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Map of disc golf popularity in Finland
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library("ggplot2") | |
library("cowplot") | |
library("sp") | |
library("raster") | |
library("scales") | |
library("rgeos") | |
# course information, scraped from fgr.fi | |
fgr <- read.csv("fgr.csv") | |
# get map of finland and sub-regions | |
finland <- getData("GADM", country = "FIN", level = 3) | |
# combine few old subregions to get official 75 regions | |
finland <- gUnaryUnion(finland, finland$NAME_3) | |
# compute holes per sub-regreion | |
x <- SpatialPointsDataFrame(coords = fgr[,1:2], data = data.frame(holes = fgr$holes), | |
proj4string = CRS(as.character(finland@proj4string))) | |
holes_per_area <- unlist(over(finland, x, fn = sum)) | |
names(holes_per_area) <- names(finland) | |
holes_per_area[is.na(holes_per_area)] <- 9 #Ilomantsi, actually has one course without address | |
# make new data for ggplot2 | |
finland <- SpatialPolygonsDataFrame(finland, | |
data = data.frame(id = names(finland), holes = holes_per_area)) | |
dd <- fortify(finland) | |
dd <- cbind(dd, finland@data[dd$id,]) | |
number_of_holes <- cut(fgr$holes, c(0,8,17,30)) | |
levels(number_of_holes) <- c("less than 9", "9-17", "18 or more") | |
p <- ggplot(dd, aes(long, lat, group = group)) + | |
geom_polygon(aes(fill = holes), colour = alpha("black", 1/2), size = 0.2) + | |
scale_fill_gradientn(colours = rev(topo.colors(200)), name = "Number of holes in sub-region") + | |
geom_point(data = fgr, aes(x = lon, y = lat, colour = number_of_holes, group = NULL),size = 3) + | |
scale_colour_manual(values = alpha(c("white", "red", "black"), 0.9), | |
name = "Number of holes on course") + | |
theme(axis.ticks = element_blank(), axis.text = element_blank(), | |
axis.title = element_blank(), | |
panel.background = element_rect(fill = "white", colour = NA), | |
panel.grid.minor = element_line(colour = NA), | |
plot.title = element_text(face = "bold", size = 20), | |
legend.background = element_rect(colour = 'grey', fill = 'grey', size = 5)) + | |
ggtitle("Disc golf courses in Finland") | |
footnote <- paste0("Made with R using ggplot2, raster, rgeos, sp, scales, and cowplot packages.", | |
"\nCourse information from http://www.fgr.fi\nSub-region boundaries from http://www.gadm.org\n", | |
