 108.5 kg <br> Year 1814","Leon <br> Mass 30 kg <br> Year 1943","Lewis Cliff 85319 <br> Mass 11.491 kg <br> Year 1985","Lewis Cliff 85320 <br> Mass 110.224 kg <br> Year 1985","Liangcheng <br> Mass 200 kg <br> Year 1959","Lime Creek <br> Mass 20 kg <br> Year 1834","Linwood <br> Mass 46 kg <br> Year 1940","Little River (b) <br> Mass 11.7 kg <br> Year 1965","Littlerock <br> Mass 19.05 kg <br> Year 1979","Lixian <br> Mass 43 kg <br> Year 2005","Lone Tree <br> Mass 20.676 kg <br> Year 1971","Lonewolf Nunataks 94104 <br> Mass 10.172 kg <br> Year 1994","Long Island <br> Mass 564 kg <br> Year 1891","Longtian <br> Mass 350 kg <br> Year 1991","Loreto <br> Mass 94.8 kg <br> Year 1896","Los Reyes <br> Mass 19.5 kg <br> Year 1897","Los Sauces <br> Mass 997 kg <br> Year 1937","Los Vientos 002 <br> Mass 30.75 kg <br> Year 2010","Los Vientos 003 <br> Mass 25.45 kg <br> Year 2011","Los Vientos 004 <br> Mass 29.3 kg <br> Year 2011","Los Vientos 028 <br> Mass 12.11 kg <br> Year 2012","Lucky Hill <br> Mass 20.5 kg <br> Year 1885","Lueders <br> Mass 35.4 kg <br> Year 1973","Lutschaunig's Stone <br> Mass 100 kg <br> Year 1861","Macy <br> Mass 42 kg <br> Year 1984","Madoc <br> Mass 168 kg <br> Year 1854","Mafuta <br> Mass 71.5 kg <br> Year 1984","Magura <br> Mass 150 kg <br> Year 1840","Maltahöhe <br> Mass 22.27 kg <br> Year 1991","Manitouwabing <br> Mass 39 kg <br> Year 1962","Manlai <br> Mass 166.8 kg <br> Year 1954","Mantos Blancos <br> Mass 10.3 kg <br> Year 1876","Mapleton <br> Mass 49 kg <br> Year 1939","Maria da Fé <br> Mass 18 kg <br> Year 1987","Maria Elena (1935) <br> Mass 15.5 kg <br> Year 1935","Markovka <br> Mass 54.2 kg <br> Year 1967","Marlow <br> Mass 68 kg <br> Year 1936","Maslyanino <br> Mass 26 kg <br> Year 1992","Mayerthorpe <br> Mass 12.61 kg <br> Year 1964","Mayfield <br> Mass 38.4 kg <br> Year 1972","Mayodan <br> Mass 15.4 kg <br> Year 1920","Mbosi <br> Mass 16000 kg <br> Year 1930","McKenzie Draw (a) <br> Mass 11.8 kg <br> Year 1989","McKinney <br> Mass 150 kg <br> Year 1870","Mejillones <br> Mass 14.83 kg <br> Year 1875","Melrose (a) <br> Mass 36.4 kg <br> Year 1933","Merceditas <br> Mass 42.9 kg <br> Year 1884","Meteorite Hills 01005 <br> Mass 19 kg <br> Year 2001","Meteorite Hills A78028 <br> Mass 20.657 kg <br> Year 1978","Miami <br> Mass 57.7 kg <br> Year 1930","Miles <br> Mass 265 kg <br> Year 1992","Millarville <br> Mass 15.636 kg <br> Year 1977","Millen <br> Mass 40.8 kg <br> Year 1975","Miller Range 090003 <br> Mass 10.31 kg <br> Year 2009","Mills <br> Mass 88 kg <br> Year 1970","Milly Milly <br> Mass 26.5 kg <br> Year 1921","Mincy <br> Mass 89.4 kg <br> Year 1857","Mission <br> Mass 12 kg <br> Year 1949","Molong <br> Mass 104 kg <br> Year 1912","Monahans (1938) <br> Mass 27.9 kg <br> Year 1938","Mont Dieu <br> Mass 360 kg <br> Year 1994","Moonbi <br> Mass 13.2 kg <br> Year 1892","Moorabie <br> Mass 14.04 kg <br> Year 1965","Moorumbunna <br> Mass 77 kg <br> Year 1943","Morasko <br> Mass 290 kg <br> Year 1914","Morland <br> Mass 295 kg <br> Year 1890","Morristown <br> Mass 16.3 kg <br> Year 1887","Morrow County <br> Mass 18.2 kg <br> Year 1999","Mossgiel <br> Mass 32.383 kg <br> Year 1967","Mount Ayliff <br> Mass 13.6 kg <br> Year 1907","Mount Baldr A76002 <br> Mass 13.773 kg <br> Year 1976","Mount Dooling <br> Mass 734 kg <br> Year 1909","Mount Dyrring <br> Mass 11.3 kg <br> Year 1903","Mount Edith <br> Mass 326 kg <br> Year 1913","Mount Egerton <br> Mass 22 kg <br> Year 1941","Mount Joy <br> Mass 384 kg <br> Year 1887","Mount Magnet <br> Mass 16.6 kg <br> Year 1916","Mount Padbury <br> Mass 272 kg <br> Year 1964","Mount Sir Charles <br> Mass 22.9 kg <br> Year 1942","Mount Vernon <br> Mass 159 kg <br> Year 1868","Mrirt <br> Mass 79.9 kg <br> Year 1937","Mud Dry Lake <br> Mass 18.255 kg <br> Year 2002","Muenatauray <br> Mass 30 kg <br> Year 1960","Mulga (north) <br> Mass 19.9 kg <br> Year 1964","Mundrabilla <br> Mass 24000 kg <br> Year 1911","Mungindi <br> Mass 51.3 kg <br> Year 1897","Muonionalusta <br> Mass 230 kg <br> Year 1906","Murnpeowie <br> Mass 1143 kg <br> Year 1909","Muslyumovo <br> Mass 10.58 kg <br> Year 1964","Nahuel Niyeu <br> Mass 10.54 kg <br> Year 2005","Nantan <br> Mass 9500 kg <br> Year 1958","Narraburra <br> Mass 32.2 kg <br> Year 1855","Naryilco <br> Mass 27 kg <br> Year 1975","Nashville (iron) <br> Mass 18 kg <br> Year 1934","Nashville (stone) <br> Mass 25 kg <br> Year 1939","Navajo <br> Mass 2184 kg <br> Year 1921","Nazareth (e) <br> Mass 13.1 kg <br> Year 1977","Nazareth (iron) <br> Mass 11.31 kg <br> Year 1968","Needles <br> Mass 45.3 kg <br> Year 1962","Neenach <br> Mass 13.8 kg <br> Year 1948","Negrillos <br> Mass 28.5 kg <br> Year 1936","Nelson County <br> Mass 73.03 kg <br> Year 1856","Nenntmannsdorf <br> Mass 12.5 kg <br> Year 1872","Ness County (1894) <br> Mass 82 kg <br> Year 1894","Netschaëvo <br> Mass 250 kg <br> Year 1846","New Baltimore <br> Mass 20 kg <br> Year 1922","New Leipzig <br> Mass 20 kg <br> Year 1936","Nicolás Levalle <br> Mass 60 kg <br> Year 1956","Nocoleche <br> Mass 20 kg <br> Year 1895","Nordheim <br> Mass 15.15 kg <br> Year 1932","Norfolk <br> Mass 23 kg <br> Year 1907","Norquín <br> Mass 19.25 kg <br> Year 1945","North Chile <br> Mass 300 kg <br> Year 1875","Northbranch <br> Mass 76 kg <br> Year 1972","Northwest Africa 2023 <br> Mass 14.4 kg <br> Year 2002","Northwest Africa 1581 <br> Mass 50.2 kg <br> Year 2001","Northwest Africa 1685 <br> Mass 11.56 kg <br> Year 2002","Northwest Africa 2211 <br> Mass 27.69 kg <br> Year 2005","Northwest Africa 2680 <br> Mass 12.05 kg <br> Year 2005","Northwest Africa 4502 <br> Mass 100 kg <br> Year 2005","Northwest Africa 4576 <br> Mass 30 kg <br> Year 2005","Northwest Africa 5201 <br> Mass 11.73 kg <br> Year 2007","Northwest Africa 5459 <br> Mass 26.4 kg <br> Year 2006","Northwest Africa 5460 <br> Mass 44.4 kg <br> Year 2006","Northwest Africa 5549 <br> Mass 12 kg <br> Year 2008","Northwest Africa 5775 <br> Mass 50 kg <br> Year 2006","Northwest Africa 5824 <br> Mass 12 kg <br> Year 2007","Northwest Africa 5940 <br> Mass 151 kg <br> Year 2009","Northwest Africa 5974 <br> Mass 29 kg <br> Year 2009","Northwest Africa 6108 <br> Mass 25 kg <br> Year 2004","Northwest Africa 6203 <br> Mass 35.4 kg <br> Year 2008","Northwest Africa 6279 <br> Mass 11.445 kg <br> Year 2009","Northwest Africa 6369 <br> Mass 14.83 kg <br> Year 2009","Northwest Africa 6408 <br> Mass 24 kg <br> Year 2008","Northwest Africa 6409 <br> Mass 11.8 kg <br> Year 2008","Northwest Africa 6411 <br> Mass 43 kg <br> Year 2006","Northwest Africa 6550 <br> Mass 29.4818 kg <br> Year 2008","Northwest Africa 6621 <br> Mass 24 kg <br> Year 2011","Northwest Africa 6682 <br> Mass 13 kg <br> Year 2010","Northwest Africa 6727 <br> Mass 88 kg <br> Year 2006","Northwest Africa 6903 <br> Mass 50 kg <br> Year 2008","Northwest Africa 6931 <br> Mass 20.62 kg <br> Year 2007","Northwest Africa 6932 <br> Mass 32 kg <br> Year 2008","Northwest Africa 6947 <br> Mass 115.777 kg <br> Year 2011","Northwest Africa 7059 <br> Mass 11.73 kg <br> Year 2008","Northwest Africa 7144 <br> Mass 43.418 kg <br> Year 2011","Northwest Africa 7150 <br> Mass 45.326 kg <br> Year 2011","Northwest Africa 7251 <br> Mass 13 kg <br> Year 2012","Northwest Africa 7336 <br> Mass 18 kg <br> Year 2012","Northwest Africa 7514 <br> Mass 23.62 kg <br> Year 2005","Northwest Africa 7650 <br> Mass 11.115 kg <br> Year 2012","Northwest Africa 7751 <br> Mass 20 kg <br> Year 2010","Northwest Africa 7757 <br> Mass 13 kg <br> Year 2012","Nova Petropolis <br> Mass 305 kg <br> Year 1967","Novosibirsk <br> Mass 11.41 kg <br> Year 1978","Nullarbor 001 <br> Mass 40 kg <br> Year 1935","Oakley (iron) <br> Mass 111 kg <br> Year 1926","Oakley (stone) <br> Mass 27.7 kg <br> Year 1895","Obernkirchen <br> Mass 41 kg <br> Year 1863","Ocotillo <br> Mass 28.57 kg <br> Year 1990","Odessa (iron) <br> Mass 1600 kg <br> Year 1922","O'Donnell <br> Mass 12.7 kg <br> Year 1992","Old Woman <br> Mass 2753 kg <br> Year 1976","Opava <br> Mass 14.3 kg <br> Year 1925","Orange River (iron) <br> Mass 148.8 kg <br> Year 1855","Orlovka <br> Mass 40.5 kg <br> Year 1928","Oroville <br> Mass 24.5 kg <br> Year 1893","Osseo <br> Mass 46.3 kg <br> Year 1931","Otchinjau <br> Mass 30 kg <br> Year 1919","Owasco <br> Mass 168.4 kg <br> Year 1984","Owens Valley <br> Mass 192.8 kg <br> Year 1913","Ozona <br> Mass 127.5 kg <br> Year 1929","Page City <br> Mass 13.63 kg <br> Year 1980","Pallasovka <br> Mass 198 kg <br> Year 1990","Palmas de Monte Alto <br> Mass 97 kg <br> Year 1954","Pampa (c) <br> Mass 25 kg <br> Year 1986","Pampa (d) <br> Mass 12.8 kg <br> Year 1986","Pampa Providencia <br> Mass 12.4 kg <br> Year 1994","Pan de Azucar <br> Mass 19.5 kg <br> Year 1887","Para de Minas <br> Mass 116.3 kg <br> Year 1934","Park <br> Mass 13 kg <br> Year 1969","Patos de Minas (hexahedrite) <br> Mass 32 kg <br> Year 1925","Patos de Minas (octahedrite) <br> Mass 200 kg <br> Year 1925","Patricia <br> Mass 14.9 kg <br> Year 1983","Patuxent Range 91500 <br> Mass 16.5406 kg <br> Year 1991","Pooposo <br> Mass 12 kg <br> Year 1910","Pecora Escarpment 91009 <br> Mass 18 kg <br> Year 1991","Peetz <br> Mass 11.5 kg <br> Year 1937","Pei Xian <br> Mass 400 kg <br> Year 1917","Perryville <br> Mass 17.5 kg <br> Year 1906","Picacho <br> Mass 22 kg <br> Year 1952","Piedade do Bagre <br> Mass 59 kg <br> Year 1922","Pierceville (iron) <br> Mass 100 kg <br> Year 1917","Pinnaroo <br> Mass 39.4 kg <br> Year 1927","Piñon <br> Mass 17.85 kg <br> Year 1928","Pinto Mountains <br> Mass 17.9 kg <br> Year 1954","Pipe Creek <br> Mass 13.6 kg <br> Year 1887","Plains <br> Mass 34.3 kg <br> Year 1964","Plainview (1917) <br> Mass 700 kg <br> Year 1917","Plymouth <br> Mass 14 kg <br> Year 1893","Point Berliet <br> Mass 42 kg <br> Year 2001","Point of Rocks (iron) <br> Mass 18 kg <br> Year 1956","Polujamki <br> Mass 18.35 kg <br> Year 1971","Porto Alegre <br> Mass 200 kg <br> Year 2005","Potter <br> Mass 261 kg <br> Year 1941","Puente del Zacate <br> Mass 30.79 kg <br> Year 1904","Purgatory Peak A77006 <br> Mass 19.068 kg <br> Year 1977","Putnam County <br> Mass 32.7 kg <br> Year 1839","Qijiaojing <br> Mass 160 kg <br> Year 2003","Queen Alexandra Range 99001 <br> Mass 22 kg <br> Year 1999","Quijingue <br> Mass 59 kg <br> Year 1984","Quinn Canyon <br> Mass 1450 kg <br> Year 1908","Qulumat Nadqan 001 <br> Mass 13.901 kg <br> Year 2008","Rafrüti <br> Mass 18.2 kg <br> Year 1886","Ragland <br> Mass 12.1 kg <br> Year 1982","Ragland Hill <br> Mass 11.8 kg <br> Year 1980","Rakity <br> Mass 11.4 kg <br> Year 1971","Ramlat as Sahmah 202 <br> Mass 18.25 kg <br> Year 2002","Ramlat as Sahmah 204 <br> Mass 10.2488 kg <br> Year 2003","Ramlat as Sahmah 276 <br> Mass 12.8 kg <br> Year 2008","Ramlat as Sahmah 418 <br> Mass 28.791 kg <br> Year 2010","Rancho de la Pila (1882) <br> Mass 46.5 kg <br> Year 1882","Rancho Gomelia <br> Mass 15.65 kg <br> Year 1975","Ransom <br> Mass 15 kg <br> Year 1938","Rateldraai <br> Mass 549 kg <br> Year 1909","Reckling Peak A79015 <br> Mass 10.022 kg <br> Year 1979","Red River <br> Mass 800 kg <br> Year 1808","Red Rock <br> Mass 47.6 kg <br> Year 1976","Reed City <br> Mass 20 kg <br> Year 1895","Renfrow <br> Mass 81.6 kg <br> Year 1986","Retuerta del Bullaque <br> Mass 100 kg <br> Year 1980","Richfield <br> Mass 40.8 kg <br> Year 1983","Richland <br> Mass 50.6 kg <br> Year 1951","Rifle <br> Mass 102.7 kg <br> Year 1948","Rio Limay <br> Mass 280 kg <br> Year 1995","Rodeo <br> Mass 44 kg <br> Year 1852","Roebourne <br> Mass 86.86 kg <br> Year 1892","Romero <br> Mass 17.2 kg <br> Year 1938","Rosebud <br> Mass 54.9 kg <br> Year 1915","Roundup <br> Mass 17.59 kg <br> Year 1990","Rowena <br> Mass 34.7 kg <br> Year 1962","Roy (1933) <br> Mass 47.2 kg <br> Year 1933","Ruff's Mountain <br> Mass 53.07 kg <br> Year 1844","Russel Gulch <br> Mass 13.2 kg <br> Year 1863","Sacramento Mountains <br> Mass 237.2 kg <br> Year 1890","Safsaf <br> Mass 11.87 kg <br> Year 1998","Saginaw <br> Mass 44.5 kg <br> Year 1979","Saint Augustine <br> Mass 22 kg <br> Year 1974","Saint-Aubin <br> Mass 472 kg <br> Year 1968","Salaices <br> Mass 24.5 kg <br> Year 1971","Saline <br> Mass 30.8 kg <br> Year 1901","San Angelo <br> Mass 88 kg <br> Year 1897","San Borjita <br> Mass 12.3 kg <br> Year 1983","San Emigdio <br> Mass 36 kg <br> Year 1887","Sanclerlandia <br> Mass 279 kg <br> Year 1971","Sandia Mountains <br> Mass 45 kg <br> Year 1925","Santa Apolonia <br> Mass 1316 kg <br> Year 1872","Santa Catharina <br> Mass 7000 kg <br> Year 1875","Santa Clara <br> Mass 63 kg <br> Year 1976","Santa Luzia <br> Mass 1918 kg <br> Year 1921","Santa Rosa <br> Mass 825 kg <br> Year 1810","Santa Vitoria do Palmar <br> Mass 50.4 kg <br> Year 2003","Santiago Papasquiero <br> Mass 119.5 kg <br> Year 1958","São João Nepomuceno <br> Mass 15.3 kg <br> Year 1960","São Julião de Moreira <br> Mass 162 