Selecting a range of latitudes and longitudes for plotting - r

Question

I am trying to select a range of latitude and longitudes (and all grid cells within that range) to plot y-axis values (precipitation) as a function of x-axis values (emissions) based on aggregating (averaging) each of those grid cells. Thus, let's say that I wanted to aggregate/average each of the values of these grid cells and plot this as a function x-axis values. The values already computed for each grid cell for the y-axis correspond to average precipitation and consist of 140 values per grid cell. So, the idea would be the average the first value of each grid cell, then the second value of each grid cell, then the third value of each grid cell.....all the way to value #140 of each grid cell. This would yield 140 values that would be plotted as a single line plot. The variable containing these y-axis values is called "RCP1pctCO2Mean", which is 3-dimensional and has the following attributes:
class : RasterBrick
dimensions : 64, 128, 8192, 140 (nrow, ncol, ncell, nlayers)
resolution : 2.8125, 2.789327 (x, y)
extent : -181.4062, 178.5938, -89.25846, 89.25846 (xmin, xmax, ymin,
ymax)
coord. ref. : +proj=longlat +datum=WGS84 +ellps=WGS84 +towgs84=0,0,0
data source : in memory
names : layer.1, layer.2, layer.3, layer.4, layer.5,
layer.6, layer.7, layer.8, layer.9, layer.10, layer.11, layer.12,
layer.13, layer.14, layer.15, ...
min values : 0.5261063, 0.5625295, 0.5301681, 0.6019284, 0.5177065,
0.6775601, 0.5336965, 0.5213086, 0.5971723, 0.5305891, 0.5514522,
0.5481200, 0.4681806, 0.5437223, 0.5988844, ...
max values : 113.13776, 114.50780, 94.93643, 100.35409, 102.65459,
101.80622, 104.95480, 99.17839, 104.68667, 119.48342, 100.60391,
108.91896, 104.38969, 99.35735, 99.30752, ...
dput(head(RCP1pctCO2ModelMean,5))
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18.5940185546875, 16.6747985839844, 12.2459892272949, 11.7588233947754,
10.8550109863281, 9.30074844360352, 9.1522102355957, 9.23973083496094,
9.94997406005859, 21.4329086303711, 20.6476043701172, 20.4366928100586,
19.5227752685547, 18.6518371582031, 13.4605987548828, 13.7962448120117,
14.7393859863281, 14.0098480224609, 13.7022705078125, 13.8268768310547,
13.9131362915039, 14.1420150756836, 14.5985153198242, 15.3337585449219,
10.2976509094238, 10.6874450683594, 10.6152442932129, 10.3048629760742,
10.0026962280273, 10.8500930786133, 12.313077545166, 12.8156112670898,
12.4003845214844, 12.062833404541, 11.8806510925293, 11.9595237731934,
12.7401191711426, 13.2080368041992, 12.648217010498, 14.9934814453125,
16.2576446533203, 16.2247314453125, 15.6419891357422, 14.6681213378906,
10.2608001708984, 10.204532623291, 10.8466209411621, 10.8580635070801,
10.5870002746582, 12.5249855041504, 13.235661315918, 13.3415161132812,
13.2680938720703, 13.6001312255859, 10.9847831726074, 10.9526977539062,
12.1701835632324, 10.9867134094238, 9.62559356689453, 14.671305847168,
15.7670822143555, 16.5200897216797, 17.2838760375977, 18.5971923828125,
12.4218063354492, 11.5890487670898, 11.3723731994629, 11.5280731201172,
12.0742370605469, 11.0745147705078, 10.6635795593262, 10.507258605957,
10.358984375, 10.2047622680664, 11.231372833252, 11.1456260681152,
10.8480117797852, 10.3289199829102, 9.81418380737305, 13.1054672241211,
13.3634078979492, 13.6211837768555, 14.0335067749023, 13.8940582275391,
11.4586517333984, 11.3107444763184, 12.1839057922363, 11.6442543029785,
10.0313461303711, 11.5685440063477, 13.461506652832, 13.9238220214844,
12.9616546630859, 12.0961059570313, 15.3089569091797, 14.529133605957,
12.9434677124023, 11.6556198120117, 10.7868843078613, 13.7810775756836,
14.6285568237305, 14.3505905151367, 12.6306495666504, 11.0644081115723,
