points_cal: Calculate Total Points

Description Usage Arguments Value Examples

View source: R/points_cal.R

Description

Calculate total points.

Usage

1
points_cal(formula, rd, lp, digits = 6)

Arguments

formula

the formula of total points with raw data or linear predictors

rd

raw data, which cannot have missing values

lp

linear predictors

digits

default is 6

Value

total Points

Examples

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library(rms)  # needed for nomogram
set.seed(2018)
n <-2019
age <- rnorm(n,60,20)
sex <- factor(sample(c('female','male'),n,TRUE))
sex <- as.numeric(sex)
weight <- sample(50:100,n,replace = TRUE)
time <- sample(50:800,n,replace = TRUE)
units(time)="day"
death <- sample(c(1,0,0),n,replace = TRUE)
df <- data.frame(time,death,age,sex,weight)
ddist <- datadist(df)
oldoption <- options(datadist='ddist')
f <- cph(formula(Surv(time,death)~sex+age+weight),data=df,
         x=TRUE,y=TRUE,surv=TRUE,time.inc=3)
surv <- Survival(f)
nomo <- nomogram(f,
                 lp=TRUE,
                 fun=list(function(x) surv(365,x),
                          function(x) surv(365*2,x)),
                 funlabel=c("1-Year Survival Prob",
                            "2-Year Survival Prob"))
options(oldoption)
#get the formula by the best power using formula_lp
results <- formula_lp(nomo)
points_cal(formula = results$formula,lp=f$linear.predictors)

#get the formula by the best power using formula_rd
results <- formula_rd(nomogram = nomo)
points_cal(formula = results$formula,rd=df)

Example output

Loading required package: Hmisc
Loading required package: lattice
Loading required package: survival
Loading required package: Formula
Loading required package: ggplot2

Attaching package:HmiscThe following objects are masked frompackage:base:

    format.pval, units

Loading required package: SparseM

Attaching package:SparseMThe following object is masked frompackage:base:

