library(readxl)
set.seed(123)
rend <- round(rnorm(120, 3, 0.5),1)
corte = cut(rend,breaks = 5)
length(rend[rend>1.8 & rend <= 2.26])
## [1] 5
length(rend[rend>2.26 & rend <= 2.72])
## [1] 28
length(rend[rend>2.72 & rend <= 3.18])
## [1] 41
length(rend[rend>3.18 & rend <= 3.64])
## [1] 35
length(rend[rend>3.64 & rend <= 4.1])
## [1] 10
library(janitor)
##
## Attaching package: 'janitor'
## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.test
tabyl(rend)
## rend n percent
## 1.8 1 0.008333333
## 2.0 1 0.008333333
## 2.2 4 0.033333333
## 2.4 5 0.041666667
## 2.5 7 0.058333333
## 2.6 5 0.041666667
## 2.7 11 0.091666667
## 2.8 12 0.100000000
## 2.9 10 0.083333333
## 3.0 9 0.075000000
## 3.1 10 0.083333333
## 3.2 12 0.100000000
## 3.3 7 0.058333333
## 3.4 6 0.050000000
## 3.5 6 0.050000000
## 3.6 4 0.033333333
## 3.7 2 0.016666667
## 3.8 3 0.025000000
## 3.9 2 0.016666667
## 4.0 1 0.008333333
## 4.1 2 0.016666667
top_levels(as.factor(rend), 5)
## as.factor(rend) n percent
## 1.8, 2, 2.2, 2.4, 2.5 18 0.15000000
## <<< Middle Group (11 categories) >>> 92 0.76666667
## 3.7, 3.8, 3.9, 4, 4.1 10 0.08333333
quantile(rend, prob=seq(0, 1, length = 5))
## 0% 25% 50% 75% 100%
## 1.8 2.7 3.0 3.3 4.1
dd <- read_excel("C:/CARLOS/quiz3.xlsx")
## New names:
## * `` -> ...13
q = quantile(dd$LAT)
#####
pm <- read_excel("C:/CARLOS/pm.xlsx")
p = data.frame(pm)
grado = c('A','M','M','B','PG','M','M','M','PN','PN','PN',
'PN','PN','PN','PN','PN','PN')
for (i in 1:17) {
p$Id[p$Id==i] = grado[i]
}
p
## FID Id x y
## 1 0 A -76.67023 7.754477
## 2 1 A -76.67033 7.754632
## 3 2 A -76.67058 7.754693
## 4 3 A -76.67017 7.754725
## 5 4 A -76.67042 7.754787
## 6 5 A -76.67002 7.754818
## 7 6 A -76.67067 7.754848
## 8 7 A -76.67026 7.754880
## 9 8 A -76.67092 7.754910
## 10 9 A -76.67051 7.754941
## 11 10 A -76.67011 7.754973
## 12 11 A -76.67076 7.755003
## 13 12 A -76.67036 7.755035
## 14 13 A -76.67101 7.755065
## 15 14 A -76.66995 7.755066
## 16 15 A -76.67061 7.755096
## 17 16 A -76.67020 7.755128
## 18 17 A -76.67086 7.755158
## 19 18 A -76.67045 7.755190
## 20 19 A -76.67110 7.755220
## 21 20 A -76.67005 7.755221
## 22 21 A -76.67070 7.755251
## 23 22 A -76.67030 7.755283
## 24 23 A -76.67095 7.755313
## 25 24 A -76.66989 7.755314
## 26 25 A -76.67054 7.755345
## 27 26 A -76.67120 7.755375
## 28 27 A -76.67014 7.755376
## 29 28 A -76.67079 7.755406
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## 76 75 A -76.66995 7.756121
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## 79 78 A -76.66955 7.756152
## 80 79 A -76.67126 7.756181
## 81 80 A -76.67020 7.756182
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## 83 82 A -76.66980 7.756214
## 84 83 A -76.67151 7.756243
## 85 84 A -76.67045 7.756244
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## 87 86 A -76.67111 7.756274
