Bump Plot Climate
Subasish Das (@subasish_das)
2020-04-06
1 Bump Plot
1.1 Plot 1
library(ggbump)
pacman::p_load(tidyverse, cowplot, wesanderson)
df <- tibble(country = c("India", "India", "India", "Sweden", "Sweden", "Sweden", "Germany", "Germany", "Germany", "Finland", "Finland", "Finland"),
year = c(2011, 2012, 2013, 2011, 2012, 2013, 2011, 2012, 2013, 2011, 2012, 2013),
rank = c(4, 2, 2, 3, 1, 4, 2, 3, 1, 1, 4, 3))
df## # A tibble: 12 x 3
## country year rank
## <chr> <dbl> <dbl>
## 1 India 2011 4
## 2 India 2012 2
## 3 India 2013 2
## 4 Sweden 2011 3
## 5 Sweden 2012 1
## 6 Sweden 2013 4
## 7 Germany 2011 2
## 8 Germany 2012 3
## 9 Germany 2013 1
## 10 Finland 2011 1
## 11 Finland 2012 4
## 12 Finland 2013 3try= ggplot(df, aes(year, rank, color = country)) +
geom_bump()
ggplot(df, aes(year, rank, color = country)) +
geom_point(size = 7) +
geom_text(data = df %>% filter(year == min(year)),
aes(x = year - .1, label = country), size = 5, hjust = 1) +
geom_text(data = df %>% filter(year == max(year)),
aes(x = year + .1, label = country), size = 5, hjust = 0) +
geom_bump(size = 2, smooth = 8) +
scale_x_continuous(limits = c(2010.6, 2013.4),
breaks = seq(2011, 2013, 1)) +
theme_minimal_grid(font_size = 14, line_size = 0) +
theme(legend.position = "none",
panel.grid.major = element_blank()) +
labs(y = "RANK",
x = NULL) +
scale_y_reverse() +
scale_color_manual(values = wes_palette(n = 4, name = "GrandBudapest1"))
1.2 Plot 2
df <- tibble(season = c("Spring", "Summer", "Autumn", "Winter",
"Spring", "Summer", "Autumn", "Winter",
"Spring", "Summer", "Autumn", "Winter"),
position = c("Gold", "Gold", "Bronze", "Gold",
"Silver", "Bronze", "Gold", "Silver",
"Bronze", "Silver", "Silver", "Bronze"),
player = c(rep("David", 4),
rep("Anna", 4),
rep("Franz", 4)))
# Create factors and numeric columns
df <- df %>%
mutate(season = factor(season,
levels = c("Spring", "Summer", "Autumn", "Winter")),
x = as.numeric(season),
position = factor(position,
levels = c("Gold", "Silver", "Bronze")),
y = as.numeric(position))
df## # A tibble: 12 x 5
## season position player x y
## <fct> <fct> <chr> <dbl> <dbl>
## 1 Spring Gold David 1 1
## 2 Summer Gold David 2 1
## 3 Autumn Bronze David 3 3
## 4 Winter Gold David 4 1
## 5 Spring Silver Anna 1 2
## 6 Summer Bronze Anna 2 3
## 7 Autumn Gold Anna 3 1
## 8 Winter Silver Anna 4 2
## 9 Spring Bronze Franz 1 3
## 10 Summer Silver Franz 2 2
## 11 Autumn Silver Franz 3 2
## 12 Winter Bronze Franz 4 3# Add manual axis labels to plot
p <- ggplot(df, aes(x, y, color = player)) +
geom_bump(size = 2, smooth = 8, show.legend = F) +
geom_point(size = 5, aes(shape = player)) +
scale_x_continuous(breaks = df$x %>% unique(),
labels = df$season %>% levels()) +
scale_y_reverse(breaks = df$y %>% unique(),
labels = df$position %>% levels())
#> Warning: Ignoring unknown parameters: smooth
p +
theme_minimal_grid(font_size = 14, line_size = 0) +
theme(panel.grid.major = element_blank(),
axis.ticks = element_blank()) +
labs(y = "Medal",
x = "Season",
color = NULL,
shape = NULL) +
scale_color_manual(values = wes_palette(n = 3, name = "IsleofDogs1"))
2 Climate
2.1 UK
library(climate)
library(maps)
# find 100 nearest UK stations to longitude 1W and latitude 53N :
nearest_stations_ogimet(country = "United+Kingdom",
date = Sys.Date(),
