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Interface to Popular R Functions for Data Science Pipelines

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kknn: Interfaces for kknn package for data science pipelines.

kknn: Interfaces for kknn package for data science pipelines.
In intubate: Interface to Popular R Functions for Data Science Pipelines

Description Usage Arguments Details Value Author(s) Examples

Description

Interfaces to kknn functions that can be used in a pipeline implemented by magrittr.

Usage

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ntbt_train.kknn(data, ...)
ntbt_cv.kknn(data, ...)
ntbt_kknn(data, ...)

Arguments

data

data frame, tibble, list, ...

...

Other arguments passed to the corresponding interfaced function.

Details

Interfaces call their corresponding interfaced function.

Value

Object returned by interfaced function.

Author(s)

Roberto Bertolusso

Examples

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## Not run: 
library(intubate)
library(magrittr)
library(kknn)


## ntbt_train.kknn: Training kknn
## ntbt_cv.kknn:
data(miete)

## Original function to interface
train.kknn(nmqm ~ wfl + bjkat + zh, data = miete,
           kmax = 25, kernel = c("rectangular", "triangular", "epanechnikov",
                                 "gaussian", "rank", "optimal"))
cv.kknn(nmqm ~ wfl + bjkat + zh, data = miete)

## The interface puts data as first parameter
ntbt_train.kknn(miete, nmqm ~ wfl + bjkat + zh,
                kmax = 25, kernel = c("rectangular", "triangular", "epanechnikov",
                                      "gaussian", "rank", "optimal"))
ntbt_cv.kknn(miete, nmqm ~ wfl + bjkat + zh)

## so it can be used easily in a pipeline.
miete %>%
  ntbt_train.kknn(nmqm ~ wfl + bjkat + zh,
                  kmax = 25, kernel = c("rectangular", "triangular", "epanechnikov",
                                        "gaussian", "rank", "optimal"))
miete %>%
  ntbt_cv.kknn(nmqm ~ wfl + bjkat + zh)

## ntbt_kknn: Weighted k-Nearest Neighbor Classifier
m <- dim(iris)[1]
val <- sample(1:m, size = round(m/3), replace = FALSE, prob = rep(1/m, m)) 
iris.learn <- iris[-val,]
iris.valid <- iris[val,]

## Original function to interface
kknn(Species ~ ., iris.learn, iris.valid, distance = 1, kernel = "triangular")

## The interface puts data as first parameter
ntbt_kknn(iris.learn, Species ~ ., iris.valid, distance = 1, kernel = "triangular")

## so it can be used easily in a pipeline.
iris.learn %>%
  ntbt_kknn(Species ~ ., iris.valid, distance = 1, kernel = "triangular")
## NOTE: there is (in your face) cheating! We should be able to supply
##       both iris.learn and iris.valid. It should be possible with intuBags.

## End(Not run)

Example output

Call:
train.kknn(formula = nmqm ~ wfl + bjkat + zh, data = miete, kmax = 25,     kernel = c("rectangular", "triangular", "epanechnikov", "gaussian",         "rank", "optimal"))

