General project setup
We setup a project using a hexagonal canvas with a cell size of 500 km. The project is set in-memory
but for a real case study you would like to set path
to a persistent location on disk.
We’ll use the wrens
dataset which is part of the package.
require(rangeMapper)
require(sf)
require(data.table)
require(glue)
require(ggplot2)
require(viridis)
wrens = read_wrens()
wrens$breeding_range_area = st_area(wrens)
con = rmap_connect()
rmap_add_ranges(con, x = wrens, ID = 'sci_name')
rmap_prepare(con, 'hex', cellsize = 500)
rmap_add_bio(con, wrens, 'sci_name')
Raw data: wrens breeding range distribution and life history
ggplot() +
geom_sf(data = rmap_to_sf(con, 'wkt_canvas') , color = 'grey80', fill = NA) +
geom_sf(data = wrens, fill = NA)
![](data:image/png;base64,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)
head(wrens,3)
#> Simple feature collection with 3 features and 12 fields
#> geometry type: MULTIPOLYGON
#> dimension: XY
#> bbox: xmin: -10184.52 ymin: 2019.465 xmax: -8391.563 ymax: 3447.125
#> CRS: +proj=moll +lon_0=0 +x_0=0 +y_0=0 +datum=WGS84 +units=km +no_defs
#> ID sci_name com_name subspecies clutch_size
#> 1 1 Campylorhynchus_jocosus boucard's wren 1 3.5
#> 2 2 Campylorhynchus_gularis spotted wren 1 4.0
#> 3 3 Campylorhynchus_yucatanicus yucatan wren 1 3.0
#> male_wing female_wing male_tarsus female_tarsus body_mass data_src
#> 1 73.10 70.30 22.9 22.2 27.6 1,1,1,1,1,1,3
#> 2 74.00 71.75 24.0 24.0 30.1 1,2,1,1,1,1,3
#> 3 76.55 71.35 25.1 23.6 35.5 1,2,1,1,1,1,3
#> geometry breeding_range_area
#> 1 MULTIPOLYGON (((-9589.923 2... 68459.65 [km^2]
#> 2 MULTIPOLYGON (((-9469.687 2... 237890.51 [km^2]
#> 3 MULTIPOLYGON (((-8391.563 2... 11365.78 [km^2]
Case study 1: Different biodiversity hotspots and their congruence.
We describe biodiversity hotspots based on of three avian diversity parameters: total species richness, endemic species richness and relative body mass diversity.
1. Set parameters
P_richness = 0.75 # species richness quantile
P_bodymass = 0.50 # CV body mass quantile
P_endemics = 0.35 # endemic species richness quantile
2. Primary maps and thresholds
rmap_save_map(con)
# rmap_save_map with no arguments other than `con` saves a species_richness map.
CV_Mass <- function(x) (sd(log(x),na.rm = TRUE)/mean(log(x),na.rm = TRUE))
rmap_save_map(con, fun = CV_Mass, src='wrens',v = 'body_mass', dst='CV_Mass')
Thresholds are computed using the parameters defined in 1 and the maps saved at 2.
