R_with_Joanna

R with Joanna

Installing relevant packages

library(reshape2)
library(ggplot2)
library(grid)
library(gridExtra)
library(plyr)
library(dplyr)

Attaching package: 'dplyr'

The following objects are masked from 'package:plyr':

    arrange, count, desc, failwith, id, mutate, rename, summarise,
    summarize

The following object is masked from 'package:gridExtra':

    combine

The following objects are masked from 'package:stats':

    filter, lag

The following objects are masked from 'package:base':

    intersect, setdiff, setequal, union

library(cowplot)
library(stats)
library(vegan)

Loading required package: permute

Loading required package: lattice

library(RColorBrewer)
library(tidyverse)

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ lubridate 1.9.4     ✔ tibble    3.2.1
✔ purrr     1.0.2     ✔ tidyr     1.3.1
✔ readr     2.1.5     

── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::arrange()   masks plyr::arrange()
✖ dplyr::combine()   masks gridExtra::combine()
✖ purrr::compact()   masks plyr::compact()
✖ dplyr::count()     masks plyr::count()
✖ dplyr::desc()      masks plyr::desc()
✖ dplyr::failwith()  masks plyr::failwith()
✖ dplyr::filter()    masks stats::filter()
✖ dplyr::id()        masks plyr::id()
✖ dplyr::lag()       masks stats::lag()
✖ dplyr::mutate()    masks plyr::mutate()
✖ dplyr::rename()    masks plyr::rename()
✖ lubridate::stamp() masks cowplot::stamp()
✖ dplyr::summarise() masks plyr::summarise()
✖ dplyr::summarize() masks plyr::summarize()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

library(ggpubr)

Attaching package: 'ggpubr'

The following object is masked from 'package:cowplot':

    get_legend

The following object is masked from 'package:plyr':

    mutate

library(rstatix)

Attaching package: 'rstatix'

The following objects are masked from 'package:plyr':

    desc, mutate

The following object is masked from 'package:stats':

    filter

library(epiDisplay)

Loading required package: foreign
Loading required package: survival
Loading required package: MASS

Attaching package: 'MASS'

The following object is masked from 'package:rstatix':

    select

The following object is masked from 'package:dplyr':

    select

Loading required package: nnet

Attaching package: 'epiDisplay'

The following object is masked from 'package:lattice':

    dotplot

The following object is masked from 'package:ggplot2':

    alpha

library(FSAdata)

## FSAdata v0.4.1. See ?FSAdata to find data for specific fisheries analyses.

library(FSA)

Registered S3 methods overwritten by 'FSA':
  method       from
  confint.boot car 
  hist.boot    car 
## FSA v0.9.6. See citation('FSA') if used in publication.
## Run fishR() for related website and fishR('IFAR') for related book.

Attaching package: 'FSA'

The following object is masked from 'package:plyr':

    mapvalues

library(rstatix)
library(ggpubr)
library(car)

Loading required package: carData

Attaching package: 'car'

The following object is masked from 'package:FSA':

    bootCase

The following object is masked from 'package:purrr':

    some

The following object is masked from 'package:dplyr':

    recode

library("viridis") 

Loading required package: viridisLite

library(sizeMat)

Exploring data

# Reading in data
Data <- read.csv(
  "https://docs.google.com/spreadsheets/d/e/2PACX-1vTixmKuqd4s9lHiH4rAUPTAAUoWimcqzgMe0ccfQgq-JDV5b7YSQNslof9FLrQDiMf2pdCECm93whlv/pub?output=csv"
)

# Exploring data
str(Data)

'data.frame':   1206 obs. of  13 variables:
 $ Species : chr  "Scomber colias" "Scomber colias" "Scomber colias" "Scomber colias" ...
 $ Year    : int  2002 2002 2002 2002 2002 2002 2002 2002 2002 2002 ...
 $ Month   : int  2 2 2 2 2 2 2 2 2 2 ...
 $ TL_mm   : int  290 300 250 280 270 280 290 280 270 240 ...
 $ TW_g    : num  199 220 124 186 164 ...
 $ EW_g    : num  148 182 101 152 132 ...
 $ GW_g    : num  7.73 8.57 6.21 11.72 13.12 ...
 $ Sex     : chr  "F" "F" "M" "F" ...
 $ MS      : int  3 3 3 3 3 3 3 3 3 3 ...
 $ GSI     : num  5.22 4.72 6.15 7.72 9.98 ...
 $ TL_class: int  29 30 25 28 27 28 29 28 27 24 ...
 $ LN_TL   : num  5.67 5.7 5.52 5.63 5.6 ...
 $ LN_TW   : num  5.29 5.39 4.82 5.22 5.1 ...

# Change objects
Data$Year <- as.factor(Data$Year)
Data[3:7] <- lapply(Data[3:7], as.numeric)
Data$Sex <- as.factor(Data$Sex)
Data$MS <- as.factor(Data$MS)
Data[10:13]