add_map = TRUE,
point = c(-1, 53),
no_of_stations = 100
)
## wmo_id station_names lon lat alt
## 64 03354 Nottingham Weather Centre -1.250005 53.00000 117
## 67 03379 Cranwell -0.500010 53.03333 67
## 66 03377 Waddington -0.516677 53.16667 68
## 65 03373 Scampton -0.550011 53.30001 57
## 76 03462 Wittering -0.466676 52.61668 84
## 87 03544 Church Lawford -1.333340 52.36667 107
## 70 03391 Coningsby Royal Air Force Base -0.166670 53.08333 7
## 86 03535 Coleshill -1.683347 52.48334 96
## 62 03346 Emley Moor No 2 -1.666680 53.60001 267
## 88 03560 Bedford -0.483343 52.21667 85
## 60 03330 Leek Thorncliffe -1.983353 53.13334 298
## 68 03382 Leconfield -0.433342 53.86668 7
## 49 03266 Linton-On-Ouse -1.250005 54.05000 16
## 77 03469 Holbeach 0.150003 52.86668 3
## 61 03344 Bingley -1.866684 53.81668 262
## 69 03385 Donna Nook No.2 0.150003 53.46668 8
## 48 03265 Topcliffe -1.383341 54.20000 25
## 71 03392 Wainfleet 0.266672 53.08333 3
## 93 03647 Little Rissington -1.683347 51.86668 215
## 96 03660 High Wycombe HQSTC -0.800016 51.68335 204
## 85 03529 Pershore -2.033334 52.15000 32
## 98 03680 Rothamsted -0.350007 51.80002 0
## 94 03649 Brize Norton -1.583345 51.75001 88
## 52 03292 Bridlington MRSC -0.166670 54.10000 15
## 95 03658 Benson -1.083335 51.61668 63
## 47 03257 Leeming -1.533344 54.30001 40
## 51 03281 Fylingdales -0.666680 54.36667 262
## 63 03351 Rostherne No 2 -2.366674 53.35001 35
## 97 03672 Northolt -0.416675 51.55001 38
## 50 03275 Loftus Samos -0.866684 54.56668 158
## 78 03482 Marham 0.566678 52.65001 23
## 112 03772 London / Heathrow Airport -0.450009 51.48334 24
## 75 03414 Shawbury -2.666680 52.80002 76
## 109 03768 Farnborough -0.766682 51.28334 65
## 111 03770 London, St James Park -0.116669 51.50001 5
## 108 03761 Odiham -0.950019 51.23334 123
## 104 03740 Lyneham -1.983353 51.50001 145
## 99 03684 Andrewsfield 0.450009 51.88335 87
## 113 03781 Kenley -0.083335 51.30001 170
## 107 03749 Middle Wallop -1.566678 51.15000 91
## 105 03743 Larkhill -1.800016 51.20000 132
## 106 03746 Boscombe Down -1.750015 51.16667 124
## 59 03321 Hawarden -2.983353 53.16667 10
## 84 03522 Hereford/Credenhill -2.800016 52.08333 76
## 110 03769 Charlwood -0.216671 51.13334 67
## 83 03520 Shobdon -2.883351 52.25001 99
## 42 03226 Warcop Range -2.416675 54.56668 227
## 57 03316 Crosby -3.066668 53.50001 8
## 79 03488 Weybourne 1.133336 52.95002 21
## 89 03590 Wattisham 0.966686 52.11667 87
## 58 03318 Blackpool Airport -3.033334 53.76668 10
## 127 03872 Thorney Island -0.916685 50.81668 4
## 45 03238 Albemarle -1.866684 55.01667 145
## 43 03227 Great Dun Fell -2.450009 54.68335 847
## 41 03225 Shap -2.683347 54.50001 249
## 128 03876 Shoreham Airport -0.283339 50.83335 2
## 100 03693 Shoeburyness 0.833350 51.55001 2
## 125 03862 Bournemouth Airport -1.833350 50.78335 11
## 126 03866 Saint Catherine's Point -1.300006 50.58335 16
## 129 03882 Herstmonceux 0.316673 50.90002 52
## 74 03410 Lake Vyrnwy -3.466676 52.75001 360
## 46 03240 Boulmer -1.600012 55.41667 23
## 56 03313 Rhyl -3.500010 53.25001 77
## 73 03409 Bala -3.566678 52.90002 163
## 40 03224 Spadeadam -2.550011 55.05000 285
## 123 03853 Yeovilton -2.633346 51.00000 23
## 44 03230 Redesdale -2.283339 55.28334 211
## 38 03212 Keswick -3.166670 54.61668 81
## 39 03220 