kg <br> Year 1883","Saotome <br> Mass 10.88 kg <br> Year 1892","Sardis <br> Mass 800 kg <br> Year 1940","Sarepta <br> Mass 14 kg <br> Year 1854","Sargiin Gobi <br> Mass 17.5 kg <br> Year 1964","Savannah <br> Mass 60 kg <br> Year 1923","Sayh al Uhaymir 001 <br> Mass 450 kg <br> Year 2000","Sayh al Uhaymir 250 <br> Mass 16.2 kg <br> Year 2003","Sayh al Uhaymir 266 <br> Mass 25.014 kg <br> Year 2002","Sayh al Uhaymir 270 <br> Mass 43.5082 kg <br> Year 2003","Sayh al Uhaymir 277 <br> Mass 11.643 kg <br> Year 2002","Sayh al Uhaymir 278 <br> Mass 27.8608 kg <br> Year 2002","Sayh al Uhaymir 425 <br> Mass 10.0067 kg <br> Year 2005","Sayh al Uhaymir 499 <br> Mass 15.9 kg <br> Year 2009","Sayh al Uhaymir 504 <br> Mass 20 kg <br> Year 2010","Schwetz <br> Mass 21.5 kg <br> Year 1850","Scurry <br> Mass 118 kg <br> Year 1937","Seagraves <br> Mass 13 kg <br> Year 1962","Seagraves (c) <br> Mass 26.81 kg <br> Year 1989","Seeläsgen <br> Mass 102 kg <br> Year 1847","Selma <br> Mass 140.6 kg <br> Year 1906","Seminole <br> Mass 43.9 kg <br> Year 1961","Seneca Township <br> Mass 11.5 kg <br> Year 1923","Seymchan <br> Mass 323.3 kg <br> Year 1967","Seymour <br> Mass 25.9 kg <br> Year 1940","Shalim 003 <br> Mass 10.35 kg <br> Year 2001","Shalim 004 <br> Mass 10.35 kg <br> Year 2001","Shangdu <br> Mass 247 kg <br> Year 1957","Sharon Springs <br> Mass 23.4 kg <br> Year 1983","Shaw <br> Mass 17.5 kg <br> Year 1937","Shingle Springs <br> Mass 39 kg <br> Year 1869","Shirahagi <br> Mass 22.7 kg <br> Year 1890","Shişr 010 <br> Mass 17.604 kg <br> Year 2001","Shişr 036 <br> Mass 10.175 kg <br> Year 2002","Shişr 168 <br> Mass 12.688 kg <br> Year 2004","Shrewsbury <br> Mass 12 kg <br> Year 1907","Sierra Colorada <br> Mass 71.3 kg <br> Year 1995","Sierra Gorda <br> Mass 26 kg <br> Year 1898","Signal Mountain <br> Mass 63.5 kg <br> Year 1919","Silver Crown <br> Mass 11.6 kg <br> Year 1887","Sinawan 001 <br> Mass 28.6 kg <br> Year 1991","Singhur <br> Mass 14.18 kg <br> Year 1847","Skookum <br> Mass 16 kg <br> Year 1905","Smara <br> Mass 12.87 kg <br> Year 2000","Smithonia <br> Mass 69.9 kg <br> Year 1940","Smithville <br> Mass 70.5 kg <br> Year 1840","Snyder <br> Mass 16.9 kg <br> Year 1983","Social Circle <br> Mass 99.3 kg <br> Year 1927","Soledade <br> Mass 68 kg <br> Year 1986","Somervell County <br> Mass 11.8 kg <br> Year 1919","Souslovo <br> Mass 19.3 kg <br> Year 1997","South Dahna <br> Mass 275 kg <br> Year 1957","Spearman <br> Mass 10.4 kg <br> Year 1934","Springlake <br> Mass 17.3 kg <br> Year 1980","Springwater <br> Mass 67.6 kg <br> Year 1931","Ssyromolotovo <br> Mass 217 kg <br> Year 1873","St. Genevieve County <br> Mass 244.5 kg <br> Year 1888","Starvation Lake <br> Mass 12 kg <br> Year 1975","Staunton <br> Mass 43.5 kg <br> Year 1869","Stump Spring 083 <br> Mass 13.7 kg <br> Year 2010","Sueilila <br> Mass 13.266 kg <br> Year 2005","Sukhoj Liman <br> Mass 48 kg <br> Year 1987","Susuman <br> Mass 18.9 kg <br> Year 1957","Sychevka <br> Mass 65 kg <br> Year 1988","Tafassasset <br> Mass 114 kg <br> Year 2000","Taiban <br> Mass 25 kg <br> Year 1934","Taicang <br> Mass 20 kg <br> Year 1928","Talpa <br> Mass 13 kg <br> Year 1963","Tamarugal <br> Mass 320 kg <br> Year 1903","Tambo Quemado <br> Mass 141 kg <br> Year 1950","Tamentit <br> Mass 510 kg <br> Year 1864","Tamir-Tsetserleg <br> Mass 173 kg <br> Year 1956","Tanezrouft 028 <br> Mass 15 kg <br> Year 1991","Tanezrouft 065 <br> Mass 30 kg <br> Year 2002","Tanezrouft 072 <br> Mass 62.285 kg <br> Year 2002","Tanokami Mountain <br> Mass 174 kg <br> Year 1885","Taoudenni <br> Mass 24.37 kg <br> Year 2007","Tawallah Valley <br> Mass 75.75 kg <br> Year 1939","Tazewell <br> Mass 27 kg <br> Year 1853","Tell <br> Mass 16.6 kg <br> Year 1930","Tendo <br> Mass 10.1 kg <br> Year 1910","Teplá <br> Mass 17 kg <br> Year 1909","Texline <br> Mass 26.2 kg <br> Year 1937","Thiel Mountains <br> Mass 31.7 kg <br> Year 1962","Thule <br> Mass 48.6 kg <br> Year 1955","Thunda <br> Mass 62.1 kg <br> Year 1881","Tianlin <br> Mass 300 kg <br> Year 1956","Tiberrhamine <br> Mass 107 kg <br> Year 1967","Tieraco Creek <br> Mass 41.7 kg <br> Year 1922","Tiffa 001 <br> Mass 26.9 kg <br> Year 1997","Tinnie <br> Mass 15.3 kg <br> Year 1978","Tishomingo <br> Mass 260 kg <br> Year 1965","Tlacotepec <br> Mass 