## 88 87 A -76.67005 7.756276
## 89 88 A -76.67176 7.756305
## 90 89 A -76.67070 7.756306
## 91 90 A -76.66964 7.756307
## 92 91 A -76.67135 7.756336
## 93 92 A -76.67030 7.756337
## 94 93 A -76.67095 7.756368
## 95 94 A -76.66989 7.756369
## 96 95 A -76.67160 7.756398
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## 99 98 A -76.67120 7.756429
## 100 99 A -76.67014 7.756430
## 101 100 A -76.67185 7.756460
## 102 101 A -76.67079 7.756461
## 103 102 A -76.66974 7.756462
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## 105 104 A -76.67145 7.756491
## 106 105 A -76.67039 7.756492
## 107 106 A -76.66933 7.756493
## 108 107 A -76.67104 7.756523
## 109 108 A -76.66999 7.756524
## 110 109 A -76.67170 7.756553
## 111 110 A -76.67064 7.756554
## 112 111 A -76.66958 7.756555
## 113 112 A -76.67235 7.756583
## 114 113 A -76.67129 7.756584
## 115 114 A -76.67024 7.756585
## 116 115 A -76.66918 7.756587
## 117 116 A -76.67195 7.756615
## 118 117 A -76.67089 7.756616
## 119 118 A -76.66983 7.756617
## 120 119 A -76.67260 7.756645
## 121 120 A -76.67154 7.756646
## 122 121 A -76.67048 7.756647
## 123 122 A -76.66943 7.756648
## 124 123 A -76.67219 7.756677
## 125 124 A -76.67114 7.756678
## 126 125 A -76.67008 7.756679
## 127 126 A -76.67179 7.756708
## 128 127 A -76.67073 7.756709
## 129 128 A -76.66968 7.756710
## 130 129 A -76.67244 7.756738
## 131 130 A -76.67139 7.756739
## 132 131 A -76.67033 7.756740
## 133 132 A -76.66927 7.756741
## 134 133 A -76.67204 7.756770
## 135 134 A -76.67098 7.756771
## 136 135 A -76.66992 7.756772
## 137 136 A -76.67269 7.756800
## 138 137 A -76.67163 7.756801
## 139 138 A -76.67058 7.756802
## 140 139 A -76.66952 7.756803
## 141 140 A -76.67229 7.756832
## 142 141 A -76.67123 7.756833
## 143 142 A -76.67017 7.756834
## 144 143 A -76.66912 7.756835
## 145 144 A -76.67188 7.756863
## 146 145 A -76.67083 7.756864
## 147 146 A -76.66977 7.756865
## 148 147 A -76.67254 7.756893
## 149 148 A -76.67148 7.756894
## 150 149 A -76.67042 7.756895
## 151 150 A -76.66936 7.756896
## 152 151 A -76.67213 7.756925
## 153 152 A -76.67107 7.756926
## 154 153 A -76.67002 7.756927
## 155 154 M -76.67279 7.756955
## 156 155 A -76.67173 7.756956
## 157 156 A -76.67067 7.756957
## 158 157 A -76.66961 7.756958
## 159 158 M -76.67238 7.756987
## 160 159 A -76.67132 7.756988
## 161 160 A -76.67027 7.756989
## 162 161 A -76.66921 7.756990
## 163 162 A -76.67198 7.757018
## 164 163 A -76.67092 7.757019
## 165 164 A -76.66986 7.757020
## 166 165 M -76.67263 7.757048
## 167 166 A -76.67157 7.757049
## 168 167 A -76.67052 7.757050
## 169 168 A -76.66946 7.757051
## 170 169 M -76.67223 7.757080
## 171 170 A -76.67117 7.757081
## 172 171 A -76.67011 7.757082
## 173 172 A -76.66905 7.757083
## 174 173 M -76.67288 7.757110
## 175 174 A -76.67182 7.757111
## 176 175 A -76.67076 7.757112
## 177 176 A -76.66971 7.757113
## 178 177 M -76.67247 7.757142
## 179 178 A -76.67142 7.757143
## 180 179 A -76.67036 7.757144
## 181 180 A -76.66930 7.757145
## 182 181 M -76.67207 7.757173
## 183 182 A -76.67101 7.757174
## 184 183 A -76.66996 7.757175
## 185 184 A -76.66890 7.757176
## 186 185 M -76.67272 7.757203
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## 190 189 A -76.67126 7.757236