    backsolve

         1          2          3          4          5          6          7 
104.021113 146.656430 177.847115  94.769576  70.884728  68.488104 175.152015 
         8          9         10         11         12         13         14 
164.023547  77.459267 110.231508 127.299378 200.893902 158.769341 120.309727 
        15         16         17         18         19         20         21 
195.465745  92.359658 196.992064  88.002640 212.524659  65.138710 107.686711 
        22         23         24         25         26         27         28 
146.042025 102.204527  55.683110 136.441487 142.407499 220.166770 201.912320 
        29         30         31         32         33         34         35 
200.945068 191.225033  72.363597 149.647039 122.275884 136.523475 207.835986 
        36         37         38         39         40         41         42 
115.083999 188.697487 185.512261 107.561181  72.073631 174.514816  85.192095 
        43         44         45         46         47         48         49 
 99.807467 158.570410  75.659449  51.384267  74.579775 217.888149 189.589760 
        50         51         52         53         54         55         56 
117.803142 104.760735 173.848512  75.902767 116.785320 178.218290 166.553455 
        57         58         59         60         61         62         63 
109.392525  85.254327 186.897737  69.101934 170.211768 166.228101  64.143866 
        64         65         66         67         68         69         70 
 76.600221 185.323304 107.842242 177.080751  82.706643 158.456255  83.171042 
        71         72         73         74         75         76         77 
168.016491 131.670126 142.193496  72.262197  60.132890 206.897558 168.480214 
        78         79         80         81         82         83         84 
 75.390538  55.975493 142.228286 131.107667 179.704982 116.037218  92.539081 
        85         86         87         88         89         90         91 
189.135371 230.167307  65.201650  61.875069 160.611652 195.106202 198.807321 
        92         93         94         95         96         97         98 
 91.104272 184.943623  51.946735 121.945917  80.154068 172.597555 112.959892 
        99        100        101        102        103        104        105 
190.112271  46.840594  48.387890 130.228041 190.981581  62.398157 110.695155 
       106        107        108        109        110        111        112 
169.169975  81.240072  89.870501  72.251398  94.664400  85.551140 210.743995 
       113        114        115        116        117        118        119 
 64.237892 146.018018 203.190258 102.690680 175.838901 192.247275  61.875047 
       120        121        122        123        124        125        126 
195.515105 125.185447 192.497763  82.713865 166.177419 121.399442 198.329754 
       127        128        129        130        131        132        133 
191.988396  80.184615 133.575602 197.532990 208.132253 205.247383 176.684252 
       134        135        136        137        138        139        140 
 59.662633 203.894483  82.068052  72.558592 122.342794 113.145870 173.277112 
       141        142        143        144        145        146        147 
 52.580226 200.794994 159.773814  55.449296 149.081369  34.666625  47.726980 
       148        149        150        151        152        153        154 
 79.633576 164.510798  50.013400  72.934296 140.422054  27.313924 143.226596 
       155        156        157        158        159        160        161 
 65.948296 159.230491  62.846883 135.903297 141.897269 113.590389 126.835346 
       162        163        164        165        166        167        168 
 81.544195  71.786369 180.315801 106.197128  74.018358  47.065664 129.980903 
       169        170        171        172        173        174        175 
209.657552 163.575622 150.491489 109.686285  91.160324 174.343803  75.586872 
       176        177        178        179        180        181        182 
188.806248  94.854109 186.773982  77.768930  67.348266 176.979485  70.718467 
       183        184        185        186        187        188        189 
 89.425747  89.799071 145.401785 153.370406  89.743084  48.258017 186.364287 
       190        191        192        193        194        195        196 
108.919369 165.896489 203.909900 198.135789  40.821574  68.454002 146.384631 
       197        198        199        200        201        202        203 
170.510512  95.158015 116.148156  48.609135 113.414108 163.753055 122.269909 
       204        205        206        207        208        209        210 
 45.146041 185.509604  41.119686 107.478050  74.682960  53.418905 201.804380 
       211        212        213        214        215        216        217 
156.165257 172.975677 183.817976  90.148672  87.159636 102.070055  73.601972 
       218        219        220        221        222        223        224 
148.953677  68.957404 179.740134  76.737522 192.842770  74.354001  74.114736 
       225        226        227        228        229        230        231 
181.773123  69.088780 160.106253 121.696445 155.044213  78.300955 152.516901 
       232        233        234        235        236        237        238 
 89.823655 212.293351 151.604571 179.596242 125.836795 171.923214  93.361019 
       239        240        241        242        243        244        245 
126.798991 210.016570 134.798248 212.191687  76.120093 156.611134 167.704785 
       246        247        248        249        250        251        252 
189.890672 112.989289  65.046477 126.538514 170.001708  39.431110  74.255049 
       253        254        255        256        257        258        259 
 57.594259 204.900286 175.952093  47.151405 208.413732  75.988048 104.378412 
       260        261        262        263        264        265        266 
140.391613  79.796214  58.474283  97.608797 173.293151 124.893814  89.869800 
       267        268        269        270        271        272        273 
 78.032670  63.435050 160.331939 116.397556 177.055795 108.756343 213.064327 
       274        275        276        277        278        279        280 
105.505678  84.772145 233.538554 108.496488 179.271385 178.051575 243.770961 
       281        282        283        284        285        286        287 
130.309295 216.303983  77.963839 173.774729  90.139742 198.123612 130.345524 
       288        289        290        291        292        293        294 
 42.199039 106.321896  88.296755 180.017177 142.482570  69.521358 156.411284 
       295        296        297        298        299        300        301 
 76.717698 169.999607  52.223263  85.113930  68.875587 196.122246  91.775068 
       302        303        304        305        306        307        308 
123.336134  62.641561  81.265988 120.787989  62.964722 164.787681  98.223948 
       309        310        311        312        313        314        315 
 83.275034 202.664931 136.844014  99.501233  61.162422  61.287052  91.836654 
       316        317        318        319        320        321        322 
214.841115  90.137046 157.812406  40.886024 148.883011 192.320125 107.047667 
       323        324        325        326        327        328        329 
106.145228  87.204928  84.584812 112.471916  95.636078  66.967745 200.448460 
       330        331        332        333        334        335        336 
208.431791 207.613337  64.234192  42.567555 206.184489 177.986315  38.657027 
       337        338        339        340        341        342        343 
 87.787392 109.734954 175.698578 114.802666  92.018392  70.342051 186.227470 
       344        345        346        347        348        349        350 
119.671892 112.515895  65.017917 105.695209 167.621338 118.837511  97.602343 
       351        352        353        354        355        356        357 
 82.099346 179.867338 176.770926 121.940052  66.956438 201.200144 197.009757 
       358        359        360        361        362        363        364 