71 kg <br> Year 1903","Tombigbee River <br> Mass 43 kg <br> Year 1859","Tonganoxie <br> Mass 11.8 kg <br> Year 1886","Tostado <br> Mass 22 kg <br> Year 1945","Toubil River <br> Mass 22 kg <br> Year 1891","Toufassour <br> Mass 73.3 kg <br> Year 2007","Travis County (a) <br> Mass 175.4 kg <br> Year 1889","Trenton <br> Mass 505 kg <br> Year 1858","Tres Castillos <br> Mass 150 kg <br> Year 1992","Tryon <br> Mass 15.9 kg <br> Year 1934","Tsarev <br> Mass 1225.3 kg <br> Year 1968","Tucson <br> Mass 975 kg <br> Year 1850","Tulia (a) <br> Mass 86 kg <br> Year 1917","Tulia (d) <br> Mass 17.7 kg <br> Year 1981","Turtle River <br> Mass 22.39 kg <br> Year 1953","Twannberg <br> Mass 20.689 kg <br> Year 1984","Twentynine Palms <br> Mass 19.7 kg <br> Year 1944","Two Buttes (a) <br> Mass 19.7 kg <br> Year 1962","Twodot <br> Mass 21.4 kg <br> Year 1999","Uegit <br> Mass 252 kg <br> Year 1921","Umbarger <br> Mass 13 kg <br> Year 1954","Unter-Mässing <br> Mass 80 kg <br> Year 1920","Uruachic <br> Mass 13 kg <br> Year 1989","Uruaçu <br> Mass 72.5 kg <br> Year 1992","Ust-Nyukzha <br> Mass 44 kg <br> Year 1992","Uwet <br> Mass 54 kg <br> Year 1903","Uwharrie <br> Mass 72.7 kg <br> Year 1930","Vaalbult <br> Mass 11.8 kg <br> Year 1921","Vaca Muerta <br> Mass 3828 kg <br> Year 1861","Veliko-Nikolaevsky Priisk <br> Mass 24.267 kg <br> Year 1902","Vera <br> Mass 80 kg <br> Year 1941","Verissimo <br> Mass 14 kg <br> Year 1965","Verkhne Udinsk <br> Mass 18 kg <br> Year 1854","Vermillion <br> Mass 34.36 kg <br> Year 1991","View Hill <br> Mass 33.6 kg <br> Year 1952","Villedieu <br> Mass 14 kg <br> Year 1890","Vitoria da Conquista <br> Mass 10.5 kg <br> Year 2007","Vulcan <br> Mass 19 kg <br> Year 1962","Vyatka <br> Mass 45 kg <br> Year 1991","Wabar <br> Mass 2550 kg <br> Year 1863","Waconda <br> Mass 50 kg <br> Year 1873","Wagon Mound <br> Mass 87.5 kg <br> Year 1932","Waka <br> Mass 11.875 kg <br> Year 1963","Waldron Ridge <br> Mass 13.6 kg <br> Year 1887","Walker County <br> Mass 74.8 kg <br> Year 1832","Wallapai <br> Mass 430 kg <br> Year 1927","Waltman <br> Mass 23.41 kg <br> Year 1948","Warburton Range <br> Mass 56.93 kg <br> Year 1963","Waterville <br> Mass 37.125 kg <br> Year 1917","Watson 001 <br> Mass 93 kg <br> Year 1972","Wayside <br> Mass 23.6 kg <br> Year 1973","Weaver Mountains <br> Mass 38.8 kg <br> Year 1898","Weekeroo Station <br> Mass 94.2 kg <br> Year 1924","Weldona <br> Mass 27.7 kg <br> Year 1934","Wellington <br> Mass 13.4 kg <br> Year 1955","Wellman (a) <br> Mass 55 kg <br> Year 1940","Wellman (c) <br> Mass 45 kg <br> Year 1964","Wichita County <br> Mass 145 kg <br> Year 1836","Wildara <br> Mass 500 kg <br> Year 1968","Wilder <br> Mass 26.6 kg <br> Year 1982","Willamette <br> Mass 15500 kg <br> Year 1902","Willard (b) <br> Mass 12.7 kg <br> Year 1934","Willow Creek <br> Mass 51 kg <br> Year 1914","Willow Grove <br> Mass 11.7 kg <br> Year 1995","Winburg <br> Mass 50 kg <br> Year 1881","Windimurra <br> Mass 30 kg <br> Year 2004","Winona <br> Mass 24 kg <br> Year 1928","Wolf Creek <br> Mass 760 kg <br> Year 1947","Wolsey <br> Mass 74.83 kg <br> Year 1981","Wonyulgunna <br> Mass 37.8 kg <br> Year 1937","Woodbine <br> Mass 48.2 kg <br> Year 1953","Woodward County <br> Mass 45.5 kg <br> Year 1923","Wooramel <br> Mass 71 kg <br> Year 1969","Wooster <br> Mass 22.7 kg <br> Year 1858","Wu-chu-mu-ch'in <br> Mass 68.86 kg <br> Year 1920","Wynella <br> Mass 40 kg <br> Year 1945","Xifu <br> Mass 3000 kg <br> Year 2004","Xinyi <br> Mass 69 kg <br> Year 1975","Yamato 000593 <br> Mass 13.713 kg <br> Year 2000","Yamato 002875 <br> Mass 10.667 kg <br> Year 2000","Yamato 75102 <br> Mass 11 kg <br> Year 1975","Yamato 791717 <br> Mass 25.322 kg <br> Year 1979","Yamato 793235 <br> Mass 18.126 kg <br> Year 1979","Yamato 81124 <br> Mass 10.79 kg <br> Year 1981","Yanhuitlan <br> Mass 421 kg <br> Year 1825","Ybbsitz <br> Mass 15 kg <br> Year 1977","Yelland Dry Lake <br> Mass 76 kg <br> Year 2007","Yenberrie <br> Mass 132 kg <br> Year 1918","Yilmia <br> Mass 40 kg <br> Year 1969","Yingde <br> Mass 3000 kg <br> Year 1964","Yongning <br> Mass 60 kg <br> Year 1971","Youanmi <br> Mass 118.4 kg <br> Year 1917","Youndegin <br> Mass 3800 kg <br> Year 1884","Youxi <br> Mass 218 kg <br> Year 2006","Ysleta <br> Mass 140.7 kg <br> Year 