Carlisle -2.966686 54.93335 28
## 82 03507 Sennybridge -3.616679 52.06667 307
## 115 03797 Manston 1.350007 51.35001 55
## 124 03857 Isle Of Portland -2.466676 50.51668 53
## 103 03716 St. Athan -3.433342 51.40001 49
## 55 03305 Capel Curig -3.933352 53.10000 216
## 114 03796 Langdon Bay 1.350007 51.13334 117
## 37 03210 Saint Bees Head -3.600012 54.51668 124
## 81 03503 Trawscoed -3.950019 52.35001 63
## 32 03158 Charterhall -2.383341 55.70001 112
## 121 03840 Dunkeswell Aerodrome -3.233338 50.86668 252
## 33 03162 Eskdalemuir -3.200004 55.31667 242
## 102 03710 Liscombe -3.600012 51.08333 348
## 122 03844 Exeter Airport No2 -3.400008 50.73335 27
## 92 03609 Mumbles -3.983353 51.56668 35
## 53 03301 Mona -4.366674 53.25001 61
## 30 03153 Dundrennan -4.000000 54.80002 114
## 54 03302 Valley -4.533344 53.25001 11
## 91 03605 Pembrey Sands -4.366674 51.71668 3
## 80 03502 Aberporth -4.566678 52.13334 133
## 101 03707 Chivenor -4.150003 51.08333 8
## 72 03405 Aberdaron -4.733348 52.78335 95
## 34 03166 Edinburgh Gogarbank -3.350007 55.93335 57
## 31 03155 Drumalbin -3.733348 55.61668 245
## 36 03204 Isle Of Man / Ronaldsway Airport -4.633346 54.08333 17
## 35 03171 Leuchars -2.866684 56.38334 12
## 130 03894 Guernsey Airport -2.600012 49.43334 102
## 132 03896 Saint Helier -2.100002 49.20000 54
## 131 03895 Jersey Airport -2.200004 49.21667 84
## 20 03088 Inverbervie -2.266672 56.85002 134
## 120 03827 Plymouth -4.116669 50.35001 50
## 90 03604 Milford Haven -5.050001 51.70001 44
## distance [km]
## 64 28.04973
## 67 56.22175
## 66 57.36093
## 65 60.67897
## 76 73.68934
## 87 80.29844
## 70 93.96320
## 86 96.11645
## 62 100.63214
## 88 105.28202
## 60 111.33854
## 68 116.17869
## 49 121.09990
## 77 129.89061
## 61 133.60887
## 69 139.24567
## 48 141.33931
## 71 142.42362
## 93 148.48026
## 96 149.41837
## 85 150.12041
## 98 153.11671
## 94 154.76448
## 52 154.83317
## 95 155.48539
## 47 157.65415
## 51 157.83085
## 63 158.28492
## 97 175.35504
## 50 176.41132
## 78 180.10872
## 112 181.00695
## 75 188.33727
## 109 194.37445
## 111 195.30742
## 108 198.29291
## 104 201.23445
## 99 205.33619
## 113 216.69515
## 107 217.08281
## 105 221.00213
## 106 222.24066
## 59 223.30994
## 84 226.63540
## 110 227.12660
## 83 227.44409
## 42 236.98338
## 57 238.56312
## 79 239.41888
## 89 241.89060
## 58 243.81161
## 127 245.13919
## 45 246.27328
## 43 249.27321
## 41 252.97021
## 128 256.04390
## 100 262.25334
## 125 265.69569
## 126 273.22193
## 129 278.09280
## 74 278.17044
## 46 279.37495
## 56 281.89182
## 73 288.19113
## 40 288.34846
## 123 289.71560
## 44 293.87382
## 38 303.30705
## 39 309.42092
## 82 311.69919
## 115 322.16293
## 124 323.58640
## 103 326.74336
## 55 329.30353
## 114 336.72028
## 37 337.71704
## 81 338.92130
## 32 340.37793
## 121 346.51949
## 33 358.45022
## 102 362.40857
## 122 370.38073
## 92 371.34907
## 53 378.76966
## 30 392.52896
## 54 397.42054
## 91 404.24138
## 80 411.81373
## 101 413.70191
## 72 419.57393
## 34 421.70260
## 31 424.54545
## 36 425.38400
## 35 433.54260
## 130 438.58837
## 132 443.85057
## 131 445.31745
## 20 454.73699
## 120 458.99395
## 90 477.231312.2 USA
nearest_stations_ogimet(country = "United+States",
date = Sys.Date(),
add_map = TRUE,
point = c(-98.4, 39.5),
no_of_stations = 200)