 56.445928 194.413760  76.670964 104.369090  91.753825 134.219756 158.806616 
       365        366        367        368        369        370        371 
 55.976130 195.522067 143.722841  69.416223 191.561241 182.352712 184.560545 
       372        373        374        375        376        377        378 
 83.075862 178.136761 152.290178  79.088614  69.703651  92.114898  97.057535 
       379        380        381        382        383        384        385 
200.354827 198.370471  95.539956 173.510977 157.362533 103.967850 197.969045 
       386        387        388        389        390        391        392 
 80.966136 163.110259 140.361001 165.294929 140.501108  54.938790 156.706000 
       393        394        395        396        397        398        399 
107.577174 197.065180  88.138694 134.401756  67.068264 186.067859  97.978568 
       400        401        402        403        404        405        406 
102.478918 202.454411  86.415366 146.009592 129.622186 180.520294 209.054889 
       407        408        409        410        411        412        413 
124.182888  53.840539 172.284479 185.401962 202.192100  85.544923  56.276130 
       414        415        416        417        418        419        420 
119.293847 168.458742 134.973191 152.043104 158.383796 102.821911 147.839376 
       421        422        423        424        425        426        427 
184.518201  73.857401 189.517759  96.447681 181.221207 103.559876  75.436911 
       428        429        430        431        432        433        434 
181.938250  99.629191 206.888287 104.575060 216.248772  54.846451 179.830715 
       435        436        437        438        439        440        441 
 99.415934 130.926762  64.483869 159.833821 184.194937 158.582110 138.263576 
       442        443        444        445        446        447        448 
 63.823894 102.875668 133.789914 101.111693  93.285239  71.408922 201.406395 
       449        450        451        452        453        454        455 
148.660308 102.513548 222.994371 202.334139 139.469971 191.118370 202.231958 
       456        457        458        459        460        461        462 
184.715292 166.918293  93.686475 176.072475 161.571897  61.873879 192.979303 
       463        464        465        466        467        468        469 
192.337510 157.186147 177.726652 147.939384 148.304654 118.184074  71.348477 
       470        471        472        473        474        475        476 
138.598892 146.784714 156.718293  87.448802 153.917647 186.330456  84.744232 
       477        478        479        480        481        482        483 
207.764932 224.570690 196.703355 124.954814  96.660758 203.146283 115.275793 
       484        485        486        487        488        489        490 
165.011038 115.041550 104.502866 189.231985 125.339280 164.899286 190.598086 
       491        492        493        494        495        496        497 
123.270566 219.087527  90.089440 110.178959 217.244111 158.691111 207.564827 
       498        499        500        501        502        503        504 
226.494368 108.473660 135.379217  88.657580 132.186419 121.031505 128.960294 
       505        506        507        508        509        510        511 
212.176246 171.962936 135.259637  61.000501 159.152779 151.604057  92.331975 
       512        513        514        515        516        517        518 
208.617906  60.462084  63.226015  99.697482  90.375640 166.291127  74.541740 
       519        520        521        522        523        524        525 
158.204583 152.300111  91.316002 133.411853 221.355709 166.704083 150.609311 
       526        527        528        529        530        531        532 
 45.833611 204.283645 169.251502 216.120812  82.459942  99.249042  78.904234 
       533        534        535        536        537        538        539 
144.369234 199.267823 178.611422  67.611414  99.851587  83.000019 135.281700 
       540        541        542        543        544        545        546 
174.488013  92.358232 104.037549 139.546481 179.149211 161.930908 160.917261 
       547        548        549        550        551        552        553 
140.342853 112.778018 160.254144  69.047868 115.088429 158.228922  73.223831 
       554        555        556        557        558        559        560 
153.114173  92.044263  64.896876 191.741376  79.069703 200.998842  43.381309 
       561        562        563        564        565        566        567 
105.102520 164.329075  57.467337  99.537672 211.037421 163.798941 189.051946 
       568        569        570        571        572        573        574 
 86.718002 154.323727 121.463293  53.747303  67.421928 140.504811  79.714322 
       575        576        577        578        579        580        581 
 99.540077 145.177971 158.683359  59.848104 128.693278 198.285681  37.339474 
       582        583        584        585        586        587        588 
 70.850445  47.264918  76.183318 133.124732 195.906079 204.820101 127.540189 
       589        590        591        592        593        594        595 
199.222052  62.520661  67.220316  84.480137  83.051913  55.883595 172.805656 
       596        597        598        599        600        601        602 
211.624488 200.278059 190.037920 142.259718  59.866276 161.964268  80.207977 
       603        604        605        606        607        608        609 
167.572807 111.608640  53.546859 205.350084 173.070929 212.263605 136.402477 
       610        611        612        613        614        615        616 
 90.891401 157.244450  46.867956 158.900758  82.740774 203.608974 191.491505 
       617        618        619        620        621        622        623 
170.949230 159.412216 204.653784  62.172481  55.218789 110.476851 154.547251 
       624        625        626        627        628        629        630 
102.445749  76.729105 198.409902 159.320871 143.597404 133.719378 183.619721 
       631        632        633        634        635        636        637 
208.060790 167.938011 213.526750  86.929682 107.133646 119.624327 166.741567 
       638        639        640        641        642        643        644 
200.658211  82.963272  48.608782 208.234274 140.457446 156.618869 177.616395 
       645        646        647        648        649        650        651 
175.169960 119.873237 188.151953 128.971851  75.512901 168.873431 150.439375 
       652        653        654        655        656        657        658 
126.184803  57.414263 225.624598 198.819887  74.217739 204.005907 156.906970 
       659        660        661        662        663        664        665 
109.919483 137.664525 203.592722 114.159885 173.890909  62.549864 171.193875 
       666        667        668        669        670        671        672 
 85.895757 123.053612 213.228012 116.951779  72.968977 136.632595 194.945646 
       673        674        675        676        677        678        679 
190.205341  97.509271 208.486343 158.885209 192.998522 121.316735  74.071721 
       680        681        682        683        684        685        686 
201.174494  96.067327 125.009373 188.228628  62.046811 201.929429  70.632321 
       687        688        689        690        691        692        693 
 75.935872 223.456795 144.472643 181.287783 169.424985 100.608205 157.605850 
       694        695        696        697        698        699        700 
120.958433 193.998477 224.838705  97.716979  91.836592 199.744257  51.370063 
       701        702        703        704        705        706        707 
146.025286 144.790340  67.479429 157.502388 131.773001 187.217295 105.537334 
       708        709        710        711        712        713        714 
 69.658134 212.230433 137.440118 189.187499 196.638044  46.369983 169.955601 
       715        716        717        718        719        720        721 
 82.016074 177.784909 203.073783 177.551134  78.090560  61.860747  39.708371 