1914","Zagora <br> Mass 50 kg <br> Year 1987","Zapaliname <br> Mass 85 kg <br> Year 1998","Zerhamra <br> Mass 630 kg <br> Year 1967","Zerkaly <br> Mass 16 kg <br> Year 1956","Zhaoping <br> Mass 2000 kg <br> Year 1983","Zhigansk <br> Mass 900 kg <br> Year 1966","Zhongxiang <br> Mass 100 kg <br> Year 1981"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null,null]}],"setView":[[50,-5],2,[]],"limits":{"lat":[-86.71667,76.53333],"lng":[-163.16667,172.7]}},"evals":[],"jsHooks":[]}</script> --- ## Cartograms - Distort Size (and Shape) to Correspond to some Variable - Map of US income where each state has an area proportional to its population <img src="08_maps_files/figure-html/cartogram-1.png" style="display: block; margin: auto;" /> --- ## Mercator <img src="08_maps_files/figure-html/mercator-1.png" style="display: block; margin: auto;" /> --- ## Mollweide <!-- --> --- ##Interrupted Goode Homolosine <!-- --> --- ## Packages for Drawing Maps - lots of packages ('cus lots of people interested) - *ggmap* - useful for drawing maps with layers - *leaflet* -useful for interactive maps - *tmap* - useful for both, this is the one to use - see [vignette](https://cran.r-project.org/web/packages/tmap/vignettes/tmap-getstarted.html) for instructions --- ## Types of Maps - Two main categories - shapefiles - rasters - shapefiles are composed of geometical objects of points, lines or polygons - rasters are arrays of pixels essentially - we've used shapefiles here - new format called *sf* replacing *sp* --- ## Some Libraries for Maps - the ones mentioned above, *ggmap*, *leaflet*, and *tmap* - *sf* for layers like *geom_sf()* - *sp* still useful for legacy reasons - *spData* has lots of shapefiles - *rworldmap*, likewise --- ## Some Libraries for Maps - *rnaturalearth* - *rnoaa* for weather data - *RgoogleMaps* is the gateway to all the maps.google stuff - but you have to register now to get all this - *usmap*, kind of what it suggests - *albersusa*, shapefile projection of the US - can also google __shapefile__ plus some area to see what you get - *osmdata* gives access to open street map data --- ## More Involved Packages - *RQGIS* is an R interface for a _Graphical Information System_ - *spatstat* is for spatial statistics - clustering, correlations, point pattern analysis, kriging, etc - one of the largest libraries in all of R - *RSAGA* for geoprocessing and terrain analysis - *SPADAR* for astronomical mapping --- ## Some Nice Add on Libraries - *ggsn*, we used this to get a scale bar and compass for Sao Paolo - *ggspatial* likewise - *geofacet* for the European GDP plot - *ggrepel* for nice labelling in plots --- ## Some Resources - book by [Wilke](https://serialmentor.com/dataviz/) has a chapter on maps - several of maps above taken from [here](https://github.com/clauswilke/dataviz/blob/master/geospatial_data.Rmd) - article by [littlemissdata](https://www.littlemissdata.com/blog/ggmap-updated) uses *ggmap* - also includes instructions to register to access *get_googlemap()* - online book on [Geocomputation with R](https://geocompr.robinlovelace.net/) - list of [Coordinate Reference Systems](https://spatialreference.org/) - article on using [Open Street Map Data](https://dominicroye.github.io/en/2018/accessing-openstreetmap-data-with-r/) - tutorial from the [University of Chicago](https://spatialanalysis.github.io/) --- ```r library(tidyverse) library(knitr) library(kableExtra) library(sf) library(rworldmap) library(tmap) library(leaflet) library(ggmap) library(ggrepel) library(ggsn) library(geofacet) library(rvest) library(stringi) require(handlr) library(lubridate) library(colorspace) schools <- read_csv("http://airo.maynoothuniversity.ie/files/dDATASTORE/education/csv/primary_schools_2013_2014.csv") schools %>% select(Off_Name, Add_1, T_13_14, Long, Lat) %>% head(10) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed")) covid <- read_csv("/home/eugene/Desktop/Academic/Research/CoVid19/time_series_covid_19_confirmed.csv") covid %>% select("Country/Region", Lat, Long, "3/12/20", "3/13/20", "3/14/20") %>% head(10) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed")) airports <- read_csv("http://data-osi.opendata.arcgis.com/datasets/1ace692fe9fd4a648ee78347ad571de2_22.csv") airports %>% select(X, Y, Airport = NAMN1) %>% head(10) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed")) p <- ggmap(get_googlemap(center = c(lon = -7.61, lat = 53.463), zoom = 7, scale = 2, maptype ='terrain', color = 'color')) p p <- ggmap(get_googlemap(center = c(lon = -6.32, lat = 53.3), zoom = 11, scale = 2, maptype ='satellite', color = 'color')) p ggmap(get_googlemap(center = c(lon = -6.32, lat = 53.3), zoom = 11, scale = 2, maptype ='roadmap', color = 'color')) ggmap(get_stamenmap(bbox = c(top = 55.42, bottom = 51.38, right = -5.06, left = -10.7), zoom = 7, scale = 2, maptype ='watercolor', color = 'color')) + geom_point(data = airports, size = 2, aes(x = X, y = Y), col = "firebrick4") + geom_text_repel(data= airports, aes(label = NAMN1, x = X, y = Y), col = "firebrick4") ggmap(get_googlemap(center = c(lon = -7.833, lat = 53.333), zoom = 7, scale = 2, maptype ='roadmap', color = 'bw')) + stat_density2d(aes(x = Long, y = Lat, fill = ..level..), alpha = 0.1, size = 0.01, bins = 50, data = schools, geom = "polygon") + guides(fill = F) + labs(title = "Where are Schools in Ireland", caption = "@Data from NUIM") data("domestic_violence") ggplot(domestic_violence, aes(fill = Scaled)) + geom_sf() + scale_fill_continuous(low = "#fff7ec", high = "#7F0000") + blank() + north(domestic_violence) + scalebar(domestic_violence, dist = 4, dist_unit = "km", transform = TRUE, model = "WGS84") load("/home/eugene/Downloads/eu_gdp.rda") ggplot(eu_gdp, aes(year, gdp_pc)) + geom_line(color = "steelblue") + facet_geo(~ name, grid = "eu_grid1", scales = "free_y") + scale_x_continuous(labels = function(x) paste0("'", substr(x, 3, 4))) + ylab("GDP Per Capita in Relation to EU Index (100)") + theme_bw() url <- "https://en.wikipedia.org/wiki/List_of_Irish_counties_by_population" w <- read_html(url) pathway_data_html <- html_nodes(w, ".headerSort , td") ev <- html_text(pathway_data_html) ev <- ev %>% gsub(pattern = "%", replacement = "") %>% gsub(pattern = ",", replacement = "") %>% gsub(pattern = "\\\n", replacement = "") %>% gsub(pattern = "–", replacement = "-") number <- ev[c(T, F, F, F, F, F)] county <- ev[c(F, T, F, F, F, F)] population <- ev[c(F, F, T, F, F, F)] density <- ev[c(F, F, F, T, F, F)] province <- ev[c(F, F, F, F, T, F)] change <- ev[c(F, F, F, F, F, T)] irish_counties <- data_frame(county = county, population = as.numeric(population), province = province, density = as.numeric(density), change = as.numeric(change)) irish_counties <- irish_counties[-c(5, 6, 10),] irish_counties$county[6] <- "Derry" ireland_grid <- read_csv("/home/eugene/Desktop/Academic/Research/R_Fun/Irish_counties/ireland.csv") irish_counties %>% ggplot(aes(1, change, fill = province)) + geom_col() + facet_geo(~county, grid = ireland_grid) + theme(axis.text.x = element_blank(), panel.background = element_rect(fill = "darkgreen"), panel.grid = element_blank()) + scale_fill_manual(values = c("lightgreen", "blue", "red", "white")) + guides(fill = F) + labs(title = "Population Growth in Ireland by County", caption = "@Data wikipedia") meteors <- read_csv("/home/eugene/Desktop/Academic/Research/Blogs/Meteorites/Meteorite_Landings.csv") names(meteors)[5] <- "mass_g" meteors <- meteors %>% mutate(year=year(dmy_hms(year))) %>% mutate(kg=mass_g/1000) %>% na.omit %>% filter(kg > 10) pal <- colorNumeric("Reds", domain=(meteors %>% filter(year>1780))$year) magnification <- 10000 map <- meteors %>% filter(year > 1800) %>% leaflet() %>% addProviderTiles(provider = "Esri") %>% setView(lng=-5, lat=50, zoom=2) map %>% addCircles(lat=~reclat, lng=~reclong, popup = ~paste(name,"<br>", "Mass", kg, "kg", "<br>", "Year", year), color = ~pal(year), radius=~(((kg)^0.25)*magnification)) load("/home/eugene/Downloads/US_income.rda") load("/home/eugene/Downloads/US_income_cartogram.rda") US_income <- mutate( US_income, income_bins = cut( ifelse(is.na(median_income), 25000, median_income), # hide missing value breaks = c(0, 40000, 50000, 60000, 70000, 80000), labels = c("< $40k", "$40k to $50k", "$50k to $60k", "$60k to $70k", "> $70k"), right = FALSE ) ) US_income_cartogram$income_bins <- US_income$income_bins US_income_cartogram$income_bins <- US_income$income_bins p <- ggplot(US_income_cartogram, aes(fill = income_bins)) + geom_sf(color = "grey30", size = 