The goal of simplefeaturesbr is to make Simple Features tidy data frames of Brazilian states and municipalities easily available in R. Original JSON files from here.
You can install simplefeaturesbr with:
remotes::install_github("RobertMyles/simplefeaturesbr")simplefeaturesbr has a main dataset, br_municipalities, and some
simple convenience functions to select from this dataset. You can access
the data with:
library(simplefeaturesbr)
data("br_municipalities")It looks like this:
head(br_municipalities)
#> name state ibge_code
#> 1 Acrelandia AC 1200013
#> 2 Assis Brasil AC 1200054
#> 3 Brasileia AC 1200104
#> 4 Bujari AC 1200138
#> 5 Capixaba AC 1200179
#> 6 Cruzeiro do Sul AC 1200203
#> geometry
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#> 3 -69.12877, -69.13691, -69.14129, -69.13970, -69.14769, -69.15731, -69.16842, -69.16907, -69.16283, -69.16485, -69.16199, -69.13346, -69.11793, -69.10630, -69.10115, -69.08489, -69.08082, -69.08095, -69.07192, -69.07126, -69.06025, -69.05409, -69.03580, -69.03396, -69.02509, -69.02166, -69.00078, -68.99699, -68.98104, -68.97858, -68.97096, -68.96432, -68.95898, -68.95773, -68.95593, -68.95126, -68.94537, -68.94454, -68.94256, -68.93334, -68.92919, -68.92837, -68.92208, -68.91901, -68.91796, -68.91415, -68.91670, -68.90756, -68.90379, -68.90224, -68.91106, -68.90791, -68.91040, -68.91441, -68.91646, -68.92061, -68.92552, -68.92445, -68.91545, -68.91851, -68.93182, -68.94171, -68.94496, -68.94840, -68.94549, -68.94947, -68.94750, -68.95615, -68.95609, -68.96610, -68.97618, -68.98019, -68.97545, -68.94094, -68.92848, -68.92190, -68.91418, -68.90661, -68.89833, -68.89541, -68.88066, -68.87753, -68.85351, -68.83512, -68.81109, -68.81205, -68.80476, -68.80496, -68.80003, -68.78644, 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#> 4 -68.219789, -67.976635, -67.974457, -67.983414, -67.988986, -67.998309, -68.008013, -68.020021, -68.022909, -68.020688, -68.032474, -68.032707, -68.035893, -68.037674, -68.038725, -68.042339, -68.048347, -68.049716, -68.051822, -68.061807, -68.059380, -68.038496, -68.033443, -68.027108, -68.019406, -68.022226, -68.032836, -68.045734, -68.065729, -68.074551, -68.088853, -68.013073, -67.990860, -67.981111, -67.909452, -67.880167, -67.872955, -67.867514, -67.833843, -67.804227, -67.796450, -67.814925, -67.827412, -67.821930, -67.831287, -67.834816, -67.825364, -67.829809, -67.844224, -67.853027, -67.860257, -67.866829, -67.901550, -67.905547, -67.918821, -67.922759, -67.922961, -67.926346, -67.933129, -67.948889, -67.965133, -67.975508, -67.994993, -68.039344, -68.046728, -68.054464, -68.069183, -68.074396, -68.085651, -68.088549, -68.100772, -68.123118, -68.135444, -68.150590, -68.151990, -68.169115, -68.269721, -68.274613, -68.291197, -68.299841, -68.325294, -68.331856, -68.342850, -68.348991, -68.367011, -68.379847, -68.392040, -68.392311, -68.396214, -68.414916, -68.423865, -68.427859, -68.441914, -68.428360, -68.427255, -68.431320, -68.433833, -68.442417, -68.441108, -68.450667, -68.454873, -68.444368, -68.427611, -68.429149, -68.422400, -68.424824, -68.418174, -68.411224, -68.410194, -68.414255, -68.410959, -68.406446, -68.396066, -68.389155, -68.386132, -68.382019, -68.368079, -68.354400, -68.352625, -68.342979, -68.343712, -68.338463, -68.336154, -68.331714, -68.335256, -68.330059, -68.400688, -68.365669, -68.352806, -68.344307, -68.315780