Type of response variable: continuous
minimal mean absolute error: 3.269084
Minimal mean squared error: 17.98443
Best kernel: triangular
Best k: 14
[[1]]
             y      yhat
1    13.865800 13.210164
2    10.522857 12.245969
3    14.644600 13.360183
4    23.548000 14.824045
5     8.586304  6.223996
6    13.677021 11.057962
7    17.011071 18.131189
8    19.710278 14.967367
9    25.840606 15.684062
10   11.534035 18.387709
11   16.504533 14.428410
12   14.602771 16.324780
13   10.550800 15.983845
14   16.670704 19.122923
15    9.164516 11.127608
16    8.739785 12.575368
17    7.507215 10.413762
18   27.060500 16.880721
19   18.482759  8.932510
20   11.024211 12.214315
21    8.414423 13.552741
22    8.230000 12.575368
23    8.456400 11.517956
24    8.284000  9.490791
25   12.008500 11.642786
26   19.650270 11.892897
27    9.989474 12.479102
28   19.444444 16.549232
29   11.370508  7.150563
30    9.500000 17.863728
31    3.535294  8.154189
32   18.392857 14.670777
33   14.146875 16.818100
34   16.363636 16.855762
35   20.564444 13.424735
36   17.197778 16.473129
37   15.246203 11.067525
38   20.089000 17.043470
39   17.336400 10.284109
40   11.232877  8.410868
41   12.896744 11.275711
42   13.281600 11.899513
43   13.869423 10.956117
44    5.317333 10.041498
45   12.556667 12.107040
46   10.540000 11.978436
47   15.376923 10.154141
48   10.110536  7.912788
49   13.004643 11.803015
50   12.854571 14.195726
51   15.108462 13.105609
52    9.848551 10.451468
53    7.581579 11.395574
54   10.340847 12.300512
55   11.420000 12.731234
56   17.208500 14.599299
57   11.764412 12.559085
58   11.970909  8.546527
59   10.000000 13.416467
60   21.035652 21.575486
61   12.338710 16.876011
62    9.649714  9.483237
63   10.735429 10.617429
64    7.732000  5.914102
65   12.668571  9.493134
66   12.721698  8.030112
67    7.346160  5.511748
68   15.820000 15.776846
69    9.335342 12.081404
70   18.270238 17.625983
71   13.769512 14.194141
72   19.039324  9.082099
73   12.266860  7.393509
74    8.404045 13.109908
75   11.284778 12.995720
76   13.277045 16.803775
77   13.693243 16.251762
78    5.813377 12.709926
79    5.006623 12.540066
80    8.674217 11.196708
81    9.500857 14.250271
82   14.112000 13.035427
83    8.164390 18.376186
84   23.106000 16.231496
85   15.350588 20.023899
86    9.956184 11.864563
87   13.790260 11.437183
88    9.405714 12.076593
89   10.427470  9.613529
90   11.047755 17.261991
91    8.857976 13.031931
92    6.685474 15.659300
93    9.365246 14.118690
94    7.134211  9.170709
95    5.003088  7.411869
96   10.717093 13.202157
97   17.848472 10.830495
98   12.782364  8.856466
99   10.460465 12.620249
100   6.822143  8.952476
101  15.926429 15.052558
102  11.796250  8.583961
103  13.308585 10.262800
104   6.182162 10.694997
105  11.049020 17.439988
106  14.523647 15.518872
107  12.159091 16.165421
108  11.351395  8.477295
109   5.915500 10.341509
110  19.550357 15.081879
111  18.411429 17.195308
112  23.253200 18.289245
113   8.745000 10.080589
114  19.285714 17.901013
115  15.864286 17.237559
116   6.378533 13.806573
117  11.322090  8.725961
118  17.033934 18.875191
119   8.481169 12.532125
120  14.595556 13.059210
121   5.200909  7.374702
122  26.430652 19.709094
123  18.963810 13.508510
124  19.978571 11.893115
125   7.366250 13.337380
126  11.337500 14.256238
127  10.967742 11.226617
128  13.922708 23.025106
129  12.971500 16.025206
130   5.982750 13.070664
131   9.682857  9.925648
132  14.919020 13.074709
133  11.542750 15.170121
134  14.514706  9.683523
135  19.635000 13.693881
136   6.370746  9.865013
137  10.150000 14.423405
138  19.840000 18.939346
139  17.272456 16.091204
140  18.232857 15.444920
141  16.364272 19.771903
142  13.710690 12.664338
143  15.625000 16.965026
144  10.766667 12.933565
145  10.986170 16.035116
146  17.053662 12.774807
147  28.069792 18.943566
148  20.550000 19.539082
149   7.333065 11.993294
150   9.921569 13.243260
151   5.045920 10.604899
152   5.342000 10.311265
153  19.146977 16.426868
154   9.374054 14.459564
155  15.887927  8.426294
156   9.917414  9.185711
157  16.025641 11.161973
158  18.333333 16.483488
159  10.103093  7.550980
160   9.876289  7.550980
161  10.488667 17.141013
162  16.073871 20.673625
163  18.899846 13.185531
164  21.122771 11.877168
165  12.208810 12.587012
166  15.322581 14.256102
167  16.500000 15.390328
168  17.950789 16.769965
169   5.507407 12.130794
170   5.238660  9.047764
171   9.949174  8.986502
172   8.176942  9.515661
173   6.781488 10.310931
174  11.300000 12.970283
175  11.145161 10.528790
176  10.507097 11.367608
177   4.246905  5.790260
178  15.454545 18.079779
179  14.607368 13.948073
180   7.393218  7.430992
181   7.095556 11.456233
182  14.238551 11.844992
183  13.111014 13.034777
184   7.795714 12.882076
185  14.507042 14.282242
186   9.670506 11.576441
187  16.018000 14.807593
188   9.463188 10.451468
189  10.207797 10.903763
190  13.885714 18.047221
191  10.558140 12.597804
192  17.552222  9.785470
193  20.328049 21.222008
194  14.622609 12.119918
195  19.340000 19.562018
196   6.966000 10.767666
197  16.184878 13.549415
198  18.479455 15.872723
199   6.898923  9.892798
200  18.388060 15.990695
201  23.857674 23.082877
202  21.266716 16.691853
203  16.170000 16.476070
204  15.743750 12.298989
205  13.865781 12.240431
206  28.042895 17.406814
207  13.303882 10.704881
208  14.005952 10.627016
209  10.326087 14.500391
210  10.290659 13.507839
211  11.114889 15.649511
212   3.472254 10.676254
213   3.632469 14.231356
214  16.274875 13.366440
215  11.448444 11.261181
216   7.511111 13.693095
217   5.970625  9.866367
218  10.426230 13.471486
219   6.386667  5.243251
220  12.305000  7.345191
221  15.076481 16.196611
222  16.254359 20.498754
223   6.186500 12.214214
224  10.563488  6.145033
225  12.660811 14.879114
226   5.090882  7.205026
227   9.155532 12.083709
228  17.746667 12.626602
229  14.470707 10.408389
230  17.175938 15.582324
231  12.876712  8.995001
232  21.504348 16.045760
233  26.150690 19.749380
234  14.827761 17.720120
235  25.344490 11.034040
236  28.862667 17.919993
237  16.599189 15.252822
238  10.786585 13.812438
239  19.375000 16.152821
240   8.220183  8.276033
241  20.562609 13.347339
242  13.338090 10.676527
243  17.228571 13.899276
244   3.828889  9.271086
245  14.396944 12.658200
246  15.416029 12.248005
247   4.408772 11.426546
248   7.027544  8.544431
249   9.264103 11.204963
250   2.971379  8.076790
251  15.615870 12.279847
252  14.439434 15.775980
253  13.622143  9.674757
254   6.686931  9.520078
255  10.975000 10.122158
256  13.079318  7.084870
257  14.597241  7.109889
258  11.227963 10.631131
259  20.362667 12.555346
260   7.093229  6.290856
261  12.184615 13.759249
262  13.975500 11.935029
263  14.165312 12.348779
264  10.780814 12.045502
265  10.246857  9.848618
266  18.421053 11.864563
267  24.055185 18.258549
268  18.808974 19.579610
269  19.313684 11.164528
270  10.290833 14.794736
271  10.093953  9.050784
272  10.682750 11.426058
273   6.688036 10.565966
274   6.816964  8.895839
275  10.668082 10.871291
276   7.804878 11.036037
277  13.698630 12.222585
278   7.215190 15.227428
279   9.575625  8.617063
280  10.850638  8.310842
281   9.172174 10.877551
282  24.049184 16.952352
283  22.822644 14.957204
284   8.209630  9.271086
285   6.547193  9.830032
286   7.237048  6.398908
287   4.086667  9.254075
288   6.589301  5.145735
289   9.759636 10.967318
290  11.893364 10.967318
291  10.440769 14.379338
292  14.070196 14.222066
293   5.959565 11.521796
294   5.097971  9.973807
295  18.845034 10.731548
296  15.410278 11.490533
297   1.572738  6.402646
298   8.470000 14.616007
299  10.339800 11.666670
300   8.313256  9.512720
301  10.138919 16.833872
302   9.908222 13.424735
303   9.633704 11.943480
304   5.396731 12.630069
305  10.134762 17.173798
306  23.158028 18.634338
307   7.401643 10.680042
308   3.185000 12.890443
309   4.463158  6.309342
310  10.050588  9.674418
311   8.019348  9.229382
312  10.187647  6.867549
313  18.840580 13.131121
314  14.369915  7.659466
315  11.835000  7.365252
316  13.950750  8.133992
317   8.575094 13.607084
318  17.425556 10.082019
319  28.929222 14.775709
320  18.907660 14.182499
321  18.478519 16.606001
322  11.652333 13.206315
323   8.897923  5.290614
324   7.714286 16.514434
325  20.433906 15.099130
326  13.624211 10.162883
327  11.470556 12.862021
328  10.495862 13.430438
329  23.966552 12.706166
330  13.944746 12.324799
331  20.314262 10.774393
332  12.926383 10.694016
333  10.641417  9.842528
334   5.854583 12.862021
335  14.395143 13.973813
336  11.884944 10.740748
337  18.307000 14.372552
338  17.691059 12.679795
339  19.030000 16.537613
340  13.207656  8.632319
341  12.583768 10.877551
342   4.832881  8.546829
343   5.914348  7.653668
344  14.811400 10.402839
345  13.731569 10.804024
346  14.688108  8.916964
347   5.434868  6.442352
348  16.276600 19.052781
349  12.087143 12.613616
350  12.976078 16.034106
351   9.915000 12.468675
352   9.440794 14.987789
353   9.366944 13.351997
354  10.335714 12.520863
355   7.415233  8.042358
356   9.686471 16.322620