"https://en.wikipedia.org/wiki/Sub-regions_of_Finland") | |
ggdraw(add_sub(p, hjust = 0, x = 0, footnote)) |
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lon | lat | holes | |
---|---|---|---|
22.7055 | 61.2844 | 9 | |
27.6586 | 63.0787 | 12 | |
28.7411 | 61.877 | 18 | |
22.7932 | 60.2618 | 9 | |
24.1505 | 67.5982 | 18 | |
22.3054 | 60.3884 | 9 | |
23.3496 | 63.6992 | 9 | |
22.7302 | 60.1703 | 9 | |
21.6461 | 63.0877 | 12 | |
25.348 | 66.6666 | 10 | |
21.5096 | 61.1164 | 9 | |
23.9351 | 64.2593 | 9 | |
25.5374 | 61.1718 | 12 | |
26.3376 | 64.1047 | 9 | |
27.11 | 66.32 | 9 | |
29.1786 | 63.5339 | 9 | |
23.0265 | 59.9798 | 18 | |
28.296 | 64.1414 | 9 | |
22.2739 | 61.0652 | 12 | |
22.748 | 60.7073 | 6 | |
23.0499 | 61.4048 | 12 | |
23.6618 | 61.5031 | 9 | |
22.2644 | 60.3105 | 9 | |
23.61176 | 60.81686 | 9 | |
23.026 | 60.6963 | 10 | |
25.6898 | 61.3005 | 9 | |
23.007204 | 62.007388 | 9 | |
23.1304 | 60.6564 | 9 | |
21.5801 | 63.1325 | 9 | |
25.2717 | 63.7408 | 18 | |
24.8896 | 60.214 | 6 | |
24.6739 | 60.9155 | 9 | |
23.883 | 62.5881 | 17 | |
24.3882 | 61.0121 | 12 | |
29.9637 | 62.4377 | 10 | |
26.4251 | 62.3838 | 9 | |
23.0154 | 61.2878 | 18 | |
22.2907 | 60.3715 | 9 | |
22.1543 | 61.3123 | 9 | |
25.7399 | 62.2459 | 6 | |
29.2711 | 61.9335 | 18 | |
26.8156 | 60.939 | 13 | |
24.606 | 61.1948 | 21 | |
22.8275 | 63.1404 | 9 | |
26.024691 | 61.582989 | 9 | |
24.3365 | 61.0572 | 18 | |
22.5612 | 60.7263 | 9 | |
28.5241 | 64.245 | 18 | |
28.6241 | 62.4265 | 9 | |
29.3063 | 61.9216 | 9 | |
23.8654 | 61.4436 | 9 | |
23.6645 | 68.3954 | 9 | |
27.1421 | 62.3012 | 9 | |
23.813 | 64.2317 | 18 | |
27.4266 | 66.7163 | 9 | |
25.53 | 64.9844 | 18 | |
23.6594 | 64.0643 | 9 | |
25.2977 | 61.8779 | 9 | |
29.1081 | 66.0115 | 9 | |
25.6849 | 62.5046 | 5 | |
26.9305 | 62.9516 | 9 | |
23.0275 | 61.4338 | 9 | |
25.4747 | 60.975 | 9 | |
24.7285 | 60.4157 | 9 | |
22.8725 | 62.67 | 18 | |
25.8224 | 63.6445 | 9 | |
25.7483 | 65.123 | 18 | |
24.062 | 62.6544 | 9 | |
22.9124 | 61.336 | 9 | |
25.63834 | 60.39801 | 10 | |
25.6205 | 60.3539 | 9 | |
27.2494 | 67.0187 | 18 | |
25.800912 | 62.267741 | 9 | |
23.3638 | 60.9256 | 8 | |
30.153 | 62.0892 | 9 | |
26.1045 | 61.7438 | 5 | |
27.647706 | 62.890836 | 24 | |
28.277 | 61.4782 | 9 | |
28.4706 | 64.682 | 9 | |
23.0197 | 61.7769 | 9 | |
22.610772 | 62.723017 | 9 | |