sr = rmap_to_sf(con, "species_richness")
sr_threshold = quantile(sr$species_richness, probs = P_richness, na.rm = TRUE)
es_threshold = quantile(wrens$breeding_range_area, probs = P_endemics, na.rm = TRUE)
bmr = rmap_to_sf(con, "CV_Mass")
bmr_threshold = quantile(bmr$V1_body_mass, probs = P_bodymass, na.rm = TRUE)
3. Congruence subsets and congruence maps
3.1 Subsets
rmap_save_subset(con,'sr_threshold', species_richness = paste('species_richness >', sr_threshold) )
rmap_save_subset(con,'es_threshold', wrens = paste('breeding_range_area <=', es_threshold) )
rmap_save_subset(con,'bmr_threshold', CV_Mass = paste('V1_body_mass >=', bmr_threshold))
rmap_save_subset(con, "cumul_congruence_threshold",
species_richness = paste('species_richness >', sr_threshold),
wrens = paste('breeding_range_area <=', es_threshold),
CV_Mass = paste('body_mass >=', bmr_threshold)
)
3.2 Threshold Maps
rmap_save_map(con, subset = 'sr_threshold', dst = 'Species_richness_hotspots')
rmap_save_map(con, subset = 'es_threshold', dst = 'Endemics_hotspots')
rmap_save_map(con, subset = 'bmr_threshold', dst = 'Body_mass_diversity_hotspots')
rmap_save_map(con, subset = 'cumul_congruence_threshold', dst = 'Cumul_congruence_hotspots')
4. Maps: load and display
study_area = rmap_to_sf(con, 'species_richness') %>% st_union
bmr = rmap_to_sf(con, pattern = 'hotspots') %>%
melt(id.vars = c('geometry', 'cell_id') ) %>%
st_as_sf
bmr$variable = bmr$variable %>% gsub('species_richness_|_hotspots', '', .)
ggplot() +
facet_wrap(~variable) +
geom_sf(data = study_area ) +
geom_sf(data = bmr, aes(fill = value), size= 0.05) +
scale_fill_gradientn(colours = viridis(10, option = 'E'), na.value= 'grey80') +
guides(fill=guide_legend(title='Wren\nspecies')) +
ggtitle("Hotspots") +
theme_bw()
![](data:image/png;base64,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Case study 3: The influence of cell size on body size ~
species richness slope
1. assemblage level median body size ~
species richness slope for varying cell sizes.