              GSI TL_class    LN_TL    LN_TW
1     5.219446320       29 5.669881 5.292802
2     4.719162996       30 5.703782 5.394990
3     6.154608523       25 5.521461 4.816241
4     7.715602370       28 5.634790 5.223594
5     9.977186312       27 5.598422 5.096813
6     5.060670949       28 5.634790 5.131672
7    10.779301750       29 5.669881 5.307773
8     8.007590133       28 5.634790 5.264761
9     5.586053412       27 5.598422 5.090062
10    7.650862069       24 5.480639 4.766438
11   10.843222990       28 5.634790 5.319590
12    5.379746835       25 5.521461 4.908233
13   14.572342130       26 5.560682 5.082025
14    5.680963130       26 5.560682 5.083266
15    9.788110653       28 5.634790 5.346631
16    4.325626204       25 5.521461 4.841822
17    8.952164009       27 5.598422 5.091908
18   17.681854520       26 5.560682 5.101694
19    4.971796938       26 5.560682 5.007965
20    5.876225490       29 5.669881 5.295313
21    9.459459459       26 5.560682 4.993150
22    9.893730074       24 5.480639 4.793308
23    4.421534937       23 5.438079 4.692265
24   11.049586780       26 5.560682 5.025195
25    9.361393324       27 5.598422 5.150977
26    3.413848631       26 5.560682 5.073297
27    8.060085837       26 5.560682 4.980863
28    1.998001998       24 5.480639 4.806477
29    4.486049927       27 5.598422 5.126342
30    7.106598985       26 5.560682 5.023881
31    9.944512947       28 5.634790 5.322034
32    6.383136095       27 5.598422 5.120386
33    8.565279770       27 5.598422 5.150397
34    5.523698069       28 5.634790 5.337057
35   12.201027150       27 5.598422 5.202357
36    9.659239843       28 5.634790 5.247550
37   12.007540060       24 5.480639 4.897093
38    7.970897332       26 5.560682 5.039547
39   11.652719670       27 5.598422 5.208393
40    8.248914616       26 5.560682 5.145749
41    9.361702128       27 5.598422 5.168778
42    9.262295082       26 5.560682 5.032397
43   10.280373830       26 5.560682 5.011968
44   12.181303120       27 5.598422 5.190732
45    7.448789572       24 5.480639 4.895598
46   18.717616580       27 5.598422 5.331752
47    9.326744904       29 5.669881 5.316157
48   10.056214870       29 5.669881 5.321545
49    6.062500000       28 5.634790 5.266827
50    9.202012940       29 5.669881 5.340898
51   10.030211480       36 5.886104 6.060291
52   11.506746630       34 5.828946 5.910526
53    9.288299156       33 5.799093 5.834518
54    6.954887218       32 5.768321 5.682559
55    7.270185250       34 5.828946 5.872118
56   11.183387540       38 5.940171 6.366986
57    3.508771930       36 5.886104 6.093118
58   10.363726960       31 5.736572 5.652840
59    9.444048468       33 5.799093 5.930387
60    6.198960653       33 5.799093 5.804231
61   13.254392670       33 5.799093 5.865334
62    8.536585366       33 5.799093 5.887769
63    6.778606965       35 5.857933 6.129486
64   11.672683510       32 5.768321 5.770506
65    5.919312169       35 5.857933 6.063087
66    5.603563474       31 5.736572 5.614951
67    5.802662490       33 5.799093 5.772064
68    3.411693791       29 5.669881 5.307773
69    4.540880503       35 5.857933 6.094698
70    6.140350877       32 5.768321 5.339459
71    9.409090909       38 5.940171 6.359055
72    3.270202020       22 5.393628 4.568506
73    7.723364486       33 5.799093 5.975081
74    7.410501193       33 5.799093 5.753207
75    8.959790210       32 5.768321 5.687314
76    6.658878505       32 5.768321 5.646859
77   11.108230720       34 5.828946 5.947513
78   10.950098670       37 5.913503 6.187648
79   10.951313260       34 5.828946 5.983432
80    3.161998267       23 5.438079 4.444532
81    3.745704467       24 5.480639 4.665042
82    2.266839378       20 5.298317 4.075501
83    3.042186572       29 5.669881 5.223809
84    3.114668523       27 5.598422 4.928774
85    7.369091198       22 5.393628 4.359014
86    3.238512035       22 5.393628 4.436515
87    7.307082452       23 5.438079 4.543614
88    5.028747604       32 5.768321 5.711618
89    8.606501632       35 5.857933 6.011488
90   11.400929120       32 5.768321 5.704149
91    5.678865712       34 5.828946 5.844240
92    5.435558729       32 5.768321 5.660562
93    5.127186010       33 5.799093 5.846786
94    5.880242386       33 5.799093 5.755426
95    5.618020645       33 5.799093 5.795936
96   13.892768470       32 5.768321 5.827268
97    8.145063062       32 5.768321 5.784563
98    5.696034070       34 5.828946 5.953087
99    7.733069559       34 5.828946 5.871272
100   4.642939757       33 5.799093 5.928951
101   4.860694385       32 5.768321 5.671190
102   8.408384152       32 5.768321 5.747863
103   5.302497687       33 5.799093 5.834869
104   4.845411418       34 5.828946 5.957209
105   7.960322040       36 5.886104 6.181465
106   5.188551012       33 5.799093 5.784041
107   6.219019045       35 5.857933 5.961907
108   3.978102190       31 5.736572 5.626577
109   5.101930752       33 5.799093 5.888933
110  10.209817640       35 5.857933 5.962782
111   5.000816593       35 5.857933 5.994983
112   6.138521289       33 5.799093 5.868562
113   9.966222098       33 5.799093 5.971976
114   8.584384997       34 5.828946 5.949183
115   4.856832186       37 5.913503 6.101999
116   6.618498264       33 5.799093 5.754729
117   4.967918175       34 5.828946 5.944347
118   5.850318344       33 5.799093 5.748246
119   4.551616481       33 5.799093 5.737153
120   5.098920863       32 5.768321 5.628376
121  10.265027850       34 5.828946 5.984641
122   2.452981728       32 5.768321 5.611448
123  10.162335540       33 5.799093 5.610424
124   5.875671661       33 5.799093 5.732240
125  17.232724140       35 5.857933 6.005713
126   8.563829787       35 5.857933 5.955993
127   5.880527006       31 5.736572 5.670570
128   7.344430359       37 5.913503 6.227781
129   5.575078703       33 5.799093 5.807331
130   3.956809474       27 5.598422 5.154909
131   3.619389587       28 5.634790 5.148250
132   4.068652196       24 5.480639 4.802216
133   9.394205443       22 5.393628 4.611947
134   2.644013270       25 5.521461 4.784236
135   3.950890260       29 5.669881 5.384679
136   6.637536413       23 5.438079 4.768818
137  11.694357490       26 5.560682 4.952724
138   7.170304963       26 5.560682 5.025721
139   6.118083286       27 5.598422 5.158020
140   4.687500000       29 5.669881 5.259784
141   7.923941472       28 5.634790 5.182064
142   6.679495934       28 5.634790 5.291393
143   4.202822791       24 5.480639 4.751519
144  13.889670700       28 5.634790 5.247077
145   3.631663179       23 5.438079 4.577285
146   4.256139900       23 5.438079 4.553561
147   8.900176678       24 5.480639 4.710341
148  10.748145090       25 5.521461 4.820523
149   3.743196712       24 5.480639 4.702206
150   2.750415761       23 5.438079 4.513713
151   5.098331625       25 5.521461 4.854917
152  12.411100260       27 5.598422 5.260252
153   4.418907712       29 5.669881 5.335661
154   4.183963295       30 5.703782 5.444018
155   8.970138726       23 5.438079 4.674510
156  11.542270640       25 5.521461 4.947624
157   1.901016060       24 5.480639 4.699571
158   2.318939913       24 5.480639 4.678142
159   3.025718608       27 5.598422 5.181896
160   6.271319864       22 5.393628 4.545314
161   6.189038551       24 5.480639 4.683242
162   7.956262779       25 5.521461 4.909341
163   4.397638142       26 5.560682 4.936055
164   6.706418800       27 5.598422 5.218841
165  18.178429420       23 5.438079 4.612444
166   3.095147115       25 5.521461 4.903199
167  15.186786390       23 5.438079 4.683427
168   1.768698156       27 5.598422 5.205324
169   7.717569787       28 5.634790 5.267961
170   5.747657384       28 5.634790 5.258484
171   3.301529608       21 5.347108 4.409034
172   3.748875337       31 5.736572 5.568421
173   4.008264463       25 5.521461 4.768054
174   4.563841013       26 5.560682 4.937276
175   5.917249772       27 5.598422 5.150397
176   7.864680323       29 5.669881 5.306583
177   5.369383092       26 5.560682 5.092584
178   4.457890837       23 5.438079 4.590868
179  11.834266920       25 5.521461 4.971340
180   4.809426476       24 5.480639 4.702478
181   5.396784894       23 5.438079 4.571613
182   6.337869756       29 5.669881 5.391216
183   4.719378993       28 5.634790 5.181615
184   5.544072051       27 5.598422 5.119729
185   8.729059075       23 5.438079 4.607767
186   6.756365741       27 5.598422 5.127826
187   8.549309997       24 5.480639 4.728538
188   4.179860671       26 5.560682 5.034677
189  11.310693240       29 5.669881 5.429696
190   6.890266132       23 5.438079 4.630350
191   9.136299277       27 5.598422 5.157502
192   8.476949591       23 5.438079 4.760206
193   7.935536516       24 5.480639 4.814215
194   8.285857071       24 5.480639 4.831668
195   8.150912943       24 5.480639 4.814458
196   4.711320143       27 5.598422 5.049984
197   3.007945516       23 5.438079 4.512507
198   8.474921152       25 5.521461 4.922314
199   6.037735849       22 5.393628 4.442416
200   5.777989260       28 5.634790 5.197557
201   9.190917466       30 5.703782 5.504925
202   5.198725474       26 5.560682 4.976527
203   3.608416003       24 5.480639 4.722153
204   7.767352265       29 5.669881 5.289378
205   2.363786786       24 5.480639 4.637637
206   4.895104895       23 5.438079 4.599655
207   9.460894967       28 5.634790 5.242276
208   8.077869770       28 5.634790 5.114815
209   4.134078212       27 5.598422 4.957586
210   6.014709888       30 5.703782 5.447857
211   6.710870851       31 5.736572 5.689717
212  10.035347040       33 5.799093 5.982979
213   4.817193676       35 5.857933 6.081602
214   6.727419866       33 5.799093 5.862437
215   7.560612217       36 5.886104 6.137921
216   6.031334668       34 5.828946 6.030926
217   1.990490535       34 5.828946 6.033973
218   4.975391869       31 5.736572 5.718868
219   6.408779676       34 5.828946 5.951840
220   5.241647746       33 5.799093 6.013642
221   3.056157581       36 5.886104 6.093209
222   2.108280005       33 5.799093 5.731916
223   1.691714533       32 5.768321 5.793928
224   2.544432007       35 5.857933 6.082721
225   7.827306627       33 5.799093 5.908708
226  11.680911680       29 5.669881 5.474705
227   6.165384615       32 5.768321 5.776382
228   0.863072424       35 5.857933 6.014131
229   5.211744619       34 5.828946 6.074035
230   2.100919594       37 5.913503 6.332356
231   0.305406832       33 5.802118 5.752890
232   0.294813467       33 5.808142 5.749743
233   0.755287009       32 5.783825 5.688973
234   0.152192524       34 5.834811 5.925378
235   0.835766791       32 5.771441 5.661710
236   0.412048878       32 5.786897 5.739439
237   0.220068860       34 5.834811 5.841078
238   0.700752660       34 5.828946 5.833113
239   0.739749452       33 5.799093 5.754222
240   0.239168111       33 5.811141 5.813294
241   1.684770561       31 5.743003 5.587773
242   0.202422432       34 5.840642 5.900828
243   0.291056345       33 5.820083 5.908599
244   0.704794068       30 5.717028 5.463323
245   0.290138260       34 5.849325 6.000226
246   0.213447172       34 5.837730 5.899130
247   0.780123802       36 5.891644 6.042324
248   0.239072399       32 5.774552 5.689886
249   0.274061813       35 5.877736 6.089725
250   0.212675457       35 5.872118 6.021509
251   0.265490181       32 5.789960 5.701847
252   0.559681791       34 5.828946 5.819578
253   0.698227576       33 5.802118 5.735475
254   0.751366120       32 5.783825 5.802662
255   0.632155109       33 5.802118 5.843168
256   0.608331975       29 5.686975 5.276378
257   0.613286443       31 5.746203 5.585712
258   0.306966525       34 5.843544 5.898883
259   0.655737705       33 5.823046 5.897648
260   0.281263522       35 5.857933 5.938617
261   0.252812990       33 5.814131 5.772655
262   0.509259259       32 5.768321 5.653822
263   0.500018249       32 5.786897 5.761926
264   0.609089916       35 5.863631 6.063553
265   0.620159312       35 5.877736 6.061434
266   0.206085976       34 5.843544 5.833113
267   0.195280716       34 5.837730 5.893934
268   0.716998682       32 5.768321 5.711718
269   0.324545636       31 5.752573 5.471388
270   0.277045295       35 5.857933 5.954048
271   0.613840850       34 5.849325 5.899377
272   0.316480734       33 5.799093 5.678704
273   0.245768606       37 5.918894 6.221623
274   0.939814985       32 5.786897 5.752573
275   0.813819338       34 5.831882 5.936454
276   0.289563644       31 5.765191 5.680173
277   0.172110868       32 5.796058 5.779323
278   0.712620713       34 5.843544 5.871301
279   0.674985406       33 5.799093 5.795358
280   0.235849057       32 5.777652 5.648622
281   0.247070715       33 5.814131 5.790877
282   0.604370060       31 5.752573 5.649045
283   0.378913781       35 5.857933 5.862608
284   0.253826055       32 5.783825 5.741431
285   0.635196112       33 5.805135 5.817914
286   0.879272871       34 5.828946 5.871695
287   0.159367841       34 5.834811 5.869749
288   0.209411185       32 5.789960 5.695985
289   0.171237126       37 5.921578 6.176428
290   0.574258847       33 5.808142 5.778148
291   0.571907329       32 5.796058 5.783364
292   0.577626597       34 5.837730 5.891174
293   0.738338394       33 5.814131 5.831120
294   0.172041757       34 5.846439 5.966403
295   0.164663264       34 5.837730 5.854556
296   0.595502926       35 5.863631 5.964941
297   0.230453225       34 5.837730 5.843747
298   0.164554303       33 5.802118 5.811231
299   0.592804579       33 5.805135 5.848691
300   0.122308129       32 5.774552 5.622464
301   0.586778822       33 5.805135 5.848143
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1063  0.677169707       31 5.752573 5.639173
1064  0.081583814       31 5.743003 5.374676
1065  0.712196963       32 5.768321 5.673151
1066  0.158730159       29 5.686975 5.252588
1067  0.118509415       33 5.814131 5.629526
1068  0.666432831       32 5.774552 5.361574
1069  0.124786823       32 5.783825 5.802058
1070  0.067211250       30 5.720312 5.533389
1071  0.691389063       30 5.726848 5.455065
1072  0.099514137       28 5.652489 5.373935
1073  0.522670848       33 5.805135 5.619567
1074  0.666997161       33 5.799093 5.613384
1075  0.167750052       31 5.743003 5.420845
1076  0.143578572       31 5.762051 5.529389
1077  0.711583499       31 5.746203 5.592441
1078  0.139958013       30 5.703782 5.453225
1079  0.087344274       32 5.789960 5.486662
1080  0.630739732       31 5.736572 5.451811
1081  0.589414839       30 5.720312 5.277706
1082  0.117038915       33 5.799093 5.530103
1083  0.879924191       28 5.652489 5.150281
1084  0.580087605       29 5.697093 5.393173
1085  0.725358292       30 5.713733 5.296516
1086  0.120692777       29 5.686975 5.349058
1087  0.153514231       33 5.808142 5.762020
1088  0.716242850       32 5.780744 5.546739
1089  0.886196365       31 5.758902 5.432892
1090  0.105231509       30 5.720312 5.482512
1091  0.710515631       31 5.736572 5.504111
1092  0.092886825       30 5.730100 5.487325
1093  0.546739565       31 5.743003 5.718014
1094  0.649768776       28 5.659482 5.355973
1095  0.606422110       32 5.796058 5.593782
1096  0.669995306       31 5.736572 5.664522
1097  0.722957305       31 5.743003 5.535443
1098  0.654244740       30 5.720312 5.445789
1099  0.621919737       30 5.733341 5.510602
1100  0.285178236       27 5.616771 5.194012
1101  0.117709376       30 5.713733 5.313895
1102  0.325479374       27 5.627621 5.089200
1103  0.321543408       25 5.521461 4.810638
1104  0.015121730       22 5.393628 4.369321
1105  0.306748466       21 5.361292 4.223910
1106  0.017182131       21 5.347108 4.221711
1107  0.372578241       22 5.393628 4.352340
1108  0.016488046       21 5.379897 4.248209
1109  0.479123888       20 5.337538 4.232075
1110  0.017627358       21 5.370638 4.186012
1111  0.015448787       22 5.393628 4.344455
1112  0.018521949       20 5.337538 4.126328
1113  0.019142420       21 5.347108 4.183271
1114  0.016937669       21 5.370638 4.228730
1115  0.011060723       24 5.505332 4.641213
1116  0.120295583       21 5.351858 4.219214
1117  0.301545420       20 5.332719 4.173156
1118  0.015938795       21 5.365976 4.303660
1119  0.016989467       21 5.379897 4.223763
1120  0.014478066       22 5.420535 4.398269
1121  0.378446567       21 5.347108 4.181286
1122  0.485741147       21 5.389072 4.328098
1123  0.013000520       23 5.438079 4.508659
1124  0.377358491       20 5.323010 4.095511
1125  0.357072010       20 5.308268 4.076181
1126  0.472515357       21 5.375278 4.327174
1127  0.020202020       20 5.298317 4.062510
1128  0.021217908       19 5.283204 4.002777
1129  0.019719976       20 5.308268 4.079231
1130  0.019821606       20 5.313206 4.080753
1131  0.017746229       20 5.327876 4.222151
1132  0.374959244       21 5.379897 4.297013
1133  0.317643662       22 5.416100 4.401707
1134  0.016310553       21 5.370638 4.322807
1135  0.096727390       21 5.379897 4.307034
1136  0.180594319       21 5.370638 4.260424
1137  0.015549681       22 5.398163 4.308111
1138  0.322632683       21 5.361292 4.286616
1139  0.017825312       21 5.365976 4.189958
1140  0.014619883       22 5.393628 4.389871
1141  0.360542256       22 5.407172 4.410736
1142  0.266700533       23 5.468060 4.547329
1143  0.590357494       21 5.375278 4.280686
1144  0.017590150       21 5.361292 4.209903
1145  0.241857465       21 5.379897 4.283173
1146  0.393452943       22 5.393628 4.298373
1147  0.431485356       22 5.433722 4.521462
1148  0.305174088       22 5.420535 4.465908
1149  0.159304852       22 5.416100 4.395313
1150  0.095222980       21 5.361292 4.298373
1151  0.015933716       21 5.370638 4.293742
1152  0.017879492       20 5.342334 4.237579
1153  0.366374924       20 5.298317 4.068856
1154  0.458190149       20 5.323010 4.135167
1155  0.354279321       20 5.332719 4.156537
1156  0.350101345       20 5.332719 4.153713
1157  0.258861012       20 5.327876 4.101486
1158  0.339673913       20 5.327876 4.248924
1159  0.507218104       20 5.313206 4.109397
1160  0.384486794       21 5.361292 4.266195
1161  0.085236959       21 5.351858 4.223617
1162  0.538933284       20 5.323010 4.156537
1163  0.670052956       30 5.710427 5.404927
1164  0.097205346       30 5.726848 5.221706
1165  0.159883721       28 5.655992 5.077546
1166  0.121663752       28 5.641907 5.054716
1167  0.010722711       24 5.505332 4.577491
1168  0.083236224       27 5.598422 5.062785
1169  0.077180345       23 5.459586 4.537427
1170  0.014682132       22 5.393628 4.396915
1171  0.556294594       24 5.484797 4.603268
1172  0.452488688       22 5.398163 4.431769
1173  0.405027933       22 5.402677 4.450970
1174  0.473723168       21 5.384495 4.416428
1175  0.090567991       22 5.424950 4.497474
1176  0.823998277       31 5.752573 5.430354
1177  0.241233738       26 5.572154 4.904163
1178  0.071880391       28 5.634790 5.098097
1179  0.334090605       23 5.442418 4.581185
1180  0.396785024       24 5.501258 4.810883
1181  0.338935179       22 5.420535 4.506123
1182  0.552287189       23 5.455321 4.686750
1183  0.339558574       23 5.476464 4.667206
1184  0.036027381       25 5.529429 4.800901
1185  0.299927604       23 5.442418 4.616308
1186  0.420948372       24 5.493061 4.667581
1187  0.406344213       23 5.442418 4.563515
1188  0.065971764       23 5.442418 4.550503
1189  0.405636208       24 5.488938 4.760549
1190  0.442901604       23 5.463832 4.588533
1191  0.393507132       23 5.446737 4.579852
1192  0.474254742       22 5.433722 4.483229
1193  0.298507463       23 5.438079 4.535820
1194  0.732651369       22 5.424950 4.448984
1195  0.057991185       24 5.488938 4.601564
1196  0.143833154       23 5.455321 4.610357
1197  0.792769938       21 5.370638 4.312944
1198  0.080949811       23 5.442418 4.482098
1199  0.505415162       23 5.438079 4.436396
1200  0.804403048       22 5.402677 4.457598
1201  0.049346163       23 5.468060 4.583129
1202  0.308209583       22 5.411646 4.443710
1203  0.399815470       22 5.402677 4.377265
1204  0.393091126       23 5.459586 4.600660
1205  0.192735360       22 5.407172 4.391234
1206  0.318761384       21 5.389072 4.413646

Data[10:13] <- lapply(Data[10:13], as.numeric)

# To see levels
levels(Data$Sex)

[1] "F" "M"

Task 1

resultsTL <- Data %>% group_by(Month, Sex) %>%
  dplyr::summarise(
    mean = mean(TL_mm),
    sd = sd(TL_mm),
    min = min(TL_mm),
    max = max(TL_mm),
    n = n()
  )

`summarise()` has grouped output by 'Month'. You can override using the
`.groups` argument.

resultsTL

# A tibble: 22 × 7
# Groups:   Month [11]
   Month Sex    mean    sd   min   max     n
   <dbl> <fct> <dbl> <dbl> <dbl> <dbl> <int>
 1     2 F      266.  28.8   200   360    38
 2     2 M      302.  41.3   220   380    49
 3     3 F      289.  43.1   210   370    81
 4     3 M      273.  38.8   220   350    42
 5     4 F      332.  16.8   290   362    33
 6     4 M      336.  15.4   304   372    41
 7     5 F      338.  15.1   303   375    49
 8     5 M      339.  16.2   301   381    59
 9     6 F      325.  16.9   290   380    58
10     6 M      326.  14.4   298   360    75
# ℹ 12 more rows

resultsTW <- Data %>% group_by(Month, Sex) %>%
  dplyr::summarise(
    mean = mean(TW_g),
    sd = sd(TW_g),
    min = min(TW_g),
    max = max(TW_g),
    n = n()
  )

`summarise()` has grouped output by 'Month'. You can override using the
`.groups` argument.

resultsTW

# A tibble: 22 × 7
# Groups:   Month [11]
   Month Sex    mean    sd   min   max     n
   <dbl> <fct> <dbl> <dbl> <dbl> <dbl> <int>
 1     2 F      166.  63.6  58.9  443.    38
 2     2 M      272. 126.   78.2  582.    49
 3     3 F      228. 112.   82.2  507.    81
 4     3 M      195.  95.8  94.2  408.    42
 5     4 F      344.  63.2 196.   463.    33
 6     4 M      354.  65.6 236.   562.    41
 7     5 F      358.  56.0 237.   481.    49
 8     5 M      364.  60.1 248.   501.    59
 9     6 F      310.  61.8 213.   527.    58
10     6 M      310.  51.6 219.   447.    75
# ℹ 12 more rows

resultsGW <- Data %>% group_by(Month, Sex) %>%
  dplyr::summarise(
    mean = mean(GW_g),
    sd = sd(GW_g),
    min = min(GW_g),
    max = max(GW_g),
    n = n()
  )

`summarise()` has grouped output by 'Month'. You can override using the
`.groups` argument.