22.3792 | 60.5082 | 7 | |
24.001 | 60.0564 | 9 | |
24.8004 | 62.211 | 18 | |
24.7969 | 62.2104 | 9 | |
21.8932 | 60.3312 | 9 | |
21.9571 | 62.118 | 9 | |
23.9141 | 61.644 | 6 | |
21.389 | 62.2734 | 18 | |
27.5026 | 68.6841 | 18 | |
22.7167 | 61.7775 | 18 | |
25.2767 | 60.8761 | 6 | |
25.0605 | 60.4548 | 9 | |
28.9177 | 64.8849 | 9 | |
24.4813 | 60.1951 | 6 | |
24.9599 | 60.5486 | 9 | |
23.492771 | 60.801587 | 12 | |
28.3313 | 63.0639 | 18 | |
23.5157 | 61.5615 | 24 | |
24.5276 | 63.8971 | 10 | |
27.0004 | 68.898 | 9 | |
25.0548 | 60.1513 | 18 | |
24.3337 | 60.3877 | 19 | |
24.3257 | 64.1247 | 6 | |
27.2796 | 61.6663 | 18 | |
27.7175 | 64.2031 | 9 | |
28.8339 | 61.8659 | 9 | |
24.5269 | 65.8209 | 9 | |
24.9632 | 63.92 | 18 | |
27.8732 | 62.1872 | 18 | |
26.624 | 61.98235 | 14 | |
27.2129 | 61.2755 | 9 | |
23.7104 | 66.313 | 18 | |
28.7418 | 61.2012 | 21 | |
24.2817 | 61.3349 | 6 | |
21.7073 | 62.3072 | 11 | |
24.2089 | 60.5369 | 20 | |
29.7962 | 62.6044 | 9 | |
24.7757 | 62.8885 | 9 | |
22.5683 | 62.1376 | 9 | |
27.2622 | 61.6805 | 5 | |
21.23 | 62.3911 | 9 | |
27.7704 | 64.2334 | 6 | |
22.5166 | 61.3285 | 9 | |
29.382 | 61.7443 | 12 | |
25.1396 | 60.3846 | 18 | |
25.7224 | 62.1919 | 9 | |
25.1088 | 60.5412 | 9 | |
24.5531 | 65.7376 | 9 | |
22.1448 | 60.4818 | 4 | |
22.4016 | 62.614 | 10 | |
23.0472 | 60.8534 | 6 | |
22.3592 | 60.4141 | 12 | |
24.6461 | 62.2118 | 9 | |
27.4604 | 68.3472 | 9 | |
24.7179 | 60.8915 | 12 | |
24.6933 | 60.5065 | 9 | |
22.1634 | 61.0778 | 12 | |
26.0524 | 61.2114 | 21 | |
21.5882 | 60.9625 | 9 | |
28.285646 | 66.095288 | 9 | |
21.78 | 61.4945 | 21 | |
29.7546 | 62.594 | 9 | |
24.4005 | 60.1744 | 13 | |
24.6589 | 61.3614 | 4 | |
22.7426 | 62.4881 | 9 | |
24.0436 | 60.3206 | 9 | |
23.941158 | 63.904217 | 10 | |
23.131 | 63.2675 | 18 | |
23.4964 | 61.6165 | 9 | |
25.0563 | 60.2383 | 18 | |
26.7837 | 60.7566 | 9 | |
22.3526 | 61.2537 | 9 | |
29.8221 | 63.1638 | 9 | |
26.706423 | 67.437164 | 18 | |
21.8355 | 62.0272 | 9 | |
23.0602 | 62.5535 | 9 | |
23.7661 | 62.2392 | 9 | |
23.1991 | 63.8283 | 18 | |
25.5631 | 64.9026 | 18 | |
26.532 | 65.941 | 9 | |
25.1747 | 61.5741 | 18 | |
27.090645 | 64.343226 | 9 | |
27.697 | 62.9734 | 9 | |
25.772157 | 62.221534 | 9 | |
26.618682 | 63.658552 | 12 | |
23.5036 | 62.8195 | 9 | |
25.303115 | 62.689676 | 20 | |
29.1684 | 66.0013 | 9 | |