cellSizes = seq(from = 700, to = 1500, length.out = 5)
FUN = function(g) {
options(rmap.verbose = FALSE)
con = rmap_connect()
rmap_add_ranges(con, x = wrens, ID = 'sci_name')
rmap_prepare(con, 'hex', cellsize=g)
rmap_add_bio(con, wrens, 'sci_name')
rmap_save_map(con)
rmap_save_map(con, fun = 'median', src='wrens', v = 'male_tarsus', dst='median_male_tarsus')
m = rmap_to_sf(con)
# lm at assemblage level
o = lm(scale(log(median_male_tarsus)) ~ sqrt(species_richness), m) %>%
summary %>% coefficients %>% data.frame %>% .[-1, ]
o$cell_size = g
options(rmap.verbose = TRUE)
o
}
o = lapply(cellSizes, FUN) %>% rbindlist
2. Plot regression parameters for different cell sizes
Most of the variation here is due to spatial autocorrelation, a proper analysis requires a spatial model.
ggplot(o, aes(x = cell_size, y = Estimate)) +
geom_point() +
theme_bw()
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b4tlG9kkPuxOsnLHjxphi2gABUWSXvqCsJXZ77fufQtat+3Ly30Fqv0eUdOzavz9YPgJCoMID830++63+d3nu0Y8b1F2X8Ns048vn4h3bdPvvBdD4NBKBqyk8Ro2jdB7OXHfRu+PDLn7dNca4uM5d64Ot5X53fQRMEEIAqOkMAuX5d/tmiDb6Cg/583+eLdpU54qNYwq4aP7STw6T+ANRi5QeQ5bw7pi+9Q/iWjL/h2+u+frYzcQPgHKjwbXhH52eX/j59jEPz+3d67H+cjAGgyio5F+z4+tf6ZV6SnFD/pPhG/efnejn+A6DqKgwgfe+ch8d+lzDgX6/cf7k9qec/335r6v0dk1NHvfNUe96KB1BlFW7KqJvXbb7grs8e6ZPhsv777a8Srr/15ps7hm1r/69/j2rfN5HPIgKomop3wQzdEEIRQkQ0vjT21637NaHUbZORtGLJWk5GBVBlFQaQrXWH9JwFz05bflBrdNmlOz75aItHP7p+3e6ImDp8kyKAKqswSCzJf3/hhfZb//Ho+weibhh6Z8HTlyfENbx90fmDstpyDAhAlVXydlZYiyELNg/WdWGxNJqy8sebF29wpWR2yWzoNKe7MlRVLS0tLSoqqnROwzAMw/D5zNhLNAxDCHH8+HFFMeOQmK7rPp/PnFqaphmGEcwCD1U5M2sJIWrl0AzD8Hg8pq38uq77/ZV/JEfTtMAy/6NK3083fIUH9+YU+wxDCJGc2lKI47u3HEhpekG0uQehbTZbZGRkTExMpXP6/X5VVcPDw03oyu/3FxUVRUVF2WxmfDLB5XI5HA7Tarnd7mAWeEgUFxdHR0ebVksIYWY502oVFBSEhYWZs/Krqurz+SIiIiqdU9M0q9Va7l0Vr8ren1/ufuOYxbn+07+BNez2jwo/7GX+VhCA2qXCAPKtmPni6oajvlg6MvO88DJHixR7JOkDoMoq3gLyuNXmt93TtWlS+ZtPAFAVFX8la+bttxR9On9tMdfAAHAOVPKVrNc+kDU586rGH1ze6sLoU7M6rnzs40c78k48gKqpMIC0ra8MfnJ90