resultsGW

# A tibble: 22 × 7
# Groups:   Month [11]
   Month Sex     mean    sd   min   max     n
   <dbl> <fct>  <dbl> <dbl> <dbl> <dbl> <int>
 1     2 F      8.09  4.05   1.05 16.6     38
 2     2 M     19.3   9.45   4.63 44.7     49
 3     3 F     10.2   6.81   1.74 31.0     81
 4     3 M     13.8   8.84   3.24 43.9     42
 5     4 F      5.91  8.28   0.66 31.2     33
 6     4 M      4.42  6.73   0.48 22.9     41
 7     5 F      1.83  0.413  0.9   2.72    49
 8     5 M      0.507 0.134  0.26  0.76    59
 9     6 F      1.45  0.385  0.79  2.37    58
10     6 M      0.492 1.39   0.11 12.3     75
# ℹ 12 more rows

Task 2

shapiro_test <- shapiro.test(as.numeric(Data$TW_g))
shapiro_test # p < 0.05 so evidence of non-normality 

    Shapiro-Wilk normality test

data:  as.numeric(Data$TW_g)
W = 0.96683, p-value = 5.611e-16

levene_test <- leveneTest(TW_g ~ Sex, data = Data)
levene_test # p < 0.05 so evidence of heteroskedasticity (non-homogenity of variance)

Levene's Test for Homogeneity of Variance (center = median)
        Df F value  Pr(>F)  
group    1   3.934 0.04755 *
      1204                  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Task 3

# Changing month from numeric to factor
Data$Month <- as.factor(Data$Month)

# Plotting
ggplot(data = Data, aes(x = TL_mm)) +
  geom_histogram(
    aes(fill = Month),
    binwidth = 10,
    boundary = 0,
    closed = "left",
    color = "black",
    position = "stack"
  ) +
  scale_fill_manual(
    values = c(
      "#E69F00",
      # orange
      "#56B4E9",
      # sky blue
      "#009E73",
      # bluish green
      "#F0E442",
      # yellow
      "#0072B2",
      # blue
      "#D55E00",
      # vermilion
      "#CC79A7",
      # reddish purple
      "#999999",
      # grey
      "#ADFF2F",
      # green yellow
      "#FF69B4",
      # hot pink
      "#40E0D0"   # turquoise
    )
  ) +
  scale_y_continuous(name = "Number of Fish", expand = expand_scale(mult = c(0, 0.05))) +
  scale_x_continuous(name = "Total Length (mm)") +
  theme_bw()

Warning: `expand_scale()` was deprecated in ggplot2 3.3.0.
ℹ Please use `expansion()` instead.

Task 4

Data$Month <- factor(
  Data$Month,
  levels = 2:12,
  labels = c(
    "February",
    "March",
    "April",
    "May",
    "June",
    "July",
    "August",
    "September",
    "October",
    "November",
    "December"
  )
)

ggplot(Data, aes(
  x = Month,
  group = factor(MS),
  fill = factor(MS)
)) +
  geom_bar(position = "fill") +
  theme_bw() +
  theme(
    text = element_text(size = 25),
    panel.grid.major = element_blank(),
    panel.grid.minor = element_blank(),
    panel.background = element_blank(),
    axis.title.x = element_blank(),
    plot.title = element_text(hjust = 0.5),
    axis.text.x = element_text(angle = 90, hjust = 1)  # Rotate X axis labels
  ) +
  labs(subtitle = substitute(paste(italic('Scomber colias'))),
       y = "Proportion",
       fill = "Maturity stage") +
  scale_y_continuous(
    labels = function(x)
      paste0(x * 100, "%")
  ) +
  scale_fill_manual(values = c("#E69F00", "#56B4E9", "#009E73", "#F0E442", "#0072B2"))

Task 5

# Reading data again
Data <- read.csv(
  "https://docs.google.com/spreadsheets/d/e/2PACX-1vTixmKuqd4s9lHiH4rAUPTAAUoWimcqzgMe0ccfQgq-JDV5b7YSQNslof9FLrQDiMf2pdCECm93whlv/pub?output=csv"
)

GSIFemales <- subset(Data,
                     Sex == "F" &
                       MS == "2" |
                       Sex == "F" & MS == "3" | Sex == "F" & MS == "4" |
                       Sex == "F" & MS == "5")

GSIMales <- subset(Data,
                   Sex == "M" &
                     MS == "2" |
                     Sex == "M" & MS == "3" | Sex == "M" & MS == "4" |
                     Sex == "M" & MS == "5")
GSIMales