       722        723        724        725        726        727        728 
170.352314 207.095235 162.735992 181.026075 182.614964 100.205959  85.024521 
       729        730        731        732        733        734        735 
132.426124 116.515773 156.334592  66.537163 174.005998 165.803375 211.250323 
       736        737        738        739        740        741        742 
194.675187 182.290292 104.866983  46.102524 191.494927 104.873908 133.769451 
       743        744        745        746        747        748        749 
163.911541  94.699603 180.326145 228.310024 151.946286 100.300269 174.251007 
       750        751        752        753        754        755        756 
 82.931326 174.201652  51.818911 200.948224 196.919305 130.584250 190.307342 
       757        758        759        760        761        762        763 
 73.839421 161.377963 153.364316 182.969589  69.473690 219.236403 196.352653 
       764        765        766        767        768        769        770 
125.855474  79.991334 104.097026 168.978376  86.742031  66.240982 100.761387 
       771        772        773        774        775        776        777 
 81.254384 160.967417  66.946940 112.461230 174.292796 110.222145 222.455661 
       778        779        780        781        782        783        784 
197.180577  69.997688 152.257596 106.446376 178.564160 174.943723 216.757497 
       785        786        787        788        789        790        791 
143.144297 165.431609  65.320626  71.501949  73.824985  94.381381 117.230622 
       792        793        794        795        796        797        798 
 95.173120  29.837196 154.465865 149.838478 128.405982 204.381408  96.805604 
       799        800        801        802        803        804        805 
168.918005 104.294808  88.026722 186.517024  98.575709 159.795890  99.901819 
       806        807        808        809        810        811        812 
100.243614  77.503380 125.406104  98.780799  72.284379 202.730532 114.960783 
       813        814        815        816        817        818        819 
 36.463714 124.083655 180.354381 157.891941  63.357975  49.110962  95.463689 
       820        821        822        823        824        825        826 
193.054332  80.559723 161.744402 163.153873  62.466379  91.482617  59.455992 
       827        828        829        830        831        832        833 
209.322694 202.449323 188.518604  75.745603 140.003436  86.656976 188.819841 
       834        835        836        837        838        839        840 
130.909095 132.310523 199.130584 169.272879 173.379969 194.496780 113.284019 
       841        842        843        844        845        846        847 
 74.059956  48.679935 186.999588 203.690960  56.335875 113.187572 188.989112 
       848        849        850        851        852        853        854 
107.808803 132.126311  93.957095 133.334767 116.372837 105.773356  40.165426 
       855        856        857        858        859        860        861 
189.692267 204.427245 160.659458  85.278681  84.581125  37.541612 202.369676 
       862        863        864        865        866        867        868 
199.525294 212.694427 124.386434 216.114920  57.959410 109.912158  98.151297 
       869        870        871        872        873        874        875 
134.789059 154.729262 173.597800 167.331926 181.622992 126.974788 221.256000 
       876        877        878        879        880        881        882 
176.993261 141.149274 141.596583 195.566828 173.985937 100.723939  66.407605 
       883        884        885        886        887        888        889 
 76.501151  62.970313  95.174156  91.490233 145.937340 107.953211  76.020353 
       890        891        892        893        894        895        896 
 81.065123  83.157044  97.109009 147.263945 175.161270  76.921805 150.420856 
       897        898        899        900        901        902        903 
203.440013  60.422400  76.061302  44.861751 104.232265  61.361215 186.004266 
       904        905        906        907        908        909        910 
 46.045216 178.690730 226.466844 191.513348 201.507430 191.562764 117.535805 
       911        912        913        914        915        916        917 
 79.013537  89.033230 198.810832  64.884526 108.968489 166.808153 111.912939 
       918        919        920        921        922        923        924 
139.399485 110.606323  87.191389  93.542115 165.443478 174.701598 168.736121 
       925        926        927        928        929        930        931 
 32.933269  72.227629 174.470804 176.736004  79.416059  83.160278  87.884225 
       932        933        934        935        936        937        938 
 45.134897  44.772845 100.471135 167.133566  91.355005 167.310030 195.496593 
       939        940        941        942        943        944        945 
122.219587 139.382186 144.582737 157.725339  81.581123 204.516893 220.136859 
       946        947        948        949        950        951        952 
188.668949  88.453250  77.451811 143.707967 166.970751  67.316404 176.072679 
       953        954        955        956        957        958        959 
120.219184  81.584794 194.378710 138.494486 169.444310  63.024080 139.886602 
       960        961        962        963        964        965        966 
138.023196  72.932770 177.056937  86.922120 107.045981 130.919795 200.815304 
       967        968        969        970        971        972        973 
199.862094 168.947718 100.349519 148.532354  81.330123 182.757189 205.333597 
       974        975        976        977        978        979        980 
 79.051558  84.879896 119.323487 116.803316  95.330853  78.752651 175.292723 
       981        982        983        984        985        986        987 
 84.629106 108.431136  94.410444 181.678830 193.448845   5.669665 197.569987 
       988        989        990        991        992        993        994 
144.048377  89.190216 203.084219 109.164292 130.647863 120.296435 101.847239 
       995        996        997        998        999       1000       1001 
176.778651 221.341796  55.762732 143.500687 105.829410 196.706132 147.427113 
      1002       1003       1004       1005       1006       1007       1008 
211.386649 134.584592 179.750307 164.360137  84.124265  84.678033  88.182566 
      1009       1010       1011       1012       1013       1014       1015 
189.727839 201.606350  58.317640 115.168864 142.633850  79.081532 179.645648 
      1016       1017       1018       1019       1020       1021       1022 
194.371454 179.161757  71.246909 167.099799  61.024183 199.503601 157.940916 
      1023       1024       1025       1026       1027       1028       1029 
182.722091 184.174005 208.684109 108.752506  56.508100 163.498711 117.200705 
      1030       1031       1032       1033       1034       1035       1036 
114.264960 142.321416  60.151942 119.096193  74.633593 200.287870 181.381351 
      1037       1038       1039       1040       1041       1042       1043 
168.079430  95.869684  74.104674 186.260945 153.044388 106.113108 123.001760 
      1044       1045       1046       1047       1048       1049       1050 
 91.019653 106.281748  95.234905 113.478673 120.279533  67.824139  87.100904 
      1051       1052       1053       1054       1055       1056       1057 
101.886621 146.252981  82.829654 170.556377 176.333942 186.760883 171.104237 
      1058       1059       1060       1061       1062       1063       1064 
147.261247 113.822377 113.484129 139.426053  85.576552  76.804294 131.152676 
      1065       1066       1067       1068       1069       1070       1071 
 66.433632  88.417755  78.559972 101.821849 190.130003 112.673489  50.621008 
      1072       1073       1074       1075       1076       1077       1078 
197.516587 198.510342 109.983371 191.374671 170.009326  69.042830  69.614590 
      1079       1080       1081       1082       1083       1084       1085 