357  13.709844 17.153093
358  19.797917 16.511586
359  15.973571 17.237559
360   3.964492  5.839303
361   7.292333  8.789929
362   8.731707 13.025659
363  10.463143 14.373176
364   6.780588  6.750520
365  10.073393 18.146320
366  13.886000 11.935029
367  18.036333 19.876247
368  10.574000  9.858534
369   5.738148  6.774719
370   3.359062  8.385673
371  10.153582  8.724268
372  13.725000 11.376129
373  15.586667 20.325600
374  20.102391 14.042971
375  14.303800  9.490791
376  15.526444 13.289102
377  18.526444 13.191208
378   7.794872 12.357317
379  12.767895 15.538345
380  15.691429 12.739497
381   3.476923 11.323721
382   9.003617  7.852928
383  10.164352  7.866396
384  12.180842 11.395574
385   5.950625 13.513349
386   8.333333  4.872663
387   9.918500  8.179118
388  18.076923  9.900123
389  15.264933  9.360675
390  19.196505 10.933025
391  10.732381 10.660394
392  13.920769 16.456079
393  17.697143 10.627016
394  18.438750  6.516296
395  18.452407 12.130794
396  10.817193 11.137162
397  13.760286 15.196371
398   6.064000 14.264067
399  20.216667 19.109747
400  19.264778 10.749454
401  18.354634 10.396288
402  11.534500 12.425607
403   4.223827 11.059002
404  11.466889 14.386594
405   7.814267  8.878789
406  12.230946 15.437716
407   5.666870  6.136795
408  23.110000 18.515457
409  12.299028 11.667520
410   7.906316  6.374730
411   7.543684  6.401852
412  20.954286  9.163623
413  11.788500 10.080589
414  16.368387 12.440631
415  10.067857  8.318374
416  12.876667  5.533187
417   6.110375  5.976203
418  10.634186 10.994471
419  17.753226 12.505254
420   8.990000 12.386229
421  11.162941 11.678358
422  10.810645 12.440631
423  10.890312  9.215463
424   9.915474  9.068353
425  18.540778  8.978158
426  22.955758 14.176935
427   5.702125  7.492116
428   8.980000 16.955465
429  10.096667  8.696320
430  11.186056 11.450421
431  10.143803 11.578726
432  16.835375 13.336047
433  16.471714 17.774476
434   9.522840  7.078225
435  14.128880  6.080642
436   9.236879 10.680042
437  10.840000  7.492116
438   5.123727  6.919482
439   2.455778  7.018003
440   4.213579 10.223544
441   9.306762 10.034813
442  15.001429 11.576244
443  17.272979  9.497120
444   6.294483  9.910205
445   9.412319  9.962135
446  15.676000 12.094717
447  12.131587 12.581116
448   9.074627  9.923570
449   8.051282 12.631946
450   8.293103 11.186954
451  16.379310 17.677432
452   9.333718 12.631946
453   7.731159 13.379229
454   9.769487 12.277560
455   7.042941 11.076337
456   9.037500 14.770806
457  10.886471 12.248005
458  11.591667 16.823914
459  15.463056 16.823914
460  13.487143 19.041743
461  11.162162 16.955444
462   9.334062 13.021260
463  13.246154 11.960891
464  12.411633 13.279383
465  12.031471 11.076337
466  11.305000 10.154141
467   9.050779 11.360655
468   2.845231 10.709749
469  12.580286 19.627222
470  24.212000 18.565918
471  14.671875 16.214307
472  15.624062 16.965026
473  15.513750 17.496038
474   3.856667 12.411229
475   7.016800 10.501152
476  14.807674 10.448063
477  11.289000  8.186909
478  12.660746  8.725961
479  10.137528 11.225726
480   8.221000 15.390328
481  14.332627 14.420431
482  12.155952 16.183429
483  12.573529 12.414665
484  12.486000 18.272482
485  12.314182 15.872723
486  19.693495 11.152937
487  19.480519  8.835571
488   9.701493  9.923570
489  16.250000 12.994958
490   6.121500  7.861950
491   5.674688 15.109223
492  10.475205 10.534258
493  10.475205 10.321101
494  12.105676 14.403703
495  12.790000 13.331632
496  11.310000 17.399442
497  10.845536  8.188880
498   2.815929 11.731536
499   7.692667 10.539722
500  15.180526  9.612178
501  11.160000 12.262709
502  16.489263 12.182549
503  16.845579 12.182549
504  15.578182  9.617074
505  11.674769 15.295447
506   7.966071 12.480999
507  17.337391 17.583011
508  19.006923 20.197764
509   9.777941 10.122158
510  12.760000 17.919993
511   9.016567  9.077110
512   7.291781 11.080466
513   6.707049  8.825988
514  11.230875  8.393537
515   5.463375  8.540458
516   4.166125  8.393537
517  12.050238 18.104832
518  13.495667 16.231496
519   7.768250 10.303735
520  10.778864 16.936321
521  13.134368 11.110272
522   9.920575 12.069859
523   9.312333 10.906685
524  16.629434 12.013681
525   5.010909  9.085642
526  14.246400 15.983845
527   9.643846 10.768515
528   8.575000 12.219207
529  12.511346 10.481812
530  12.028269 11.621355
531  13.677429 11.684233
532  18.776250 16.965026
533   4.513659  6.874577
534   4.722000  9.263110
535  20.851136 18.207971
536  13.808462 13.981983
537  19.784783 10.976389
538  12.605978 10.936698
539  10.005362  9.931284
540  13.473043 14.127994
541   9.528000 18.580550
542  13.686857 19.861785
543   2.858673 11.980912
544  16.641111 18.270391
545   6.748929  8.823239
546  18.348727 18.858990
547  20.545455 18.858990
548  16.820000 19.777156
549  17.989818 19.549105
550  15.587600 11.834411
551   4.871000 13.553181
552  21.898148 17.669901
553  23.042000 12.378779
554  13.509655 17.494639
555   8.604103 11.477036
556  19.102615 13.293699
557  15.929286 13.933287
558  14.919365 13.738188
559  14.390732 10.235028
560  12.524717 15.775980
561   7.924889 11.893361
562  11.626600 14.178584
563  13.903700 12.007819
564  11.700727  8.699645
565  15.901639 12.964642
566  20.625000 16.295263
567  11.790000 13.298515
568  15.090283 13.547520
569   4.205057  7.440848
570   6.896437  7.440848
571  12.097593 17.481311
572   8.952667 16.214835
573  12.673913 15.353841
574   8.221222 12.377972
575  16.953333 19.410992
576  14.668462 14.214757
577  24.542286 17.176161
578  12.999327 12.816295
579   8.142857 13.973813
580   9.291538 12.219207
581  15.701882 11.572327
582   8.824348 13.347339
583  14.730444 16.016225
584   8.836842 12.992863
585  13.780556 12.666906
586  14.878049 10.448822
587  15.970727 14.280422
588  14.627586 16.161118
589   5.448276 19.636948
590   3.842875  9.192347
591   6.777632  9.461459
592   6.722632 10.216756
593  10.573750 12.862021
594  11.626167 12.411229
595   9.167500 10.505972
596   6.725625 20.144703
597  14.281852 13.961410
598  16.678154 13.759249
599  10.262500  8.133992
600  12.302687  7.880387
601   8.377195 10.480476
602   9.562237 11.277256
603  17.041667 23.087505
604  21.960784 17.489923
605  18.520588 20.870365
606  16.331333 11.023275
607  10.714286 12.547838
608   6.747917  8.851728
609  16.517711 13.279695
610  17.004688 17.246212
611   9.352857 14.836915
612   8.831842  8.727316
613  10.871300 11.760708
614  15.407500 18.165443
615  18.265957 15.310723
616   9.173333 12.974726
617  12.788714  8.508346
618  10.633636  8.112369
619  20.560727 16.544687
620  18.610000 16.878282
621  15.094340  8.030112
622   7.560000 10.630052
623   6.915309 11.859398
624  12.758036  9.812503
625   8.444643 10.276345
626   6.758148  9.602536
627   5.933689 14.394085
628   5.187037 11.317190
629   8.353462 13.456672
630   9.054054 12.710348
631  11.141167  9.653017
632  19.924333 16.926893
633  13.875588 13.774016
634  15.601333  8.772024
635  14.100000 12.342081
636  14.941077 14.154887
637  15.998462 11.872833
638  17.975750 10.080589
639  12.534757 15.153578
640  15.532581 20.957750
641  18.048276 17.048167
642  18.908293 10.930359
643  15.937963 17.097071
644  17.254722 14.829318
645  26.938545 17.759293
646  17.532083 13.882422
647  25.358000 14.095945
648  16.205217 11.929538
649  10.189189 14.128992
650   8.881176  6.009740
651   5.716000  8.491670
652  16.852759 12.152731
653  16.480149 11.852810
654   9.129032 13.630687
655  19.526716 15.990695
656   8.050847 12.345974
657   7.911290 15.345880
658  16.020408  6.540568
659   7.656444  8.554097
660  20.294118 11.678358
661  28.000000 14.815559
662   8.639556  4.892943
663  10.491429 14.250271
664  15.416308  9.104188
665  14.492231  8.210902
666  23.571429 12.882076
667   8.351429  9.856139
668  16.078000 14.674013
669  13.101172  9.623719
670   2.672632  7.437135
671  20.819672  6.740395
672   8.755102 12.136204
673  11.466792 13.607084
674  11.720444 12.410211
675   8.493645 11.688646
676   7.349714  6.398908
677  17.618605 11.655672
678  24.660833 14.835554
679  27.600000 14.195726
680  15.650000  9.969553
681  13.807692 15.594974
682  11.980000 13.328839
683   4.647579  7.345028
684   4.723750 11.336016
685  24.391373 13.358893
686  25.862069 11.863927
687  21.909873  7.503220
688   6.266667  7.892407
689   4.290000  6.519738
690   7.480449 10.957060
691  10.474600 10.007878
692  10.585800 21.882612
693   8.965789 10.216756
694  13.449833  8.142863
695  23.403200 13.656633
696   7.327069  9.181108
697  14.443625 13.171957
698   8.415467  8.626983
699   7.247500 13.278354
700   5.961750 10.834471
701   6.094333 12.626602
702   5.507765  7.206218
703   8.201923  9.101023
704   4.455789  7.599710
705   9.370000 12.797575
706  13.232750 21.418465
707  16.588939 15.500394
708  15.511039 10.498505
709  10.333654 11.941820
710   8.442041 11.034040
711   6.498556 20.018778
712   7.632667 16.894183
713   8.913171 10.656932
714   7.866122  7.851576
715  14.945263 17.048107
716   6.162979  9.860077
717   7.699592  9.094493
718   3.604683  6.659910
719  18.809737 13.797196