23.6479 | 61.1622 | 27 | |
27.8904 | 62.3469 | 9 | |
25.3334 | 62.6621 | 9 | |
24.5646 | 63.0353 | 18 | |
25.6946 | 62.2569 | 18 | |
24.1249 | 60.2737 | 18 | |
21.57 | 61.2421 | 6 | |
22.0417 | 62.9768 | 18 | |
25.372229 | 64.141965 | 18 | |
21.9651 | 60.4611 | 6 | |
23.6494 | 61.062 | 18 | |
26.0951 | 61.8038 | 9 | |
23.6709 | 60.0775 | 18 | |
25.77 | 66.499 | 9 | |
20.984043 | 60.317177 | 9 | |
23.2495 | 59.9012 | 14 | |
23.8685 | 61.1632 | 9 | |
25.6471 | 60.9714 | 5 | |
25.3273 | 63.7446 | 6 | |
26.1997 | 62.2578 | 9 | |
22.3472 | 60.4285 | 22 | |
27.7473 | 64.2066 | 18 | |
25.8797 | 64.2508 | 10 | |
22.0992 | 61.4437 | 9 | |
27.8657 | 62.3125 | 12 | |
27.7797 | 62.4878 | 9 | |
24.67 | 63.5246 | 9 | |
24.8169 | 67.787 | 9 | |
30.0249 | 63.3254 | 9 | |
25.6502 | 64.7602 | 9 | |
30.3329 | 62.2208 | 9 | |
24.5277 | 64.0675 | 18 | |
25.7129 | 62.6143 | 18 | |
22.9541 | 59.8388 | 24 | |
29.4038 | 62.5246 | 18 | |
21.4607 | 60.6906 | 18 | |
23.7518 | 60.2568 | 9 | |
26.5204 | 62.3306 | 9 | |
21.3676 | 60.5304 | 9 | |
24.448684 | 60.714219 | 9 | |
26.3439 | 63.1886 | 9 | |
26.2325 | 60.4103 | 18 | |
27.3962 | 63.62 | 9 | |
23.185 | 61.6658 | 6 | |
24.8187 | 60.4647 | 18 | |
27.3068 | 63.1531 | 9 | |
26.260588 | 64.352235 | 10 | |
29.5369 | 64.1319 | 9 | |
25.725624 | 62.268872 | 6 | |
24.6181 | 62.037 | 9 | |
25.2902 | 60.655 | 18 | |
26.881 | 61.4204 | 9 | |
22.8885 | 60.5876 | 9 | |
22.1321 | 60.5469 | 18 | |
22.2171 | 60.5435 | 9 | |
24.8975 | 60.1906 | 16 | |
22.8944 | 60.7551 | 18 | |
25.4284 | 65.0454 | 18 | |
23.1144 | 63.8562 | 9 | |
27.8584 | 64.4013 | 6 | |
28.5578 | 63.5855 | 11 | |
27.228 | 61.6989 | 21 | |
28.7561 | 61.169 | 9 | |
25.6696 | 61.0139 | 22 | |
25.855 | 62.4601 | 5 | |
24.8697 | 60.1997 | 9 | |
24.0446 | 62.5462 | 13 | |
22.3855 | 61.8068 | 9 | |
28.2234 | 61.0387 | 18 | |
22.435036 | 61.039079 | 6 | |
22.0037 | 60.6675 | 18 | |
21.5492 | 62.3845 | 9 | |
23.8971 | 66.9418 | 18 | |
25.8895 | 62.2445 | 7 | |
27.6983 | 64.2496 | 6 | |
28.3229 | 68.8478 | 4 | |
27.3465 | 63.4104 | 9 | |
25.2688 | 60.39 | 12 | |
23.5267 | 61.4829 | 10 | |
25.4201 | 64.1425 | 5 | |
22.0847 | 60.6024 | 6 | |
24.2768 | 60.3258 | 18 | |
23.8825 | 60.3993 | 9 | |
24.8891 | 60.6487 | 18 | |
29.0198 | 66.0664 | 9 | |
24.5762 | 60.4998 | 9 | |
24.663381 | 60.240345 | 12 | |
21.3238 | 62.4637 | 9 | |