## wmo_id
## 130 72458
## 176 72552
## 127 72450
## 175 72551
## 128 72451
## 177 72556
## 179 72562
## 129 72456
## 174 72550
## 133 72465
## 178 72557
## 126 72446
## 183 72567
## 88 72356
## 87 72353
## 206 72651
## 207 72654
## 171 72546
## 90 72363
## 124 72440
## 86 72351
## 89 72360
## 182 72566
## 85 72344
## 209 72659
## 132 72464
## 125 72445
## 181 72565
## 180 72564
## 210 72662
## 173 72548
## 55 72259
## 60 72267
## 59 72266
## 204 72644
## 208 72658
## 224 72753
## 225 72764
## 131 72462
## 54 72256
## 121 72434
## 170 72544
## 172 72547
## 57 72263
## 48 72248
## 58 72265
## 61 72268
## 184 72569
## 162 72532
## 239 74740
## 185 72570
## 52 72254
## 91 72365
## 84 72334
## 222 72745
## 169 72543
## 203 72641
## 122 72435
## 51 72253
## 47 72243
## 211 72666
## 135 72476
## 223 72747
## 56 72261
## 46 72241
## 212 72672
## 45 72240
## 53 72255
## 161 72530
## 63 72271
## 164 72534
## 83 72332
## 120 72432
## 44 72235
## 202 72640
## 62 72270
## 205 72645
## 50 72251
## 213 72677
## 226 72768
## 43 72234
## 123 72438
## 165 72535
## 82 72327
## 42 72231
## 79 72323
## 198 72636
## 116 72423
## 94 72374
## 93 72371
## 163 72533
## 197 72635
## 40 72223
## 186 72572
## 49 72250
## 114 72421
## 115 72422
## 80 72324
## 95 72375
## 41 72226
## 96 72376
## 168 72539
## 78 72320
## 119 72429
## 39 72222
## 230 72777
## 64 72274
## 200 72638
## 187 72578
## 134 72475
## 166 72536
## 81 72326
## 65 72278
## 199 72637
## 36 72219
## 229 72776
## 227 72772
## 167 72537
## 118 72428
## 221 72734
## 201 72639
## 117 72425
## 73 72311
## 92 72370
## 34 72217
## 76 72315
## 137 72486
## 37 72220
## 38 72220
## 156 72524
## 33 72214
## 74 72312
## 112 72414
## 155 72521
## 99 72386
## 228 72773
## 111 72412
## 35 72218
## 157 72525
## 75 72314
## 72 72310
## 154 72520
## 32 72212
## 214 72681
## 158 72526
## 113 72417
## 110 72411
## 29 72207
## 77 72317
## 28 72206
## 109 72410
## 188 72583
## 30 72208
## 31 72211
## 232 72783
## 66 72290
## 70 72306
## 159 72528
## 136 72480
## 27 72205
## 68 72297
## 67 72295
## 233 72785
## 97 72383
## 104 72403
## 215 72683
## 160 72529
## 98 72384
## 69 72302
## 102 72401
## 216 72688
## 138 72488
## 105 72405
## 100 72389
## 149 72514
## 106 72406
## 26 72203
## 71 72308
## 24 72201
## 101 72394
## 153 72519
## 150 72515
## 25 72202
## 148 72513
## 139 72492
## 151 72517
## 103 72402
## 108 72408
## 231 72781
## 107 72407
## 189 72591
## 190 72592
## 140 72494
## 141 72502
## 144 72506
## 142 72503
## 192 72597
## 238 74486
## 152 72518
## 219 72698
## station_names
## 130 Concordia, Blosser Municipal Airport
## 176 Grand Island, Central Nebraska Regional Airport
## 127 Wichita, Wichita Mid-Continent Airport
## 175 Lincoln, Lincoln Municipal Airport
## 128 Dodge City, Dodge City Regional Airport
## 177 Norfolk, Stefan Memorial Airport
## 179 North Platte, North Platte Regional Airport
## 129 Topeka, Philip Billard Municipal Airport
## 174 Omaha, Eppley Airfield
## 133 Goodland, Renner Field
## 178 