720  13.200000  9.523369
721   7.761818  6.251957
722  11.086667  8.789929
723  11.505376 10.259387
724   8.694375  7.860478
725   7.895556  9.392353
726   5.998140  7.758936
727  10.373509  8.544431
728  21.804194 13.593635
729   2.857468  9.223287
730   7.635333  8.755162
731  13.043115 12.807727
732  20.104500 10.108469
733  12.867727  9.364664
734  14.772727 12.849990
735  12.370227 13.648328
736  18.780000 18.473958
737  25.058261 19.808188
738  12.393600 12.958521
739   6.147476 11.894107
740   5.085472 13.860981
741   4.530816  9.581705
742  18.064524 17.116689
743   3.833368  7.056010
744  11.312055 12.308964
745  23.940000 16.173907
746  35.245000 17.314080
747  17.018966 13.524628
748  21.234167 12.773260
749  16.054000 12.195617
750  11.940233 16.145859
751  15.121136 19.918856
752   4.410256 11.548319
753   8.744915  7.994975
754   8.538200 12.550114
755   4.313939  7.115211
756  17.524000 18.198896
757  14.089310 12.286284
758  13.326400 13.806573
759  11.455185 14.855962
760  20.650000 21.619908
761  12.472708 12.642404
762  15.436190 12.581116
763  10.379444 11.837274
764   2.666231  8.109391
765   4.455727  8.814075
766  10.785068 10.871291
767   9.590517 10.109502
768  11.362603 10.023222
769  11.323103  9.917147
770  18.182118 14.153806
771  13.365652 10.844065
772  15.320222 11.888321
773  19.564333 19.410992
774  15.931944 16.452806
775  18.591132 13.607084
776   7.508367  8.975543
777  12.981556 14.675663
778  16.436800 11.517956
779   8.995286  8.702263
780  22.296944 15.066154
781   9.084468 11.125354
782  10.400200 11.760708
783   5.802360  9.435975
784   4.920000  9.122704
785   9.092500  5.987808
786  17.240882 13.936194
787  17.197059 13.936194
788  11.206087 14.125142
789   8.709438 11.433971
790  12.162162 14.044389
791  13.925000 14.129721
792  14.605556  6.924886
793  11.507091  7.803951
794  23.037750  9.431760
795   9.042500  8.343557
796  10.950000 12.072128
797  10.787879 18.496074
798   9.434875 14.352094
799  11.928571 12.437224
800  16.743833 17.774199
801   8.413026 11.167271
802  18.598667 10.659325
803  21.164189 11.185833
804   4.070877 10.192203
805   5.325714 12.233427
806  13.215054 20.887502
807  12.420208 12.379521
808  17.437538 11.228679
809   6.506667 18.849995
810  13.152542  9.423598
811   9.015750 10.079463
812   9.571930  7.549427
813  17.316667 13.256522
814  11.340000 13.459177
815  13.170889 14.674013
816  19.822222 17.395885
817  27.272727 19.402481
818  12.867647 19.481914
819  11.428571 11.035047
820   8.695000  9.850069
821  14.312069 11.756983
822  12.665761 11.755961
823   5.940299  9.438820
824   5.438209  9.317179
825  13.676333  9.744129
826   9.291892 13.973073
827   8.772742 12.963345
828  16.416667 16.926893
829  13.769107 18.079991
830  15.540000 17.998226
831  16.551724 11.538786
832  19.038462 14.638313
833   7.244898 17.261991
834  12.727273 12.499904
835   8.552239 13.495940
836   8.952537 13.946011
837   6.229359 13.082833
838   7.769231 17.951776
839   2.667347 14.860972
840  10.373333 16.718309
841  11.281818 11.354510
842  10.102571 22.011840
843   3.529412 11.076337
844   3.692308 14.154887
845   7.569524 10.836174
846   7.738193 10.290485
847   7.958554 11.025289
848  16.062449 11.423918
849  18.265077 15.572729
850   5.789552  9.957723
851  13.560843 10.902342
852   6.099059 12.837606
853  16.069231 19.339162
854   7.738333  8.789929
855  25.479091 15.872723
856  12.149600 19.052781
857   8.597619  9.823783
858   6.312203  7.150563
859   6.400920  6.944887
860   8.203448  7.430992
861   6.493014 12.602977
862  12.966389 12.479822
863   5.416842  6.960949
864  11.633333  7.833761
865   6.296610  7.150563
866   9.690000  9.014376
867   9.781176 13.813973
868   8.775714 12.500724
869  10.761000  9.268916
870  16.473333 17.449308
871  16.948182 14.421434
872  13.551233 10.871291
873  14.433000 12.666906
874  14.653061 13.140517
875  23.968519 14.060626
876   9.661509  8.826733
877   9.278269 12.095465
878   6.038191 11.745314
879  18.305625 10.734492
880  12.171429 14.564723
881  10.158769 10.171160
882  14.749492 11.772891
883  14.252069 17.677432
884   8.929697 13.816021
885   8.426897  6.845246
886   8.511034  9.903912
887   9.565217 19.049866
888  16.153846 19.301410
889  14.226129 10.051039
890  15.049286 10.565966
891  14.930769 16.402392
892  15.712667 14.652672
893  18.225469 11.666062
894  22.746452 18.569632
895  12.805192 11.815107
896   7.522500 10.325172
897   7.799714 10.435393
898  17.088608 12.537333
899  16.892941 12.866098
900  16.386250 15.383352
901  27.117368 17.755015
902  19.818125 15.441265
903  10.478876 10.837184
904  17.009286  8.978808
905  14.466778 10.859164
906   9.758305  7.426691
907  11.503194 11.611625
908   9.869620 12.501326
909  12.595172  8.360582
910  12.490000  8.055361
911   5.098095  9.908321
912  17.800750 13.313434
913  17.582658 15.227428
914  16.536203 12.326677
915  13.241379  8.340987
916   8.367515 12.805288
917   8.014478 14.077112
918   2.887727  6.238710
919   4.582667  6.854441
920   4.645455  5.498766
921  11.395349 13.433216
922  11.395349 13.433216
923   2.390000 13.412758
924   6.766000  9.119487
925  11.250533  8.878789
926  12.476974 12.028356
927  18.875000 18.055457
928  21.538462 19.171506
929  20.117647 11.318565
930  18.285714 17.901013
931   8.963944 14.499600
932  18.783250 11.394196
933  25.413396 15.639245
934  15.444444 10.430155
935  12.162162 10.676570
936  11.036036 11.019765
937  10.468468 11.169383
938   5.302674 16.145859
939  18.871562 16.214307
940   8.913721 12.045502
941  25.111111 13.630869
942  19.105263 14.205085
943  15.010000 13.248994
944   6.720800 10.348459
945   5.796957 13.066673
946   6.856184 12.108648
947   9.227895 11.062948
948  12.323232 11.163117
949  11.158257  8.699645
950  15.520494  7.680689
951  20.000000 15.216604
952  19.630952 15.373090
953  19.879518 16.734330
954   9.062791 14.491988
955  17.205000 11.062948
956  23.500000 10.080589
957   8.253529 13.310008
958  20.760769 17.933113
959  21.875000 16.214307
960  17.574182 17.399442
961   5.538462  6.821858
962   7.303718  7.335381
963   7.254762 13.912998
964  20.000000 16.417224
965   9.722222 13.278354
966  13.986667 11.339455
967  12.629322 15.595292
968  13.380000  7.122863
969  11.298701 11.871829
970  13.399500 10.505972
971   7.000490  8.854638
972   4.289058  6.064458
973   6.896455  6.497680
974  16.978261 17.468923
975  20.512821 19.269448
976   7.028261  9.332916
977   9.072414 10.397501
978  11.043333 13.256522
979  10.049697 12.014187
980  18.055556 18.817477
981  10.909091  7.331167
982  18.734658  9.014930
983  19.642979  5.868364
984  18.500000 14.794736
985  14.838710 17.719147
986  14.218750 17.272166
987  12.166667 10.510004
988   6.905185  7.760141
989  15.521053 15.538345
990  23.257551 22.397383
991  19.184853 12.468675
992  13.258714 13.973813
993   9.112667 18.717187
994  18.419333 17.512061
995  18.312667 13.656633
996  16.983867 17.772610
997  10.616667 12.887593
998  10.173913 15.667579
999  20.006588 13.539515
1000  8.913043 11.674255
1001 10.405405 14.542110
1002  7.723810 10.290372
1003 18.914286 11.893115
1004 12.745098 15.405400
1005 15.217733 17.033706
1006 23.809524 18.104832
1007 12.444444 10.859164
1008 15.791000 11.514933
1009 20.520000 10.909731
1010  6.878372 10.996331
1011  8.977347  8.897393
1012 21.585631 18.212891
1013 20.253585 17.107397
1014 18.588571  9.662299
1015  6.265444 14.616007
1016  9.178158 13.727942
1017 11.321190 13.766924
1018 16.604714 11.713358
1019 16.269574 12.751361
1020 18.108108 15.851979
1021 10.368000 11.595410
1022 12.192500 10.690335
1023 11.094342 12.758966
1024  7.867931 10.012855
1025 19.915750 18.425705
1026 14.291143 12.437224
1027 16.525846 11.960891
1028 13.788235 12.244669
1029 14.369048 18.104832
1030 15.698431 16.368564
1031 14.043750 11.642786
1032 24.452200 16.907363
1033 13.620972  9.785470
1034 10.241228  9.301571
1035  9.795000  6.629308
1036 10.788167  9.059453
1037 13.599167 18.020568
1038  7.582386  9.783579
1039 20.431600 14.415723
1040 17.646909 16.868296
1041 18.137027 21.292318
1042 18.831333 12.386229
1043 16.333636 17.370745
1044  9.800000 13.524946
1045 14.090879 11.873554
1046 10.806533 12.500178
1047 10.862000 13.806573
1048  7.444490 15.498809
1049  5.887910  8.512496
1050  8.190000 15.775148
1051 18.108654 14.708554
1052 11.056512 11.353143
1053  9.966582 11.309808
1054  9.474146 11.289686
1055 11.250000 13.956933
1056 12.824714 12.437224
1057 13.594211 12.408690
1058 10.000000  8.029497
1059  9.687500 13.280969
1060 22.573231 13.185531
1061 12.713556 14.709595
1062 14.658889 15.649511
1063 16.373500 11.978436
1064  7.419778 11.510010
1065  8.269273  6.168427
1066 17.272857 11.893115
1067  9.048448 11.186954
1068 16.857500  8.467708
1069 13.056154 13.732329
1070 19.543303  9.897324
1071 10.894615  5.188490
1072 15.813053 18.578258
1073 10.724615 15.288141
1074 12.086875 12.584639
1075 21.275368 11.129942
1076  4.918696 11.929538
1077 21.356667 17.405018
1078 12.401154 16.186625
1079 33.894783 18.055457
1080 22.092000 19.876247
1081 14.199200 13.587951
1082  7.942667 13.510373