25.739 | 60.8125 | 18 | |
22.7333 | 60.8641 | 9 | |
24.4262 | 63.2185 | 18 | |
25.2815 | 61.3621 | 18 | |
23.1522 | 60.3847 | 12 | |
22.7222 | 60.4561 | 9 | |
25.104 | 60.3255 | 11 | |
25.9406 | 60.9699 | 18 | |
24.3209 | 60.3273 | 9 | |
27.9469 | 64.6772 | 9 | |
21.7033 | 60.8869 | 6 | |
27.2434 | 63.561 | 9 | |
24.7659 | 60.7309 | 6 | |
22.1601 | 60.4517 | 9 | |
23.1914 | 61.6507 | 11 | |
22.3028 | 60.307 | 6 | |
29.5087 | 61.5346 | 9 | |
24.3519 | 61.036 | 12 | |
23.896563 | 63.3193 | 18 | |
28.7804 | 61.1845 | 9 | |
22.789 | 63.6054 | 9 | |
27.7001 | 62.8364 | 18 | |
27.5066 | 67.1116 | 9 | |
25.0382 | 63.1323 | 20 | |
27.2416 | 63.5178 | 10 | |
23.1356 | 60.2092 | 8 | |
23.899907 | 64.097967 | 9 | |
24.9665 | 63.5796 | 9 | |
25.1853 | 62.26 | 18 | |
25.299419 | 64.920029 | 9 | |
25.892 | 62.435 | 20 | |
27.0765 | 62.2895 | 6 | |
22.6967 | 63.6704 | 7 | |
25.5695 | 63.3647 | 18 | |
25.1869 | 63.0123 | 12 | |
27.6983 | 65.6298 | 9 | |
23.6642 | 61.4563 | 12 | |
22.271637 | 61.226252 | 12 | |
22.0135 | 61.6855 | 9 | |
25.3638 | 60.4784 | 9 | |
23.1362 | 61.0917 | 9 | |
24.6981 | 60.1766 | 10 | |
24.2714 | 64.4702 | 12 | |
23.1258 | 62.1852 | 9 | |
26.3237 | 64.0913 | 9 | |
24.8097 | 62.670486 | 9 | |
24.4918 | 64.6781 | 18 | |
27 | 65.3636 | 9 | |
24.7523 | 60.5271 | 18 | |
24.0422 | 61.4617 | 9 | |
25.3456 | 64.8085 | 18 | |
25.159 | 62.117 | 9 | |
28.309408 | 62.064 | 18 | |
24.442515 | 61.02229 | 9 | |
23.5279 | 61.4681 | 6 | |
24.5696 | 65.0342 | 9 | |
25.6507 | 64.5172 | 9 | |
26.5106 | 65.9247 | 9 | |
24.7473 | 64.0049 | 9 | |
26.8431 | 62.6157 | 18 | |
28.5034 | 61.1109 | 18 | |
22.7537 | 61.1813 | 9 | |
27.5571 | 62.754 | 9 | |
25.6897 | 62.1083 | 18 | |
28.2107 | 64.5037 | 9 | |
24.9887 | 60.4036 | 18 | |
21.7257 | 63.0981 | 18 | |
24.6994 | 60.7246 | 18 | |
24.0615 | 60.2751 | 9 | |
24.349 | 61.6609 | 9 | |
27.1467 | 60.5798 | 18 | |
29.1206 | 66.1651 | 9 | |
29.1439 | 66.1677 | 18 | |
27.109 | 69.0682 | 6 | |
24.87 | 60.6514 | 19 | |
28.3115 | 62.1235 | 9 | |
21.9847 | 62.6654 | 18 | |
28.7694 | 66.7593 | 9 | |
28.3976 | 64.1362 | 10 | |
28.1084 | 61.047 | 9 | |
24.5018 | 61.3858 | 21 | |
25.9621 | 62.4118 | 5 | |
24.9952 | 60.2377 | 4 | |
27.6988 | 61.1943 | 9 | |
25.8378 | 63.0829 | 9 | |
29.1987 | 62.1805 | 9 | |
21.6851 | 63.1156 | 9 | |
22.2341 | 60.9902 | 9 | |
21.8391 | 61.8875 | 19 | |