lW9b7ritGNA9kZ1OQ8DQJVVfBB649rNjR767otJaWztAAi9ik+piIiM8JSUqCb1AuAvpsItoLD2g+9vcOfgu+MnDOqQEnnqnTBL/dSOzeuxFwagaireBVvyyrP/y/WIpwd8ftr0sF7vH1nwNz4KBKBqKgwg598WlPgXmNUKgL+a8gLIKNq7ca+7XuOmSf69G/cU6n+YwRJ7YYuGXBwVQBWVF0C+xWMyeq8f8f3mfxwYk3H7R54/zMC5YABCobwAct72XpFLt9jttoz3ijzz/vgxaMVq50I9AKqs3LfhLTaHw2FThH/F83f/a43FWZaj5Jsn75n+E2/NA6gyLs0MQBouzQxAGi7NDECaSi/N/MQl675cuU8Xwrdr0cSsXr3vfe4/e7kmD4BQqPhcMHXT1BtbXzlg1iZV3zVzUL/pGzRl24w7b3may4IBCIEKA8i/ds6MTR1nrnvjRtuBLz9e03T0go8XfDGj97EF766u/JvwAaASFV8bPi/nyPnplydZjaLvl224sGvXxlYRdn5KvcKCY3/8eDQA/EkVXxm1UZOGe7O/3XFsx9zZS2M7X59qE+qe77J3J6Yk8yXRAKqswgCypg6Z2Cvn8Zb1mo36v8tGDGln+em5Tm0eXpc2tG9rPgQEoMoqDhIl8daZP24dunanaNT2ihS7vr/tva/+t+Nt11xM/gCoukqTRIlqcMXVDQK3LSnX9Lv7XHcE4C+jvF0w//eTew58c8tv13LWD347/dmPN5+4srO65tHU2D4LvWY1CKD2Ki+A9EM/Lf7fthNvdOkHv3118oebT559auiapnGhMABVV/EHEQHgHCKAAEhDAAGQhgACIM0Z3obX8z5/vM/eeEUIYRz9JcdTOuWu2z+wiN9+1S4zsUMAtVZ5AWRJzrjlOr9PUwPvfEU363yzELqq6id+vSUjmS0nAFVWXgDZ24/+4JPRprcC4K+GLRkA0hBAAKQhgABIQwABkIYAAiANAQRAGgIIgDQh/2pD49j696bPXrKtyNkgs8/wQZ2Sy1YwDi0aO+ztrYEPOFrq3TTpzaEtrUJ49n47+61P1+4tdlzcefCDfdPrKuU/N4DaJcQBZJSufmfaqsT7p45rcmTRpEkzFjd96saEU3Gi5R8qbD1izrhrohQhFMVitQohPL/Me36R3u/JGRnhO+dNeGFe8+kPXBEW2rYAVEsh3gXzb1q1PqFL91YxtvBG3bo1271yXWGZ7y4z3Hn5IvG8aIfdbrfbbTarIoTwbVz6Q+yNd2bUsyuRTfs8/ULf5vbQ9gSgugrtFpBxNOeQJblTvCKEEM7kC+Lyc/J0UffENXz0/Lx83+Z5Dw3MOSrim3cZeF/vVnXF0QO5SlTc4hfH/rDLFd3kun4Du8edeDq/3//rr78GbpeUlGiapqrqH4r+nqZpuq4HM2fVaZp28qcJdF03s5YQwpzFKIQwDMPMWqKWDk0IYebKH2QtTdMCy/yPQhxAXq/PGR4W2OdSwiOcvmJv2bp+Z2Kzdjfc0ys9pnD1zCenzEx++ZErvV5P4bp1pY+M/ecw/efZzzz/Zv2XRrWPVoQQoqCgoG/fvoGHtm7dOjU1tbCwMMhW3G53CAdWsZKSEtNqeTwe02oJIYJf4DWrlsnlzKzldrvNXPmDWSE1TTvTP87QBpDidDp8+Z5A5hhut8/hdJY5oGxt0uuxsYGb9TN6dl445sdtaqcGDoezdbc+bZIihWh3W+dPxq7eqrbPsAshRFxc3GuvvRZ4wIoVKyIjI2NiYiptQlVVTdOcTmdIh3bGWqWlpVFRUVarGZdq9Hq9NpvNnFoej8fn80VHR5tQSwjhcrkiIiJMqyWEMLOcabWKi4udTqc5K39gjySYWpqmnWmlDXEAxSUn6WtyCw1RTxG+vNxj9VMTTx1lMoq2r9xibdm2UR1FCMVisdpsNkWpm5To3HLi8RaLRbFYTmSWw+HIyMgI3N6yZYvNZrPbgz1AFPycVWez2Ww