, -68.294524, -68.287888, -68.276107, -68.269541, -68.251556, -68.241669, -68.227142, -68.219789, -9.242153, -9.352191, -9.353176, -9.356160, -9.352920, -9.358473, -9.352037, -9.356658, -9.354199, -9.349112, -9.343964, -9.349638, -9.347280, -9.349800, -9.346843, -9.351243, -9.352246, -9.360242, -9.371348, -9.389627, -9.417082, -9.434717, -9.442862, -9.444468, -9.469797, -9.480546, -9.494520, -9.500737, -9.518607, -9.521859, -9.553804, -9.605562, -9.627119, -9.636580, -9.709245, -9.717583, -9.730876, -9.733065, -9.749859, -9.747289, -9.761627, -9.767604, -9.781636, -9.794053, -9.807252, -9.826192, -9.848392, -9.869735, -9.859605, -9.858086, -9.845048, -9.841405, -9.842398, -9.845818, -9.846325, -9.850542, -9.850716, -9.853630, -9.849107, -9.853649, -9.853648, -9.847026, -9.860648, -9.883473, -9.891163, -9.888207, -9.895529, -9.903451, -9.909729, -9.920562, -9.930187, -9.938519, -9.934196, -9.953105, -9.959941, -9.941069, -9.830223, -9.824835, -9.807875, -9.794007, -9.788807, -9.783212, -9.782610, -9.785738, -9.780468, -9.782089, -9.788965, -9.798045, -9.804276, -9.810591, -9.817985, -9.826341, -9.827115, -9.719374, -9.710568, -9.675010, -9.666248, -9.656344, -9.638809, -9.631651, -9.623689, -9.608973, -9.598851, -9.585659, -9.567761, -9.558645, -9.544727, -9.540870, -9.537140, -9.533373, -9.520719, -9.519271, -9.499653, -9.499435, -9.502449, -9.496014, -9.497133, -9.488690, -9.482607, -9.473793, -9.465169, -9.466383, -9.459291, -9.457148, -9.449611, -9.439758, -9.323944, -9.297753, -9.295816, -9.289606, -9.292361, -9.283699, -9.284573, -9.276467, -9.264754, -9.264435, -9.252232, -9.248093, -9.242153
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#> 6 -71.989185, -71.989038, -71.983698, -71.978493, -71.983932, -71.985336, -71.989357, -71.989755, -71.995960, -71.997919, -72.004105, -72.000009, -72.001338, -71.991815, -71.995182, -71.993063, -71.998487, -71.995775, -72.006980, -72.012017, -72.017253, -72.020916, -72.017971, -72.024260, -72.017359, -72.023608, -72.024264, -72.026986, -72.031239, -72.028065, -72.031350, -72.029166, -72.035099, -72.035101, -72.045221, -72.051725, -72.047385, -72.058759, -72.068748, -72.089926, -72.097504, -72.106718, -72.133111, -72.151276, -72.160877, -72.179231, -72.184724, -72.197666, -72.206315, -72.214045, -72.218542, -72.223934, -72.232247, -72.234944, -72.233315, -72.237389, -72.248134, -72.258303, -72.264538, -72.278093, -72.287404, -72.301867, -72.322127, -72.330007, -72.333436, -72.357707, -72.363539, -72.380189, -72.396629, -72.407600, -72.421937, -72.429129, -72.432482, -72.456489, -72.463145, -72.469253, -72.502763, -72.515886, -72.518700, -72.525353, -72.526591, -72.533185, -72.534195, 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-7.922651, -7.931426, -7.941308, -7.933874, -7.943926, -7.941092, -7.934175, -7.930558, -7.937703, -7.941315, -7.933300, -7.944348, -7.943448, -7.929665, -7.922646, -7.926508, -7.916075, -7.918207, -7.915263, -7.907977, -7.910568, -7.907972, -7.912092, -7.911435, -7.900750, -7.901011, -7.898127, -7.902515, -7.905681, -7.904315, -7.897053, -7.895455, -7.882393, -7.876045, -7.879999, -7.879690, -7.870508, -7.868180, -7.870963, -7.881157, -7.882523, -7.869665, -7.869719, -7.862076, -7.858944, -7.851005, -7.851744, -7.862650, -7.864278, -7.855332, -7.855286, -7.844341, -7.843363, -7.848791, -7.843057, -7.839335, -7.833755, -7.825309, -7.833224, -7.825576, -7.822958, -7.815810, -7.813251, -7.807655, -7.798927, -7.808738, -7.811181, -7.789588, -7.785628, -7.784742, -7.776384, -7.783083, -7.780259, -7.771375, -7.772175, -7.762288, -7.756179, -7.734298, -7.725252, -7.723189, -7.692148, -7.676010, -7.677954, -7.693701, -7.721435, -7.724148, -7.722239, -7.713250, -7.692557, -7.687039, -7.686844, -7.686811, -7.675430, -7.659291, -7.656404, -7.661047, -7.661033, -7.663963, -7.658772, -7.660573, -7.608517, -7.605319, -7.604746, -7.602013, -7.599349, -7.596644, -7.593948, -7.579594, -7.577504, -7.574107, -7.566324, -7.558905, -7.552183, -7.526811, -7.484654, -7.436948, -7.545873, -7.548648, -7.550251, -7.551635, -7.577390, -7.600230, -7.610959, -7.624918, -7.630669, -7.633083, -7.641522, -7.653046, -7.657588, -7.669761, -7.672606You can use some convenience functions to look at certain states and municipalities. These will load the main dataset too, so you of course just do this yourself quite easily. But…
If you are interested in a specific state, use select_state():
select_state("SP") %>% head()
#> name state ibge_code
#> 1 Adamantina SP 3500105
#> 2 Adolfo SP 3500204
#> 3 Aguai SP 3500303
#> 4 Aguas da Prata SP 3500402
#> 5 Aguas de Lindoia SP 3500501
#> 6 Aguas de Santa Barbara SP 3500550
#> geometry
#> 1 -51.05787, -51.05365, -51.04500, -51.04544, -51.03972, -51.03309, -51.02471, -51.02458, -51.00333, -50.99259, -50.99117, -50.97725, -50.96740, -50.97014, -50.96513, -50.96723, -50.96446, -50.96846, -50.96396, -50.96561, -50.96736, -50.97393, -50.97482, -50.97121, -50.97923, -50.97832, -51.00465, -51.01150, -51.01310, -51.02714, -51.03655, -51.03704, -51.03909, -51.04596, -51.04639, -51.05284, -51.05329, -51.05411, -51.08134, -51.08628, -51.08030, -51.08586, -51.08814, -51.09384, -51.09180, -51.11393, -51.12316, -51.13664, -51.13228, -51.12549, -51.14009, -51.14916, -51.14757, -51.15848, -51.16702, -51.17093, -51.17661, -51.17790, -51.17787, -51.17120, -51.17151, -51.16262, -51.16241, -51.13862, -51.12973, -51.11030, -51.10875, -51.10888, -51.10934, -51.10036, -51.08886, -51.07873, -51.07947, -51.09511, -51.10482, -51.10121, -51.10832, -51.10558, -51.10064, -51.09610, -51.09920, -51.09045, -51.08367, -51.08638, -51.08207, -51.08609, -51.08353, -51.08770, -51.08590, -51.07240, -51.07315, -51.06058, -51.05787, -21.39888, -21.40462, -21.40372, -21.40636, -21.40678, -21.40886, -21.42087, -21.42635, -21.43854, -21.43680, -21.44181, -21.45263, -21.47500, -21.47919, -21.48382, -21.49125, -21.50459, -21.51509, -21.52160, -21.53827, -21.54311, -21.54591, -21.56134, -21.56859, -21.57985, -21.59074, -21.61268, -21.63142, -21.63603, -21.64336, -21.65407, -21.69907, -21.70430, -21.70688, -21.70724, -21.70929, -21.71092, -21.71392, -21.72158, -21.72331, -21.73417, -21.73688, -21.74264, -21.74516, -21.76534, -21.76068, -21.75514, -21.75760, -21.74187, -21.74263, -21.72594, -21.72228, -21.70869, -21.70408, -21.69928, -21.69266, -21.69127, -21.68821, -21.68808, -21.68005, -21.67558, -21.67207, -21.66203, -21.65736, -21.65138, -21.64683, -21.64103, -21.63994, -21.63623, -21.63719, -21.63253, -21.60741, -21.59259, -21.57019, -21.56405, -21.54282, -21.53350, -21.52865, -21.49523, -21.49084, -21.48428, -21.47168, -21.46184, -21.45772, -21.45047, -21.44646, -21.44263, -21.43727, -21.43087, -21.41852, -21.41283, -21.40489, -21.39888