[[2]]
[1]  3.702212 22.129012


Call:
train.kknn(formula = nmqm ~ wfl + bjkat + zh, data = miete, kmax = 25,     kernel = c("rectangular", "triangular", "epanechnikov", "gaussian",         "rank", "optimal"))

Type of response variable: continuous
minimal mean absolute error: 3.269084
Minimal mean squared error: 17.98443
Best kernel: triangular
Best k: 14
[[1]]
             y      yhat
1    13.865800 13.707482
2    10.522857 12.452950
3    14.644600 12.953685
4    23.548000 14.292676
5     8.586304  7.031640
6    13.677021 12.878455
7    17.011071 16.583125
8    19.710278 15.324091
9    25.840606 15.618849
10   11.534035 17.558262
11   16.504533 13.732192
12   14.602771 15.157797
13   10.550800 14.675746
14   16.670704 19.338987
15    9.164516 12.801168
16    8.739785 12.801168
17    7.507215 11.968192
18   27.060500 17.691950
19   18.482759 10.285847
20   11.024211 12.292063
21    8.414423 13.414679
22    8.230000 10.933396
23    8.456400 12.704230
24    8.284000 10.146796
25   12.008500 11.584991
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615  18.265957 15.779248
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630   9.054054 13.253233
631  11.141167 10.896295
632  19.924333 17.227174
633  13.875588 14.369268
634  15.601333 10.240992
635  14.100000 12.342081
636  14.941077 13.345615
637  15.998462 11.115906
638  17.975750 11.281429
639  12.534757 14.415799
640  15.532581 19.700000
641  18.048276 16.654421
642  18.908293 11.762159
643  15.937963 16.598546
644  17.254722 13.659305
645  26.938545 17.788194
646  17.532083 13.867665
647  25.358000 13.326548
648  16.205217 11.570052
649  10.189189 13.786293
650   8.881176  6.233541
651   5.716000  5.667903
652  16.852759 11.768501
653  16.480149 11.646660
654   9.129032 11.525710
655  19.526716 15.970244
656   8.050847 12.336805
657   7.911290 14.856312
658  16.020408  6.569753
659   7.656444  8.171748
660  20.294118 11.767351
661  28.000000 14.671968
662   8.639556  5.014883
663  10.491429 14.465046
664  15.416308  7.386954
665  14.492231  9.643538
666  23.571429 12.496719
667   8.351429 10.533013
668  16.078000 14.498203
669  13.101172  9.623719
670   2.672632  7.315569
671  20.819672  6.749371
672   8.755102 12.136204
673  11.466792 11.578878
674  11.720444 12.527760
675   8.493645 11.546909
676   7.349714  6.506668
677  17.618605 10.600592
678  24.660833 14.150762
679  27.600000 14.935363
680  15.650000  9.728951
681  13.807692 14.920052
682  11.980000 12.484962
683   4.647579  6.965842
684   4.723750 10.673803
685  24.391373 13.460598
686  25.862069 12.309917
687  21.909873  7.378941
688   6.266667  6.601664
689   4.290000  6.549933
690   7.480449 12.127244
691  10.474600  9.602365
692  10.585800 20.847818
693   8.965789  9.220743
694  13.449833  7.913362
695  23.403200 14.694951
696   7.327069  9.487085
697  14.443625 13.923190
698   8.415467  9.575942
699   7.247500 12.914333
700   5.961750 10.637127
701   6.094333 14.956541
702   5.507765  7.475100
703   8.201923 10.236368
704   4.455789  7.011157
705   9.370000 14.172072
706  13.232750 20.577607
707  16.588939 13.743007
708  15.511039 10.959744
709  10.333654 11.815107
710   8.442041 14.868247
711   6.498556 21.297499
712   7.632667 17.077405
713   8.913171  9.909856
714   7.866122  7.602208
715  14.945263 16.343367
716   6.162979 10.109341
717   7.699592  7.602208
718   3.604683  6.628892
719  18.809737 14.073225
720  13.200000  8.814022
721   7.761818  6.067662
722  11.086667  8.389135
723  11.505376 10.885395
724   8.694375  8.092138
725   7.895556  8.116803
726   5.998140  8.802013
727  10.373509  7.559052
728  21.804194 13.897041
729   2.857468  8.950034
730   7.635333  9.225497
731  13.043115 12.731835
732  20.104500  9.769856
733  12.867727  9.289144
734  14.772727 13.631571
735  12.370227 13.812183
736  18.780000 17.823456
737  25.058261 20.752741
738  12.393600 12.179187
739   6.147476 11.927266
740   5.085472 13.652804
741   4.530816  9.631608
742  18.064524 17.785193
743   3.833368  8.093296
744  11.312055 12.397662
745  23.940000 16.766416
746  35.245000 17.856364
747  17.018966 13.592112
748  21.234167 13.585886
749  16.054000 12.562554
750  11.940233 13.293581
751  15.121136 20.785051
752   4.410256 11.890526
753   8.744915  8.009962
754   8.538200 12.455450
755   4.313939  7.564563
756  17.524000 17.509212
757  14.089310 11.711395
758  13.326400 13.290192
759  11.455185 15.075897
760  20.650000 21.433856
761  12.472708 12.654170
762  15.436190 13.402656
763  10.379444 12.011830
764   2.666231  9.700335
765   4.455727  9.193326
766  10.785068 10.189225
767   9.590517  8.817066
768  11.362603 10.282550
769  11.323103  9.882122
770  18.182118 14.153806
771  13.365652 10.890392
772  15.320222 11.888438
773  19.564333 20.227009
774  15.931944 16.490952
775  18.591132 11.963896
776   7.508367  9.138672
777  12.981556 14.675663
778  16.436800 11.062290
779   8.995286 11.115767
780  22.296944 14.720063
781   9.084468 11.512411
782  10.400200 11.452900
783   5.802360  8.813487
784   4.920000  6.506414
785   9.092500  5.946986
786  17.240882 14.397167
787  17.197059 14.158677
788  11.206087 12.933665
789   8.709438 11.002095
790  12.162162 13.786293
791  13.925000 13.487109
792  14.605556  7.192225
793  11.507091  6.851349
794  23.037750  9.349352
795   9.042500  9.041458
796  10.950000 10.179817
797  10.787879 16.727832
798   9.434875 14.244250
799  11.928571 12.332141
800  16.743833 16.707989
801   8.413026 12.788945
802  18.598667 10.621125
803  21.164189 10.847072
804   4.070877 10.832923
805   5.325714 12.233427
806  13.215054 21.056962
807  12.420208 11.948578
808  17.437538 11.228679
809   6.506667 18.449123
810  13.152542 10.540231
811   9.015750  9.786255
812   9.571930  9.069253
813  17.316667 12.335417
814  11.340000 11.578878
815  13.170889 15.418740
816  19.822222 16.261108
817  27.272727 18.221192
818  12.867647 18.122348
819  11.428571 11.045401
820   8.695000 11.056118
821  14.312069 11.613437
822  12.665761 12.416118
823   5.940299  9.876228
824   5.438209  9.492950
825  13.676333 10.896295
826   9.291892 13.463334
827   8.772742 14.762589
828  16.416667 16.707989
829  13.769107 18.052049
830  15.540000 17.446866
831  16.551724 10.510529
832  19.038462 14.430929
833   7.244898 18.264235
834  12.727273 11.313338
835   8.552239 14.579758
836   8.952537 13.921821
837   6.229359 14.298766
838   7.769231 17.951776
839   2.667347 15.322098
840  10.373333 16.768022
841  11.281818 10.419558
842  10.102571 21.846784
843   3.529412 11.254841
844   3.692308 13.693178
845   7.569524 10.962779
846   7.738193 10.271915
847   7.958554 10.645644
848  16.062449 11.423918
849  18.265077 15.593999
850   5.789552  9.400678
851  13.560843 10.994373
852   6.099059 12.546726
853  16.069231 19.068342
854   7.738333  9.192055
855  25.479091 16.166371
856  12.149600 17.029597
857   8.597619  7.369275
858   6.312203  8.249869
859   6.400920  6.944887
860   8.203448  6.544908
861   6.493014 12.200440
862  12.966389 12.783072
863   5.416842  6.785095
864  11.633333  7.833761
865   6.296610  8.009962
866   9.690000  8.774411
867   9.781176 13.813973
868   8.775714  9.285457
869  10.761000  9.666121
870  16.473333 17.550957
871  16.948182 16.189077
872  13.551233 12.189758
873  14.433000 12.053751
874  14.653061 12.856780
875  23.968519 14.687971
876   9.661509  8.826733
877   9.278269 11.552056
878   6.038191 11.904800
879  18.305625 10.737372
880  12.171429 16.147020
881  10.158769  7.994892
882  14.749492 11.226088
883  14.252069 17.469470
884   8.929697 13.835760
885   8.426897  6.651620
886   8.511034  8.746784
887   9.565217 18.996818
888  16.153846 19.248237
889  14.226129 10.152880
890  15.049286  9.337004
891  14.930769 15.991485
892  15.712667 14.498203
893  18.225469 11.974605
894  22.746452 19.700000
895  12.805192 11.868678
896   7.522500 10.455454
897   7.799714 10.393307
898  17.088608 12.062125
899  16.892941 12.637124
900  16.386250 15.075724
901  27.117368 16.909681
902  19.818125 16.142428
903  10.478876 11.607381
904  17.009286  9.930238
905  14.466778 10.900733
906   9.758305  7.377350
907  11.503194 11.615522
908   9.869620 11.117125
909  12.595172  8.281311
910  12.490000  7.891173
911   5.098095 10.105882
912  17.800750 13.344778
913  17.582658 12.908431
914  16.536203 14.712078
915  13.241379  9.201104
916   8.367515 11.418812
917   8.014478 13.895968
918   2.887727  6.187850
919   4.582667  6.854441
920   4.645455  5.884740
921  11.395349 13.433216
922  11.395349 13.983943
923   2.390000 12.020927
924   6.766000  9.794770
925  11.250533  9.085139
926  12.476974 10.319906
927  18.875000 21.625928
928  21.538462 19.684463
929  20.117647 12.350877
930  18.285714 17.619731
931   8.963944 14.821644
932  18.783250 12.182166
933  25.413396 15.514084
934  15.444444  9.788114
935  12.162162 10.676570
936  11.036036 11.151745
937  10.468468 11.151745
938   5.302674 14.949768
939  18.871562 15.810478
940   8.913721 11.782924
941  25.111111 14.118452
942  19.105263 14.205085
943  15.010000 13.190789
944   6.720800 10.348459
945   5.796957 13.101974
946   6.856184 12.368927
947   9.227895 11.687354
948  12.323232 10.979166
949  11.158257  9.327386
950  15.520494  7.696222
951  20.000000 17.279427
952  19.630952 15.169981
953  19.879518 14.236214
954   9.062791 13.453482
955  17.205000 10.379747
956  23.500000 10.804968
957   8.253529 13.597626
958  20.760769 18.340609
959  21.875000 15.525331
960  17.574182 17.075195
961   5.538462  6.903663
962   7.303718  4.709673
963   7.254762 13.927025
964  20.000000 16.647545
965   9.722222 12.397146
966  13.986667 11.968124
967  12.629322 14.637840
968  13.380000  8.021639
969  11.298701 11.738112
970  13.399500 10.393745
971   7.000490  9.444168
972   4.289058  5.991540
973   6.896455  6.988206
974  16.978261 17.154259
975  20.512821 19.412352
976   7.028261  9.332916
977   9.072414  9.850683
978  11.043333 13.216689
979  10.049697 12.014187
980  18.055556 18.191755
981  10.909091  8.158333
982  18.734658  9.794501
983  19.642979  5.759543
984  18.500000 13.832809
985  14.838710 16.524034
986  14.218750 16.524137
987  12.166667 10.233554
988   6.905185  9.169207
989  15.521053 14.101120
990  23.257551 22.163382
991  19.184853 12.085024
992  13.258714 11.548948
993   9.112667 18.399693
994  18.419333 16.682051
995  18.312667 15.744414
996  16.983867 16.696518
997  10.616667 14.956541
998  10.173913 15.921435
999  20.006588 14.007270
1000  8.913043 11.158334
1001 10.405405 14.901195
1002  7.723810  7.843140
1003 18.914286 12.496719
1004 12.745098 14.856882
1005 15.217733 16.696518
1006 23.809524 16.165939
1007 12.444444 10.989478
1008 15.791000 10.889118
1009 20.520000 10.470908
1010  6.878372  8.246117
1011  8.977347 10.421670
1012 21.585631 17.699763
1013 20.253585 16.987770
1014 18.588571 11.188862
1015  6.265444 11.745477
1016  9.178158 14.541097
1017 11.321190 13.766924
1018 16.604714 11.691061
1019 16.269574 13.760700
1020 18.108108 14.757103
1021 10.368000 11.803634
1022 12.192500 10.890392
1023 11.094342 14.320889
1024  7.867931 10.858525
1025 19.915750 18.123580
1026 14.291143 11.691061
1027 16.525846 12.325367
1028 13.788235 12.085024
1029 14.369048 17.950760
1030 15.698431 16.303949
1031 14.043750 11.654350
1032 24.452200 16.907363
1033 13.620972 11.072636
1034 10.241228  9.669070
1035  9.795000  6.692608
1036 10.788167  8.915940
1037 13.599167 17.144985
1038  7.582386 11.145108
1039 20.431600 14.152378
1040 17.646909 17.188595
1041 18.137027 20.579518
1042 18.831333 11.780133
1043 16.333636 17.101576
1044  9.800000 13.789430
1045 14.090879 12.413135
1046 10.806533 12.676714
1047 10.862000 12.673767
1048  7.444490 14.978782
1049  5.887910  9.876228
1050  8.190000 14.029215
1051 18.108654 14.312570
1052 11.056512 11.380684
1053  9.966582 11.702038
1054  9.474146 10.771697
1055 11.250000 13.734204
1056 12.824714 11.577001
1057 13.594211 12.292063
1058 10.000000  8.088654
1059  9.687500 11.492636
1060 22.573231 14.394866
1061 12.713556 14.769652
1062 14.658889 14.447107
1063 16.373500 12.182166
1064  7.419778 12.047710
1065  8.269273  6.408529
1066 17.272857 11.548948
1067  9.048448  8.504326
1068 16.857500  7.456999
1069 13.056154 12.941699
1070 19.543303  9.733793
1071 10.894615  5.188490
1072 15.813053 18.103436
1073 10.724615 15.818692
1074 12.086875 13.128378
1075 21.275368 11.425248
1076  4.918696 13.729624
1077 21.356667 16.707989
1078 12.401154 16.224444
1079 33.894783 19.017138
1080 22.092000 20.071606
1081 14.199200 13.229475
1082  7.942667 14.150752