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## 193 192 M -76.67297 7.757265
## 194 193 M -76.67191 7.757266
## 195 194 A -76.67086 7.757267
## 196 195 A -76.66980 7.757268
## 197 196 M -76.67257 7.757296
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## 219 218 M -76.67160 7.757453
## 220 219 A -76.67055 7.757454
## 221 220 A -76.66949 7.757455
## 222 221 PG -76.66843 7.757456
## 223 222 M -76.67331 7.757484
## 224 223 M -76.67226 7.757483
## 225 224 M -76.67120 7.757484
## 226 225 A -76.67014 7.757485
## 227 226 A -76.66909 7.757486
## 228 227 PG -76.66803 7.757487
## 229 228 M -76.67291 7.757513
## 230 229 M -76.67185 7.757514
## 231 230 M -76.67080 7.757515
## 232 231 A -76.66974 7.757516
## 233 232 PG -76.66762 7.757518
## 234 233 M -76.67251 7.757545
## 235 234 M -76.67145 7.757546
## 236 235 M -76.67039 7.757547
## 237 236 A -76.66933 7.757548
## 238 237 PG -76.66828 7.757549
## 239 238 PG -76.66722 7.757552
## 240 239 M -76.67316 7.757575
## 241 240 M -76.67210 7.757576
## 242 241 M -76.67104 7.757577
## 243 242 A -76.66999 7.757578
## 244 243 A -76.66893 7.757579
## 245 244 PG -76.66787 7.757580
## 246 245 M -76.67275 7.757606
## 247 246 M -76.67170 7.757607
## 248 247 M -76.67064 7.757609
## 249 248 A -76.66958 7.757610
## 250 249 PG -76.66853 7.757611
## 251 250 PG -76.66747 7.757612
## 252 251 M -76.67341 7.757637
## 253 252 M -76.67235 7.757638
## 254 253 M -76.67129 7.757639
## 255 254 M -76.67024 7.757640
## 256 255 A -76.66918 7.757641
## 257 256 PG -76.66812 7.757642
## 258 257 PG -76.66706 7.757643
## 259 258 M -76.67300 7.757668
## 260 259 M -76.67195 7.757669
## 261 260 M -76.67089 7.757670
## 262 261 A -76.66983 7.757671
## 263 262 PG -76.66772 7.757673
## 264 263 PG -76.66666 7.757674
## 265 264 M -76.67260 7.757700
## 266 265 M -76.67154 7.757701
## 267 266 M -76.67048 7.757702
## 268 267 A -76.66943 7.757703
## 269 268 PG -76.66837 7.757704
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## 271 270 M -76.67325 7.757730
## 272 271 M -76.67220 7.757731
## 273 272 M -76.67114 7.757732
## 274 273 M -76.67008 7.757733
## 275 274 A -76.66902 7.757734
## 276 275 PG -76.66797 7.757735
## 277 276 PG -76.66691 7.757736
## 278 277 M -76.67285 7.757761
## 279 278 M -76.67179 7.757762
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## 281 280 M -76.66968 7.757765
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## 283 282 PG -76.66756 7.757767
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## 285 284 PN -76.66545 7.757770
## 286 285 M -76.67350 7.757792
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## 301 300 M -76.67269 7.757855
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## 1410 1409 PN -76.66620 7.762172