            Species Year Month TL_mm   TW_g   EW_g   GW_g Sex MS          GSI
3    Scomber colias 2002     2   250 123.50 100.90  6.210   M  3  6.154608523
5    Scomber colias 2002     2   270 163.50 131.50 13.120   M  3  9.977186312
7    Scomber colias 2002     2   290 201.90 160.40 17.290   M  3 10.779301750
9    Scomber colias 2002     2   270 162.40 134.80  7.530   M  3  5.586053412
11   Scomber colias 2002     2   280 204.30 160.10 17.360   M  3 10.843222990
13   Scomber colias 2002     2   260 161.10 125.10 18.230   M  3 14.572342130
15   Scomber colias 2002     2   280 209.90 169.90 16.630   M  3  9.788110653
17   Scomber colias 2002     2   270 162.70 131.70 11.790   M  3  8.952164009
18   Scomber colias 2002     2   260 164.30 125.10 22.120   M  3 17.681854520
21   Scomber colias 2002     2   260 147.40 118.40 11.200   M  3  9.459459459
24   Scomber colias 2002     2   260 152.20 121.00 13.370   M  3 11.049586780
29   Scomber colias 2002     2   270 168.40 136.20  6.110   M  3  4.486049927
36   Scomber colias 2002     2   280 190.10 152.60 14.740   M  3  9.659239843
37   Scomber colias 2002     2   240 133.90 106.10 12.740   M  3 12.007540060
39   Scomber colias 2002     2   270 182.80 143.40 16.710   M  3 11.652719670
41   Scomber colias 2002     2   270 175.70 141.00 13.200   M  3  9.361702128
42   Scomber colias 2002     2   260 153.30 122.00 11.300   M  3  9.262295082
44   Scomber colias 2002     2   270 179.60 141.20 17.200   M  3 12.181303120
45   Scomber colias 2002     2   240 133.70 107.40  8.000   M  3  7.448789572
46   Scomber colias 2002     2   270 206.80 154.40 28.900   M  3 18.717616580
47   Scomber colias 2002     2   290 203.60 161.90 15.100   M  3  9.326744904
48   Scomber colias 2002     2   290 204.70 160.10 16.100   M  3 10.056214870
51   Scomber colias 2002     2   360 428.50 331.00 33.200   M  4 10.030211480
52   Scomber colias 2002     2   340 368.90 266.80 30.700   M  4 11.506746630
53   Scomber colias 2002     2   330 341.90 248.70 23.100   M  4  9.288299156
54   Scomber colias 2002     2   320 293.70 212.80 14.800   M  4  6.954887218
55   Scomber colias 2002     2   340 355.00 286.10 20.800   M  4  7.270185250
56   Scomber colias 2002     2   380 582.30 399.70 44.700   M  4 11.183387540
58   Scomber colias 2002     2   310 285.10 200.70 20.800   M  4 10.363726960
59   Scomber colias 2002     2   330 376.30 280.60 26.500   M  4  9.444048468
60   Scomber colias 2002     2   330 331.70 269.40 16.700   M  4  6.198960653
61   Scomber colias 2002     2   330 352.60 261.80 34.700   M  4 13.254392670
62   Scomber colias 2002     2   330 360.60 262.40 22.400   M  4  8.536585366
63   Scomber colias 2002     2   350 459.20 321.60 21.800   M  4  6.778606965
64   Scomber colias 2002     2   320 320.70 249.30 29.100   M  4 11.672683510
65   Scomber colias 2002     2   350 429.70 302.40 17.900   M  4  5.919312169
67   Scomber colias 2002     2   330 321.20 255.40 14.820   M  4  5.802662490
69   Scomber colias 2002     2   350 443.50 318.00 14.440   M  4  4.540880503
70   Scomber colias 2002     2   320 208.40 216.60 13.300   M  4  6.140350877
71   Scomber colias 2002     2   380 577.70 418.00 39.330   M  4  9.409090909
73   Scomber colias 2002     2   330 393.50 267.50 20.660   M  4  7.723364486
74   Scomber colias 2002     2   330 315.20 251.40 18.630   M  4  7.410501193
75   Scomber colias 2002     2   320 295.10 228.80 20.500   M  4  8.959790210
76   Scomber colias 2002     2   320 283.40 214.00 14.250   M  4  6.658878505
77   Scomber colias 2002     2   340 382.80 308.60 34.280   M  4 11.108230720
78   Scomber colias 2002     2   370 486.70 354.70 38.840   M  4 10.950098670
79   Scomber colias 2002     2   340 396.80 312.20 34.190   M  4 10.951313260
85   Scomber colias 2002     2   220  78.18  62.83  4.630   M  3  7.369091198
87   Scomber colias 2002     2   230  94.03  75.68  5.530   M  3  7.307082452
89   Scomber colias 2002     3   350 408.09 294.08 25.310   M  4  8.606501632
90   Scomber colias 2002     3   320 300.11 234.63 26.750   M  4 11.400929120
96   Scomber colias 2002     3   320 339.43 257.76 35.810   M  4 13.892768470
97   Scomber colias 2002     3   320 325.24 254.51 20.730   M  4  8.145063062
99   Scomber colias 2002     3   340 354.70 283.07 21.890   M  4  7.733069559
102  Scomber colias 2002     3   320 313.52 247.61 20.820   M  4  8.408384152
109  Scomber colias 2002     3   330 361.02 278.13 14.190   M  4  5.101930752
110  Scomber colias 2002     3   350 388.69 305.98 31.240   M  4 10.209817640
125  Scomber colias 2002     3   350 405.74 254.98 43.940   M  4 17.232724140
127  Scomber colias 2002     3   310 290.20 289.94 17.050   M  4  5.880527006
133  Scomber colias 2002     3   220 100.68  79.73  7.490   M  4  9.394205443
136  Scomber colias 2002     3   230 117.78  96.12  6.380   M  4  6.637536413
137  Scomber colias 2002     3   260 141.56 124.59 14.570   M  3 11.694357490
138  Scomber colias 2002     3   260 152.28 122.31  8.770   M  4  7.170304963
139  Scomber colias 2002     3   270 173.82 140.24  8.580   M  3  6.118083286
142  Scomber colias 2002     3   280 198.62 161.09 10.760   M  4  6.679495934
144  Scomber colias 2002     3   280 190.01 142.12 19.740   M  4 13.889670700
147  Scomber colias 2002     3   240 111.09  90.56  8.060   M  4  8.900176678
148  Scomber colias 2002     3   250 124.03  97.04 10.430   M  4 10.748145090
152  Scomber colias 2002     3   270 192.53 143.42 17.800   M  4 12.411100260
155  Scomber colias 2002     3   230 107.18  85.06  7.630   M  4  8.970138726
156  Scomber colias 2002     3   250 140.84 111.07 12.820   M  4 11.542270640
160  Scomber colias 2002     3   220  94.19  76.22  4.780   M  4  6.271319864
161  Scomber colias 2002     3   240 108.12  86.12  5.330   M  4  6.189038551
163  Scomber colias 2002     3   260 139.22 113.47  4.990   M  4  4.397638142
164  Scomber colias 2002     3   270 184.72 142.55  9.560   M  4  6.706418800
166  Scomber colias 2002     3   250 134.72 104.68  3.240   M  4  3.095147115
176  Scomber colias 2002     3   290 201.66 161.10 12.670   M  4  7.864680323
179  Scomber colias 2002     3   250 144.22 112.47 13.310   M  4 11.834266920
185  Scomber colias 2002     3   230 100.26  79.39  6.930   M  4  8.729059075
187  Scomber colias 2002     3   240 113.13  89.13  7.620   M  4  8.549309997
189  Scomber colias 2002     3   290 228.08 178.15 20.150   M  4 11.310693240
190  Scomber colias 2002     3   230 102.55  82.29  5.670   M  4  6.890266132
191  Scomber colias 2002     3   270 173.73 134.19 12.260   M  4  9.136299277
192  Scomber colias 2002     3   230 116.77  92.84  7.870   M  4  8.476949591
193  Scomber colias 2002     3   240 123.25  98.04  7.780   M  3  7.935536516
194  Scomber colias 2002     3   240 125.42 100.05  8.290   M  3  8.285857071
195  Scomber colias 2002     3   240 123.28  99.13  8.080   M  4  8.150912943
198  Scomber colias 2002     3   250 137.32  98.29  8.330   M  4  8.474921152
201  Scomber colias 2002     3   300 245.90 184.53 16.960   M  4  9.190917466
207  Scomber colias 2002     3   280 189.10 150.62 14.250   M  4  9.460894967
208  Scomber colias 2002     3   280 166.47 134.07 10.830   M  4  8.077869770
211  Scomber colias 2002     4   310 295.81 236.78 15.890   M  4  6.710870851
214  Scomber colias 2002     4   330 351.58 284.21 19.120   M  4  6.727419866
218  Scomber colias 2002     4   310 304.56 241.79 12.030   M  4  4.975391869
219  Scomber colias 2002     4   340 384.46 312.54 20.030   M  4  6.408779676
221  Scomber colias 2002     4   360 442.84 364.51 11.140   M  4  3.056157581
224  Scomber colias 2002     4   350 438.22 366.29  9.320   M  4  2.544432007
225  Scomber colias 2002     4   330 368.23 292.31 22.880   M  4  7.827306627
227  Scomber colias 2002     4   320 322.59 260.00 16.030   M  4  6.165384615
228  Scomber colias 2002     4   350 409.17 352.23  3.040   M  5  0.863072424
229  Scomber colias 2002     4   340 434.43 357.27 18.620   M  4  5.211744619
230  Scomber colias 2002     4   370 562.48 424.10  8.910   M  4  2.100919594
231  Scomber colias 2002     4   331 315.10 265.22  0.810   M  5  0.305406832
232  Scomber colias 2002     4   333 314.11 274.75  0.810   M  5  0.294813467
234  Scomber colias 2002     4   342 374.42 315.39  0.480   M  5  0.152192524
236  Scomber colias 2002     4   326 310.89 211.14  0.870   M  5  0.412048878
237  Scomber colias 2002     4   342 344.15 281.73  0.620   M  5  0.220068860
240  Scomber colias 2002     4   334 334.72 288.50  0.690   M  5  0.239168111
242  Scomber colias 2002     4   344 365.34 301.35  0.610   M  5  0.202422432
243  Scomber colias 2002     4   337 368.19 316.09  0.920   M  5  0.291056345
244  Scomber colias 2002     4   304 235.88 136.21  0.960   M  4  0.704794068
245  Scomber colias 2002     4   347 403.52 337.77  0.980   M  4  0.290138260
248  Scomber colias 2002     4   322 295.86 250.97  0.600   M  5  0.239072399
249  Scomber colias 2002     4   357 441.30 368.53  1.010   M  5  0.274061813
250  Scomber colias 2002     4   355 412.20 352.65  0.750   M  5  0.212675457
251  Scomber colias 2002     4   327 299.42 256.13  0.680   M  5  0.265490181
252  Scomber colias 2002     4   340 336.83 284.09  1.590   M  4  0.559681791
258  Scomber colias 2002     4   345 364.63 309.48  0.950   M  5  0.306966525
260  Scomber colias 2002     4   350 379.41 323.54  0.910   M  5  0.281263522
261  Scomber colias 2002     4   335 321.39 280.84  0.710   M  5  0.252812990
263  Scomber colias 2002     4   326 317.96 273.99  1.370   M  4  0.500018249
266  Scomber colias 2002     4   345 341.42 310.55  0.640   M  5  0.206085976
267  Scomber colias 2002     4   343 362.83 307.25  0.600   M  5  0.195280716
269  Scomber colias 2002     4   315 237.79 200.28  0.650   M  5  0.324545636
270  Scomber colias 2002     4   350 385.31 299.59  0.830   M  5  0.277045295
272  Scomber colias 2002     4   330 292.57 252.78  0.800   M  4  0.316480734
273  Scomber colias 2002     4   372 503.52 431.30  1.060   M  4  0.245768606
276  Scomber colias 2002     4   319 293.00 248.65  0.720   M  5  0.289563644
277  Scomber colias 2002     4   329 323.54 278.89  0.480   M  5  0.172110868
280  Scomber colias 2002     4   323 283.90 241.68  0.570   M  5  0.235849057
281  Scomber colias 2002     4   335 327.30 267.13  0.660   M  5  0.247070715
284  Scomber colias 2002     4   325 311.51 267.90  0.680   M  5  0.253826055
287  Scomber colias 2002     5   342 354.16 301.19  0.480   M  5  0.159367841
288  Scomber colias 2002     5   327 297.67 243.54  0.510   M  5  0.209411185
289  Scomber colias 2002     5   373 481.27 402.95  0.690   M  5  0.171237126
294  Scomber colias 2002     5   346 390.10 342.94  0.590   M  5  0.172041757
295  Scomber colias 2002     5   343 348.82 303.65  0.500   M  5  0.164663264
297  Scomber colias 2002     5   343 345.07 299.41  0.690   M  5  0.230453225
298  Scomber colias 2002     5   331 334.03 285.62  0.470   M  5  0.164554303
300  Scomber colias 2002     5   322 276.57 228.93  0.280   M  5  0.122308129
302  Scomber colias 2002     5   338 350.75 302.96  0.510   M  5  0.168339055
306  Scomber colias 2002     5   353 409.00 344.05  0.670   M  5  0.194739137
308  Scomber colias 2002     5   381 500.86 431.52  0.720   M  5  0.166852058
309  Scomber colias 2002     5   339 354.99 297.44  0.500   M  5  0.168101130
311  Scomber colias 2002     5   345 393.88 335.61  0.680   M  5  0.202616132
313  Scomber colias 2002     5   353 416.20 353.69  0.730   M  5  0.206395431
317  Scomber colias 2002     5   345 397.80 340.47  0.730   M  5  0.214409493
319  Scomber colias 2002     5   342 392.74 331.70  0.520   M  5  0.156768164
321  Scomber colias 2002     5   347 442.65 348.52  0.540   M  5  0.154940893
322  Scomber colias 2002     5   343 381.27 324.22  0.560   M  5  0.172722226
323  Scomber colias 2002     5   342 362.59 308.97  0.500   M  5  0.161828009
324  Scomber colias 2002     5   324 295.96 256.10  0.540   M  5  0.210855135
326  Scomber colias 2002     5   320 306.12 358.30  0.560   M  5  0.156293609
327  Scomber colias 2002     5   335 330.11 279.96  0.450   M  5  0.160737248
328  Scomber colias 2002     5   330 380.03 278.77  0.260   M  5  0.093266851
329  Scomber colias 2002     5   331 362.28 279.40  0.460   M  5  0.164638511
330  Scomber colias 2002     5   332 368.81 285.52  0.510   M  5  0.178621463
332  Scomber colias 2002     5   340 375.45 323.45  0.660   M  5  0.204050085
335  Scomber colias 2002     5   330 316.02 270.04  0.350   M  5  0.129610428
338  Scomber colias 2002     5   341 344.84 291.89  0.530   M  5  0.181575251
339  Scomber colias 2002     5   353 417.16 361.42  0.390   M  5  0.107907697
341  Scomber colias 2002     5   360 439.99 372.56  0.400   M  5  0.107365257
344  Scomber colias 2002     5   316 282.95 236.29  0.400   M  5  0.169283508
345  Scomber colias 2002     5   343 401.19 348.57  0.610   M  5  0.175000717
348  Scomber colias 2002     5   340 395.88 311.86  0.410   M  5  0.131469249
349  Scomber colias 2002     5   342 372.88 322.16  0.690   M  5  0.214179290
350  Scomber colias 2002     5   352 386.25 392.40  0.470   M  5  0.119775739
351  Scomber colias 2002     5   340 364.26 311.32  0.710   M  5  0.228061159
352  Scomber colias 2002     5   365 472.53 403.92  0.520   M  5  0.128738364
353  Scomber colias 2002     5   370 481.29 410.85  0.730   M  5  0.177680419
356  Scomber colias 2002     5   328 334.82 299.08  0.410   M  5  0.137087067
359  Scomber colias 2002     5   345 378.64 317.21  0.290   M  5  0.091422086
360  Scomber colias 2002     5   312 247.95 213.72  0.410   M  5  0.191839790
361  Scomber colias 2002     5   335 317.35 271.96  0.300   M  5  0.110310340
362  Scomber colias 2002     5   330 331.93 284.00  0.350   M  5  0.123239437
363  Scomber colias 2002     5   367 443.43 384.24  0.410   M  5  0.106704143
364  Scomber colias 2002     5   357 428.65 363.88  0.650   M  5  0.178630318
366  Scomber colias 2002     5   301 280.30 195.26  0.440   M  5  0.225340572
367  Scomber colias 2002     5   332 334.66 279.27  0.440   M  5  0.157553622
368  Scomber colias 2002     5   324 300.13 252.74  0.300   M  5  0.118699058
371  Scomber colias 2002     5   327 323.45 269.84  0.650   M  5  0.240883486
374  Scomber colias 2002     5   353 442.75 311.65  0.760   M  5  0.243863308
380  Scomber colias 2002     5   322 279.25 238.21  0.414   M  5  0.173796230
381  Scomber colias 2002     5   313 285.68 245.02  0.420   M  5  0.171414578
382  Scomber colias 2002     5   371 462.40 395.36  0.500   M  5  0.126467017
384  Scomber colias 2002     5   327 292.35 247.67  0.470   M  5  0.189768644
386  Scomber colias 2002     5   338 379.01 309.37  0.330   M  5  0.106668391
387  Scomber colias 2002     5   337 329.30 298.18  0.620   M  5  0.207928097
389  Scomber colias 2002     5   330 331.95 269.60  0.520   M  5  0.192878338
390  Scomber colias 2002     5   310 248.66 208.33  0.320   M  5  0.153602458
391  Scomber colias 2002     5   340 384.91 323.90  0.390   M  5  0.120407533
394  Scomber colias 2002     6   325 365.56 284.17  0.320   M  5  0.112608650
396  Scomber colias 2002     6   360 418.20 350.04  0.370   M  5  0.105702205
397  Scomber colias 2002     6   352 378.40 313.92  0.370   M  5  0.117864424
399  Scomber colias 2002     6   328 323.42 274.34  0.200   M  5  0.072902238
400  Scomber colias 2002     6   317 289.50 227.70  0.260   M  5  0.114185332
402  Scomber colias 2002     6   356 446.93 352.90  0.410   M  5  0.116180221
403  Scomber colias 2002     6   319 296.06 241.70  0.370   M  5  0.153082334
406  Scomber colias 2002     6   318 272.10 225.99  0.270   M  5  0.119474313
408  Scomber colias 2002     6   332 347.53 294.85  0.300   M  5  0.101746651
411  Scomber colias 2002     6   307 274.38 220.96  0.330   M  5  0.149348298
412  Scomber colias 2002     6   335 297.53 254.54  0.340   M  5  0.133574291
415  Scomber colias 2002     6   327 311.13 255.70  0.260   M  5  0.101681658
417  Scomber colias 2002     6   347 426.57 321.43  0.390   M  5  0.121332794
420  Scomber colias 2002     6   344 363.91 300.07  0.310   M  5  0.103309228
422  Scomber colias 2002     6   341 326.22 277.57  0.300   M  5  0.108080844
425  Scomber colias 2002     6   312 293.41 208.00  0.270   M  5  0.129807692
427  Scomber colias 2002     6   315 274.65 230.09  0.310   M  5  0.134729888
428  Scomber colias 2002     6   328 300.62 241.05  0.210   M  5  0.087118855
429  Scomber colias 2002     6   345 394.60 333.17  0.400   M  5  0.120058829
430  Scomber colias 2002     6   300 219.27 181.56  0.110   M  5  0.060586032
432  Scomber colias 2002     6   335 331.85 275.66  0.370   M  5  0.134223319