13.6406951904297, 13.0658325195313, 11.6025444030762, 10.8227111816406,
10.6873641967773, 14.1373397827148, 15.3703903198242, 16.4337646484375,
16.3727081298828, 16.0835571289062, 9.32263946533203, 9.81831588745117,
10.2201850891113, 10.4734298706055, 10.432006072998, 9.83030319213867,
9.97000503540039, 10.0799949645996, 10.1364440917969, 10.2572006225586,
11.0884750366211, 11.7081008911133, 11.6705154418945, 11.3407791137695,
10.8895950317383, 12.5218650817871, 14.0942642211914, 14.4718688964844,
13.89228515625, 13.6701507568359, 12.1981781005859, 12.0445930480957,
13.2136001586914, 12.3655586242676, 11.3412635803223, 12.4833915710449,
11.7754150390625, 11.693514251709, 12.1434707641602, 12.578157043457,
10.8240905761719, 10.6200454711914, 10.1548942565918, 9.93075942993164,
10.2509727478027, 15.1843124389648, 15.0255569458008, 14.8466598510742,
15.1112106323242, 16.322314453125, 13.0618423461914, 14.1408599853516,
13.0202850341797, 13.6123336791992, 14.1315383911133, 12.7721778869629,
12.7291236877441, 13.1240371704102, 13.9317779541016, 14.8634048461914,
11.2654998779297, 12.3573486328125, 13.258935546875, 12.5885932922363,
12.298176574707, 13.9735443115234, 14.5013107299805, 15.1036834716797,
15.3642013549805, 15.3964065551758, 11.2573120117187, 11.9989395141602,
12.0881286621094, 12.2077728271484, 12.2564170837402, 10.4119132995605,
10.5908760070801, 10.9370986938477, 10.9051147460937, 11.1913566589355,
12.3859100341797, 12.3887336730957, 13.8762435913086, 14.5053375244141,
14.3133880615234, 13.3645736694336, 12.5263206481934, 12.3438980102539,
12.354638671875, 13.1039337158203, 11.9940643310547, 11.8350044250488,
12.025373840332, 12.0098609924316, 12.8584075927734, 13.5398986816406,
13.7642166137695, 14.2189575195312, 14.8441345214844, 15.6326904296875,
14.128108215332, 13.0739379882812, 11.9704299926758, 11.3222679138184,
12.2943817138672, 13.596760559082, 13.6019485473633, 13.8898880004883,
14.744856262207, 15.6628112792969, 12.945686340332, 13.7123504638672,
...
.Dim = c(10L, 140L), .Dimnames = list(NULL,
c("layer.1", "layer.2", "layer.3", "layer.4", "layer.5",
"layer.6", "layer.7", "layer.8", "layer.9", "layer.10", "layer.11",
"layer.12", "layer.13", "layer.14", "layer.15", "layer.16",
"layer.17", "layer.18", "layer.19", "layer.20", "layer.21",
"layer.22", "layer.23", "layer.24", "layer.25", "layer.26",
"layer.27", "layer.28", "layer.29", "layer.30", "layer.31",
"layer.32", "layer.33", "layer.34", "layer.35", "layer.36",
"layer.37", "layer.38", "layer.39", "layer.40", "layer.41",
"layer.42", "layer.43", "layer.44", "layer.45", "layer.46",
"layer.47", "layer.48", "layer.49", "layer.50", "layer.51",
"layer.52", "layer.53", "layer.54", "layer.55", "layer.56",
"layer.57", "layer.58", "layer.59", "layer.60", "layer.61",
"layer.62", "layer.63", "layer.64", "layer.65", "layer.66",
"layer.67", "layer.68", "layer.69", "layer.70", "layer.71",
"layer.72", "layer.73", "layer.74", "layer.75", "layer.76",
"layer.77", "layer.78", "layer.79", "layer.80", "layer.81",
"layer.82", "layer.83", "layer.84", "layer.85", "layer.86",
"layer.87", "layer.88", "layer.89", "layer.90", "layer.91",
"layer.92", "layer.93", "layer.94", "layer.95", "layer.96",
"layer.97", "layer.98", "layer.99", "layer.100", "layer.101",
"layer.102", "layer.103", "layer.104", "layer.105", "layer.106",
"layer.107", "layer.108", "layer.109", "layer.110", "layer.111",
"layer.112", "layer.113", "layer.114", "layer.115", "layer.116",
"layer.117", "layer.118", "layer.119", "layer.120", "layer.121",
"layer.122", "layer.123", "layer.124", "layer.125", "layer.126",
"layer.127", "layer.128", "layer.129", "layer.130", "layer.131",
"layer.132", "layer.133", "layer.134", "layer.135", "layer.136",
"layer.137", "layer.138", "layer.139", "layer.140")))