104.675763  88.570883 107.212480 214.415845  81.597734 100.552795 201.481530 
      1086       1087       1088       1089       1090       1091       1092 
181.971078  75.757208 147.262364  75.763616 185.530465  81.421776 187.765359 
      1093       1094       1095       1096       1097       1098       1099 
201.200888 187.658377  88.157919  36.916835 208.137159 186.960818  98.729326 
      1100       1101       1102       1103       1104       1105       1106 
 34.252121 164.694818 204.904218 205.595758 143.661972 128.616484 178.778866 
      1107       1108       1109       1110       1111       1112       1113 
 97.968137 218.557996 168.063402  75.872834 181.333901 225.744318  53.262568 
      1114       1115       1116       1117       1118       1119       1120 
175.311648 167.300440  42.354115 143.540608  76.845505 116.443845 173.430264 
      1121       1122       1123       1124       1125       1126       1127 
178.945286  98.301669  69.624452  45.869112  67.807713 182.549174 186.262400 
      1128       1129       1130       1131       1132       1133       1134 
158.953924 135.108702  92.305377 211.243345 197.542556 140.001344 171.681512 
      1135       1136       1137       1138       1139       1140       1141 
 71.542139 212.379718 189.587797 214.862968 225.092231 108.211060  92.937650 
      1142       1143       1144       1145       1146       1147       1148 
186.176104  97.805377 199.311606  85.940151  90.075795 101.104681 124.586936 
      1149       1150       1151       1152       1153       1154       1155 
175.115901 155.482846  91.939876 122.653419  78.277115 181.842314 161.070361 
      1156       1157       1158       1159       1160       1161       1162 
137.280632 183.910456  68.630575 165.969257 137.276853  68.346001  58.046871 
      1163       1164       1165       1166       1167       1168       1169 
173.604617 190.336112 120.741005 109.621030  68.544873 142.186118 201.388274 
      1170       1171       1172       1173       1174       1175       1176 
133.294903 101.895160 104.493486 100.843863 216.629718 130.675703 122.320571 
      1177       1178       1179       1180       1181       1182       1183 
 97.907637 198.304313 184.619038 155.689407  88.650137 207.680165 172.911571 
      1184       1185       1186       1187       1188       1189       1190 
149.867697 163.567807 117.521777 180.482867  61.653228 201.500056 222.336281 
      1191       1192       1193       1194       1195       1196       1197 
175.795708 149.002254  86.178076 213.771771  46.882238  43.571416  45.475798 
      1198       1199       1200       1201       1202       1203       1204 
163.618402 223.292424  82.638571 185.282147  91.899695  90.614070 212.466982 
      1205       1206       1207       1208       1209       1210       1211 
173.774454  52.405873  94.419001 208.399470 196.109203 199.943306 206.669052 
      1212       1213       1214       1215       1216       1217       1218 
181.064980 201.185754  98.789510 195.341706 188.273409  87.983618 168.840199 
      1219       1220       1221       1222       1223       1224       1225 
149.377971 144.583454 188.389739  71.771427 169.821421  82.902182 145.761876 
      1226       1227       1228       1229       1230       1231       1232 
158.821844 103.264694 131.449108 192.654804 123.327750  90.624165 142.373646 
      1233       1234       1235       1236       1237       1238       1239 
 71.700780  32.596709 120.872267 157.199243  53.097243 200.373495 102.066356 
      1240       1241       1242       1243       1244       1245       1246 
 87.237448 198.573781 136.673978 108.100228  85.696650 104.648201 177.320546 
      1247       1248       1249       1250       1251       1252       1253 
 33.691664  91.301925 193.677267 100.281206 182.410166 111.496707 137.064232 
      1254       1255       1256       1257       1258       1259       1260 
208.776517 111.231765 150.876747  82.215250 160.442185  81.989533 120.183698 
      1261       1262       1263       1264       1265       1266       1267 
116.098332 211.953309  96.013283  87.691719 174.810306 177.970381 101.480484 
      1268       1269       1270       1271       1272       1273       1274 
 66.930790 145.933171 208.026768  52.094517 145.571945 163.891521 137.113311 
      1275       1276       1277       1278       1279       1280       1281 
 68.743854 161.536998 193.300194 165.261257  79.458881 200.229935 137.864188 
      1282       1283       1284       1285       1286       1287       1288 
145.797333 177.089532 128.916650 181.993064  88.010348 193.018358 147.279549 
      1289       1290       1291       1292       1293       1294       1295 
163.251124  86.518662  67.015286  84.738546  69.979022 106.128768  89.873802 
      1296       1297       1298       1299       1300       1301       1302 
157.279290  69.113430 193.693494 105.411087  69.646039 126.868912  48.174578 
      1303       1304       1305       1306       1307       1308       1309 
169.669861 200.179390 120.652572 166.684659 206.729724  78.152025  68.597304 
      1310       1311       1312       1313       1314       1315       1316 
131.399471  93.540622  59.317974  86.173128 188.949791 143.313095 171.607014 
      1317       1318       1319       1320       1321       1322       1323 
112.516733 125.353547  63.083542 205.498844  88.889174 201.697613  58.284207 
      1324       1325       1326       1327       1328       1329       1330 
156.715387 107.173499  82.857308 198.563219 144.938384  94.032143  34.799194 
      1331       1332       1333       1334       1335       1336       1337 
 85.155991 163.285127 174.230249 185.805787 119.108222 201.128326 140.877520 
      1338       1339       1340       1341       1342       1343       1344 
100.588327 180.088104 116.510452  92.310846 135.634070  66.503739  91.410977 
      1345       1346       1347       1348       1349       1350       1351 
128.551000  57.433487 199.890791 104.938108  87.537665 156.322225 123.745619 
      1352       1353       1354       1355       1356       1357       1358 
 82.678468 154.645231  85.881526  47.193384 135.690253 104.723289 168.603516 
      1359       1360       1361       1362       1363       1364       1365 
195.383593 170.582603 157.670887 126.363966 150.592552 118.861512  59.198704 
      1366       1367       1368       1369       1370       1371       1372 
170.549461  80.117675 178.651193 104.447937 175.092856 125.339201 183.047335 
      1373       1374       1375       1376       1377       1378       1379 
 69.665184 185.661768 203.983697  57.165874 185.633682 201.372203  48.157387 
      1380       1381       1382       1383       1384       1385       1386 
101.108493 159.325533  64.007140  39.131189  73.587198 169.627803 174.107703 
      1387       1388       1389       1390       1391       1392       1393 
131.570848 103.927543  79.491512 203.886980 154.277148  77.212934  77.127266 
      1394       1395       1396       1397       1398       1399       1400 
 70.619320 172.235682 142.595443  41.444241 209.621590 201.011986  84.967487 
      1401       1402       1403       1404       1405       1406       1407 
151.296683  70.290784 119.779398 135.675612 169.599977 179.904470  83.716752 
      1408       1409       1410       1411       1412       1413       1414 
199.366945 211.615519  86.844553  90.617470 209.096343 155.878405  93.472092 
      1415       1416       1417       1418       1419       1420       1421 
174.999172 162.022278 163.656785 115.670410 135.863798 204.323429 130.030872 
      1422       1423       1424       1425       1426       1427       1428 
 89.901511 192.994016 195.387056  97.871481 124.585040 189.760967  94.675750 
      1429       1430       1431       1432       1433       1434       1435 
190.711183 102.683745 145.322800  55.342223  49.061457  91.465233 160.440133 
      1436       1437       1438       1439       1440       1441       1442 
170.933947  86.919663 108.155212 111.847290 152.022760  90.461462  80.856789 