434  Scomber colias 2002     6   327 329.40 278.03  0.330   M  5  0.118692227
435  Scomber colias 2002     6   321 270.60 228.89  0.220   M  5  0.096116038
436  Scomber colias 2002     6   318 286.14 238.77  0.400   M  5  0.167525234
439  Scomber colias 2002     6   324 272.93 232.00  0.410   M  5  0.176724138
440  Scomber colias 2002     6   352 374.60 319.70  0.510   M  5  0.159524554
441  Scomber colias 2002     6   347 390.10 220.86  0.390   M  5  0.176582450
442  Scomber colias 2002     6   337 372.75 305.64  0.440   M  5  0.143960215
443  Scomber colias 2002     6   311 265.59 210.17  0.560   M  5  0.266450968
446  Scomber colias 2002     6   350 411.58 324.49  0.380   M  5  0.117106845
449  Scomber colias 2002     6   324 302.00 261.52  0.350   M  5  0.133832976
451  Scomber colias 2002     6   322 309.05 260.65  0.370   M  5  0.141952810
452  Scomber colias 2002     6   320 289.07 234.96  0.330   M  5  0.140449438
453  Scomber colias 2002     6   323 329.05 282.94  0.340   M  5  0.120166820
454  Scomber colias 2002     6   326 316.35 264.85  0.380   M  5  0.143477440
455  Scomber colias 2002     6   323 287.21 251.91  0.340   M  5  0.134968838
456  Scomber colias 2002     6   322 315.49 248.12  0.270   M  5  0.108818314
458  Scomber colias 2002     6   310 259.57 219.25  0.160   M  5  0.072976055
459  Scomber colias 2002     6   318 288.06 216.60  0.310   M  5  0.143120960
462  Scomber colias 2002     6   313 240.57 208.26  0.310   M  5  0.148852396
463  Scomber colias 2002     6   326 275.96 232.45  0.350   M  5  0.150570015
466  Scomber colias 2002     6   328 327.51 273.34  0.350   M  5  0.128045657
467  Scomber colias 2002     6   309 245.82 207.26  0.290   M  5  0.139920872
468  Scomber colias 2002     6   317 281.66 234.37  0.340   M  5  0.145069762
469  Scomber colias 2002     6   315 244.66 209.86  0.300   M  5  0.142952444
472  Scomber colias 2002     6   350 361.60 311.23  0.480   M  5  0.154226778
473  Scomber colias 2002     6   317 284.82 241.25  1.210   M  5  0.501554404
474  Scomber colias 2002     6   315 278.03 235.82  0.250   M  5  0.106013061
476  Scomber colias 2002     6   320 285.06 245.53  0.360   M  5  0.146621594
480  Scomber colias 2002     6   322 268.38 231.52  0.250   M  5  0.107982032
481  Scomber colias 2002     6   328 309.31 255.75  0.370   M  5  0.144672532
484  Scomber colias 2002     6   350 418.55 347.96  0.300   M  5  0.086216807
488  Scomber colias 2002     6   341 356.09 297.33  0.340   M  5  0.114351058
489  Scomber colias 2002     6   316 272.64 233.32  0.280   M  5  0.120006857
490  Scomber colias 2002     6   298 245.77 194.36 12.290   M  5  6.323317555
491  Scomber colias 2002     6   319 278.25 240.29  0.240   M  5  0.099879312
492  Scomber colias 2002     6   301 245.23 211.71  0.270   M  5  0.127532946
495  Scomber colias 2002     6   315 304.68 240.50  0.380   M  5  0.158004158
497  Scomber colias 2002     6   340 387.98 296.31  0.390   M  5  0.131618913
498  Scomber colias 2002     6   302 236.98 200.39  0.180   M  5  0.089824842
500  Scomber colias 2002     6   321 304.52 246.70  0.290   M  5  0.117551682
501  Scomber colias 2002     6   324 307.04 258.42  0.310   M  5  0.119959755
502  Scomber colias 2002     6   310 277.40 235.55  0.250   M  5  0.106134579
503  Scomber colias 2002     6   326 289.14 244.96  0.430   M  5  0.175538864
505  Scomber colias 2002     6   315 250.69 212.08  0.370   M  5  0.174462467
506  Scomber colias 2002     6   337 305.11 255.77  0.240   M  5  0.093834304
509  Scomber colias 2002     6   318 270.53 228.84  0.360   M  5  0.157315155
510  Scomber colias 2002     6   348 362.86 304.22  0.370   M  5  0.121622510
512  Scomber colias 2002     6   341 385.27 311.95  0.270   M  5  0.086552332
515  Scomber colias 2002     6   301 226.27 180.80  0.110   M  5  0.060840708
518  Scomber colias 2002     6   331 315.60 256.80  0.240   M  5  0.093457944
519  Scomber colias 2002     6   325 326.67 261.70  0.320   M  5  0.122277417
520  Scomber colias 2002     6   334 325.15 281.90  0.250   M  5  0.088683930
524  Scomber colias 2002     6   323 292.62 226.80  0.320   M  5  0.141093474
525  Scomber colias 2002     6   315 255.52 201.10  0.250   M  5  0.124316261
529  Scomber colias 2002     7   335 379.37 236.89  0.240   M  5  0.101312846
531  Scomber colias 2002     7   345 366.03 297.50  0.360   M  5  0.121008403
533  Scomber colias 2002     7   321 328.39 258.59  0.350   M  5  0.135349395
536  Scomber colias 2002     7   335 425.82 309.63  0.340   M  5  0.109808481
537  Scomber colias 2002     7   351 423.41 337.28  0.350   M  5  0.103771347
538  Scomber colias 2002     7   317 372.42 287.35  0.260   M  5  0.090481991
539  Scomber colias 2002     7   386 653.63 492.28  0.370   M  5  0.075160478
540  Scomber colias 2002     7   332 370.68 253.48  0.270   M  5  0.106517280
541  Scomber colias 2002     7   355 390.45 322.82  0.420   M  5  0.130103463
545  Scomber colias 2002     7   324 357.54 271.66  0.400   M  5  0.147242877
547  Scomber colias 2002     7   349 367.47 310.18  0.480   M  5  0.154748856
549  Scomber colias 2002     7   347 392.09 300.40  0.360   M  5  0.119840213
553  Scomber colias 2002     7   331 410.59 290.54  0.200   M  5  0.068837337
558  Scomber colias 2002     7   389 592.51 518.72  0.400   M  5  0.077112893
559  Scomber colias 2002     7   324 389.54 292.90  0.140   M  5  0.047797883
560  Scomber colias 2002     7   321 360.97 271.91  0.260   M  5  0.095619874
561  Scomber colias 2002     7   378 576.15 427.14  0.500   M  5  0.117057639
562  Scomber colias 2002     7   369 463.70 381.90  0.460   M  5  0.120450380
564  Scomber colias 2002     7   404 750.91 594.82  0.940   M  5  0.158031001
565  Scomber colias 2002     7   389 722.40 558.91  0.550   M  5  0.098405826
568  Scomber colias 2002     7   356 466.37 323.90  0.320   M  5  0.098795925
571  Scomber colias 2002     7   357 419.54 357.78  0.490   M  5  0.136955671
574  Scomber colias 2002     7   327 336.45 253.72  0.190   M  5  0.074885701
575  Scomber colias 2002     7   287 210.15 162.79  0.140   M  5  0.086000369
576  Scomber colias 2002     7   375 471.17 402.94  0.540   M  5  0.134014990
578  Scomber colias 2002     7   310 249.67 192.98  0.270   M  5  0.139910872
580  Scomber colias 2002     7   332 320.67 271.49  0.140   M  5  0.051567277
581  Scomber colias 2002     7   350 370.68 276.29  0.240   M  5  0.086865250
582  Scomber colias 2002     7   371 437.94 375.42  0.490   M  5  0.130520484
584  Scomber colias 2002     7   326 349.78 296.94  0.280   M  5  0.094295144
585  Scomber colias 2002     7   309 246.32 207.95  0.360   M  5  0.173118538
586  Scomber colias 2002     7   317 291.54 225.51  0.260   M  5  0.115294222
587  Scomber colias 2002     7   320 295.35 239.56  0.280   M  5  0.116880948
588  Scomber colias 2002     7   331 364.00 251.99  0.320   M  5  0.126989166
590  Scomber colias 2002     7   316 282.83 217.55  0.250   M  5  0.114916111
591  Scomber colias 2002     7   342 377.20 278.58  0.240   M  5  0.086151195
592  Scomber colias 2002     7   333 380.23 268.49  0.230   M  5  0.085664271
593  Scomber colias 2002     7   319 270.67 220.42  0.240   M  5  0.108883041
595  Scomber colias 2002     7   314 289.46 229.36  0.250   M  5  0.108998954
596  Scomber colias 2002     7   346 388.78 296.69  0.450   M  5  0.151673464
597  Scomber colias 2002     7   231 107.27  84.32  0.010   M  5  0.011859583
599  Scomber colias 2002     7   340 330.45 268.32  0.290   M  5  0.108079905
602  Scomber colias 2002     7   312 280.78 222.06  0.200   M  5  0.090065748
603  Scomber colias 2002     7   295 235.27 186.45  0.160   M  5  0.085813891
606  Scomber colias 2002     7   315 257.05 224.09  0.210   M  5  0.093712348
607  Scomber colias 2002     7   336 321.94 255.76  0.260   M  5  0.101657804
612  Scomber colias 2002     7   297 229.97 183.44  0.170   M  5  0.092673354
613  Scomber colias 2002     7   316 280.57 232.74  0.300   M  5  0.128899201
614  Scomber colias 2002     7   340 416.75 314.32  0.110   M  5  0.034996182
619  Scomber colias 2002     7   331 360.67 259.62  0.190   M  5  0.073183884
620  Scomber colias 2002     7   375 346.82 285.95  0.190   M  5  0.066445183
627  Scomber colias 2002     8   221  75.55  64.66  0.010   M  2  0.015465512
629  Scomber colias 2002     8   205  63.97  53.84  0.010   M  2  0.018573551
631  Scomber colias 2002     8   231  95.44  80.50  0.010   M  3  0.012422360
633  Scomber colias 2002     8   222  85.24  72.69  0.010   M  2  0.013757050
639  Scomber colias 2002     8   232  91.41  77.12  0.010   M  5  0.012966805
640  Scomber colias 2002     8   217  78.63  61.53  0.010   M  2  0.016252235
641  Scomber colias 2002     8   220  76.16  64.71  0.010   M  2  0.015453562
642  Scomber colias 2002     8   240 111.74  92.59  0.010   M  5  0.010800302
644  Scomber colias 2002     8   220  89.43  73.93  0.020   M  2  0.027052617
646  Scomber colias 2002     8   240 116.05  95.38  0.010   M  2  0.010484378
647  Scomber colias 2002     8   226  93.87  78.29  0.010   M  2  0.012773023
648  Scomber colias 2002     8   229  90.12  74.48  0.010   M  2  0.013426423
656  Scomber colias 2002     8   340 357.75 272.35  0.190   M  5  0.069763172
658  Scomber colias 2002     8   322 264.13 216.21  0.240   M  5  0.111003191
660  Scomber colias 2002     8   307 255.86 196.76  0.100   M  5  0.050823338
661  Scomber colias 2002     8   328 342.08 255.89  0.250   M  5  0.097698230
665  Scomber colias 2002     8   328 333.67 241.95  0.210   M  5  0.086794792
667  Scomber colias 2002     8   315 283.43 221.28  0.240   M  2  0.108459870
668  Scomber colias 2002     8   327 335.44 261.02  0.250   M  5  0.095778101
669  Scomber colias 2002     8   332 314.73 266.13  0.210   M  5  0.078908804
670  Scomber colias 2002     8   300 226.65 195.09  0.220   M  5  0.112768466
671  Scomber colias 2002     8   300 232.35 177.34  0.090   M  5  0.050749972
672  Scomber colias 2002     8   322 326.75 246.25  0.220   M  5  0.089340102
675  Scomber colias 2002     8   309 256.65 204.52  0.180   M  5  0.088010952
677  Scomber colias 2002     8   335 295.80 253.78  0.170   M  5  0.066987154
679  Scomber colias 2002     8   287 192.29 167.43  0.250   M  5  0.149316132
680  Scomber colias 2002     8   328 244.62 211.33  0.270   M  5  0.127762267
681  Scomber colias 2002     8   322 285.21 238.12  0.230   M  5  0.096589955
682  Scomber colias 2002     8   265 179.03 129.61  0.210   M  2  0.162024535
683  Scomber colias 2002     8   327 320.08 270.38  0.240   M  5  0.088763962
684  Scomber colias 2002     8   292 179.42 157.29  0.180   M  5  0.114438299
687  Scomber colias 2002     8   337 362.75 313.32  0.170   M  5  0.054257628
689  Scomber colias 2002     8   260 147.42 117.72  0.020   M  2  0.016989467
690  Scomber colias 2002     8   328 301.72 224.40  0.200   M  5  0.089126560
691  Scomber colias 2002     8   302 222.85 168.74  0.150   M  5  0.088894157
692  Scomber colias 2002     8   318 239.46 207.95  0.210   M  5  0.100985814
693  Scomber colias 2002     8   323 320.47 253.36  0.160   M  5  0.063151247
695  Scomber colias 2002     8   304 224.49 197.57  0.210   M  5  0.106291441
696  Scomber colias 2002     8   258 143.91 109.14  0.160   M  2  0.146600696
697  Scomber colias 2002     8   310 278.73 220.84  0.160   M  2  0.072450643
700  Scomber colias 2002     8   312 288.26 213.22  0.140   M  5  0.065659882
706  Scomber colias 2002     8   312 214.59 186.25  0.190   M  5  0.102013423
707  Scomber colias 2002     9   347 309.98 268.68  0.250   M  5  0.093047491
710  Scomber colias 2002     9   335 322.85 264.31  0.270   M  5  0.102152775
711  Scomber colias 2002     9   330 305.17 255.01  0.220   M  5  0.086271127
713  Scomber colias 2002     9   327 347.59 276.21  0.100   M  5  0.036204337
714  Scomber colias 2002     9   307 222.34 194.08  0.170   M  5  0.087592745
717  Scomber colias 2002     9   332 315.09 264.08  0.240   M  5  0.090881551
719  Scomber colias 2002     9   344 391.75 333.99  0.230   M  5  0.068864337
720  Scomber colias 2002     9   367 469.72 390.92  0.390   M  2  0.099764658
721  Scomber colias 2002     9   345 346.37 269.58  0.240   M  2  0.089027376
723  Scomber colias 2002     9   317 249.07 207.87  0.180   M  5  0.086592582
724  Scomber colias 2002     9   327 296.64 234.68  0.190   M  5  0.080961309
728  Scomber colias 2002     9   330 360.65 260.11  0.250   M  2  0.096113183
730  Scomber colias 2002     9   345 379.11 321.32  0.190   M  5  0.059131084
732  Scomber colias 2002     9   324 248.28 218.43  0.150   M  5  0.068671886
735  Scomber colias 2002     9   289 210.18 136.90  0.190   M  2  0.138787436
737  Scomber colias 2002     9   327 269.91 233.09  0.240   M  5  0.102964520
739  Scomber colias 2002     9   297 253.22 200.48  0.170   M  2  0.084796488
743  Scomber colias 2002     9   301 194.09 167.93  0.270   M  2  0.160781278
746  Scomber colias 2002     9   303 253.18 206.15  0.170   M  2  0.082464225
747  Scomber colias 2002     9   322 256.59 223.46  0.280   M  2  0.125302068
748  Scomber colias 2002     9   303 243.52 183.68  0.150   M  2  0.081663763
749  Scomber colias 2002     9   252 132.52 107.10  0.010   M  2  0.009337068
750  Scomber colias 2002     9   312 252.45 202.50  0.230   M  2  0.113580247
751  Scomber colias 2002     9   323 261.25 235.40  0.270   M  5  0.114698386
754  Scomber colias 2002    10   310 271.72 222.38  0.240   M  2  0.107923374
755  Scomber colias 2002    10   324 246.66 212.73  0.290   M  5  0.136323039
757  Scomber colias 2002    10   290 190.20 162.60  0.310   M  5  0.190651906
758  Scomber colias 2002    10   303 192.39 164.17  0.220   M  5  0.134007431
760  Scomber colias 2002    10   320 280.78 228.55  0.210   M  5  0.091883614
762  Scomber colias 2002    10   297 202.02 170.03  0.130   M  5  0.076457096
763  Scomber colias 2002    10   340 293.14 235.53  0.290   M  5  0.123126566
765  Scomber colias 2002    10   328 353.51 281.77  0.280   M  5  0.099371828
766  Scomber colias 2002    10   315 288.88 231.68  0.200   M  5  0.086325967
767  Scomber colias 2002    10   319 275.99 221.55  0.200   M  2  0.090273076
768  Scomber colias 2002    10   322 276.48 240.69  0.270   M  5  0.112177490
770  Scomber colias 2002    10   317 270.12 216.42  0.220   M  5  0.101654191
772  Scomber colias 2002    10   335 327.90 285.94  0.320   M  5  0.111911590
773  Scomber colias 2002    10   315 234.70 205.82  0.280   M  5  0.136041201
774  Scomber colias 2002    10   313 278.68 221.97  0.270   M  5  0.121638059
776  Scomber colias 2002    10   320 267.91 219.81  0.220   M  2  0.100086438
777  Scomber colias 2002    10   328 285.00 239.07  0.320   M  5  0.133852010
778  Scomber colias 2002    10   320 272.81 228.14  0.190   M  5  0.083282195
779  Scomber colias 2002    10   320 267.57 215.71  0.230   M  5  0.106624635
781  Scomber colias 2002    10   310 238.59 197.55  0.210   M  2  0.106302202
782  Scomber colias 2002    10   310 244.20 209.76  0.200   M  5  0.095347063
783  Scomber colias 2002    10   312 260.11 207.38  0.200   M  2  0.096441315
785  Scomber colias 2002    10   310 246.86 215.41  0.220   M  5  0.102130820
787  Scomber colias 2002    10   302 231.40 198.91  0.250   M  5  0.125684983
788  Scomber colias 2002    10   313 247.98 210.89  0.110   M  5  0.052159894
790  Scomber colias 2002    10   308 229.36 195.05  0.250   M  5  0.128172263
792  Scomber colias 2002    10   320 305.70 251.25  0.360   M  5  0.143283582
793  Scomber colias 2002    10   313 266.84 223.02  0.230   M  5  0.103129764
794  Scomber colias 2002    10   337 318.23 265.89  0.250   M  5  0.094023844
795  Scomber colias 2002    10   325 297.36 236.00  0.200   M  2  0.084745763
797  Scomber colias 2002    10   328 272.11 180.69  0.440   M  2  0.243510986
798  Scomber colias 2002    10   320 242.29 185.35  0.270   M  5  0.145670353
801  Scomber colias 2002    10   330 293.41 252.70  0.350   M  5  0.138504155
802  Scomber colias 2002    10   321 304.66 233.70  0.210   M  5  0.089858793
803  Scomber colias 2002    10   300 216.76 181.98  0.280   M  5  0.153863062
807  Scomber colias 2002    10   320 274.16 216.42  0.190   M  5  0.087792256
808  Scomber colias 2002    10   295 223.46 180.05  0.220   M  5  0.122188281
812  Scomber colias 2002    10   335 341.80 295.22  0.320   M  2  0.108393740
816  Scomber colias 2002    10   329 320.83 239.46  0.330   M  2  0.137810073
817  Scomber colias 2002    10   345 382.69 369.82  0.370   M  5  0.100048672
818  Scomber colias 2002    10   337 320.83 280.29  0.330   M  5  0.117735203
820  Scomber colias 2002    10   337 382.37 325.55  0.300   M  5  0.092151743