27.6727 | 63.0741 | 7 | |
24.983 | 60.273 | 18 | |
25.1253 | 65.6947 | 9 | |
25.0288 | 60.3057 | 10 | |
24.2179 | 60.1355 | 9 | |
23.3268 | 59.9281 | 18 | |
25.3377 | 60.2988 | 12 | |
27.5468 | 63.6687 | 9 | |
24.2571 | 67.5501 | 18 | |
28.369 | 61.7836 | 18 | |
23.3838 | 60.1204 | 18 | |
27.1017 | 62.6256 | 18 | |
22.056 | 60.4868 | 18 | |
21.6471 | 63.0785 | 5 | |
22.2238 | 60.3897 | 9 | |
27.6067 | 65.6346 | 18 | |
24.753 | 60.1961 | 3 | |
28.1972 | 65.5657 | 27 | |
24.8468 | 60.2131 | 18 | |
23.7619 | 60.8122 | 9 | |
29.0762 | 61.8077 | 9 | |
27.6213 | 63.0722 | 18 | |
29.3517 | 61.4346 | 9 | |
24.6213 | 60.8099 | 9 | |
27.8233 | 64.4083 | 12 | |
28.9519 | 61.8466 | 6 | |
26.6836 | 63.0029 | 9 | |
30.3405 | 62.2362 | 6 | |
21.5637 | 60.5014 | 9 | |
24.2465 | 63.7654 | 9 | |
26.086 | 62.0934 | 9 | |
25.8475 | 66.4753 | 18 | |
22.8335 | 62.7618 | 9 | |
24.1422 | 65.8525 | 9 | |
25.3677 | 65.1721 | 9 | |
22.575963 | 61.454503 | 9 | |
25.748924 | 62.254904 | 9 | |
23.7936 | 61.3889 | 6 | |
25.0322 | 60.3905 | 12 | |
21.4053 | 60.8069 | 9 | |
22.1848 | 62.4266 | 25 | |
28.2462 | 64.7401 | 18 | |
24.9772 | 63.3649 | 10 | |
21.8879 | 61.4321 | 9 | |
21.5928 | 61.128 | 18 | |
23.7882 | 60.7228 | 9 | |
26.0081 | 61.1129 | 9 | |
22.2611 | 60.4417 | 9 | |
26.7094 | 60.8725 | 9 | |
23.068 | 63.0945 | 9 | |
28.7804 | 61.1845 | 9 | |
26.4244 | 64.7635 | 18 | |
29.8496 | 62.621 | 18 | |
26.8768 | 64.567 | 18 | |
21.8646 | 61.4669 | 4 | |
24.0287 | 61.2884 | 9 | |
24.8917 | 63.4339 | 10 | |
22.6113 | 60.9896 | 28 | |
29.0045 | 62.7317 | 18 | |
21.8287 | 62.4268 | 9 | |
23.116 | 61.1116 | 5 | |
23.4079 | 59.9901 | 18 | |
21.6614 | 60.6871 | 18 | |
24.4332 | 60.2665 | 18 | |
26.4037 | 62.935 | 9 | |
23.673702 | 61.262216 | 9 | |
22.7519 | 60.0676 | 9 | |
22.1976 | 60.4867 | 9 | |
22.0152 | 60.3799 | 9 | |
27.0017 | 63.7495 | 9 | |
23.7983 | 61.4758 | 9 | |
25.8947 | 62.3714 | 9 | |
22.4839 | 61.8143 | 18 | |
24.509231 | 62.02295 | 4 | |
27.717 | 64.2106 | 18 | |
25.26 | 65.1365 | 18 | |
27.3449 | 61.7031 | 3 | |
25.7642 | 62.1576 | 9 | |
28.2858 | 64.1405 | 9 | |
27.69531 | 62.978893 | 9 | |
25.697345 | 62.25628 | 9 | |
24.5293 | 61.2036 | 9 | |
24.7478 | 60.8057 | 9 | |
22.3789 | 62.9735 | 18 | |
23.6699 | 66.3182 | 5 | |
21.522 | 61.567 | 11 |
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