      1443       1444       1445       1446       1447       1448       1449 
 87.501045 180.264643 111.491631 108.551810  80.439583 152.287988 194.002885 
      1450       1451       1452       1453       1454       1455       1456 
104.120478 120.527524  71.385193 106.096310 223.959845 149.212358  84.087326 
      1457       1458       1459       1460       1461       1462       1463 
 70.518090  73.617951 122.654160  91.652112  78.874808 169.935021  45.379883 
      1464       1465       1466       1467       1468       1469       1470 
113.819742 201.045051 209.290731 112.119719 132.304107 207.256899  74.933613 
      1471       1472       1473       1474       1475       1476       1477 
186.725976  53.885355 230.931181  61.871324  60.091980  29.600066 130.343018 
      1478       1479       1480       1481       1482       1483       1484 
 93.148549 228.665871 104.260444  90.344790 223.128308  63.810098 157.376891 
      1485       1486       1487       1488       1489       1490       1491 
183.259448 175.008409  68.491477  67.120044  46.734922  61.288562 119.879626 
      1492       1493       1494       1495       1496       1497       1498 
152.871386 173.569655 191.349503 181.233838 126.676357 185.484070  82.463951 
      1499       1500       1501       1502       1503       1504       1505 
 95.272320 105.767566 190.779041 164.434607  71.475403 119.272542 167.762006 
      1506       1507       1508       1509       1510       1511       1512 
197.539738 114.556747  57.541674 139.393610 104.472728  47.739345 128.439454 
      1513       1514       1515       1516       1517       1518       1519 
163.124466 109.081250 109.661884 236.660040  99.155682  93.046648 219.811437 
      1520       1521       1522       1523       1524       1525       1526 
145.918763  88.503907 118.065156  82.344021 106.363317 114.065056  57.797543 
      1527       1528       1529       1530       1531       1532       1533 
 64.997099  73.161034  90.114711 201.569056 167.202627 185.209970 114.829381 
      1534       1535       1536       1537       1538       1539       1540 
197.390112 174.912039 193.356001  83.470636  88.903685 148.980677 100.200926 
      1541       1542       1543       1544       1545       1546       1547 
157.953572 158.666153  74.197542 175.300679  69.767191  86.282280 112.135033 
      1548       1549       1550       1551       1552       1553       1554 
 87.954076 196.858347 170.598940 166.383121  89.547182 163.455846 129.027225 
      1555       1556       1557       1558       1559       1560       1561 
167.984267  94.321965 132.452036 119.340631 100.768429 137.187988 178.066110 
      1562       1563       1564       1565       1566       1567       1568 
 97.606820 132.467951  66.139164  90.676557 148.619722  85.493396 131.203678 
      1569       1570       1571       1572       1573       1574       1575 
144.850752  54.448884 218.414630 118.022835  59.963357 196.921316 194.819476 
      1576       1577       1578       1579       1580       1581       1582 
 58.563465 166.321231 117.281376 128.441862 113.822421  92.962876 210.389457 
      1583       1584       1585       1586       1587       1588       1589 
162.427952 172.906934 108.822866 156.326826 175.712297 168.115477  63.283066 
      1590       1591       1592       1593       1594       1595       1596 
 68.431147  79.246014 237.742232  96.678130 187.121243  71.675405  88.335013 
      1597       1598       1599       1600       1601       1602       1603 
109.038673  71.431665 128.367953  56.986998  93.713580 140.146334 154.416841 
      1604       1605       1606       1607       1608       1609       1610 
116.208782  93.517312 171.265637 151.670500 134.289872  93.704230 119.437285 
      1611       1612       1613       1614       1615       1616       1617 
116.840650 145.479436  69.452750 207.505292 165.110514 139.266710 176.592911 
      1618       1619       1620       1621       1622       1623       1624 
157.988266 176.809946  84.837209  82.860466 187.856701 146.672793 120.533270 
      1625       1626       1627       1628       1629       1630       1631 
 74.528286 189.406967 171.014317  49.168317 171.911999 182.662430  90.961089 
      1632       1633       1634       1635       1636       1637       1638 
 79.352706  60.466321 243.338918 181.743079 150.136435 179.346850 128.275541 
      1639       1640       1641       1642       1643       1644       1645 
200.619141  43.378262 218.964925 168.734565  67.453274 153.927234  74.969345 
      1646       1647       1648       1649       1650       1651       1652 
111.396955 163.212580 132.575644 154.751248 109.716255 163.106385  89.398556 
      1653       1654       1655       1656       1657       1658       1659 
157.893329  99.915927  67.372808  74.614575  76.072259 157.074519 205.244282 
      1660       1661       1662       1663       1664       1665       1666 
173.539700 118.543837 226.603757 153.040420 226.196786  33.739995 163.902553 
      1667       1668       1669       1670       1671       1672       1673 
217.684452  83.790839  88.910346  94.997625 150.783147  44.191878 210.329963 
      1674       1675       1676       1677       1678       1679       1680 
 76.992787  69.497379 103.420310  67.788825 169.222633  63.242012 215.521561 
      1681       1682       1683       1684       1685       1686       1687 
119.217458 180.812637 158.282989 155.498762  72.496629 106.855393 217.400836 
      1688       1689       1690       1691       1692       1693       1694 
129.973284 161.424617 100.973183 143.776797  56.922684 120.525027  92.909333 
      1695       1696       1697       1698       1699       1700       1701 
126.339934 135.380135 137.185367 165.071423 149.406871 147.506034  78.728321 
      1702       1703       1704       1705       1706       1707       1708 
113.337951  59.291355 181.331622 174.281017  87.127257 117.302586 205.246494 
      1709       1710       1711       1712       1713       1714       1715 
203.320721  58.176502 187.228304 190.073850  69.480799 143.054795 194.110199 
      1716       1717       1718       1719       1720       1721       1722 
 91.225032 108.312687 157.241598 163.049485 173.758693 199.447790  67.491981 
      1723       1724       1725       1726       1727       1728       1729 
154.612783  93.469986  71.886413 103.832351  79.482027 111.499893 206.547208 
      1730       1731       1732       1733       1734       1735       1736 
120.225880 128.318925 186.666071 109.059106 109.401736 135.785309 146.893513 
      1737       1738       1739       1740       1741       1742       1743 
170.292543  83.297870 152.768810 157.632765 207.884346  66.504415  83.543649 
      1744       1745       1746       1747       1748       1749       1750 
 84.762940 202.072342 106.745044  66.503414 120.446664 202.263167 107.041164 
      1751       1752       1753       1754       1755       1756       1757 
 71.527139 208.386749  82.012784 205.686502 117.415396 104.913284 161.313006 
      1758       1759       1760       1761       1762       1763       1764 
149.483315 189.815562 176.357207  62.369142  78.911954 197.844095  59.778962 
      1765       1766       1767       1768       1769       1770       1771 
107.402808  84.146700  99.004329 112.964915 100.552225 111.275307 145.429475 
      1772       1773       1774       1775       1776       1777       1778 
122.111643 189.058915 159.745127 157.243193 195.119843 113.505278 128.223724 
      1779       1780       1781       1782       1783       1784       1785 
 87.823785 211.630862 178.980763  77.940566 160.708964  98.018338  68.410439 
      1786       1787       1788       1789       1790       1791       1792 
110.622062 189.589438  70.773095 215.464977  81.481916 190.098823 136.695934 
      1793       1794       1795       1796       1797       1798       1799 
 69.608810  89.698149  47.323485  79.645400  99.668324 208.265737  97.897375 
      1800       1801       1802       1803       1804       1805       1806 