824  Scomber colias 2002    10   347 416.07 331.00  0.230   M  2  0.069486405
825  Scomber colias 2002    10   342 337.31 293.97  0.270   M  5  0.091846107
826  Scomber colias 2002    10   336 319.33 270.69  0.400   M  5  0.147770512
827  Scomber colias 2002    10   343 346.98 299.54  0.320   M  5  0.106830473
828  Scomber colias 2002    10   337 321.92 269.84  0.290   M  5  0.107471094
830  Scomber colias 2002    10   324 308.83 261.41  0.270   M  2  0.103286026
833  Scomber colias 2002    10   346 369.60 311.15  0.370   M  2  0.118913707
835  Scomber colias 2002    10   344 347.63 302.80  0.290   M  5  0.095772787
840  Scomber colias 2002    10   307 329.73 204.22  0.330   M  5  0.161590442
841  Scomber colias 2002    10   324 302.46 239.81  0.260   M  5  0.108419165
845  Scomber colias 2002    10   343 399.34 309.14  0.270   M  5  0.087339070
849  Scomber colias 2002    10   337 375.01 290.13  0.330   M  5  0.113742116
851  Scomber colias 2002    10   334 398.68 307.94  0.310   M  2  0.100668962
854  Scomber colias 2002    10   324 295.53 257.78  0.160   M  5  0.062068430
855  Scomber colias 2002    10   343 410.69 345.93  0.230   M  5  0.066487440
860  Scomber colias 2002    10   335 306.90 265.13  0.280   M  5  0.105608569
861  Scomber colias 2002    10   342 342.88 303.42  0.270   M  5  0.088985565
863  Scomber colias 2002    10   327 294.66 253.54  0.400   M  5  0.157766033
868  Scomber colias 2002    10   314 214.30 187.59  0.270   M  5  0.143930913
869  Scomber colias 2002    10   340 304.01 267.36  0.310   M  5  0.115948534
871  Scomber colias 2002    10   316 232.00 201.90  0.220   M  2  0.108964834
872  Scomber colias 2002    10   340 294.93 256.38  0.240   M  2  0.093611046
874  Scomber colias 2002    10   313 242.58 206.11  0.280   M  5  0.135849789
875  Scomber colias 2002    10   312 239.65 192.12  0.280   M  2  0.145742244
876  Scomber colias 2002    10   327 258.72 224.39  0.260   M  2  0.115869691
885  Scomber colias 2002    10   328 280.62 239.56  0.320   M  5  0.133578227
887  Scomber colias 2002    10   267 146.51 127.53  0.060   M  2  0.047047753
888  Scomber colias 2002    10   300 207.59 181.57  0.170   M  2  0.093627802
890  Scomber colias 2002    10   320 223.34 190.61  0.280   M  2  0.146896805
892  Scomber colias 2002    10   324 243.72 210.83  0.190   M  2  0.090120002
895  Scomber colias 2002    10   318 213.13 208.34  0.200   M  5  0.095996928
896  Scomber colias 2002    10   329 264.24 223.86  0.260   M  5  0.116144019
901  Scomber colias 2002    10   324 289.78 228.71  0.120   M  2  0.052468191
902  Scomber colias 2002    10   307 218.73 181.70  0.100   M  2  0.055035773
903  Scomber colias 2002    10   334 335.09 277.07  0.150   M  2  0.054137943
904  Scomber colias 2002    10   314 206.64 184.83  0.190   M  5  0.102797165
905  Scomber colias 2002    10   352 402.71 325.48  0.200   M  5  0.061447708
907  Scomber colias 2002    10   302 204.64 161.13  0.070   M  2  0.043443183
910  Scomber colias 2002    10   353 377.08 328.57  0.610   M  2  0.185652981
911  Scomber colias 2002    10   313 248.92 190.82  0.130   M  5  0.068127031
912  Scomber colias 2002    10   325 289.51 228.32  0.310   M  2  0.135774352
914  Scomber colias 2002    10   374 435.35 393.95  0.460   M  2  0.116766087
915  Scomber colias 2002    10   322 269.35 205.68  0.260   M  2  0.126409957
916  Scomber colias 2002    10   303 243.02 182.26  0.170   M  2  0.093273346
919  Scomber colias 2002    10   330 323.74 259.01  0.280   M  5  0.108103934
923  Scomber colias 2002    10   355 412.42 326.68  0.370   M  5  0.113260683
925  Scomber colias 2002    10   332 326.83 286.80  0.260   M  5  0.090655509
926  Scomber colias 2002    10   325 291.05 235.20  0.300   M  5  0.127551020
930  Scomber colias 2002    10   304 226.39 183.77  0.210   M  2  0.114273276
931  Scomber colias 2002    10   327 241.20 224.91  0.130   M  5  0.057800898
934  Scomber colias 2002    10   360 374.29 311.96  0.390   M  5  0.125016028
937  Scomber colias 2002    10   304 212.97 171.60  0.230   M  5  0.134032634
940  Scomber colias 2002    10   309 237.17 182.91  0.140   M  2  0.076540375
941  Scomber colias 2002    10   305 216.19 172.79  0.120   M  2  0.069448463
942  Scomber colias 2002    10   350 287.89 267.43  0.320   M  5  0.119657480
943  Scomber colias 2002    10   352 376.30 309.18  0.350   M  5  0.113202665
944  Scomber colias 2002    10   373 530.49 436.96  0.600   M  5  0.137312340
945  Scomber colias 2002    10   320 259.27 200.87  0.240   M  2  0.119480261
948  Scomber colias 2002    10   345 261.96 226.75  0.080   M  5  0.035281147
952  Scomber colias 2002    10   345 380.55 235.00  0.550   M  5  0.234042553
953  Scomber colias 2002    10   300 238.27 145.14  0.120   M  2  0.082678793
958  Scomber colias 2002    10   360 506.87 377.73  0.370   M  2  0.097953565
960  Scomber colias 2002    10   365 494.23 308.87  0.440   M  2  0.142454754
961  Scomber colias 2002    10   337 302.27 256.32  0.340   M  2  0.132646692
963  Scomber colias 2002    10   365 414.85 327.08  0.340   M  5  0.103950104
964  Scomber colias 2002    10   352 377.83 301.60  0.330   M  5  0.109416446
965  Scomber colias 2002    10   312 224.36 196.06  0.290   M  2  0.147913904
969  Scomber colias 2002    10   340 321.52 235.15  0.280   M  5  0.119072932
970  Scomber colias 2002    10   305 223.75 183.17  0.160   M  2  0.087350549
971  Scomber colias 2002    10   325 326.00 242.30  0.310   M  2  0.127940569
974  Scomber colias 2002    10   340 294.86 274.68  0.260   M  2  0.094655599
975  Scomber colias 2002    10   330 283.26 244.95  0.270   M  5  0.110226577
978  Scomber colias 2002    10   356 330.07 297.83  0.340   M  5  0.114159084
982  Scomber colias 2002    10   345 359.19 290.26  0.310   M  5  0.106800799
986  Scomber colias 2002    10   215  75.34  64.63  0.010   M  2  0.015472691
996  Scomber colias 2002    10   204  67.76  58.01  0.170   M  2  0.293052922
997  Scomber colias 2002    10   217  75.72  65.38  0.060   M  2  0.091771184
998  Scomber colias 2002    10   206  58.44  49.52  0.010   M  2  0.020193861
999  Scomber colias 2002    10   213  70.75  60.97  0.140   M  2  0.229621125
1002 Scomber colias 2002    10   207  63.95  54.51  0.010   M  2  0.018345258
1004 Scomber colias 2002    10   209  64.49  54.77  0.040   M  2  0.073032682
1005 Scomber colias 2002    10   201  57.45  49.22  0.010   M  2  0.020316944
1015 Scomber colias 2002    10   203  56.92  48.79  0.010   M  2  0.020496003
1021 Scomber colias 2002    10   222  80.00  66.86  0.010   M  2  0.014956626
1022 Scomber colias 2002    10   206  62.86  53.30  0.010   M  2  0.018761726
1024 Scomber colias 2002    10   212  67.90  57.54  0.010   M  2  0.017379214
1026 Scomber colias 2002    10   208  69.00  59.46  0.110   M  2  0.184998318
1027 Scomber colias 2002    10   224  76.24  62.25  0.010   M  2  0.016064257
1032 Scomber colias 2002    10   203  56.29  48.62  0.010   M  2  0.020567668
1033 Scomber colias 2002    10   205  56.83  49.11  0.010   M  2  0.020362452
1034 Scomber colias 2002    10   210  71.84  60.48  0.010   M  2  0.016534392
1035 Scomber colias 2002    10   206  58.52  50.83  0.010   M  2  0.019673421
1037 Scomber colias 2002    10   203  65.59  57.19  0.010   M  2  0.017485574
1038 Scomber colias 2002    10   214  70.67  60.68  0.010   M  2  0.016479895
1039 Scomber colias 2002    10   204  60.05  52.00  0.010   M  2  0.019230769
1040 Scomber colias 2002    10   196  54.07  47.50  0.010   M  2  0.021052632
1044 Scomber colias 2002    11   303 249.07 183.75  0.240   M  2  0.130612245
1045 Scomber colias 2002    11   310 222.06 180.86  0.200   M  2  0.110582771
1046 Scomber colias 2002    11   303 241.32 200.52  0.140   M  5  0.069818472
1047 Scomber colias 2002    11   307 243.82 200.26  0.220   M  5  0.109857186
1048 Scomber colias 2002    11   301 252.96 189.49  0.190   M  5  0.100269144
1049 Scomber colias 2002    11   327 282.57 226.42  0.230   M  5  0.101581132
1050 Scomber colias 2002    11   301 277.93 200.79  0.270   M  2  0.134468848
1054 Scomber colias 2002    11   304 228.65 190.19  0.300   M  2  0.157737000
1057 Scomber colias 2002    11   312 281.40 233.95  0.290   M  2  0.123958111
1059 Scomber colias 2002    11   355 395.27 331.10  0.360   M  2  0.108728481
1061 Scomber colias 2002    11   322 246.85 208.97  0.200   M  5  0.095707518
1062 Scomber colias 2002    11   315 272.99 230.65  0.280   M  2  0.121396055
1064 Scomber colias 2002    11   312 215.87 183.86  0.150   M  5  0.081583814
1066 Scomber colias 2002    11   295 191.06 157.50  0.250   M  5  0.158730159
1067 Scomber colias 2002    11   335 278.53 227.83  0.270   M  5  0.118509415
1069 Scomber colias 2002    11   325 330.98 240.41  0.300   M  2  0.124786823
1070 Scomber colias 2002    11   305 253.00 193.42  0.130   M  5  0.067211250
1072 Scomber colias 2002    11   285 215.71 170.83  0.170   M  2  0.099514137
1075 Scomber colias 2002    11   312 226.07 190.76  0.320   M  5  0.167750052
1076 Scomber colias 2002    11   318 251.99 201.98  0.290   M  5  0.143578572
1078 Scomber colias 2002    11   300 233.51 171.48  0.240   M  5  0.139958013
1079 Scomber colias 2002    11   327 241.45 217.53  0.190   M  5  0.087344274
1082 Scomber colias 2002    11   330 252.17 205.06  0.240   M  2  0.117038915
1086 Scomber colias 2002    11   295 210.41 165.71  0.200   M  2  0.120692777
1087 Scomber colias 2002    11   333 317.99 241.02  0.370   M  2  0.153514231
1090 Scomber colias 2002    11   305 240.45 199.56  0.210   M  5  0.105231509
1092 Scomber colias 2002    11   308 241.61 204.55  0.190   M  5  0.092886825
1100 Scomber colias 2002    11   275 180.19 133.25  0.380   M  2  0.285178236
1101 Scomber colias 2002    11   303 203.14 169.91  0.200   M  5  0.117709376
1102 Scomber colias 2002    11   278 162.26 141.33  0.460   M  2  0.325479374
1104 Scomber colias 2002    12   220  78.99  66.13  0.010   M  2  0.015121730
1106 Scomber colias 2002    12   210  68.15  58.20  0.010   M  2  0.017182131
1108 Scomber colias 2002    12   217  69.98  60.65  0.010   M  2  0.016488046
1110 Scomber colias 2002    12   215  65.76  56.73  0.010   M  2  0.017627358
1111 Scomber colias 2002    12   220  77.05  64.73  0.010   M  2  0.015448787
1112 Scomber colias 2002    12   208  61.95  53.99  0.010   M  2  0.018521949
1113 Scomber colias 2002    12   210  65.58  52.24  0.010   M  2  0.019142420
1114 Scomber colias 2002    12   215  68.63  59.04  0.010   M  2  0.016937669
1115 Scomber colias 2002    12   246 103.67  90.41  0.010   M  2  0.011060723
1116 Scomber colias 2002    12   211  67.98  58.19  0.070   M  2  0.120295583
1118 Scomber colias 2002    12   214  73.97  62.74  0.010   M  2  0.015938795
1119 Scomber colias 2002    12   217  68.29  58.86  0.010   M  2  0.016989467
1120 Scomber colias 2002    12   226  81.31  69.07  0.010   M  2  0.014478066
1123 Scomber colias 2002    12   230  90.80  76.92  0.010   M  2  0.013000520
1127 Scomber colias 2002    12   200  58.12  49.50  0.010   M  2  0.020202020
1128 Scomber colias 2002    12   197  54.75  47.13  0.010   M  2  0.021217908
1129 Scomber colias 2002    12   202  59.10  50.71  0.010   M  2  0.019719976
1130 Scomber colias 2002    12   203  59.19  50.45  0.010   M  2  0.019821606
1131 Scomber colias 2002    12   206  68.18  56.35  0.010   M  2  0.017746229
1134 Scomber colias 2002    12   215  75.40  61.31  0.010   M  2  0.016310553
1135 Scomber colias 2002    12   217  74.22  62.03  0.060   M  3  0.096727390
1136 Scomber colias 2002    12   215  70.84  60.91  0.110   M  3  0.180594319
1137 Scomber colias 2002    12   221  74.30  64.31  0.010   M  2  0.015549681
1139 Scomber colias 2002    12   214  66.02  56.10  0.010   M  2  0.017825312
1140 Scomber colias 2002    12   220  80.63  68.40  0.010   M  2  0.014619883
1144 Scomber colias 2002    12   213  67.35  56.85  0.010   M  2  0.017590150
1149 Scomber colias 2002    12   225  81.07  69.05  0.110   M  3  0.159304852
1150 Scomber colias 2002    12   213  73.58  63.01  0.060   M  2  0.095222980
1151 Scomber colias 2002    12   215  73.24  62.76  0.010   M  2  0.015933716
1152 Scomber colias 2002    12   209  69.24  55.93  0.010   M  2  0.017879492
1161 Scomber colias 2002    12   211  68.28  58.66  0.050   M  2  0.085236959
1164 Scomber colias 2002    12   307 185.25 164.60  0.160   M  2  0.097205346
1165 Scomber colias 2002    12   286 160.38 137.60  0.220   M  2  0.159883721
1166 Scomber colias 2002    12   282 156.76 131.51  0.160   M  2  0.121663752
1167 Scomber colias 2002    12   246  97.27  93.26  0.010   M  2  0.010722711
1168 Scomber colias 2002    12   270 158.03 120.14  0.100   M  2  0.083236224
1169 Scomber colias 2002    12   235  93.45  77.74  0.060   M  2  0.077180345
1170 Scomber colias 2002    12   220  81.20  68.11  0.010   M  2  0.014682132
1175 Scomber colias 2002    12   227  89.79  77.29  0.070   M  2  0.090567991
1178 Scomber colias 2002    12   280 163.71 139.12  0.100   M  2  0.071880391
1182 Scomber colias 2002    12   234 108.50  83.29  0.460   M  3  0.552287189
1184 Scomber colias 2002    12   252 121.62  83.27  0.030   M  3  0.036027381
1188 Scomber colias 2002    12   231  94.68  75.79  0.050   M  3  0.065971764
1195 Scomber colias 2002    12   242  99.64  86.22  0.050   M  3  0.057991185
1196 Scomber colias 2002    12   234 100.52  83.43  0.120   M  3  0.143833154
1198 Scomber colias 2002    12   231  88.42  74.12  0.060   M  3  0.080949811
1200 Scomber colias 2002    12   222  86.28  70.86  0.570   M  3  0.804403048
1201 Scomber colias 2002    12   237  97.82  81.06  0.040   M  2  0.049346163
1202 Scomber colias 2002    12   224  85.09  71.38  0.220   M  3  0.308209583
1203 Scomber colias 2002    12   222  79.62  65.03  0.260   M  3  0.399815470
1205 Scomber colias 2002    12   223  80.74  67.45  0.130   M  3  0.192735360
1206 Scomber colias 2002    12   219  82.57  65.88  0.210   M  3  0.318761384
     TL_class    LN_TL    LN_TW
3          25 5.521461 4.816241
5          27 5.598422 5.096813
7          29 5.669881 5.307773
9          27 5.598422 5.090062
11         28 5.634790 5.319590
13         26 5.560682 5.082025
15         28 5.634790 5.346631
17         27 5.598422 5.091908
18         26 5.560682 5.101694
21         26 5.560682 4.993150
24         26 5.560682 5.025195
29         27 5.598422 5.126342
36         28 5.634790 5.247550
37         24 5.480639 4.897093
39         27 5.598422 5.208393
41         27 5.598422 5.168778
42         26 5.560682 5.032397
44         27 5.598422 5.190732
45         24 5.480639 4.895598
46         27 5.598422 5.331752
47         29 5.669881 5.316157
48         29 5.669881 5.321545
51         36 5.886104 6.060291
52         34 5.828946 5.910526
53         33 5.799093 5.834518
54         32 5.768321 5.682559
55         34 5.828946 5.872118
56         38 5.940171 6.366986
58         31 5.736572 5.652840
59         33 5.799093 5.930387
60         33 5.799093 5.804231
61         33 5.799093 5.865334
62         33 5.799093 5.887769
63         35 5.857933 6.129486
64         32 5.768321 5.770506
65         35 5.857933 6.063087
67         33 5.799093 5.772064
69         35 5.857933 6.094698
70         32 5.768321 5.339459
71         38 5.940171 6.359055
73         33 5.799093 5.975081
74         33 5.799093 5.753207
75         32 5.768321 5.687314
76         32 5.768321 5.646859
77         34 5.828946 5.947513
78         37 5.913503 6.187648
79         34 5.828946 5.983432
85         22 5.393628 4.359014
87         23 5.438079 4.543614
89         35 5.857933 6.011488
90         32 5.768321 5.704149
96         32 5.768321 5.827268
97         32 5.768321 5.784563
99         34 5.828946 5.871272
102        32 5.768321 5.747863
109        33 5.799093 5.888933
110        35 5.857933 5.962782
125        35 5.857933 6.005713
127        31 5.736572 5.670570
133        22 5.393628 4.611947
136        23 5.438079 4.768818
137        26 5.560682 4.952724
138        26 5.560682 5.025721
139        27 5.598422 5.158020
142        28 5.634790 5.291393
144        28 5.634790 5.247077
147        24 5.480639 4.710341
148        25 5.521461 4.820523
152        27 5.598422 5.260252
155        23 5.438079 4.674510
156        25 5.521461 4.947624
160        22 5.393628 4.545314
161        24 5.480639 4.683242
163        26 5.560682 4.936055
164        27 5.598422 5.218841
166        25 5.521461 4.903199
176        29 5.669881 5.306583
179        25 5.521461 4.971340
185        23 5.438079 4.607767
187        24 5.480639 4.728538
189        29 5.669881 5.429696
190        23 5.438079 4.630350
191        27 5.598422 5.157502
192        23 5.438079 4.760206