[[2]]
[1]  3.71443 22.35850


Call:
train.kknn(formula = nmqm ~ wfl + bjkat + zh, data = ., kmax = 25,     kernel = c("rectangular", "triangular", "epanechnikov", "gaussian",         "rank", "optimal"))

Type of response variable: continuous
minimal mean absolute error: 3.269084
Minimal mean squared error: 17.98443
Best kernel: triangular
Best k: 14
[[1]]
             y      yhat
1    13.865800 13.209413
2    10.522857 12.452950
3    14.644600 13.508273
4    23.548000 16.857556
5     8.586304  6.602991
6    13.677021 10.909495
7    17.011071 17.089013
8    19.710278 15.083511
9    25.840606 16.300946
10   11.534035 17.470804
11   16.504533 14.029478
12   14.602771 16.269358
13   10.550800 14.867230
14   16.670704 19.868072
15    9.164516 11.322839
16    8.739785 12.057849
17    7.507215 11.673721
18   27.060500 17.542330
19   18.482759 10.669722
20   11.024211 11.635597
21    8.414423 13.393635
22    8.230000 11.194607
23    8.456400 11.459887
24    8.284000 10.703288
25   12.008500 11.231314
26   19.650270 11.377100
27    9.989474 13.329083
28   19.444444 16.527704
29   11.370508  5.947464
30    9.500000 17.125848
31    3.535294  8.076977
32   18.392857 13.704554
33   14.146875 17.213781
34   16.363636 17.649065
35   20.564444 12.121361
36   17.197778 17.336560
37   15.246203  9.783310
38   20.089000 15.890111
39   17.336400 10.805465
40   11.232877  9.255833
41   12.896744 11.895886
42   13.281600 14.867230
43   13.869423 10.465883
44    5.317333  9.848223
45   12.556667  9.450554
46   10.540000 12.440327
47   15.376923 10.638000
48   10.110536  7.636635
49   13.004643 11.986320
50   12.854571 19.647905
51   15.108462 13.277449
52    9.848551 10.908312
53    7.581579 11.090388
54   10.340847 12.313576
55   11.420000 12.375011
56   17.208500 14.550817
57   11.764412 13.285806
58   11.970909  7.957657
59   10.000000 14.423717
60   21.035652 21.575486
61   12.338710 13.274130
62    9.649714  9.714423
63   10.735429  9.862656
64    7.732000  6.269800
65   12.668571  8.630381
66   12.721698 10.087305
67    7.346160  5.511748
68   15.820000 15.083511
69    9.335342 11.508081
70   18.270238 17.408612
71   13.769512 10.481257
72   19.039324  9.891437
73   12.266860  7.707181
74    8.404045 13.109908
75   11.284778 13.421797
76   13.277045 16.404488
77   13.693243 16.184823
78    5.813377 12.141868
79    5.006623 11.808967
80    8.674217 12.796778
81    9.500857 12.422104
82   14.112000 11.808544
83    8.164390 18.540123
84   23.106000 16.460012
85   15.350588 20.325718
86    9.956184 14.265038
87   13.790260 11.437183
88    9.405714 13.188205
89   10.427470 10.121026
90   11.047755 14.711055
91    8.857976 12.569611
92    6.685474 15.501423
93    9.365246 14.955423
94    7.134211  9.064042
95    5.003088  8.945893
96   10.717093 12.738445
97   17.848472 10.863085
98   12.782364  8.363165
99   10.460465 11.996425
100   6.822143  8.894649
101  15.926429 12.757538
102  11.796250  8.766067
103  13.308585 10.196505
104   6.182162 10.386489
105  11.049020 17.981274
106  14.523647 15.657887
107  12.159091 15.850471
108  11.351395  9.042121
109   5.915500 10.811130
110  19.550357 14.440307
111  18.411429 18.480164
112  23.253200 19.198616
113   8.745000 11.295325
114  19.285714 17.695498
115  15.864286 17.013165
116   6.378533 14.270973
117  11.322090  8.806016
118  17.033934 21.794209
119   8.481169 12.632054
120  14.595556 13.406307
121   5.200909  8.616709
122  26.430652 24.110262
123  18.963810 13.886677
124  19.978571 12.422104
125   7.366250 13.584487
126  11.337500 15.116412
127  10.967742 11.226617
128  13.922708 23.002208
129  12.971500 17.721697
130   5.982750 12.799623
131   9.682857  9.809290
132  14.919020 13.745714
133  11.542750 16.167182
134  14.514706  9.916453
135  19.635000 13.274130
136   6.370746 10.510752
137  10.150000 15.055172
138  19.840000 18.939346
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140  18.232857 14.259754
141  16.364272 19.048694
142  13.710690 10.969366
143  15.625000 16.364565
144  10.766667 13.236255
145  10.986170 16.707065
146  17.053662 12.402984
147  28.069792 20.039486
148  20.550000 19.200732
149   7.333065 11.721624
150   9.921569 10.594051
151   5.045920 12.452668
152   5.342000 11.676227
153  19.146977 15.854335
154   9.374054 14.765300
155  15.887927  8.925075
156   9.917414 11.172984
157  16.025641 11.853540
158  18.333333 16.687068
159  10.103093  9.238182
160   9.876289  8.125039
161  10.488667 17.192576
162  16.073871 22.074501
163  18.899846 14.487450
164  21.122771 11.867532
165  12.208810 12.535330
166  15.322581 14.821702
167  16.500000 15.253567
168  17.950789 15.750389
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171   9.949174  8.986502
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173   6.781488  9.386639
174  11.300000 12.217706
175  11.145161 10.558981
176  10.507097 10.409974
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179  14.607368 18.907888
180   7.393218  6.756501
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183  13.111014 12.342887
184   7.795714 14.512185
185  14.507042 14.603165
186   9.670506  9.434638
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192  17.552222 10.107731
193  20.328049 22.565698
194  14.622609 11.997639
195  19.340000 19.512647
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215  11.448444 11.420696
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228  17.746667 10.541511
229  14.470707  9.342607
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233  26.150690 19.506884
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235  25.344490 10.451443
236  28.862667 16.357099
237  16.599189 15.909441
238  10.786585 13.795086
239  19.375000 16.554767
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241  20.562609 13.647490
242  13.338090 11.222018
243  17.228571 13.835977
244   3.828889  8.768413
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246  15.416029 11.467818
247   4.408772 10.858112
248   7.027544  9.825838
249   9.264103 10.637458
250   2.971379  7.539303
251  15.615870 12.243907
252  14.439434 14.470581
253  13.622143  9.506297
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255  10.975000 10.419007
256  13.079318  7.984299
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259  20.362667 13.595404
260   7.093229  6.616699
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262  13.975500 11.650889
263  14.165312 12.478857
264  10.780814 11.356112
265  10.246857  9.714423
266  18.421053 11.052946
267  24.055185 17.614234
268  18.808974 19.579236
269  19.313684  9.946886
270  10.290833 15.702884
271  10.093953  9.103536
272  10.682750  8.147812
273   6.688036 11.823598
274   6.816964  9.009296
275  10.668082  9.927433
276   7.804878 10.784439
277  13.698630 12.823769
278   7.215190 14.117130
279   9.575625  8.681208
280  10.850638  8.771977
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282  24.049184 16.288608
283  22.822644 12.431243
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285   6.547193  8.944890
286   7.237048  6.575862
287   4.086667  9.367564
288   6.589301  5.017100
289   9.759636 11.633647
290  11.893364 10.622008
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292  14.070196 13.924052
293   5.959565 11.726450
294   5.097971 10.595105
295  18.845034 10.754689
296  15.410278 11.490533
297   1.572738  6.496642
298   8.470000 16.416494
299  10.339800 11.767223
300   8.313256  9.123263
301  10.138919 15.862997
302   9.908222 16.050389
303   9.633704 12.285011
304   5.396731 12.561758
305  10.134762 14.714561
306  23.158028 16.884721
307   7.401643  9.301596
308   3.185000 15.943695
309   4.463158  7.229602
310  10.050588  9.579960
311   8.019348 11.169605
312  10.187647  5.773195
313  18.840580 11.537059
314  14.369915  7.400066
315  11.835000  6.567114
316  13.950750  8.196048
317   8.575094 13.131524
318  17.425556  9.723670
319  28.929222 13.803687
320  18.907660 15.715181
321  18.478519 16.673369
322  11.652333 14.972843
323   8.897923  6.248709
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325  20.433906 15.393472
326  13.624211 11.210493
327  11.470556 12.081576
328  10.495862 11.881644
329  23.966552 15.210549
330  13.944746 11.546922
331  20.314262 11.232160
332  12.926383  9.005959
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345  13.731569 10.611737
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352   9.440794 14.564180
353   9.366944 14.236943
354  10.335714 13.156266
355   7.415233  9.328114
356   9.686471 15.211391
357  13.709844 16.944791
358  19.797917 16.866961
359  15.973571 17.607219
360   3.964492  7.103980
361   7.292333  9.176722
362   8.731707 10.827383
363  10.463143 14.907417
364   6.780588  6.858166
365  10.073393 17.328518
366  13.886000 11.395746
367  18.036333 19.937058
368  10.574000  9.292953
369   5.738148  6.541024
370   3.359062  8.399720
371  10.153582  8.411349
372  13.725000 10.364525
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379  12.767895 16.115576
380  15.691429 14.163195
381   3.476923 12.713483
382   9.003617  7.838648