2My6V5vf7zawlTFyMiqKYWUvU0qEJIaxWqznlFEXRdT2YWhaLJbDMy7krtD3ZUzPT8pZ+s9NjaIeyF29pmJkeqwhhHM/9dddht2E5/MPrL7+/oUgX2rH1ny07ktauqVU4W7RtsfPLRVtKdO3Y+k+XHG55xaVc9xn4awjx/1IlMmPQw/tfnT7qPo+tfsaQkV0TFCGE+sv8x2fFTHhjcPtBI/fPmDtucIHHlpDWY9zgNpGKEHU6DLx357TXHxpQJOJbdBsz9LcDQABqvZBvzCtRzXqNn9rrtGn2zNHvZwohhKib1md8Wp/fPyS+TdbENlmh7gRAdcepGACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASGOT3UCwVFUtLS0tKiqqdE7DMAzD8Pl8JnRlGIYQ4vjx44qimFBO13Wfz2dOLU3TDMMIZoGHqpyZtYQQtXJohmF4PB7TVn5d1/1+f6VzapoWWOZ/VGMCyGazRUZGxsTEVDqn3+9XVTU8PNyErvx+f1FRUVRUlM1mxpJ0uVwOh8O0Wm63O5gFHhLFxcXR0dGm1RJCmFnOtFoFBQVhYWHmrPyqqvp8voiIiErn1DTNarWWexe7YACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBAAaQggANIQQACkIYAASEMAAZCGAAIgDQEEQBoCCIA0BBCAs1FSUpKfn1/FJyGAAPw5paWld955Z1xc3IUXXpienr558+azfioCCMCf8+ijj3744YeB2+vXr7/jjjsMwzi7pyKAAPw5X331VdlfN23atHv37rN7Klso+inLOLb+vemzl2wrcjbI7DN8UKfkshWMQ4vGDnt7qyqEEMJS76ZJbw5taT15p2tH9nJ3q+svq6uEuikAoeN0On83JSws7OyeKsRbQEbp6nemrUocOHX2jNFp+96esfjwaVtmWv6hwtYj5ny8cOHChQs/njmohfXUI0vWzX5h2mc/Feih7QhAiPXu3bvsr506dUpOTj67pwpxAPk3rVqf0KV7qxhbeKNu3ZrtXrmusEwCGe68fJF4XrTDbrfb7Tab9eSmjlG4atb8HWHRbPsA1d64ceMmTJhw/vnnx8fH9+7d+4MPPjjrpwrtLphxNOeQJblTvCKEEM7kC+Lyc/J0UffEdo6en5fv2zzvoYE5R0V88y4D7+vdqq4ihDCOZM9caOnVv+2Hs7SQ9gMg9KxW69NPP/3EE0/4fL6IiIiqPFWIA8jr9TnDwwLbMUp4hNNX7C27D+Z3JjZrd8M9vdJjClfPfHLKzOSXH7kq1shbPOOLOndNbBvzxYfitAA6fPjwyY29Sy+9tGHDhgUFBUH1YRgulys0YwpCYWGhopix8WYYhtvtNqFQoJYQIsgFHpJyptUyuZzJtVwul2krf5ArpKZpqqqWe1doA0hxOh2+fE8gcwy32+dwOsu8MK1Nej02NnCzfkbPzgvH/LhNvTLlm9cXJ2U9lVZH7Pn900VGRmZlZQVu79+/3+l0BhO3mqbpum6326s8nMppmubxeMLDwy0WM95P9Pv9VqvVnFo+n8/v91fx/1vwvF7vHw9tniMej0dU4bjpn2Xm0Fwul91uN2fl13Vd07RgammadqaVNsQBFJecpK/JLTREPUX48nKP1U9NPFXXKNq+cou1ZdtGdRQhFIvFarPZFHXfjt0HVk++Z4kQut/tFY/13zvwpce7xivi9ACaM2eO0+kMDw+vtAm/36+qajBzVp3f7/d4PE6n02YL+fuJ5TAMw+FwmFbLtMUohPD7/WbWEkLUyqEFAsiccqqq+ny+YGqZFkDCnpqZNvPDb3Z27nNRYfbiLQ0z+8YqQhjHc3cetp5/YfjhH17/cFP4pHtaRRWt/2zZkbS7m1odkSPntAt0uXvBw1P8I17q19haSRUAtUOIA0iJzBj08P5Xp4+6z2OrnzFkZNcERQih/jL/