193        24 5.480639 4.814215
194        24 5.480639 4.831668
195        24 5.480639 4.814458
198        25 5.521461 4.922314
201        30 5.703782 5.504925
207        28 5.634790 5.242276
208        28 5.634790 5.114815
211        31 5.736572 5.689717
214        33 5.799093 5.862437
218        31 5.736572 5.718868
219        34 5.828946 5.951840
221        36 5.886104 6.093209
224        35 5.857933 6.082721
225        33 5.799093 5.908708
227        32 5.768321 5.776382
228        35 5.857933 6.014131
229        34 5.828946 6.074035
230        37 5.913503 6.332356
231        33 5.802118 5.752890
232        33 5.808142 5.749743
234        34 5.834811 5.925378
236        32 5.786897 5.739439
237        34 5.834811 5.841078
240        33 5.811141 5.813294
242        34 5.840642 5.900828
243        33 5.820083 5.908599
244        30 5.717028 5.463323
245        34 5.849325 6.000226
248        32 5.774552 5.689886
249        35 5.877736 6.089725
250        35 5.872118 6.021509
251        32 5.789960 5.701847
252        34 5.828946 5.819578
258        34 5.843544 5.898883
260        35 5.857933 5.938617
261        33 5.814131 5.772655
263        32 5.786897 5.761926
266        34 5.843544 5.833113
267        34 5.837730 5.893934
269        31 5.752573 5.471388
270        35 5.857933 5.954048
272        33 5.799093 5.678704
273        37 5.918894 6.221623
276        31 5.765191 5.680173
277        32 5.796058 5.779323
280        32 5.777652 5.648622
281        33 5.814131 5.790877
284        32 5.783825 5.741431
287        34 5.834811 5.869749
288        32 5.789960 5.695985
289        37 5.921578 6.176428
294        34 5.846439 5.966403
295        34 5.837730 5.854556
297        34 5.837730 5.843747
298        33 5.802118 5.811231
300        32 5.774552 5.622464
302        33 5.823046 5.860074
306        35 5.866468 6.013715
308        38 5.942799 6.216327
309        33 5.826000 5.872090
311        34 5.843544 5.976046
313        35 5.866468 6.031166
317        34 5.843544 5.985949
319        34 5.834811 5.973148
321        34 5.849325 6.092779
322        34 5.837730 5.943508
323        34 5.834811 5.893273
324        32 5.780744 5.690224
326        32 5.768321 5.723977
327        33 5.814131 5.799426
328        33 5.799093 5.940250
329        33 5.802118 5.892417
330        33 5.805135 5.910282
332        34 5.828946 5.928125
335        33 5.799093 5.755806
338        34 5.831882 5.843081
339        35 5.866468 6.033470
341        36 5.886104 6.086752
344        31 5.755742 5.645270
345        34 5.837730 5.994435
348        34 5.828946 5.981111
349        34 5.834811 5.921257
350        35 5.863631 5.956485
351        34 5.828946 5.897868
352        36 5.899897 6.158101
353        37 5.913503 6.176470
356        32 5.793014 5.813593
359        34 5.843544 5.936586
360        31 5.743003 5.513227
361        33 5.814131 5.760005
362        33 5.799093 5.804924
363        36 5.905362 6.094540
364        35 5.877736 6.060641
366        30 5.707110 5.635860
367        33 5.805135 5.813115
368        32 5.780744 5.704216
371        32 5.789960 5.779045
374        35 5.866468 6.093005
380        32 5.774552 5.632107
381        31 5.746203 5.654872
382        37 5.916202 6.136430
384        32 5.789960 5.677952
386        33 5.823046 5.937563
387        33 5.820083 5.796969
389        33 5.799093 5.804984
390        31 5.736572 5.516087
391        34 5.828946 5.953010
394        32 5.783825 5.901430
396        36 5.886104 6.035960
397        35 5.863631 5.935952
399        32 5.793014 5.778952
400        31 5.758902 5.668155
402        35 5.874931 6.102402
403        31 5.765191 5.690562
406        31 5.762051 5.606170
408        33 5.805135 5.850851
411        30 5.726848 5.614514
412        33 5.814131 5.695515
415        32 5.789960 5.740211
417        34 5.849325 6.055776
420        34 5.840642 5.896907
422        34 5.831882 5.787572
425        31 5.743003 5.681571
427        31 5.752573 5.615498
428        32 5.793014 5.705847
429        34 5.843544 5.977873
430        30 5.703782 5.390304
432        33 5.814131 5.804683
434        32 5.789960 5.797273
435        32 5.771441 5.600642
436        31 5.762051 5.656481
439        32 5.780744 5.609215
440        35 5.863631 5.925859
441        34 5.849325 5.966403
442        33 5.820083 5.920908
443        31 5.739793 5.581954
446        35 5.857933 6.020003
449        32 5.780744 5.710427
451        32 5.774552 5.733503
452        32 5.768321 5.666669
453        32 5.777652 5.796210
454        32 5.786897 5.756849
455        32 5.777652 5.660214
456        32 5.774552 5.754127
458        31 5.736572 5.559026
459        31 5.762051 5.663169
462        31 5.746203 5.483011
463        32 5.786897 5.620256
466        32 5.793014 5.791519
467        30 5.733341 5.504600
468        31 5.758902 5.640701
469        31 5.752573 5.499869
472        35 5.857933 5.890539
473        31 5.758902 5.651857
474        31 5.752573 5.627729
476        32 5.768321 5.652700
480        32 5.774552 5.592404
481        32 5.793014 5.734344
484        35 5.857933 6.036796
488        34 5.831882 5.875184
489        31 5.755742 5.608152
490        29 5.697093 5.504396
491        31 5.765191 5.628520
492        30 5.707110 5.502197
495        31 5.752573 5.719262
497        34 5.828946 5.960954
498        30 5.710427 5.467976
500        32 5.771441 5.718737
501        32 5.780744 5.726978
502        31 5.736572 5.625461
503        32 5.786897 5.666911
505        31 5.752573 5.524217
506        33 5.820083 5.720672
509        31 5.762051 5.600383
510        34 5.852202 5.894017
512        34 5.831882 5.953944
515        30 5.707110 5.421729
518        33 5.802118 5.754476
519        32 5.783825 5.788950
520        33 5.811141 5.784287
524        32 5.777652 5.678875
525        31 5.752573 5.543301
529        33 5.814131 5.938512
531        34 5.843544 5.902715
533        32 5.771441 5.794202
536        33 5.814131 6.054017
537        35 5.860786 6.048341
538        31 5.758902 5.920022
539        38 5.955837 6.482541
540        33 5.805135 5.915339
541        35 5.872118 5.967300
545        32 5.780744 5.879247
547        34 5.855072 5.906642
549        34 5.849325 5.971491
553        33 5.802118 6.017595
558        38 5.963579 6.384368
559        32 5.780744 5.964967
560        32 5.771441 5.888795
561        37 5.934894 6.356368
562        36 5.910797 6.139238
564        40 6.001415 6.621286
565        38 5.963579 6.582579
568        35 5.874931 6.144979
571        35 5.877736 6.039159
574        32 5.789960 5.818450
575        28 5.659482 5.347822
576        37 5.926926 6.155219
578        31 5.736572 5.520140
580        33 5.805135 5.770413
581        35 5.857933 5.915339
582        37 5.916202 6.082082
584        32 5.786897 5.857304
585        30 5.733341 5.506632
586        31 5.758902 5.675177
587        32 5.768321 5.688161
588        33 5.802118 5.897154
590        31 5.755742 5.644846
591        34 5.834811 5.932776
592        33 5.808142 5.940776
593        31 5.765191 5.600900
595        31 5.749393 5.668017
596        34 5.846439 5.963014
597        23 5.442418 4.675349
599        34 5.828946 5.800455
602        31 5.743003 5.637571
603        29 5.686975 5.460734
606        31 5.752573 5.549271
607        33 5.817111 5.774365
612        29 5.693732 5.437949
613        31 5.755742 5.636823
614        34 5.828946 6.032487
619        33 5.802118 5.887963
620        37 5.926926 5.848806
627        22 5.398163 4.324795
629        20 5.323010 4.158414
631        23 5.442418 4.558498
633        22 5.402677 4.445471
639        23 5.446737 4.515355
640        21 5.379897 4.364753
641        22 5.393628 4.332836
642        24 5.480639 4.716175
644        22 5.393628 4.493456
646        24 5.480639 4.754021
647        22 5.420535 4.541911
648        22 5.433722 4.501142
656        34 5.828946 5.879834
658        32 5.774552 5.576441
660        30 5.726848 5.544630
661        32 5.793014 5.835045
665        32 5.793014 5.810152
667        31 5.752573 5.646965
668        32 5.789960 5.815443
669        33 5.805135 5.751715
670        30 5.703782 5.423407
671        30 5.703782 5.448245
672        32 5.774552 5.789195
675        30 5.733341 5.547713
677        33 5.814131 5.689684
679        28 5.659482 5.259005
680        32 5.793014 5.499706
681        32 5.774552 5.653226
682        26 5.579730 5.187553
683        32 5.789960 5.768571
684        29 5.676754 5.189729
687        33 5.820083 5.893714
689        26 5.560682 4.993286
690        32 5.793014 5.709499
691        30 5.710427 5.406499
692        31 5.762051 5.478386
693        32 5.777652 5.769789
695        30 5.717028 5.413831
696        25 5.552960 4.969188
697        31 5.736572 5.630244
700        31 5.743003 5.663863
706        31 5.743003 5.368729
707        34 5.849325 5.736508
710        33 5.814131 5.777188
711        33 5.799093 5.720869
713        32 5.789960 5.851024
714        30 5.726848 5.404208
717        33 5.805135 5.752858
719        34 5.840642 5.970624
720        36 5.905362 6.152137
721        34 5.843544 5.847508
723        31 5.758902 5.517734
724        32 5.789960 5.692519
728        33 5.799093 5.887908
730        34 5.843544 5.937826
732        32 5.780744 5.514557
735        28 5.666427 5.347964
737        32 5.789960 5.598089
739        29 5.693732 5.534259
743        30 5.707110 5.268322
746        30 5.713733 5.534101
747        32 5.774552 5.547479
748        30 5.713733 5.495199
749        25 5.529429 4.886734
750        31 5.743003 5.531213
751        32 5.777652 5.565478
754        31 5.736572 5.604772
755        32 5.780744 5.508011
757        29 5.669881 5.248076
758        30 5.713733 5.259525
760        32 5.768321 5.637571
762        29 5.693732 5.308367
763        34 5.828946 5.680650
765        32 5.793014 5.867912
766        31 5.752573 5.666011
767        31 5.765191 5.620365
768        32 5.774552 5.622138
770        31 5.758902 5.598866
772        33 5.814131 5.792709
773        31 5.752573 5.458308
774        31 5.746203 5.630064
776        32 5.768321 5.590651
777        32 5.793014 5.652489
778        32 5.768321 5.608776
779        32 5.768321 5.589381
781        31 5.736572 5.474747
782        31 5.736572 5.497988
783        31 5.743003 5.561105
785        31 5.736572 5.508821
787        30 5.710427 5.444148
788        31 5.746203 5.513348
790        30 5.730100 5.435293
792        32 5.768321 5.722604
793        31 5.746203 5.586649
794        33 5.820083 5.762774
795        32 5.783825 5.694944
797        32 5.793014 5.606206
798        32 5.768321 5.490135
801        33 5.799093 5.681571
802        32 5.771441 5.719196
803        30 5.703782 5.378791
807        32 5.768321 5.613712
808        29 5.686975 5.409232
812        33 5.814131 5.834226
816        32 5.796058 5.770911
817        34 5.843544 5.947225
818        33 5.820083 5.770911
820        33 5.820083 5.946389
824        34 5.849325 6.030854
825        34 5.834811 5.821002
826        33 5.817111 5.766225
827        34 5.837730 5.849267
828        33 5.820083 5.774303
830        32 5.780744 5.732791
833        34 5.846439 5.912421
835        34 5.840642 5.851139
840        30 5.726848 5.798274
841        32 5.780744 5.711949
845        34 5.837730 5.989813
849        33 5.820083 5.926953
851        33 5.811141 5.988159
854        32 5.780744 5.688770
855        34 5.837730 6.017839
860        33 5.814131 5.726522
861        34 5.834811 5.837381
863        32 5.789960 5.685822
868        31 5.749393 5.367377
869        34 5.828946 5.717061
871        31 5.755742 5.446737
872        34 5.828946 5.686738
874        31 5.746203 5.491332
875        31 5.743003 5.479180
876        32 5.789960 5.555746
885        32 5.793014 5.637001
887        26 5.587249 4.987094
888        30 5.703782 5.335565
890        32 5.768321 5.408695
892        32 5.780744 5.496020
895        31 5.762051 5.361902
896        32 5.796058 5.576858
901        32 5.780744 5.669122
902        30 5.726848 5.387838
903        33 5.811141 5.814399
904        31 5.749393 5.330978
905        35 5.863631 5.998217
907        30 5.710427 5.321252
910        35 5.866468 5.932457
911        31 5.746203 5.517132
912        32 5.783825 5.668190
914        37 5.924256 6.076150
915        32 5.774552 5.596012
916        30 5.713733 5.493144
919        33 5.799093 5.779941
923        35 5.872118 6.022042
925        33 5.805135 5.789440
926        32 5.783825 5.673495
930        30 5.717028 5.422259
931        32 5.789960 5.485626
934        36 5.886104 5.925031
937        30 5.717028 5.361151
940        30 5.733341 5.468777
941        30 5.720312 5.376158
942        35 5.857933 5.662578
943        35 5.863631 5.930387
944        37 5.921578 6.273801
945        32 5.768321 5.557870
948        34 5.843544 5.568192
952        34 5.843544 5.941618
953        30 5.703782 5.473404
958        36 5.886104 6.228255
960        36 5.899897 6.203001
961        33 5.820083 5.711321
963        36 5.899897 6.027917
964        35 5.863631 5.934444
965        31 5.743003 5.413252
969        34 5.828946 5.773060
970        30 5.720312 5.410529
971        32 5.783825 5.786897
974        34 5.828946 5.686501
975        33 5.799093 5.646365
978        35 5.874931 5.799305
982        34 5.843544 5.883851
986        21 5.370638 4.322011
996        20 5.318120 4.215972
997        21 5.379897 4.327042
998        20 5.327876 4.068001
999        21 5.361292 4.259153
1002       20 5.332719 4.158102
1004       20 5.342334 4.166510
1005       20 5.303305 4.050915
1015       20 5.313206 4.041647
1021       22 5.402677 4.382027
1022       20 5.327876 4.140910
1024       21 5.356586 4.218036
1026       20 5.337538 4.234107
1027       22 5.411646 4.333886
1032       20 5.313206 4.030517
1033       20 5.323010 4.040064
1034       21 5.347108 4.274441
1035       20 5.327876 4.069369
1037       20 5.313206 4.183423
1038       21 5.365976 4.258021
1039       20 5.318120 4.095178
1040       19 5.278115 3.990280
1044       30 5.713733 5.517734
1045       31 5.736572 5.402948
1046       30 5.713733 5.486124
1047       30 5.726848 5.496430
1048       30 5.707110 5.533231
1049       32 5.789960 5.643926
1050       30 5.707110 5.627369
1054       30 5.717028 5.432192
1057       31 5.743003 5.639777
1059       35 5.872118 5.979569
1061       32 5.774552 5.508781
1062       31 5.752573 5.609435
1064       31 5.743003 5.374676
1066       29 5.686975 5.252588
1067       33 5.814131 5.629526
1069       32 5.783825 5.802058
1070       30 5.720312 5.533389
1072       28 5.652489 5.373935
1075       31 5.743003 5.420845
1076       31 5.762051 5.529389
1078       30 5.703782 5.453225
1079       32 5.789960 5.486662
1082       33 5.799093 5.530103
1086       29 5.686975 5.349058
1087       33 5.808142 5.762020
1090       30 5.720312 5.482512
1092       30 5.730100 5.487325
1100       27 5.616771 5.194012
1101       30 5.713733 5.313895
1102       27 5.627621 5.089200
1104       22 5.393628 4.369321
1106       21 5.347108 4.221711
1108       21 5.379897 4.248209
1110       21 5.370638 4.186012
1111       22 5.393628 4.344455
1112       20 5.337538 4.126328
1113       21 5.347108 4.183271
1114       21 5.370638 4.228730
1115       24 5.505332 4.641213
1116       21 5.351858 4.219214
1118       21 5.365976 4.303660
1119       21 5.379897 4.223763
1120       22 5.420535 4.398269
1123       23 5.438079 4.508659
1127       20 5.298317 4.062510
1128       19 5.283204 4.002777
1129       20 5.308268 4.079231
1130       20 5.313206 4.080753
1131       20 5.327876 4.222151
1134       21 5.370638 4.322807
1135       21 5.379897 4.307034
1136       21 5.370638 4.260424
1137       22 5.398163 4.308111
1139       21 5.365976 4.189958
1140       22 5.393628 4.389871
1144       21 5.361292 4.209903
1149       22 5.416100 4.395313
1150       21 5.361292 4.298373
1151       21 5.370638 4.293742
1152       20 5.342334 4.237579
1161       21 5.351858 4.223617
1164       30 5.726848 5.221706
1165       28 5.655992 5.077546
1166       28 5.641907 5.054716
1167       24 5.505332 4.577491
1168       27 5.598422 5.062785
1169       23 5.459586 4.537427
1170       22 5.393628 4.396915
1175       22 5.424950 4.497474
1178       28 5.634790 5.098097
1182       23 5.455321 4.686750
1184       25 5.529429 4.800901
1188       23 5.442418 4.550503
1195       24 5.488938 4.601564
1196       23 5.455321 4.610357
1198       23 5.442418 4.482098
1200       22 5.402677 4.457598
1201       23 5.468060 4.583129
1202       22 5.411646 4.443710
1203       22 5.402677 4.377265
1205       22 5.407172 4.391234
1206       21 5.389072 4.413646