383  10.164352  7.884080
384  12.180842  9.759380
385   5.950625 13.017487
386   8.333333  5.471021
387   9.918500  8.804952
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389  15.264933  8.336490
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393  17.697143 11.193310
394  18.438750  6.360922
395  18.452407  9.574706
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397  13.760286 15.431000
398   6.064000 14.465016
399  20.216667 18.912039
400  19.264778 10.339225
401  18.354634 10.810690
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403   4.223827 11.069438
404  11.466889 16.070535
405   7.814267  9.092408
406  12.230946 13.375792
407   5.666870  6.269604
408  23.110000 18.432262
409  12.299028 11.848836
410   7.906316  6.319534
411   7.543684  6.401852
412  20.954286  6.800930
413  11.788500 13.058964
414  16.368387 12.362569
415  10.067857  8.318374
416  12.876667  5.961039
417   6.110375  5.892498
418  10.634186 10.916931
419  17.753226 11.884046
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421  11.162941 12.868510
422  10.810645 15.055172
423  10.890312 10.034957
424   9.915474 10.569292
425  18.540778 11.201058
426  22.955758 13.202571
427   5.702125  8.536557
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430  11.186056 11.450421
431  10.143803 11.499258
432  16.835375 13.039198
433  16.471714 17.774476
434   9.522840  8.595922
435  14.128880  5.689812
436   9.236879  9.301596
437  10.840000  7.734172
438   5.123727  6.919482
439   2.455778  7.039070
440   4.213579 10.998202
441   9.306762 10.100131
442  15.001429  6.800930
443  17.272979  9.298938
444   6.294483 10.029988
445   9.412319 10.908312
446  15.676000 11.412087
447  12.131587 14.024752
448   9.074627  9.968583
449   8.051282 11.853540
450   8.293103  8.732762
451  16.379310 16.307814
452   9.333718 13.549082
453   7.731159 13.393379
454   9.769487 12.337221
455   7.042941 11.223843
456   9.037500 16.730653
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464  12.411633 13.275504
465  12.031471 10.542081
466  11.305000 11.909915
467   9.050779 13.378413
468   2.845231 10.855019
469  12.580286 18.745493
470  24.212000 18.565918
471  14.671875 16.795553
472  15.624062 16.795553
473  15.513750 17.409395
474   3.856667 11.345308
475   7.016800 10.106481
476  14.807674 10.302434
477  11.289000  9.738503
478  12.660746  8.640491
479  10.137528 11.511949
480   8.221000 16.196004
481  14.332627 13.752585
482  12.155952 17.694654
483  12.573529 12.438359
484  12.486000 19.493268
485  12.314182 17.649065
486  19.693495 10.868768
487  19.480519  7.936667
488   9.701493 10.510752
489  16.250000 13.509018
490   6.121500  8.627193
491   5.674688 14.458546
492  10.475205 10.511956
493  10.475205 10.179576
494  12.105676 14.606686
495  12.790000 13.051346
496  11.310000 16.868181
497  10.845536  8.469147
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499   7.692667 10.267594
500  15.180526  9.448078
501  11.160000 12.601142
502  16.489263 12.603291
503  16.845579 12.556081
504  15.578182  8.436460
505  11.674769 15.570272
506   7.966071 12.657424
507  17.337391 17.289945
508  19.006923 20.414010
509   9.777941 11.223843
510  12.760000 21.020136
511   9.016567  8.875682
512   7.291781 11.117396
513   6.707049  8.902399
514  11.230875  7.271362
515   5.463375  8.676439
516   4.166125  9.117679
517  12.050238 18.035153
518  13.495667 19.493268
519   7.768250  9.936818
520  10.778864 16.995924
521  13.134368 11.089486
522   9.920575 12.218128
523   9.312333 12.270144
524  16.629434 12.387274
525   5.010909  9.444149
526  14.246400 12.885827
527   9.643846 10.777552
528   8.575000 10.638000
529  12.511346 11.054745
530  12.028269 12.142083
531  13.677429 12.268016
532  18.776250 17.213781
533   4.513659  8.528469
534   4.722000  9.675439
535  20.851136 14.562302
536  13.808462 14.177238
537  19.784783 10.939697
538  12.605978 11.661769
539  10.005362  9.908025
540  13.473043 15.800426
541   9.528000 16.857556
542  13.686857 18.676038
543   2.858673 10.427192
544  16.641111 17.279578
545   6.748929  8.973005
546  18.348727 19.188329
547  20.545455 16.830519
548  16.820000 19.188329
549  17.989818 18.745948
550  15.587600 11.773014
551   4.871000 14.584151
552  21.898148 17.282466
553  23.042000 12.303956
554  13.509655 16.990691
555   8.604103 13.591268
556  19.102615 13.772860
557  15.929286 13.516431
558  14.919365 12.987028
559  14.390732 10.699443
560  12.524717 14.285208
561   7.924889 11.201058
562  11.626600 13.548501
563  13.903700 11.314976
564  11.700727  9.801270
565  15.901639 12.689660
566  20.625000 16.089320
567  11.790000 13.351578
568  15.090283 14.530450
569   4.205057  7.857648
570   6.896437  6.595473
571  12.097593 17.481311
572   8.952667 17.721697
573  12.673913 14.785551
574   8.221222 12.681944
575  16.953333 19.969521
576  14.668462 14.217538
577  24.542286 17.599753
578  12.999327 12.277350
579   8.142857 12.328606
580   9.291538 12.561758
581  15.701882 10.396739
582   8.824348 14.479471
583  14.730444 16.234360
584   8.836842 14.373732
585  13.780556 12.548922
586  14.878049 10.721391
587  15.970727 13.752585
588  14.627586 16.178002
589   5.448276 18.215393
590   3.842875  8.108479
591   6.777632  9.640210
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595   9.167500 11.058022
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599  10.262500  9.070803
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601   8.377195 10.047834
602   9.562237 11.295298
603  17.041667 22.601040
604  21.960784 18.372752
605  18.520588 21.920390
606  16.331333 11.058022
607  10.714286 13.071416
608   6.747917  9.550128
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610  17.004688 16.494475
611   9.352857 16.433885
612   8.831842  9.043888
613  10.871300 11.672830
614  15.407500 18.564576
615  18.265957 14.006262
616   9.173333 14.270973
617  12.788714  9.564741
618  10.633636  8.475350
619  20.560727 17.649065
620  18.610000 16.654045
621  15.094340  9.190683
622   7.560000 10.106481
623   6.915309 11.613185
624  12.758036 10.309281
625   8.444643  9.679334
626   6.758148 10.118743
627   5.933689 15.220297
628   5.187037 10.977302
629   8.353462 13.959907
630   9.054054 13.087593
631  11.141167 10.503117
632  19.924333 17.397662
633  13.875588 14.902955
634  15.601333  9.822785
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636  14.941077 13.685884
637  15.998462 14.011821
638  17.975750 11.272887
639  12.534757 15.552325
640  15.532581 21.374988
641  18.048276 16.033086
642  18.908293 10.481257
643  15.937963 17.336560
644  17.254722 13.745901
645  26.938545 16.830519
646  17.532083 13.605357
647  25.358000 14.013103
648  16.205217  9.507028
649  10.189189 14.606686
650   8.881176  5.105510
651   5.716000  8.773998
652  16.852759 11.814176
653  16.480149 11.674199
654   9.129032 14.095493
655  19.526716 16.667266
656   8.050847 12.550735
657   7.911290 14.856312
658  16.020408  6.415940
659   7.656444  8.006075
660  20.294118 12.546996
661  28.000000 13.089688
662   8.639556  4.889650
663  10.491429 14.198260
664  15.416308  9.193945
665  14.492231  8.974361
666  23.571429 12.328606
667   8.351429 10.909692
668  16.078000 14.611042
669  13.101172  9.623719
670   2.672632  7.161722
671  20.819672  6.749371
672   8.755102 11.155970
673  11.466792 14.287591
674  11.720444 16.416494
675   8.493645 12.011849
676   7.349714  6.489547
677  17.618605 10.633695
678  24.660833 12.565554
679  27.600000 14.935363
680  15.650000 10.292054
681  13.807692 15.486770
682  11.980000 12.884114
683   4.647579  7.310565
684   4.723750 10.781813
685  24.391373 13.470835
686  25.862069 11.281226
687  21.909873  7.976213
688   6.266667  7.283060
689   4.290000  6.519738
690   7.480449 10.843294
691  10.474600  9.813712
692  10.585800 21.472212
693   8.965789  8.538203
694  13.449833  8.607295
695  23.403200 13.756014
696   7.327069 10.029988
697  14.443625 12.414795
698   8.415467  8.463717
699   7.247500 12.806409
700   5.961750 10.723301
701   6.094333 14.510814
702   5.507765  6.959945
703   8.201923  8.821310
704   4.455789  6.775299
705   9.370000 12.240948
706  13.232750 21.709463
707  16.588939 15.426276
708  15.511039 10.418337
709  10.333654 11.557560
710   8.442041 14.335674
711   6.498556 21.473141
712   7.632667 16.632363
713   8.913171 11.820022
714   7.866122  9.087334
715  14.945263 15.171527
716   6.162979  9.762247
717   7.699592  9.270779
718   3.604683  6.086037
719  18.809737 14.293324
720  13.200000  9.491083
721   7.761818  5.793570
722  11.086667  8.625250
723  11.505376 11.052071
724   8.694375  8.376839
725   7.895556  7.981242
726   5.998140  7.268279
727  10.373509  8.713364
728  21.804194 13.977213
729   2.857468  8.236493
730   7.635333  8.991813
731  13.043115 13.122930
732  20.104500 10.503117
733  12.867727 10.168175
734  14.772727 13.870230
735  12.370227 13.071895
736  18.780000 17.542240
737  25.058261 19.998768
738  12.393600 11.642429
739   6.147476 11.738293
740   5.085472 13.964641
741   4.530816  9.087334
742  18.064524 17.116689