0.2) + coord_sf(datum = NA, expand = FALSE) + scale_x_continuous(limits = c(-3900000, 2500000)) + scale_fill_discrete_sequential( h1 = -83, h2 = 20, c1 = 30, cmax = 40, c2 = 0, l1 = 20, l2 = 100, p1 = 1, p2 = 1.2, rev = TRUE, name = "median income", nmax = 7, order = 2:6, guide = guide_legend( override.aes = list(colour = "white", size = 1), reverse = TRUE ) ) + theme( plot.background = element_rect(fill = "cornsilk"), legend.position = c(0, 1), legend.justification = c(0, 1), legend.spacing.x = grid::unit(3, "pt"), legend.spacing.y = grid::unit(3, "pt"), legend.title = element_text(hjust = 0.5), legend.key.width = grid::unit(18, "pt"), legend.key.height = grid::unit(15, "pt"), plot.margin = margin(3, 3, 3, 1.5) ) p world_sf <- sf::st_as_sf(rworldmap::getMap(resolution = "low")) crs_longlat <- "+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs" crs_mercator <- "+proj=merc" # calculate bounding box in transformed coordinates mercator_bbox <- rbind(c(-180, -85), c(180, 85)) %>% st_multipoint() %>% st_sfc( crs = "+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs" ) %>% st_transform(crs = crs_mercator) ggplot(world_sf) + geom_sf(fill = "#E69F00B0", color = "black", size = 0.5/.pt) + scale_x_continuous(name = "longitude", breaks = seq(-120, 120, by = 60)) + scale_y_continuous(name = "latitude", breaks = seq(-80, 80, by = 20)) + coord_sf( xlim = mercator_bbox[[1]][, 1], ylim = mercator_bbox[[1]][, 2], expand = FALSE, crs = crs_mercator ) + theme( panel.background = element_rect(fill = "#56B4E950", color = "#56B4E950"), panel.grid.major = element_line(color = "gray30", size = 0.25), axis.ticks = element_line(color = "gray30", size = 0.5/.pt) ) world_mol <- st_transform(world_sf, crs = "+proj=moll") mol_bbox <- rbind(c(-180, -85), c(180, 85)) %>% st_multipoint() %>% st_sfc( crs = "+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs" ) %>% st_transform(crs = "+proj=moll") ggplot(world_mol) + geom_sf(fill = "#E69F00B0", color = "black", size = 0.5/.pt) + geom_sf(data = mol_bbox, fill = NA, color = "grey30", size = 0.5/.pt) + scale_x_continuous(name = "longitude", breaks = seq(-120, 120, by = 60)) + scale_y_continuous(name = "latitude", breaks = seq(-80, 80, by = 20)) + theme( panel.background = element_rect(fill = "#56B4E950", color = "#56B4E950"), panel.grid.major = element_line(color = "gray30", size = 0.25), axis.ticks = element_line(color = "gray30", size = 0.5/.pt) ) ## Interrupted Goode homolosine crs_goode <- "+proj=igh" # projection outline in long-lat coordinates lats <- c( 90:-90, # right side down -90:0, 0:-90, # third cut bottom -90:0, 0:-90, # second cut bottom -90:0, 0:-90, # first cut bottom -90:90, # left side up 90:0, 0:90, # cut top 90 # close ) longs <- c( rep(180, 181), # right side down rep(c(80.01, 79.99), each = 91), # third cut bottom rep(c(-19.99, -20.01), each = 91), # second cut bottom rep(c(-99.99, -100.01), each = 91), # first cut bottom rep(-180, 181), # left side up rep(c(-40.01, -39.99), each = 91), # cut top 180 # close ) goode_outline <- list(cbind(longs, lats)) %>% st_polygon() %>% st_sfc( crs = "+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs" ) %>% st_transform(crs = crs_goode) # bounding box in transformed coordinates xlim_goode <- c(-21945470, 21963330) ylim_goode <- c(-9538022, 9266738) goode_bbox <- list( cbind( c(xlim_goode[1], xlim_goode[2], xlim_goode[2], xlim_goode[1], xlim_goode[1]), c(ylim_goode[1], ylim_goode[1], ylim_goode[2], ylim_goode[2], ylim_goode[1]) ) ) %>% st_polygon() %>% st_sfc(crs = crs_goode) # area outside the earth outline goode_without <- st_difference(goode_bbox, goode_outline) ggplot(world_sf) + geom_sf(fill = "#E69F00B0", color = "black", size = 0.5/.pt) + geom_sf(data = goode_without, fill = "white", color = NA) + geom_sf(data = goode_outline, fill = NA, color = "grey30", size = 0.5/.pt) + scale_x_continuous(name = NULL, breaks = seq(-160, 160, by = 20)) + scale_y_continuous(name = NULL, breaks = seq(-80, 80, by = 20)) + coord_sf(xlim = 0.95*xlim_goode, ylim = 0.95*ylim_goode, expand = FALSE, crs = crs_goode, ndiscr = 1000) + theme( panel.background = element_rect(fill = "#56B4E950", color = "white", size = 1), panel.grid.major = element_line(color = "gray30", size = 0.25), plot.margin = margin(1.5, 1.5, 24, 1.5) ) ```