Sioux City, Sioux Gateway Airport
## 126 Kansas City, Kansas City International Airport
## 183 Valentine, Miller Field
## 88 Tulsa, Tulsa International Airport
## 87 Oklahoma City, Will Rogers World Airport
## 206 Sioux Falls, Foss Field
## 207 Huron, Huron Regional Airport
## 171 Des Moines, Des Moines International Airport
## 90 Amarillo, Amarillo International Airport
## 124 Springfield, Springfield Regional Airport
## 86 Wichita Falls, Sheppard Air Force Base
## 89 Clayton, Clayton Municipal Airpark
## 182 Scottsbluff, Heilig Field
## 85 Fort Smith, Fort Smith Regional Airport
## 209 Aberdeen, Aberdeen Regional Airport
## 132 Pueblo, Pueblo Memorial Airport
## 125 Columbia, Columbia Regional Airport
## 181 Denver International Airport, Co.
## 180 Cheyenne, Cheyenne Airport
## 210 Rapid City/Regional Airport, Sd.
## 173 Waterloo, Waterloo Municipal Airport
## 55 Dallas / Fort Worth, Dallas / Fort Worth International Airport
## 60 Lubbock, Lubbock International Airport
## 59 Abilene, Abilene Regional Airport
## 204 Rochester, Rochester International Airport
## 208 Minneapolis, Minneapolis-St. Paul International Airport
## 224 Fargo, Hector International Airport
## 225 Bismarck, Bismarck Municipal Airport
## 131 Alamosa, San Luis Valley Regional Airport
## 54 Waco, Waco Regional Airport
## 121 St. Louis, Lambert-St. Louis International Airport
## 170 Moline, Quad-City Airport
## 172 Dubuque, Dubuque Regional Airport
## 57 San Angelo, Mathis Field
## 48 Shreveport, Shreveport Regional Airport
## 58 Midland, Midland International Airport
## 61 Roswell, Roswell Industrial Air Center Airport
## 184 Casper, Natrona County International Airport
## 162 Peoria, Greater Peoria Regional Airport
## 239 Junction, Kimble County Airport
## 185 Craig, Craig-Moffat Airport
## 52 Austin/Cty, Tx.
## 91 Albuquerque, Albuquerque International Airport
## 84 Memphis, Memphis International Airport
## 222 Duluth, Duluth International Airport
## 169 Rockford, Greater Rockford Airport
## 203 Madison, Dane County Regional-Truax Field
## 122 Paducah, Barkley Regional Airport
## 51 San Antonio, San Antonio International Airport
## 47 Houston, Houston Intercontinental Airport
## 211 Sheridan, Sheridan County Airport
## 135 Grand Junction, Walker Field
## 223 International Falls, Falls International Airport
## 56 Del Rio, Del Rio International Airport
## 46 Beaumont / Port Arthur, Southeast Texas Regional Airport
## 212 Riverton, Riverton Regional Airport
## 45 Lake Charles, Lake Charles Regional Airport
## 53 Victoria, Victoria Regional Airport
## 161 Chicago, Chicago-O'Hare International Airport
## 63 Truth Or Consequences, Truth Or Consequences Municipal Airport
## 164 Chicago, Chicago Midway Airport
## 83 Tupelo, Tupelo Regional Airport
## 120 Evansville, Evansville Regional Airport
## 44 Jackson, Jackson International Airport
## 202 Milwaukee, General Mitchell International Airport
## 62 El Paso, El Paso International Airport
## 205 Green Bay, Austin Straubel International Airport
## 50 Corpus Christi, Corpus Christi International Airport
## 213 Billings, Billings Logan International Airport
## 226 Glasgow, Glasgow International Airport
## 43 Meridian, Key Field
## 123 Indianapolis, Indianapolis International Airport
## 165 South Bend, South Bend Regional Airport
## 82 Nashville/Metropolitan, Tn.