 69.976334 175.647998 126.937072 225.209865 101.137481 172.016343 124.053470 
      1807       1808       1809       1810       1811       1812       1813 
171.743139 169.782760  53.618084 215.470937  83.178553 212.749375 180.528980 
      1814       1815       1816       1817       1818       1819       1820 
 63.508945 123.869319 116.275604 192.502511  81.196108  73.215114 101.253300 
      1821       1822       1823       1824       1825       1826       1827 
176.300820 109.549672  81.155325 163.919495  68.349446  63.492059 147.371908 
      1828       1829       1830       1831       1832       1833       1834 
198.740860 189.946599 109.662674 203.245366 178.169253 138.588580  74.820411 
      1835       1836       1837       1838       1839       1840       1841 
150.978360 155.444905 201.859273  76.824978 186.561616 145.898397 143.190794 
      1842       1843       1844       1845       1846       1847       1848 
146.968752  62.948183 198.540364 157.182219 157.640390 102.879362 223.739394 
      1849       1850       1851       1852       1853       1854       1855 
150.445230 192.329789 190.092638  89.970872  95.588811 179.275219 181.651984 
      1856       1857       1858       1859       1860       1861       1862 
174.547979 189.710419 137.481312 153.382092  89.376153 128.261882 210.234292 
      1863       1864       1865       1866       1867       1868       1869 
155.433635 177.134466  88.844945  75.139055 144.685924 109.012173 118.616324 
      1870       1871       1872       1873       1874       1875       1876 
194.153214 122.926352 158.963625 200.795324 123.531865 193.836321 155.228275 
      1877       1878       1879       1880       1881       1882       1883 
106.240242  87.361415 195.822564 176.197118 190.580388 202.116163 137.835673 
      1884       1885       1886       1887       1888       1889       1890 
202.445202 167.060420 187.170183 227.355091 105.702733 162.485222  84.943626 
      1891       1892       1893       1894       1895       1896       1897 
 85.238736 163.993646 207.154765  43.101224 202.105949 117.249074 102.907286 
      1898       1899       1900       1901       1902       1903       1904 
123.376741  99.606526 102.474114 209.333282 111.823900  90.111123 173.815901 
      1905       1906       1907       1908       1909       1910       1911 
157.631585 181.381092 185.383885 139.835000 164.455666  71.625481  53.835861 
      1912       1913       1914       1915       1916       1917       1918 
 96.637309 203.699091  47.455568 175.740814 191.013760 208.868734  43.322489 
      1919       1920       1921       1922       1923       1924       1925 
174.406246 136.736585  86.116790 103.199308  62.753493  64.045494 121.093771 
      1926       1927       1928       1929       1930       1931       1932 
116.672851 143.428949 199.670441 153.526635 126.918317 150.869029 103.140477 
      1933       1934       1935       1936       1937       1938       1939 
175.801414 202.953490 169.409415  97.516477  77.172643 111.032282  90.057556 
      1940       1941       1942       1943       1944       1945       1946 
148.805445 191.393846  89.164568  72.173111 143.383930 148.178445 211.703228 
      1947       1948       1949       1950       1951       1952       1953 
 77.304193 168.112946 128.964406 101.451222 172.482757 210.858971 197.121547 
      1954       1955       1956       1957       1958       1959       1960 
111.019096 167.632265  60.723047 170.772109 166.550006 105.414426 104.755062 
      1961       1962       1963       1964       1965       1966       1967 
108.575365  67.779684 125.850435 139.755983 218.593506 127.114361 154.204368 
      1968       1969       1970       1971       1972       1973       1974 
146.024077  90.995649  87.023942  61.583427  98.434475  77.367251  94.460254 
      1975       1976       1977       1978       1979       1980       1981 
200.213081  94.534245 213.087851 179.134974  82.758926  60.556165  67.781850 
      1982       1983       1984       1985       1986       1987       1988 
149.482613  90.574641 184.292293  92.748484 150.676222  80.195958  93.598885 
      1989       1990       1991       1992       1993       1994       1995 
155.156489 201.746356 153.035006 131.031197 202.105866 174.709981  96.010796 
      1996       1997       1998       1999       2000       2001       2002 
 87.467676 180.927237  88.771054 205.550453  15.999121 146.504880 113.523509 
      2003       2004       2005       2006       2007       2008       2009 
107.742616  84.059705 183.688363  57.037647 108.283776  67.845165  63.656065 
      2010       2011       2012       2013       2014       2015       2016 
 63.088391 156.720164 193.252306 182.579669 105.803483  74.228941 201.326053 
      2017       2018       2019 
127.917650 182.589152 145.996364 
   [1] 104.021088 146.656410 177.847088  94.769546  70.884689  68.488081
   [7] 175.151971 164.023514  77.459245 110.231474 127.299353 200.893880
  [13] 158.769309 120.309701 195.465715  92.359638 196.992049  88.002613
  [19] 212.524641  65.138683 107.686673 146.041997 102.204497  55.683072
  [25] 136.441466 142.407476 220.166748 201.912287 200.945041 191.225009
  [31]  72.363573 149.647004 122.275857 136.523446 207.835969 115.083974
  [37] 188.697448 185.512241 107.561150  72.073607 174.514792  85.192078
  [43]  99.807445 158.570376  75.659424  51.384235  74.579754 217.888125
  [49] 189.589736 117.803106 104.760712 173.848489  75.902736 116.785301
  [55] 178.218264 166.553425 109.392503  85.254279 186.897706  69.101913
  [61] 170.211734 166.228070  64.143839  76.600197 185.323276 107.842220
  [67] 177.080712  82.706616 158.456213  83.171025 168.016462 131.670098
  [73] 142.193471  72.262174  60.132860 206.897532 168.480201  75.390507
  [79]  55.975469 142.228253 131.107647 179.704942 116.037194  92.539047
  [85] 189.135339 230.167289  65.201605  61.875047 160.611631 195.106171
  [91] 198.807299  91.104240 184.943583  51.946709 121.945899  80.154039
  [97] 172.597521 112.959857 190.112248  46.840563  48.387863 130.228011
 [103] 190.981558  62.398136 110.695128 169.169942  81.240055  89.870466
 [109]  72.251367  94.664371  85.551117 210.743981  64.237863 146.017988
 [115] 203.190232 102.690650 175.838887 192.247253  61.874999 195.515074
 [121] 125.185419 192.497733  82.713836 166.177391 121.399423 198.329729
 [127] 191.988374  80.184592 133.575557 197.532961 208.132222 205.247364
 [133] 176.684222  59.662604 203.894461  82.068019  72.558562 122.342765
 [139] 113.145844 173.277100  52.580191 200.794967 159.773788  55.449271
 [145] 149.081341  34.666590  47.726950  79.633549 164.510759  50.013373
 [151]  72.934268 140.422026  27.313884 143.226562  65.948266 159.230468
 [157]  62.846848 135.903271 141.897238 113.590371 126.835322  81.544162
 [163]  71.786329 180.315763 106.197111  74.018341  47.065632 129.980873
 [169] 209.657531 163.575591 150.491452 109.686254  91.160301 174.343766
 [175]  75.586851 188.806232  94.854088 186.773950  77.768911  67.348244
 [181] 176.979448  70.718444  89.425721  89.799047 145.401741 153.370379
 [187]  89.743064  48.257987 186.364271 108.919333 165.896463 203.909876
 [193] 198.135758  40.821542  68.453973 146.384592 170.510483  95.157986
 [199] 116.148135  48.609103 113.414074 163.753041 122.269875  45.146008
 [205] 185.509573  41.119647 107.478031  74.682929  53.418878 201.804352
 [211] 156.165235 172.975660 183.817943  90.148643  87.159607 102.070014
 [217]  73.601937 148.953648  68.957377 179.740103  76.737498 192.842752
 [223]  74.353969  74.114710 181.773088  69.088748 160.106227 121.696417
 [229] 155.044182  78.300930 152.516868  89.823643 212.293324 151.604547
 [235] 179.596200 125.836765 171.923182  93.360987 126.798956 210.016546
 [241] 134.798225 212.191668  76.120075 156.611088 167.704757 189.890656
 [247] 112.989250  65.046455 126.538482 170.001688  39.431074  74.255015
 [253]  57.594225 204.900263 175.952060  47.151372 208.413702  75.988019
 [259] 104.378393 140.391583  79.796194  58.474257  97.608764 173.293115