#> 2 -49.65478, -49.63847, -49.62634, -49.61950, -49.61492, -49.60794, -49.60133, -49.60717, -49.61202, -49.59590, -49.58805, -49.58364, -49.57196, -49.57416, -49.57067, -49.56923, -49.57222, -49.56711, -49.57458, -49.58345, -49.57939, -49.58367, -49.57974, -49.58996, -49.59048, -49.58740, -49.59007, -49.58471, -49.58863, -49.62346, -49.63871, -49.67102, -49.67817, -49.68630, -49.69652, -49.69960, -49.69621, -49.70120, -49.71268, -49.71331, -49.72311, -49.72610, -49.72937, -49.74536, -49.74253, -49.74562, -49.74144, -49.73809, -49.72401, -49.72110, -49.72347, -49.71038, -49.70979, -49.72037, -49.71842, -49.72547, -49.72131, -49.71534, -49.70736, -49.69044, -49.69414, -49.68839, -49.68867, -49.68033, -49.68455, -49.68051, -49.68787, -49.68349, -49.66957, -49.66449, -49.65478, -21.20607, -21.21153, -21.20257, -21.20295, -21.20504, -21.20873, -21.22096, -21.23072, -21.26063, -21.27639, -21.27623, -21.26222, -21.27064, -21.27434, -21.27472, -21.27829, -21.27937, -21.28839, -21.30209, -21.30386, -21.31201, -21.31237, -21.32894, -21.34281, -21.34690, -21.34667, -21.35293, -21.36019, -21.36200, -21.35671, -21.35184, -21.34873, -21.35254, -21.36365, -21.36221, -21.35630, -21.34383, -21.33563, -21.33498, -21.33526, -21.34457, -21.34553, -21.34164, -21.31462, -21.30091, -21.29632, -21.29475, -21.30101, -21.30111, -21.30016, -21.29398, -21.28760, -21.28181, -21.27229, -21.26664, -21.25509, -21.25326, -21.25821, -21.24900, -21.24207, -21.23553, -21.23228, -21.22555, -21.22322, -21.21923, -21.21322, -21.20629, -21.20360, -21.19654, -21.19707, -21.20607
#> 3 -47.20890, -47.20297, -47.19852, -47.19474, -47.19504, -47.16992, -47.16530, -47.16381, -47.15852, -47.15570, -47.15096, -47.14534, -47.13854, -47.12986, -47.12965, -47.12268, -47.11991, -47.12157, -47.11620, -47.11455, -47.10667, -47.09877, -47.09477, -47.09021, -47.08299, -47.07767, -47.06795, -47.06575, -47.05663, -47.03900, -47.03491, -47.03699, -47.03229, -47.03486, -47.03044, -47.03024, -47.02103, -47.01594, -47.01209, -47.00824, -47.00781, -47.01191, -47.00738, -47.00845, -46.98865, -46.98519, -46.98256, -46.96800, -46.96068, -46.95391, -46.94798, -46.93930, -46.94356, -46.94153, -46.93196, -46.92320, -46.90206, -46.88390, -46.87927, -46.86074, -46.87866, -46.88051, -46.88975, -46.89161, -46.88744, -46.88931, -46.87624, -46.87760, -46.88649, -46.89284, -46.90084, -46.91172, -46.92156, -46.92607, -46.93540, -46.94549, -46.96001, -46.97860, -46.99261, -47.00148, -47.01957, -47.02743, -47.03937, -47.04727, -47.05609, -47.08830, -47.09148, -47.10053, -47.11995, -47.12881, -47.13915, -47.15032, -47.16606, -47.17287, -47.18132, -47.19704, -47.21226, -47.21956, -47.21805, -47.22260, -47.22190, -47.23201, -47.23333, -47.22018, -47.20193, -47.20032, -47.20168, -47.20909, -47.21185, -47.21150, -47.21576, -47.20890, -21.97129, -21.97717, -21.97495, -21.97778, -21.97325, -21.97674, -21.98028, -21.98759, -21.98282, -21.98490, -21.98190, -21.98753, -21.98064, -21.98252, -21.97969, -21.97901, -21.98131, -21.97795, -21.97273, -21.98087, -21.97524, -21.98068, -21.98504, -21.97957, -21.98762, -21.98423, -21.98512, -21.99279, -21.98661, -21.99110, -21.99170, -21.99825, -21.99707, -22.00036, -22.00123, -22.01019, -22.00672, -22.00852, -22.00479, -21.99641, -21.99292, -21.99184, -21.98688, -21.97685, -21.97132, -21.97389, -21.96702, -21.96982, -21.98293, -21.97809, -21.97581, -21.97812, -21.98615, -21.99839, -22.00994, -22.00659, -22.00602, -22.01095