## 42 New Orleans, New Orleans International Airport
## 79 Huntsville, Huntsville International / Jones Field
## 198 Muskegon, Muskegon County Airport
## 116 Louisville, Standiford Field
## 94 Winslow, Winslow Municipal Airport
## 93 Page, Page Municipal Airport
## 163 Fort Wayne, Fort Wayne International Airport
## 197 Grand Rapids, Gerald R. Ford International Airport
## 40 Mobile, Mobile Regional Airport
## 186 Salt Lake City, Salt Lake City International Airport
## 49 Brownsville, Brownsville / South Padre Island International Airport
## 114 Covington / Cincinnati, Cincinnati / Northern Kentucky International Airport
## 115 Lexington, Blue Grass Airport
## 80 Chattanooga, Lovell Field
## 95 Flagstaff
## 41 Montgomery, Dannelly Field
## 96 Flagstaff, Az.
## 168 Lansing, Capital City Airport
## 78 Rome, R. B. Russell Airport
## 119 Dayton/. Cox, Oh.
## 39 Pensacola, Fl
## 230 Havre, Havre City-County Airport
## 64 Tucson, Az
## 200 Houghton Lake, Roscommon County Airport
## 187 Pocatello, Pocatello Regional Airport
## 134 Milford Municipal, Ut.
## 166 Toledo, Toledo Express Airport
## 81 Knoxville, McGhee Tyson Airport
## 65 Phoenix, Phoenix Sky Harbor International Airport
## 199 Flint, Bishop International Airport
## 36 Jackson Atlanta International Airport
## 229 Great Falls, Mt.
## 227 Helena, Helena Regional Airport
## 167 Detroit, Detroit Metropolitan Wayne County Airport
## 118 Columbus, Port Columbus International Airport
## 221 Sault Ste. Marie
## 201 Alpena, Alpena County Regional Airport
## 117 Huntington, Tri-State Airport
## 73 Athens, Athens Airport
## 92 Kingman, Kingman Airport
## 34 Macon, Middle Georgia Regional Airport
## 76 Asheville, Asheville Regional Airport
## 137 Ely, Ely Airport
## 37 Apalachicola, Apalachicola
## 38 Apalachicola, Apalachicola
## 156 Cleveland, Cleveland-Hopkins International Airport
## 33 Tallahassee/Mun., Fl.
## 74 Greer, Greenville-Spartanburg Airport
## 112 Charleston, Yeager Airport
## 155 Akron, Akron-Canton Regional Airport
## 99 Las Vegas, McCarran International Airport
## 228 Missoula, Missoula International Airport
## 111 Beckley, Raleigh County Memorial Airport
## 35 Augusta, Bush Field
## 157 Youngstown, Youngstown-Warren Regional Airport
## 75 Charlotte, Charlotte / Douglas International Airport
## 72 Columbia, Columbia Metropolitan Airport
## 154 Pittsburgh, Pittsburgh International Airport
## 32 Cross City/Cross City A., Fl.