743   3.833368  6.905044
744  11.312055 11.967249
745  23.940000 16.854743
746  35.245000 17.158805
747  17.018966 14.300885
748  21.234167 13.276862
749  16.054000 11.136109
750  11.940233 13.854245
751  15.121136 19.918856
752   4.410256  7.970199
753   8.744915  7.886503
754   8.538200 12.364126
755   4.313939  7.115211
756  17.524000 17.695498
757  14.089310 12.244544
758  13.326400 12.366286
759  11.455185 16.192885
760  20.650000 19.998768
761  12.472708 12.455144
762  15.436190 13.946837
763  10.379444 12.011830
764   2.666231  8.109391
765   4.455727  9.266781
766  10.785068 10.719548
767   9.590517  9.909768
768  11.362603  9.705359
769  11.323103  9.917147
770  18.182118 13.630215
771  13.365652 11.282705
772  15.320222 11.377293
773  19.564333 19.969521
774  15.931944 16.416564
775  18.591132 13.131524
776   7.508367  9.642147
777  12.981556 12.121361
778  16.436800 10.379249
779   8.995286 10.310846
780  22.296944 16.146847
781   9.084468 11.331118
782  10.400200 11.602338
783   5.802360  8.119760
784   4.920000  8.376839
785   9.092500  5.730290
786  17.240882 14.446489
787  17.197059 13.807106
788  11.206087 13.597716
789   8.709438 11.505394
790  12.162162 11.377100
791  13.925000 14.606686
792  14.605556  7.394185
793  11.507091  7.111118
794  23.037750  9.168144
795   9.042500  8.973005
796  10.950000 10.909182
797  10.787879 17.180506
798   9.434875 14.143045
799  11.928571 13.071416
800  16.743833 16.460012
801   8.413026 13.330623
802  18.598667 10.896276
803  21.164189 10.466726
804   4.070877  9.379013
805   5.325714 11.189111
806  13.215054 16.947043
807  12.420208 13.584487
808  17.437538 11.608434
809   6.506667 18.755082
810  13.152542 12.782688
811   9.015750  9.743716
812   9.571930 10.591350
813  17.316667 13.142299
814  11.340000 12.387274
815  13.170889 14.505174
816  19.822222 16.681467
817  27.272727 18.221192
818  12.867647 18.376839
819  11.428571 11.035047
820   8.695000 10.083624
821  14.312069 12.152840
822  12.665761  9.507028
823   5.940299  8.367327
824   5.438209  8.964832
825  13.676333 11.345308
826   9.291892 13.567260
827   8.772742 12.932017
828  16.416667 17.729486
829  13.769107 17.853260
830  15.540000 15.943918
831  16.551724 11.024076
832  19.038462 14.757838
833   7.244898 15.354406
834  12.727273 11.313338
835   8.552239 14.013805
836   8.952537 14.403315
837   6.229359 13.152835
838   7.769231 17.678393
839   2.667347 16.104084
840  10.373333 16.048700
841  11.281818  9.327812
842  10.102571 22.328505
843   3.529412  9.916453
844   3.692308 14.116299
845   7.569524 11.865169
846   7.738193 10.211367
847   7.958554 10.050920
848  16.062449 11.423918
849  18.265077 17.678393
850   5.789552  9.968583
851  13.560843 11.273170
852   6.099059 13.283982
853  16.069231 19.679083
854   7.738333  9.675439
855  25.479091 16.868181
856  12.149600 17.577332
857   8.597619  8.939538
858   6.312203  5.947464
859   6.400920  6.944887
860   8.203448  6.849110
861   6.493014 12.225282
862  12.966389 12.465265
863   5.416842  7.077631
864  11.633333  6.607700
865   6.296610  8.341509
866   9.690000  9.176722
867   9.781176 14.988256
868   8.775714 12.074205
869  10.761000  9.409642
870  16.473333 17.420549
871  16.948182 14.421434
872  13.551233 10.719548
873  14.433000 12.417931
874  14.653061 15.693367
875  23.968519 13.812601
876   9.661509  9.058054
877   9.278269 11.837729
878   6.038191 12.269543
879  18.305625 11.032756
880  12.171429 15.982996
881  10.158769  8.703660
882  14.749492 12.313576
883  14.252069 17.201584
884   8.929697  8.541383
885   8.426897  5.961039
886   8.511034 10.242343
887   9.565217 19.137768
888  16.153846 18.936057
889  14.226129 10.558981
890  15.049286  9.373144
891  14.930769 15.127761
892  15.712667 14.542380
893  18.225469 11.942185
894  22.746452 19.191439
895  12.805192 11.711398
896   7.522500 10.173543
897   7.799714  8.733292
898  17.088608 12.970645
899  16.892941 11.890677
900  16.386250 14.873986
901  27.117368 18.485994
902  19.818125 18.376839
903  10.478876 10.632492
904  17.009286 10.501615
905  14.466778 10.304474
906   9.758305  7.162483
907  11.503194 12.326860
908   9.869620 11.933395
909  12.595172  8.360582
910  12.490000  8.065582
911   5.098095 10.105882
912  17.800750 13.462945
913  17.582658 12.177331
914  16.536203 14.117130
915  13.241379  9.017781
916   8.367515 12.923074
917   8.014478 11.732473
918   2.887727  6.133373
919   4.582667  6.351533
920   4.645455  6.152807
921  11.395349 13.292663
922  11.395349 16.235735
923   2.390000 11.460862
924   6.766000 10.074775
925  11.250533  8.463717
926  12.476974 11.365953
927  18.875000 22.583201
928  21.538462 19.256207
929  20.117647 12.257015
930  18.285714 17.619731
931   8.963944 13.080963
932  18.783250 11.231314
933  25.413396 15.512319
934  15.444444 10.414534
935  12.162162 10.683522
936  11.036036 10.999916
937  10.468468 10.871853
938   5.302674 15.407008
939  18.871562 16.364565
940   8.913721 11.757128
941  25.111111 14.120334
942  19.105263 13.827814
943  15.010000 12.227336
944   6.720800 10.215915
945   5.796957 12.208607
946   6.856184 13.330623
947   9.227895 13.330623
948  12.323232 11.427071
949  11.158257  9.905961
950  15.520494  8.067807
951  20.000000 17.669087
952  19.630952 14.243890
953  19.879518 14.027877
954   9.062791 13.145456
955  17.205000 10.668817
956  23.500000 11.295325
957   8.253529 12.884114
958  20.760769 18.252531
959  21.875000 15.563194
960  17.574182 16.012210
961   5.538462  6.786479
962   7.303718  7.496927
963   7.254762 13.946837
964  20.000000 17.279578
965   9.722222 12.806409
966  13.986667 12.474682
967  12.629322 14.357249
968  13.380000  6.831517
969  11.298701 11.686642
970  13.399500 10.393745
971   7.000490 10.230815
972   4.289058  5.949444
973   6.896455  5.793570
974  16.978261 19.137768
975  20.512821 19.483931
976   7.028261 10.591350
977   9.072414 10.581749
978  11.043333 13.743156
979  10.049697 12.014187
980  18.055556 18.191755
981  10.909091  7.479047
982  18.734658  9.854842
983  19.642979  5.528240
984  18.500000 13.605357
985  14.838710 13.977213
986  14.218750 15.606833
987  12.166667 10.286730
988   6.905185  7.749563
989  15.521053 16.115576
990  23.257551 19.821091
991  19.184853 11.467818
992  13.258714 12.422104
993   9.112667 18.939031
994  18.419333 17.168164
995  18.312667 17.536571
996  16.983867 13.756014
997  10.616667 14.510814
998  10.173913 18.539604
999  20.006588 14.956281
1000  8.913043 13.308542
1001 10.405405 14.025904
1002  7.723810 10.413447
1003 18.914286 12.506655
1004 12.745098 14.856882
1005 15.217733 18.097598
1006 23.809524 16.744720
1007 12.444444 10.914300
1008 15.791000 10.702969
1009 20.520000 10.778933
1010  6.878372  9.094098
1011  8.977347  9.086670
1012 21.585631 17.825052
1013 20.253585 16.253350
1014 18.588571 10.574096
1015  6.265444 16.416494
1016  9.178158 13.469865
1017 11.321190 12.542918
1018 16.604714 11.713358
1019 16.269574 13.752812
1020 18.108108 15.425536
1021 10.368000 11.351716
1022 12.192500 11.694895
1023 11.094342 13.668049
1024  7.867931  9.654237
1025 19.915750 18.841619
1026 14.291143 11.753361
1027 16.525846 12.418513
1028 13.788235 12.156685
1029 14.369048 17.598014
1030 15.698431 15.910116
1031 14.043750 11.381352
1032 24.452200 16.550484
1033 13.620972 12.868019
1034 10.241228  9.202800
1035  9.795000  9.117679
1036 10.788167  9.496749
1037 13.599167 17.144985
1038  7.582386  8.746295
1039 20.431600 14.946799
1040 17.646909 16.868296
1041 18.137027 21.243051
1042 18.831333 11.800567
1043 16.333636 17.377839
1044  9.800000 13.880381
1045 14.090879 12.396977
1046 10.806533 12.242715
1047 10.862000 12.605582
1048  7.444490 14.163195
1049  5.887910  9.511518
1050  8.190000 16.235735
1051 18.108654 15.024378
1052 11.056512 11.757128
1053  9.966582 11.479500
1054  9.474146 10.268333
1055 11.250000 13.451170
1056 12.824714 12.324354
1057 13.594211 12.406181
1058 10.000000  8.592481
1059  9.687500 13.300396
1060 22.573231 14.774683
1061 12.713556 14.953067
1062 14.658889 14.542380
1063 16.373500 11.976181
1064  7.419778 12.233323
1065  8.269273  6.496260
1066 17.272857 11.003953
1067  9.048448  8.495976
1068 16.857500  8.362247
1069 13.056154 13.672378
1070 19.543303  9.897324
1071 10.894615  4.935956
1072 15.813053 18.103436
1073 10.724615 15.658144
1074 12.086875 13.128378
1075 21.275368 11.182370
1076  4.918696 13.762242
1077 21.356667 17.277224
1078 12.401154 15.024378
1079 33.894783 19.257954
1080 22.092000 19.454568
1081 14.199200 13.340384
1082  7.942667 14.039399

[[2]]
[1]  3.738391 22.663719


Call:
kknn(formula = Species ~ ., train = iris.learn, test = iris.valid,     distance = 1, kernel = "triangular")

Response: "nominal"

Call:
kknn(formula = Species ~ ., train = iris.learn, test = iris.valid,     distance = 1, kernel = "triangular")

Response: "nominal"

Call:
kknn(formula = Species ~ ., train = ., test = iris.valid, distance = 1,     kernel = "triangular")

Response: "nominal"

intubate documentation built on May 2, 2019, 2:46 p.m.

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