For the x-axis, I already have 140 values to be plotted. The x variable is called "RCP1pctCO2cumulative" and is 1-dimensional. Here are the values:
dput(RCP1pctCO2cumulative)
c(0, 0.00697490638121963, 0.0139075990766287, 0.021697436273098,
0.0302329704165459, 0.0389980841428041, 0.0486239280551672,
0.0591636016964912,
0.0698652867227793, 0.0806971430778503, 0.0917696304619312,
0.102874741703272,
0.115288959443569, 0.127942492067814, 0.140930585563183, 0.154951927065849,
0.169483987987041, 0.18332038372755, 0.197460225224495, 0.211912712454796,
0.227608525753021, 0.243575794994831, 0.257900005578995, 0.273098181188107,
0.288984017074108, 0.305822652578354, 0.321933174133301, 0.338437202572823,
0.356079193949699, 0.373604437708855, 0.389580103754997, 0.406976979970932,
0.423514771461487, 0.440741804242134, 0.459019854664803, 0.477243804931641,
0.494844323396683, 0.511731442809105, 0.529583910107613, 0.54879242181778,
0.568029862642288, 0.587030050158501, 0.606201952695847, 0.626413214206696,
0.645859175920486, 0.66550235748291, 0.685490393638611, 0.705517685413361,
0.725719237327576, 0.74520371556282, 0.764879602193832, 0.78538470864296,
0.806885379552841, 0.827258145809174, 0.847640424966812, 0.869502395391464,
0.891108268499374, 0.912525850534439, 0.934271132946014, 0.956432664394379,
0.977902102470398, 0.999574398994446, 1.02313443422317, 1.0449088037014,
1.06765602231026, 1.09229186177254, 1.11614397168159, 1.13850414156914,
1.16062269210815, 1.18386173844337, 1.2078672170639, 1.23217906951904,
1.25505521297455, 1.27949770689011, 1.30394254922867, 1.32788743972778,
1.35124933719635, 1.37474408149719, 1.39838930368423, 1.42129179239273,
1.44566521644592, 1.47075144052506, 1.49397988319397, 1.51616193056107,
1.54051134586334, 1.56606665849686, 1.59053231477737, 1.61592463254929,
1.64096541404724, 1.66613935232162, 1.69049085378647, 1.71510955095291,
1.73991868495941, 1.76491104364395, 1.79114699363708, 1.81589571237564,
1.84101955890656, 1.864857172966, 1.8899533867836, 1.91575677394867,
1.9422261595726, 1.96840007305145, 1.99298502206802, 2.01899757385254,
2.04547454118729, 2.07122528553009, 2.09852977991104, 2.12717348337173,
2.15352830886841, 2.17984690666199, 2.20684263706207, 2.23266286849976,
2.25915194749832, 2.28647100925446, 2.31463184356689, 2.34280925989151,
2.36965861320496, 2.39779574871063, 2.42558825016022, 2.45266799926758,
2.48168079853058, 2.50962221622467, 2.53702754974365, 2.56574511528015,
2.59377150535583, 2.62192821502686, 2.6505597114563, 2.68051118850708,
2.70983340740204, 2.73927145004272, 2.76805067062378, 2.79780313968658,
2.8272668838501, 2.85747616291046, 2.88714888095856, 2.91689431667328,
2.94743349552155, 2.97868416309357, 3.00965495109558, 3.03861720561981
I tried doing something like this to start:
expansion <- expand.grid(103:116, 3:16) #to specify a range of longitudes
and latitudes
lonlat <- extract(RCP1pctCO2Mean, expansion)
plot(RCP1pctCO2cumulative, lonlat, type="l",col="green", lwd="3",
xlab="Cumulative emissions (TtC)", ylab="One-day maximum precipitation
(mm/day)", main="Test model")
But this yields the error:
Error in xy.coords(x, y, xlabel, ylabel, log) :
'x' and 'y' lengths differ
If it helps, here are the dimensions of the new variables created:
dim(lonlat)
[1] 196 140
dim(expansion)
[1] 196 2
What could I be doing wrong (the lengths appear to be the same)? Ultimately, the goal would be to plot the 140 values as a function of emissions (i.e. "RCP1pctCO2Mean" as a function of "RCP1pctCO2cumulative" once each of those selected grid cells are aggregated). The above works absolutely fine when just selecting "one" specific grid cell, but not an aggregate of grid cells. Is this possible to do for an aggregate of grid cells?
Thanks, and any assistance would be greatly appreciated!