## 214 Boise, Boise Air Terminal
## 158 Erie, Erie International Airport
## 113 Elkins, Elkins-Randolph County-Jennings Randolph Field
## 110 Roanoke, Roanoke Regional Airport
## 29 Savannah, Savannah International Airport
## 77 Greensboro, Piedmont Triad International Airport
## 28 Jacksonville, Jacksonville International Airport
## 109 Lynchburg, Lynchburg Regional Airport
## 188 Winnemucca, Winnemucca Municipal Airport
## 30 Charleston, Charleston Air Force Base
## 31 Tampa, Tampa International Airport
## 232 Lewiston, Lewiston-Nez Perce County Airport
## 66 San Diego, San Diego International-Lindbergh Field
## 70 Raleigh / Durham, Raleigh-Durham International Airport
## 159 Buffalo, Greater Buffalo International Airport
## 136 Bishop, Bishop Airport
## 27 Orlando, Orlando International Airport
## 68 Long Beach, Long Beach Airport
## 67 Los Angeles, Los Angeles International Airport
## 233 Spokane, Spokane International Airport
## 97 Sandberg
## 104 Sterling, Va.
## 215 Burns, Burns Municipal Airport
## 160 Rochester, Greater Rochester International Airport
## 98 Bakersfield, Meadows Field Airport
## 69 Wilmington, Nc.
## 102 Richmond, Richmond International Airport
## 216 Pendleton, Eastern Oregon Regional At Pendleton Airport
## 138 Reno, Reno Tahoe International Airport
## 105 Washington DC, Reagan National Airport
## 100 Fresno, Fresno Air Terminal
## 149 Williamsport, Williamsport Regional Airport
## 106 Baltimore, Baltimore-Washington International Airport
## 26 West Palm Beach, Palm Beach International Airport
## 71 Norfolk, Norfolk International Airport
## 24 Key West, Key West International Airport
## 101 Santa Maria, Santa Maria Public Airport
## 153 Syracuse, Syracuse Hancock International Airport
## 150 Binghamton, Binghamton Regional Airport
## 25 Miami, Fl
## 148 Scranton, Wilkes-Barre / Scranton International Airport
## 139 Stockton, Stockton Metropolitan Airport
## 151 Allentown, Lehigh Valley International Airport
## 103 Wallops Island, Wallops Flight Facility Airport
## 108 Philadelphia, Philadelphia International Airport
## 231 Yakima, Yakima Air Terminal
## 107 Atlantic City, Atlantic City International Airport
## 189 Red Bluff, Red Bluff Municipal Airport
## 190 Redding, Redding Municipal Airport
## 140 San Francisco, San Francisco International Airport
## 141 Newark, Newark International Airport
## 144 New York, Ny, Central Park
## 142 New York, La Guardia Airport
## 192 Medford, Rogue Valley International Airport
## 238 New York, Kennedy International Airport
## 152 Albany County Airport, Ny.
## 219 Portland, Portland International Airport
## lon lat alt distance [km]
## 130 -97.65001 39.55001 453 84.33292
## 176 -98.30001 40.95002 562 163.07368
## 127 -97.41667 37.63335 406 236.71438
## 175 -96.75002 40.81668 370 236.84142
## 128 -99.96669 37.76668 790 262.13946
## 177 -97.43334 41.96669 479 297.24639
## 179 -100.66668 41.11667 846 312.37167
## 129 -95.61668 39.06667 268 316.04136
## 174 -95.88335 41.30001 299 347.14934
## 133 -101.68335 39.36667 1114 368.68419
## 178 -96.38334 42.40001 335 396.30939
## 126 -94.71668 39.28334 312 413.97046
## 183 -100.55001 42.85002 789 446.60986
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