## 1411 1410 PN -76.66514 7.762173
## 1412 1411 PN -76.66303 7.762175
## 1413 1412 PN -76.66197 7.762176
## 1414 1413 PN -76.66091 7.762177
## 1415 1414 PN -76.66579 7.762203
## 1416 1415 PN -76.66474 7.762204
## 1417 1416 PN -76.66368 7.762205
## 1418 1417 PN -76.66262 7.762206
## 1419 1418 PN -76.66157 7.762207
## 1420 1419 PN -76.66539 7.762235
## 1421 1420 PN -76.66328 7.762237
## 1422 1421 PN -76.66222 7.762238
## 1423 1422 PN -76.66116 7.762239
## 1424 1423 PN -76.66604 7.762265
## 1425 1424 PN -76.66499 7.762266
## 1426 1425 PN -76.66287 7.762268
## 1427 1426 PN -76.66181 7.762269
## 1428 1427 PN -76.66076 7.762270
## 1429 1428 PN -76.66564 7.762296
## 1430 1429 PN -76.66458 7.762297
## 1431 1430 PN -76.66352 7.762298
## 1432 1431 PN -76.66247 7.762299
## 1433 1432 PN -76.66141 7.762301
## 1434 1433 PN -76.66523 7.762328
## 1435 1434 PN -76.66312 7.762330
## 1436 1435 PN -76.66206 7.762331
## 1437 1436 PN -76.66101 7.762332
## 1438 1437 PN -76.66589 7.762358
## 1439 1438 PN -76.66483 7.762359
## 1440 1439 PN -76.66377 7.762360
## 1441 1440 PN -76.66272 7.762361
## 1442 1441 PN -76.66166 7.762362
## 1443 1442 PN -76.66060 7.762363
## 1444 1443 PN -76.66548 7.762390
## 1445 1444 PN -76.66443 7.762391
## 1446 1445 PN -76.66337 7.762392
## 1447 1446 PN -76.66231 7.762393
## 1448 1447 PN -76.66125 7.762394
## 1449 1448 PN -76.66508 7.762421
## 1450 1449 PN -76.66296 7.762423
## 1451 1450 PN -76.66191 7.762424
## 1452 1451 PN -76.66085 7.762425
## 1453 1452 PN -76.66573 7.762451
## 1454 1453 PN -76.66467 7.762452
## 1455 1454 PN -76.66362 7.762453
## 1456 1455 PN -76.66256 7.762454
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## 1458 1457 PN -76.66533 7.762483
## 1459 1458 PN -76.66321 7.762485
## 1460 1459 PN -76.66216 7.762486
## 1461 1460 PN -76.66110 7.762487
## 1462 1461 PN -76.66492 7.762514
## 1463 1462 PN -76.66387 7.762515
## 1464 1463 PN -76.66281 7.762516
## 1465 1464 PN -76.66175 7.762517
## 1466 1465 PN -76.66069 7.762518
## 1467 1466 PN -76.66558 7.762545
## 1468 1467 PN -76.66452 7.762546
## 1469 1468 PN -76.66346 7.762547
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## 1471 1470 PN -76.66135 7.762549
## 1472 1471 PN -76.66517 7.762576
## 1473 1472 PN -76.66306 7.762578
## 1474 1473 PN -76.66200 7.762579
## 1475 1474 PN -76.66094 7.762580
## 1476 1475 PN -76.66583 7.762606
## 1477 1476 PN -76.66477 7.762607
## 1478 1477 PN -76.66371 7.762608
## 1479 1478 PN -76.66265 7.762609
## 1480 1479 PN -76.66160 7.762610
## 1481 1480 PN -76.66054 7.762612
## 1482 1481 PN -76.66542 7.762638
## 1483 1482 PN -76.66436 7.762639
## 1484 1483 PN -76.66331 7.762640
## 1485 1484 PN -76.66225 7.762641
## 1486 1485 PN -76.66119 7.762642
## 1487 1486 PN -76.66502 7.762669
## 1488 1487 PN -76.66290 7.762671
## 1489 1488 PN -76.66185 7.762672
## 1490 1489 PN -76.66079 7.762673
## 1491 1490 PN -76.66567 7.762700
## 1492 1491 PN -76.66461 7.762701
## 1493 1492 PN -76.66356 7.762702
## 1494 1493 PN -76.66250 7.762703
## 1495 1494 PN -76.66144 7.762704
## 1496 1495 PN -76.66527 7.762731
## 1497 1496 PN -76.66315 7.762733
## 1498 1497 PN -76.66209 7.762734
## 1499 1498 PN -76.66104 