Task 6

GSI_Females <- ggplot(GSIFemales, aes(x = Month, y = GSI, group = Month)) +
  geom_boxplot(outlier.shape = NA) +
  theme_bw() +
  theme(
    text = element_text(size = 25),
    panel.grid.major = element_blank(),
    panel.grid.minor = element_blank(),
    panel.background = element_blank(),
    legend.position = "none",
    axis.title.x = element_blank(),
    plot.title = element_text(hjust = 0.5),
    axis.text.x = element_text(
      angle = 0,
      vjust = 0,
      hjust = 0.5
    )
  ) +
  labs(title = "Females") +
  geom_jitter(
    position = position_jitter(0.2),
    color = "blue",
    size = 2.5,
    alpha = 0.6
  ) +
  scale_y_continuous(
    name = "GSI",
    limits = c(0, 25),
    breaks = seq(0, 25, 5),
    expand = c(0, 0)
  ) +
  scale_x_discrete(
    labels = c(
      "2" = "Feb",
      "3" = "Mar",
      "4" = "Apr",
      "5" = "May",
      "6" = "Jun",
      "7" = "Jul",
      "8" = "Aug",
      "9" = "Sep",
      "10" = "Oct",
      "11" = "Nov",
      "12" = "Dec",
      "1" = "Jan"
    )
  )

GSI_Females

Task 7

# Summarising
resultsGSIM <- GSIMales %>%
  dplyr::group_by(Month) %>%
  dplyr::summarise(
    mean = mean(GSI),
    sd = sd(GSI),
    min = min(GSI),
    max = max(GSI),
    n = n()
  )
resultsGSIM

# A tibble: 11 × 6
   Month   mean     sd     min    max     n
   <int>  <dbl>  <dbl>   <dbl>  <dbl> <int>
 1     2 9.42   2.92   4.49    18.7      49
 2     3 8.80   2.71   3.10    17.2      42
 3     4 1.50   2.32   0.152    7.83     41
 4     5 0.166  0.0386 0.0914   0.244    59
 5     6 0.213  0.717  0.0606   6.32     75
 6     7 0.104  0.0317 0.0119   0.173    51
 7     8 0.0698 0.0439 0.0105   0.162    42
 8     9 0.0900 0.0308 0.00934  0.161    24
 9    10 0.101  0.0478 0.0150   0.293   138
10    11 0.129  0.0543 0.0672   0.325    30
11    12 0.0942 0.147  0.0107   0.804    52

# Changing months from numeric to factor
GSIMales$Month <- as.factor(GSIMales$Month)

# Plotting
GSI_Males <- ggplot(GSIMales, aes(x = Month, y = GSI, group = Month)) +
  geom_boxplot(outlier.shape = NA) +
  theme_bw() +
  theme(
    text = element_text(size = 25),
    panel.grid.major = element_blank(),
    panel.grid.minor = element_blank(),
    panel.background = element_blank(),
    legend.position = "none",
    axis.title.x = element_blank(),
    plot.title = element_text(hjust = 0.5),
    axis.text.x = element_text(
      angle = 0,
      vjust = 0,
      hjust = 0.5
    )
  ) +
  labs(title = "Males") +
  geom_jitter(
    position = position_jitter(0.2),
    color = "chocolate3",
    size = 1.5,
    alpha = 0.4
  ) +
  scale_y_continuous(
    name = "GSI",
    limits = c(0, 25),
    breaks = seq(0, 25, 5),
    expand = c(0, 0)
  ) +
  scale_x_discrete(
    labels = c(
      "2" = "Feb",
      "3" = "Mar",
      "4" = "Apr",
      "5" = "May",
      "6" = "Jun",
      "7" = "Jul",
      "8" = "Aug",
      "9" = "Sep",
      "10" = "Oct",
      "11" = "Nov",
      "12" = "Dec",
      "1" = "Jan"
    )
  )

GSI_Males

# Changing jitter size and colour
GSI_Males_changed <- ggplot(GSIMales, aes(x = Month, y = GSI, group = Month)) +
  geom_boxplot(outlier.shape = NA) +
  theme_bw() +
  theme(
    text = element_text(size = 25),
    panel.grid.major = element_blank(),
    panel.grid.minor = element_blank(),
    panel.background = element_blank(),
    legend.position = "none",
    axis.title.x = element_blank(),
    plot.title = element_text(hjust = 0.5),
    axis.text.x = element_text(
      angle = 0,
      vjust = 0,
      hjust = 0.5
    )
  ) +
  labs(title = "Males") +
  geom_jitter(
    position = position_jitter(0.2),
    color = "blue",
    size = 2.5,
    alpha = 0.6
  ) +
  scale_y_continuous(
    name = "GSI",
    limits = c(0, 25),
    breaks = seq(0, 25, 5),
    expand = c(0, 0)
  ) +
  scale_x_discrete(
    labels = c(
      "2" = "Feb",
      "3" = "Mar",
      "4" = "Apr",
      "5" = "May",
      "6" = "Jun",
      "7" = "Jul",
      "8" = "Aug",
      "9" = "Sep",
      "10" = "Oct",
      "11" = "Nov",
      "12" = "Dec",
      "1" = "Jan"
    )
  )

GSI_Males_changed

# Plotting both changed_males and females together
plot_grid(GSI_Females, GSI_Males, ncol = 1)

Task 8

# Loading relevant package
library(sizeMat)

Data_female <- Data %>% filter(Sex == "F", )
Data_male <- Data %>% filter(Sex == "M", )

# For females
female_size_at_sexual_maturity <- gonad_mature(
  Data_female,
  varNames = c("TL_mm", "MS"),
  inmName = "1",
  matName = c("2", "3", "4", "5"),
  method = "fq",
  niter = 999
)

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: algorithm did not converge
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

print(female_size_at_sexual_maturity)

formula: Y = 1/1+exp-(A + B*X) 

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

    Original  Bootstrap (Median)
A   -155.5268 -193.0679         
B   0.8015    0.9868            
L50 194.0493  193.6961          
R2  0.856     -                 

par(mfrow = c(2, 2))
plot(
  female_size_at_sexual_maturity,
  xlab = "Total length (mm.)",
  ylab = "Proportion mature",
  col = c("blue", "red")
)

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Size at gonad maturity = 193.7 
Confidence intervals = -707133148 - 197.6 
Rsquare = 0.86

# For just the last plot
par(mfrow = c(1, 1))
plot(
  female_size_at_sexual_maturity,
  xlab = "Total length (cm.)",
  ylab = "Proportion mature",
  col = c("blue", "red"),
  onlyOgive = TRUE
)

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Size at gonad maturity = 193.7 
Confidence intervals = -707133148 - 197.6 
Rsquare = 0.86

# For males
male_size_at_sexual_maturity <- gonad_mature(
  Data_male,
  varNames = c("TL_mm", "MS"),
  inmName = "1",
  matName = c("2", "3", "4", "5"),
  method = "fq",
  niter = 999
)

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
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Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
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Warning: glm.fit: algorithm did not converge

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Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge
Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Warning: glm.fit: algorithm did not converge

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

print(male_size_at_sexual_maturity)

formula: Y = 1/1+exp-(A + B*X) 

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

    Original  Bootstrap (Median)
A   -141.3341 -167.7229         
B   0.723     0.8544            
L50 195.4863  195.4985          
R2  0.8326    -                 

par(mfrow = c(2, 2))
plot(
  male_size_at_sexual_maturity,
  xlab = "Total length (mm.)",
  ylab = "Proportion mature",
  col = c("blue", "red")
)

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Size at gonad maturity = 195.5 
Confidence intervals = -730007726242 - 515193538105 
Rsquare = 0.83

# For just the last plot
par(mfrow = c(1, 1))
plot(
  male_size_at_sexual_maturity,
  xlab = "Total length (cm.)",
  ylab = "Proportion mature",
  col = c("blue", "red"),
  onlyOgive = TRUE
)

Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

Size at gonad maturity = 195.5 
Confidence intervals = -730007726242 - 515193538105 
Rsquare = 0.83