, -22.02386, -22.04994, -22.06054, -22.07452, -22.08235, -22.08554, -22.10029, -22.11082, -22.11211, -22.12036, -22.12300, -22.12958, -22.12824, -22.13392, -22.13057, -22.13777, -22.14170, -22.14711, -22.14323, -22.12586, -22.12732, -22.12327, -22.11323, -22.11246, -22.11702, -22.11242, -22.10134, -22.08439, -22.07551, -22.06639, -22.08258, -22.08548, -22.11201, -22.10717, -22.09248, -22.09493, -22.09198, -22.09824, -22.08710, -22.07736, -22.06331, -22.06371, -22.06064, -22.06156, -22.05396, -22.03953, -22.03416, -22.02969, -22.01953, -22.01497, -22.00656, -21.98607, -21.97550, -21.97129
#> 4 -46.70755, -46.70380, -46.69027, -46.68507, -46.68047, -46.68004, -46.67672, -46.67666, -46.66570, -46.65738, -46.65339, -46.64709, -46.65272, -46.66334, -46.67272, -46.66456, -46.66685, -46.65320, -46.65337, -46.64376, -46.63702, -46.63055, -46.62156, -46.61800, -46.61201, -46.61469, -46.62763, -46.63989, -46.64947, -46.66428, -46.67598, -46.70145, -46.70645, -46.71229, -46.71185, -46.71698, -46.72004, -46.72254, -46.72633, -46.72686, -46.72763, -46.72829, -46.72899, -46.73026, -46.73153, -46.73212, -46.73281, -46.73299, -46.73296, -46.73212, -46.73210, -46.73256, -46.73282, -46.73314, -46.73283, -46.73240, -46.73197, -46.73126, -46.73088, -46.73031, -46.73442, -46.73094, -46.73653, -46.73056, -46.73151, -46.75082, -46.75185, -46.75766, -46.75688, -46.75007, -46.73651, -46.73559, -46.72604, -46.71661, -46.70755, -21.82895, -21.84045, -21.83715, -21.84258, -21.84535, -21.84583, -21.84956, -21.84956, -21.85044, -21.87369, -21.87954, -21.87998, -21.89553, -21.89762, -21.90761, -21.92011, -21.93208, -21.94122, -21.95286, -21.97407, -21.98032, -21.98069, -21.99478, -21.99441, -22.00438, -22.01690, -22.01498, -22.00840, -22.00907, -22.00033, -21.98850, -21.97785, -21.96850, -21.96817, -21.96383, -21.96053, -21.95558, -21.95200, -21.95094, -21.95093, -21.95056, -21.95056, -21.95035, -21.95051, -21.95089, -21.95085, -21.95058, -21.95043, -21.94991, -21.94889, -21.94839, -21.94741, -21.94712, -21.94697, -21.94570, -21.94523, -21.94513, -21.94530, -21.94525, -21.94464, -21.92982, -21.90729, -21.89680, -21.87800, -21.87370, -21.85469, -21.84952, -21.84682, -21.83841, -21.83369, -21.82365, -21.81793, -21.81851, -21.82384, -21.82895
#> 5 -46.61147, -46.60302, -46.59128, -46.58468, -46.58059, -46.57322, -46.57220, -46.56123, -46.55436, -46.54836, -46.55110, -46.54942, -46.56391, -46.56413, -46.56919, -46.58808, -46.57932, -46.58101, -46.58388, -46.58759, -46.59852, -46.59946, -46.60643, -46.61209, -46.61716, -46.62142, -46.63048, -46.63374, -46.63097, -46.64251, -46.64741, -46.65848, -46.65781, -46.64446, -46.64212, -46.63700, -46.61585, -46.61147, -22.43496, -22.44259, -22.43763, -22.43896, -22.44116, -22.44510, -22.45266, -22.44625, -22.44617, -22.45467, -22.45949, -22.46906, -22.47710, -22.48680, -22.48525, -22.48919, -22.50723, -22.51250, -22.51577, -22.51325, -22.51453, -22.50967, -22.51446, -22.50946, -22.51124, -22.51344, -22.50644, -22.49820, -22.49274, -22.49001, -22.49262, -22.48358, -22.47262, -22.46490, -22.45978, -22.46000, -22.43815, -22.43496