7.762735
## 1500 1499 PN -76.66592 7.762761
## 1501 1500 PN -76.66486 7.762762
## 1502 1501 PN -76.66380 7.762763
## 1503 1502 PN -76.66275 7.762764
## 1504 1503 PN -76.66169 7.762765
## 1505 1504 PN -76.66063 7.762766
## 1506 1505 PN -76.66551 7.762793
## 1507 1506 PN -76.66446 7.762794
## 1508 1507 PN -76.66340 7.762795
## 1509 1508 PN -76.66234 7.762796
## 1510 1509 PN -76.66129 7.762797
## 1511 1510 PN -76.66511 7.762824
## 1512 1511 PN -76.66300 7.762826
## 1513 1512 PN -76.66194 7.762827
## 1514 1513 PN -76.66088 7.762828
## 1515 1514 PN -76.66576 7.762855
## 1516 1515 PN -76.66471 7.762856
## 1517 1516 PN -76.66365 7.762857
## 1518 1517 PN -76.66259 7.762858
## 1519 1518 PN -76.66153 7.762859
## 1520 1519 PN -76.66048 7.762860
## 1521 1520 PN -76.66536 7.762886
## 1522 1521 PN -76.66430 7.762887
## 1523 1522 PN -76.66325 7.762888
## 1524 1523 PN -76.66219 7.762889
## 1525 1524 PN -76.66113 7.762890
## 1526 1525 PN -76.66601 7.762916
## 1527 1526 PN -76.66496 7.762917
## 1528 1527 PN -76.66284 7.762919
## 1529 1528 PN -76.66178 7.762920
## 1530 1529 PN -76.66073 7.762921
## 1531 1530 PN -76.66561 7.762948
## 1532 1531 PN -76.66455 7.762949
## 1533 1532 PN -76.66349 7.762950
## 1534 1533 PN -76.66244 7.762951
## 1535 1534 PN -76.66138 7.762952
## 1536 1535 PN -76.66520 7.762979
## 1537 1536 PN -76.66309 7.762981
## 1538 1537 PN -76.66203 7.762982
## 1539 1538 PN -76.66098 7.762983
## 1540 1539 PN -76.66586 7.763010
## 1541 1540 PN -76.66480 7.763011
## 1542 1541 PN -76.66374 7.763012
## 1543 1542 PN -76.66269 7.763013
## 1544 1543 PN -76.66163 7.763014
## 1545 1544 PN -76.66057 7.763015
## 1546 1545 PN -76.66545 7.763041
## 1547 1546 PN -76.66440 7.763042
## 1548 1547 PN -76.66334 7.763043
## 1549 1548 PN -76.66228 7.763044
## 1550 1549 PN -76.66122 7.763045
## 1551 1550 PN -76.66505 7.763072
## 1552 1551 PN -76.66293 7.763074
## 1553 1552 PN -76.66188 7.763075
## 1554 1553 PN -76.66082 7.763076
## 1555 1554 PN -76.66570 7.763103
## 1556 1555 PN -76.66464 7.763104
## 1557 1556 PN -76.66359 7.763105
## 1558 1557 PN -76.66253 7.763106
## 1559 1558 PN -76.66147 7.763107
## 1560 1559 PN -76.66042 7.763108
## 1561 1560 PN -76.66530 7.763134
## 1562 1561 PN -76.66318 7.763136
## 1563 1562 PN -76.66213 7.763137
## 1564 1563 PN -76.66107 7.763138
## 1565 1564 PN -76.66595 7.763164
## 1566 1565 PN -76.66489 7.763166
## 1567 1566 PN -76.66278 7.763168
## 1568 1567 PN -76.66172 7.763169
## 1569 1568 PN -76.66066 7.763170
## 1570 1569 PN -76.66555 7.763196
## 1571 1570 PN -76.66449 7.763197
## 1572 1571 PN -76.66343 7.763198
## 1573 1572 PN -76.66237 7.763199
## 1574 1573 PN -76.66132 7.763200
## 1575 1574 PN -76.66514 7.763227
## 1576 1575 PN -76.66303 7.763229
## 1577 1576 PN -76.66197 7.763230
## 1578 1577 PN -76.66091 7.763231
## 1579 1578 PN -76.66580 7.763258
## 1580 1579 PN -76.66474 7.763259
## 1581 1580 PN -76.66368 7.763260
## 1582 1581 PN -76.66262 7.763261
## 1583 1582 PN -76.66157 7.763262
## 1584 1583 PN -76.66051 7.763263