8VkxE94Y3H7QyP0z5o4bXOCxJaT1GDe4TSRvewF/YSHfmFeimvUaP7XXadPsmaPfzxRCCFE3rc/4tD7lP9J6UZ+XXg11OwCqMU7FACANAQRAGgIIgDQEEABpCCAA0hBAAKQhgABIQwABkIYAAiANAQRAGgIIgDQEEABpCCAA0hBAAKQhgABIQwABkIYAAiANAQRAGgIIgDQEEABpCCAA0hBAAKQhgABIQwABkIYAAiANAQRAGgIIgDQEEABpCCAA0hBAAKQhgABIQwABkIYAAiANAQRAGgIIgDQEEABpCCAA0hBAAKQhgABIQwABkIYAAiANAQRAGpvsBoKl67rX63W73ZXOqWmarusmtBSoJYTwer1+v9+EcqqqGoZhTi2/328YRjALPCQ0TTOzlhCiVg5NCGHO6iGE0HVdVdUqviRrTAAJIaxWq80WbMPBz1l1VqvVarWaUEjTNNNqqaqqKIppi9FisZhZS5i4hpg5NDPLBWIlmFqKoiiKUu5dNSaAAovVbrcHOX/wc1adzWYz50/u9/vNrCVMXIyKophZS9TSoQkhrFarOeUURdF1PZhaFovlTAHEMSAA0hBAAKQhgABIQwABkIYAAiANAQScW2Z+CKjGIYCAc2X69OnnnXdeUlJSamrqsmXLZLdTHRFAwDnx5Zdfjhgx4tChQ0KIzZs39+/fPycnR3ZT1Q4BBJwTn376adlf9+3bxw5HoRAAAAltSURBVEbQHxFAwDlhGIbsFmoAAgg4J3r06FH21wYNGlx77bWymqm2CCDgnLjpppumTZuWlJQkhGjevPmcOXPOO+882U1VOzXmZFSgxhk+fPjw4cPz8vISExNl91JNsQUEnFvh4eGyW6i+CCAA0hBAAKQhgABIQwABkIYAAiANAQRAGgIIgDQEEABpCCAA0hBAAKQhgABIQwABkIYAAiBNTfo6ji1btqiqWulsqqpqmuZ0Ok1oSVXV0tLSqKgoq9VqQjmv12uz2Uyr5fV6o6OjTaglhHC5XBEREabVEkKYWc60WsXFxU6n05yVX9M0VVWDqaVp2pnuUmrKF0du3Ljxxx9/DGZOXdeFEBaLGRt3RUVFGzZsSE9Pj4yMNKGcpmkWi0VRFBNq7d+//8CBA5mZmSbUEkKoqmqzmfTvcOPGjUKIFi1amFPOzKGtWLEiJSUlJSXFhFqGYei6HuS/w5SUlHK/ELLGBFD1tG7duiFDhixYsOCSSy6R3UuIvf3223Pnzv3uu+9kNxJ6DzzwgMVieemll2Q3EnqdOnUaOHBg//79ZTcSLI4BAZCGAAIgDbtgVeLz+fLz8xMSEux2u+xeQqykpKSkpCQ5OVl2I6FXUFAghIiPj5fdSOjl5OTUqVOnTp06shsJFgEEQBp2wQBIU5M+BySPmrN81vT5K/aW2pPSbrv33hsbRyhCGMfWvzd99pJtRc4GmX2GD+qUbBNnmFg9+fevXqu1zrzwt49xBD+c6j/G3w3Nt3/pW6+9v3KfyxbbuNPf7+2bmWSrLUP7jeHakb3c3er6y+oqooYNzUBl9Lz/PN5v/Ee73Lrv0LfPDhjx7g7VMPTjK6cMHDFzfaHf9etH47Mm/CdPP8PE6smz74unsib+t/C3BoMfTvUf4++HlvPJ2L6PfbyjRNOKNs55+O9P/CdfryVD+41evHba4L8Nm7NDNYya9ldjF6xyWu6enPhWGQ3DFHtCxhUX5u854BXCv2nV+oQu3VvF2MIbdevWbPfKdYVG+ROrHePwkheHDXp41rqSU9OCH061HmN5Q/Ns37y/WZcbG0dZLNHNb+h0wZ7te7RaMrTAHYWrZs3fERZ94tOpNWtoBFDlrA2aNS5cm735mKdkd/aKfQ2aXRwmjKM5hyzJF8QrQgjhTL4gLj8nTy93otzey6MkdB792rz54646dXpA8MOp3mMsZ2girN390x5oHyGEEMbxXTvz65+faKklQxNCGEeyZy609Orf9kQA1bChEUCVU2Izel6tfjbxvkFDH5l94LJe16ZYhOH1+pzhYYE/uhIe4fR5vUa5E2V2HrTgh1Pzxqg469SNtAvDs3/5W5Nm7m77964XWGrJ0ISet3jGF3XuGtA25uQLuYYNjQCqlFGyasaLP7V6YvZ7786f98KN+W9M+eqQoTidDp/HE/gjGm63z+F0KuVOlNl60IIfTo0co1G08eN/PDjhE/e1j04e1LqO8ifGK7Ptyug5X72+OCkrK63sp35q2NAIoErpB7fscLbu0DzaIpTwi65sl7Rz825ViUtO0nNzAzvSvrzcY/WTEy3lTpTbfJCCH04NHKNn6/wnp65vNGzqCw/c0DhKEeLPjFdm45VR9+3YfWDJ5Hvu6vP3cQv37P/ssf6T/lsgatbQqkcX1Zrl/EsvLl277OdjmjBKdy5bcaBhk4tswp6amZa39JudHkM7lL14S8PM9Fil/Ik1QvDDqWljNEr+79OlcX1G92lVt8xp27ViaI52I+csWLBgwYIF7z73twtTuj/zzoSu8UrNGlo1+TBAdabU6TBkzJFZs8cOetlnrXvJ1SNGdktShIjMGPTw/lenj7rPY6ufMWRk1wRFnGFiTaAEP5waNkY9Z+euo2t+yLr1lcDvSvyNk96877LaMLTy/Yk/ZTXAqRgApGEXDIA0BBAAaQggANIQQACkIYAASEMAAZCGAIIpSt//W1Tj0Sv8p278KcXv3hqV+vi6yq8Kh5qFDyKiJnA07/nggKRqcvoAQocAQk0Qlt7/mXTZTSD0+JeCs+ff9+XEO9o3SawTldj8hocWbHULIYR+5IeX77mu9YVxdWJT0m8d99E29598Vu+vnzzW8/KG8VFR9Ru17ztleb5xahfMv2xEilUpw976qQ1aCIpCDgIIZ8u9auLNd84q6frMv//33ex7IhYNvPXx793qpik9bvrnnowxc5Z8/9/Xs6I+G3DdkH8f/hOn+2jbXunXd67ee8Y3q1Z8PL7x/z1618SlnpP32q/85y/5R44cOXLkyOHNs2+/oE6r7jc0sla5KGRhFwxn6fh/p808eP3L3z7RK0ERovXrUw7e8/WuvcvXvPpLx8k7nrk7QREirdWsiO1Nur/1eX7P3sE+rbbv111Gk7t7X395ilWkTv24wcrjjcucOGmLjI2LFEL4d8zoOza75QvfT2gb6cueUW7R2+5JOAfjRigRQDhLO3/6xdW0X7t6v33NXmLPKV/0NPLenJ9X8u2g8x2DT8yma0qr3MPBf/+no13Wfa1ueajlpQs6d7nmmutuurVbZopTFJ8+U8mKJ3uP3X7zuyuGXGIXRt727eUWFYIAqu7YBcNZ0jRNsdqsp01TnGFh1pThS1z+kzTdt+7xFtYzPEk56rSf+P2uzZ9OvrO5sfHdUdc1bX3Pv3NPyy89d+Gwu6dZR85/5ZYEpaKioRglzi0CCGfp4tSm9q0r1/x2dQXj6McDmrV57Ofm6ZccWfH99t8+sGMUfDby6h5Tfw7+8zv6ocX/euTFFeFX3nn/pDc+WbVxXs9j789devzUDN5Nr/x96OLUF9+b0Dbyt0lRrapYFNKwC4azFHvTsH5P3Dxm4PNhj93csPi7Z8d/pNz61RVpKSOuenV032Hxk4d0rH/o84nD3yrsv6ypTQSbBpYo36Z3n3jjYKT14WsbKPu+nr/i+EV3NY0QW4QQQhhF2Y/1fmxHl5lLetUvLSoSQgjFHhHdIqv8oqj+ZF+YDDWYZ/tHY25t0yg+KiY59YaHFmwpNQzD0AtWvtK/w0V1w8JjU9Jvm/D5bp9hGMbxBbdFNnr4B9+pG2ei5S179o4rUmKc9oh6F6bdPPr9rS7DKJrXPbL5Yz+6Vo5u/Lu9ubBb5h47U1FUe3wjIgBpOAYEQBr2kyGBf/k/ek7KLu/aeLZLBsyYdldD/jH+RbALBkAa/tMAkIYAAiANAQRAGgIIgDQEEABpCCAA0hBAAKT5f5LXRfH6KHLBAAAAAElFTkSuQmCC)