#> 6 -49.19750, -49.19029, -49.18252, -49.18585, -49.17308, -49.17939, -49.17473, -49.17486, -49.17523, -49.18406, -49.19865, -49.20201, -49.20962, -49.20552, -49.20128, -49.19096, -49.18520, -49.18137, -49.18245, -49.17264, -49.17113, -49.16721, -49.17481, -49.17167, -49.17358, -49.18481, -49.19721, -49.20024, -49.20641, -49.21838, -49.22156, -49.24532, -49.24811, -49.25880, -49.25588, -49.26706, -49.28167, -49.28963, -49.30320, -49.27943, -49.28893, -49.29434, -49.30209, -49.30863, -49.30838, -49.33507, -49.33788, -49.34138, -49.34410, -49.36207, -49.36903, -49.36934, -49.37779, -49.37389, -49.36754, -49.37866, -49.37542, -49.36024, -49.34787, -49.33422, -49.32877, -49.30848, -49.29215, -49.28856, -49.27700, -49.27261, -49.26086, -49.24846, -49.22750, -49.22447, -49.20287, -49.19750, -22.72188, -22.72536, -22.72370, -22.73623, -22.77030, -22.78579, -22.79487, -22.80821, -22.82641, -22.85470, -22.86209, -22.86807, -22.87013, -22.87111, -22.88788, -22.89277, -22.90269, -22.90364, -22.90641, -22.90730, -22.91175, -22.91165, -22.92596, -22.93923, -22.94345, -22.94749, -22.96047, -22.97089, -22.97723, -23.02367, -23.03600, -23.01236, -22.99327, -22.98586, -22.97504, -22.97263, -22.96759, -22.96128, -22.95226, -22.93833, -22.93321, -22.91844, -22.91345, -22.89626, -22.88492, -22.88877, -22.88969, -22.88440, -22.88890, -22.88887, -22.88281, -22.87498, -22.85926, -22.82995, -22.82043, -22.78561, -22.77697, -22.78416, -22.78257, -22.77470, -22.76529, -22.76219, -22.76447, -22.76980, -22.77135, -22.76278, -22.75300, -22.74895, -22.75993, -22.75039, -22.73513, -22.72188If you’d like to get data for a specific municipality, use
select_municipality():
select_municipality("Sao Paulo")
#> name state ibge_code
#> 1 Sao Paulo SP 3550308
#> geometry
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If you can’t remember which
IBGE code (two-letter
abbreviations of Brazilian states) you need, use UF() (copy of a
simple function from
congressbr):
UF()
#> [1] "AC" "AL" "AP" "AM" "BA" "CE" "DF" "ES" "GO" "MA" "MT" "MS" "MG" "PA"
#> [15] "PB" "PR" "PE" "PI" "RJ" "RN" "RS" "RO" "RR" "SC" "SP" "SE" "TO"Simple features make much smaller dataframes than spatial polygons.
You can plot them easily with ggplot2’s geom_sf(). For example, we can
download the Municipal Human Development Index data (using 2010, most
recent year) from the Atlas
Brasil webpage and
plot ’er up:
library(tidyverse); library(readxl)
hdi <- read_excel("~/Downloads/atlas2013_dadosbrutos_pt.xlsx",
sheet = 2) %>%
select(year = ANO, ibge_code = Codmun7, hdi = ESPVIDA) %>%
filter(year == 2010) %>%
mutate(ibge_code = as.character(ibge_code))
select_state("RJ") -> rj
rio <- left_join(rj, hdi)
ggplot(rio, aes(fill = hdi)) +
geom_sf() +
scale_fill_viridis_c() +
theme_minimal() +
theme(legend.position = c(0.2, 0.8),
axis.text = element_blank()) +
guides(fill = guide_legend(title = "Life Expectancy",
reverse = TRUE))
Nice. Well, the graph, not the fact that living in richer areas in Rio can increase your life expectancy by four years.
I lived in São Paulo for some years, I wonder what that’s like?
select_state("SP") -> sp
sao <- left_join(sp, hdi)
#> Joining, by = "ibge_code"
ggplot(sao, aes(fill = hdi)) +
geom_sf(size = 0.1) +
scale_fill_viridis_c() +
theme_minimal() +
theme(axis.text = element_blank()) +
guides(fill = guide_legend(title = "Life Expectancy",
reverse = TRUE))
And all of Brazil:
brazil <- left_join(br_municipalities, hdi)
#> Joining, by = "ibge_code"
ggplot(brazil, aes(fill = hdi)) +
geom_sf(size = 0.1) +
scale_fill_viridis_c() +
theme_minimal() +
theme(axis.text = element_blank(),
legend.position = "none")
See? Simple Features tidy dataframes are kewl.