## 1585 1584 PN -76.66539 7.763289
## 1586 1585 PN -76.66433 7.763290
## 1587 1586 PN -76.66328 7.763291
## 1588 1587 PN -76.66222 7.763292
## 1589 1588 PN -76.66116 7.763293
## 1590 1589 PN -76.66499 7.763320
## 1591 1590 PN -76.66287 7.763323
## 1592 1591 PN -76.66182 7.763324
## 1593 1592 PN -76.66076 7.763325
## 1594 1593 PN -76.66564 7.763351
## 1595 1594 PN -76.66458 7.763352
## 1596 1595 PN -76.66353 7.763353
## 1597 1596 PN -76.66247 7.763354
## 1598 1597 PN -76.66141 7.763355
## 1599 1598 PN -76.66035 7.763356
## 1600 1599 PN -76.66524 7.763382
## 1601 1600 PN -76.66312 7.763384
## 1602 1601 PN -76.66206 7.763385
## 1603 1602 PN -76.66101 7.763386
## 1604 1603 PN -76.66589 7.763413
## 1605 1604 PN -76.66483 7.763414
## 1606 1605 PN -76.66377 7.763415
## 1607 1606 PN -76.66272 7.763416
## 1608 1607 PN -76.66166 7.763417
## 1609 1608 PN -76.66060 7.763418
## 1610 1609 PN -76.66548 7.763444
## 1611 1610 PN -76.66443 7.763445
## 1612 1611 PN -76.66337 7.763446
## 1613 1612 PN -76.66231 7.763447
## 1614 1613 PN -76.66126 7.763448
## 1615 1614 PN -76.66508 7.763475
## 1616 1615 PN -76.66297 7.763478
## 1617 1616 PN -76.66191 7.763479
## 1618 1617 PN -76.66085 7.763480
## 1619 1618 PN -76.66573 7.763506
## 1620 1619 PN -76.66468 7.763507
## 1621 1620 PN -76.66362 7.763508
## 1622 1621 PN -76.66256 7.763509
## 1623 1622 PN -76.66150 7.763510
## 1624 1623 PN -76.66045 7.763511
## 1625 1624 PN -76.66533 7.763537
## 1626 1625 PN -76.66427 7.763538
## 1627 1626 PN -76.66321 7.763539
## 1628 1627 PN -76.66216 7.763540
## 1629 1628 PN -76.66110 7.763541
## 1630 1629 PN -76.66492 7.763569
## 1631 1630 PN -76.66281 7.763571
## 1632 1631 PN -76.66175 7.763572
## 1633 1632 PN -76.66070 7.763573
## 1634 1633 PN -76.66558 7.763599
## 1635 1634 PN -76.66452 7.763600
## 1636 1635 PN -76.66346 7.763601
## 1637 1636 PN -76.66241 7.763602
## 1638 1637 PN -76.66135 7.763603
## 1639 1638 PN -76.66029 7.763604
## 1640 1639 PN -76.66517 7.763630
## 1641 1640 PN -76.66306 7.763633
## 1642 1641 PN -76.66200 7.763634
## 1643 1642 PN -76.66094 7.763635
## 1644 1643 PN -76.66583 7.763661
## 1645 1644 PN -76.66477 7.763662
## 1646 1645 PN -76.66371 7.763663
## 1647 1646 PN -76.66265 7.763664
## 1648 1647 PN -76.66160 7.763665
## 1649 1648 PN -76.66054 7.763666
## 1650 1649 PN -76.66542 7.763692
## 1651 1650 PN -76.66437 7.763693
## 1652 1651 PN -76.66331 7.763694
## 1653 1652 PN -76.66225 7.763695
## 1654 1653 PN -76.66119 7.763696
## 1655 1654 PN -76.66502 7.763724
## 1656 1655 PN -76.66290 7.763726
## 1657 1656 PN -76.66185 7.763727
## 1658 1657 PN -76.66079 7.763728
## 1659 1658 PN -76.66567 7.763754
## 1660 1659 PN -76.66461 7.763755
## 1661 1660 PN -76.66356 7.763756
## 1662 1661 PN -76.66250 7.763757
## 1663 1662 PN -76.66144 7.763758
## 1664 1663 PN -76.66039 7.763759
## 1665 1664 PN -76.66527 7.763785
## 1666 1665 PN -76.66315 7.763787
## 1667 1666 PN -76.66210 7.763789
## 1668 1667 PN -76.66104 7.763790
## 1669 1668 PN -76.66486 7.763817
## 1670 1669 PN -76.66275 7.763819
## 1671 1670 PN -76.66169 7.763820
## 1672 1671 PN -76.66063 7.763821
## 1673 1672 PN -76.66552 7.763847
## 1674 1673 PN -76.66023 7.763852
## 1675 1674 PN -76.66446 7.763848
## 1676 1675 PN -76.66340 7.763849
## 1677 1676 PN -76.66234 7.763850
## 1678 1677 PN -76.66129 7.763851
## 1679 1678 PN -76.66511 7.763879
## 1680 1679 PN -76.66300 7.763881
## 1681 1680 PN -76.66194 7.763882
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## 1683 1682 PN -76.66471 7.763910
## 1684 1683 PN -76.66365 7.763911
## 1685 1684 PN -76.66259 7.763912
## 1686 1685 PN -76.66154 7.763913
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## 1688 1687 PN -76.66430 7.763941
## 1689 1688 PN -76.66325 7.763942
## 1690 1689 PN -76.66219 7.763943
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## 1695 1694 PN -76.66455 7.764003
## 1696 1695 PN -76.66349 7.764004
## 1697 1696 PN -76.66244 7.764005
## 1698 1697 PN -76.66138 7.764006
## 1699 1698 PN -76.66521 7.764034
## 1700 1699 PN -76.66309 7.764036
## 1701 1700 PN -76.66203 7.764037
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## 1703 1702 PN -76.66480 7.764065
## 1704 1703 PN -76.66374 7.764066
## 1705 1704 PN -76.66269 7.764067
## 1706 1705 PN -76.66163 7.764068
## 1707 1706 PN -76.66440 7.764096
## 1708 1707 PN -76.66334 7.764097
## 1709 1708 PN -76.66228 7.764098
## 1710 1709 PN -76.66123 7.764100
## 1711 1710 PN -76.66505 7.764127
## 1712 1711 PN -76.66294 7.764129
## 1713 1712 PN -76.66188 7.764130
## 1714 1713 PN -76.66465 7.764158
## 1715 1714 PN -76.66359 7.764159
## 1716 1715 PN -76.66253 7.764160
## 1717 1716 PN -76.66147 7.764161
## 1718 1717 PN -76.66213 7.764190
## 1719 1718 PN -76.66107 7.764190
## 1720 1719 PN -76.66424 7.764190
## 1721 1720 PN -76.66318 7.764191
## 1722 1721 PN -76.66489 7.764220
## 1723 1722 PN -76.66278 7.764222
## 1724 1723 PN -76.66449 7.764251
## 1725 1724 PN -76.66343 7.764252
## 1726 1725 PN -76.66303 7.764284
## 1727 1726 PN -76.66474 7.764313
## 1728 1727 PN -76.66368 7.764314
## 1729 1728 PN -76.66328 7.764344
p$Id = as.factor(p$Id)
library(clhs)
## Registered S3 methods overwritten by 'ggplot2':
## method from
## [.quosures rlang
## c.quosures rlang
## print.quosures rlang
muestras <- clhs(p[,2:4], size = 30,iter = 2000, progress = F)
windows(7,7)
p2 = p[muestras,]
namep2 <- p2$Id; namep2
## [1] PN PN PN M PN PN A A M PN PN M M M PN PN M M PN M PN PN PN
## [24] B PN B A A PN PN
## Levels: A B M PG PN
plot(p2$x,p2$y,col=p2$Id,pch = 19, cex = 1)
text(p2$x,p2$y, labels = namep2, cex = 1.1,
offset = 10, font = 3, adj = 0.5, pos = 4)
dd <- read_excel("C:/CARLOS/quiz3.xlsx")
## New names:
## * `` -> ...13
colnames(dd)
## [1] "LONG" "LAT" "380" "381"
## [5] "382" "383" "384" "385"
## [9] "386" "387" "388" "389"
## [13] "...13" "lambda" "reflectancia"
m1 = clhs(dd[,1:2], size = 30, iter = 2000, progress = F)
plot(dd$LONG,dd$LAT, pch = 16, cex = 1.5)
points(dd$LONG[m1], dd$LAT[m1], col = 'green', pch = 16, cex = 1.5)