 [265] 124.893791  89.869790  78.032640  63.435014 160.331921 116.397542
 [271] 177.055760 108.756324 213.064307 105.505649  84.772115 233.538542
 [277] 108.496460 179.271347 178.051542 243.770950 130.309274 216.303964
 [283]  77.963808 173.774689  90.139717 198.123584 130.345491  42.199006
 [289] 106.321882  88.296724 180.017152 142.482546  69.521339 156.411265
 [295]  76.717681 169.999588  52.223234  85.113903  68.875565 196.122215
 [301]  91.775052 123.336106  62.641531  81.265961 120.787962  62.964688
 [307] 164.787654  98.223920  83.275006 202.664907 136.843981  99.501198
 [313]  61.162395  61.287029  91.836633 214.841090  90.137018 157.812383
 [319]  40.885990 148.882988 192.320090 107.047656 106.145195  87.204894
 [325]  84.584789 112.471888  95.636041  66.967718 200.448431 208.431776
 [331] 207.613313  64.234165  42.567515 206.184460 177.986295  38.656994
 [337]  87.787353 109.734931 175.698542 114.802630  92.018373  70.342024
 [343] 186.227455 119.671859 112.515866  65.017882 105.695176 167.621312
 [349] 118.837492  97.602328  82.099318 179.867309 176.770895 121.940012
 [355]  66.956412 201.200120 197.009731  56.445894 194.413728  76.670941
 [361] 104.369070  91.753799 134.219738 158.806591  55.976103 195.522049
 [367] 143.722805  69.416200 191.561218 182.352684 184.560522  83.075836
 [373] 178.136732 152.290152  79.088588  69.703632  92.114863  97.057511
 [379] 200.354797 198.370454  95.539929 173.510955 157.362510 103.967821
 [385] 197.969012  80.966112 163.110221 140.360969 165.294883 140.501074
 [391]  54.938758 156.705972 107.577158 197.065158  88.138673 134.401726
 [397]  67.068237 186.067843  97.978542 102.478891 202.454382  86.415344
 [403] 146.009567 129.622160 180.520262 209.054869 124.182871  53.840512
 [409] 172.284460 185.401949 202.192079  85.544880  56.276102 119.293831
 [415] 168.458700 134.973167 152.043076 158.383773 102.821882 147.839345
 [421] 184.518184  73.857382 189.517730  96.447660 181.221189 103.559844
 [427]  75.436876 181.938216  99.629168 206.888268 104.575025 216.248759
 [433]  54.846426 179.830678  99.415898 130.926732  64.483836 159.833802
 [439] 184.194917 158.582092 138.263547  63.823871 102.875632 133.789886
 [445] 101.111666  93.285209  71.408906 201.406363 148.660298 102.513528
 [451] 222.994357 202.334127 139.469943 191.118341 202.231940 184.715266
 [457] 166.918268  93.686441 176.072447 161.571857  61.873842 192.979272
 [463] 192.337493 157.186110 177.726637 147.939353 148.304627 118.184044
 [469]  71.348452 138.598866 146.784691 156.718270  87.448775 153.917623
 [475] 186.330446  84.744194 207.764911 224.570673 196.703321 124.954791
 [481]  96.660739 203.146257 115.275763 165.011014 115.041537 104.502836
 [487] 189.231945 125.339257 164.899256 190.598056 123.270541 219.087501
 [493]  90.089416 110.178934 217.244086 158.691084 207.564797 226.494352
 [499] 108.473634 135.379199  88.657545 132.186393 121.031477 128.960270
 [505] 212.176217 171.962906 135.259609  61.000475 159.152761 151.604032
 [511]  92.331943 208.617876  60.462055  63.225995  99.697461  90.375609
 [517] 166.291107  74.541726 158.204555 152.300091  91.315966 133.411825
 [523] 221.355685 166.704052 150.609279  45.833575 204.283615 169.251478
 [529] 216.120794  82.459922  99.249003  78.904208 144.369197 199.267793
 [535] 178.611406  67.611383  99.851568  82.999984 135.281672 174.487993
 [541]  92.358211 104.037516 139.546461 179.149185 161.930871 160.917231
 [547] 140.342823 112.777991 160.254118  69.047846 115.088399 158.228903
 [553]  73.223816 153.114153  92.044240  64.896857 191.741343  79.069683
 [559] 200.998811  43.381274 105.102486 164.329054  57.467313  99.537645
 [565] 211.037399 163.798902 189.051909  86.717978 154.323706 121.463274
 [571]  53.747267  67.421902 140.504790  79.714296  99.540043 145.177943
 [577] 158.683333  59.848082 128.693258 198.285650  37.339434  70.850426
 [583]  47.264874  76.183291 133.124709 195.906051 204.820072 127.540160
 [589] 199.222024  62.520629  67.220288  84.480115  83.051881  55.883569
 [595] 172.805640 211.624467 200.278024 190.037898 142.259690  59.866245
 [601] 161.964224  80.207951 167.572781 111.608598  53.546831 205.350058
 [607] 173.070894 212.263576 136.402448  90.891389 157.244419  46.867921
 [613] 158.900721  82.740735 203.608944 191.491471 170.949202 159.412177
 [619] 204.653762  62.172447  55.218761 110.476814 154.547223 102.445720
 [625]  76.729071 198.409874 159.320854 143.597378 133.719343 183.619694
 [631] 208.060776 167.937988 213.526721  86.929653 107.133614 119.624298
 [637] 166.741546 200.658184  82.963240  48.608749 208.234246 140.457409
 [643] 156.618851 177.616355 175.169931 119.873228 188.151941 128.971832
 [649]  75.512874 168.873413 150.439348 126.184786  57.414236 225.624575
 [655] 198.819852  74.217704 204.005883 156.906934 109.919459 137.664495
 [661] 203.592698 114.159850 173.890880  62.549840 171.193849  85.895727
 [667] 123.053587 213.227987 116.951757  72.968959 136.632564 194.945616
 [673] 190.205318  97.509234 208.486325 158.885190 192.998492 121.316710
 [679]  74.071688 201.174468  96.067297 125.009343 188.228601  62.046788
 [685] 201.929399  70.632278  75.935847 223.456774 144.472618 181.287764
 [691] 169.424952 100.608190 157.605826 120.958404 193.998440 224.838691
 [697]  97.716952  91.836572 199.744237  51.370036 146.025252 144.790304
 [703]  67.479406 157.502370 131.772975 187.217264 105.537301  69.658098
 [709] 212.230404 137.440103 189.187486 196.638010  46.369955 169.955571
 [715]  82.016050 177.784880 203.073752 177.551105  78.090539  61.860715
 [721]  39.708331 170.352289 207.095212 162.735970 181.026035 182.614953
 [727] 100.205944  85.024507 132.426094 116.515756 156.334575  66.537131
 [733] 174.005968 165.803347 211.250300 194.675153 182.290250 104.866944
 [739]  46.102495 191.494913 104.873878 133.769424 163.911505  94.699560
 [745] 180.326117 228.310010 151.946250 100.300238 174.250990  82.931301
 [751] 174.201625  51.818880 200.948195 196.919275 130.584218 190.307305
 [757]  73.839389 161.377932 153.364294 182.969565  69.473656 219.236382
 [763] 196.352633 125.855458  79.991313 104.096989 168.978364  86.742007
 [769]  66.240954 100.761358  81.254358 160.967402  66.946918 112.461209
 [775] 174.292770 110.222116 222.455643 197.180542  69.997657 152.257561
 [781] 106.446334 178.564123 174.943701 216.757471 143.144268 165.431586
 [787]  65.320593  71.501932  73.824966  94.381362 117.230588  95.173096
 [793]  29.837159 154.465836 149.838455 128.405957 204.381377  96.805580
 [799] 168.917987 104.294780  88.026702 186.516983  98.575680 159.795867
 [805]  99.901778 100.243592  77.503353 125.406078  98.780770  72.284348
 [811] 202.730498 114.960763  36.463680 124.083626 180.354355 157.891922
 [817]  63.357939  49.110934  95.463656 193.054293  80.559692 161.744373
 [823] 163.153848  62.466354  91.482591  59.455971 209.322672 202.449307
 [829] 188.518584  75.745577 140.003403  86.656947 188.819816 130.909065
 [835] 132.310477 199.130552 169.272845 173.379946 194.496756 113.283995
 [841]  74.059915  48.679902 186.999556 203.690928  56.335840 113.187537
 [847] 188.989090 107.808771 132.126289  93.957061 133.334741 116.372810
 [853] 105.773327  40.165387 189.692235 204.427223 160.659427  85.278652
 [859]  84.581088  37.541577 202.369663 199.525273 212.694401 124.386410
 [865] 216.114896  57.959378 109.912129  98.151269 134.789031 154.729229
 [871] 173.597780 167.331893 181.622963 126.974772 221.255976 176.993238
 [877] 141.149258 141.596555 195.566791 173.985913 100.723908  66.407580
 [883]  76.501115  62.970293  95.174130  91.490203 145.937311 107.953185
 [889]  76.020331  81.065102  83.157020  97.108988 147.263923 175.161249
 [895]  76.921776 150.420822 203.439996  60.422367  76.061277  44.861721
 [901] 104.232234  61.361190 186.004248  46.045187 178.690702 226.466825
 [907] 191.513324 201.507403 191.562731 117.535780  79.013511  89.033214
 [913] 198.810795  64.884495 108.968463 166.808132 111.912913 139.399460
 [919] 110.606307  87.191355  93.542079 165.443462 174.701578 168.736080
 [925]  32.933231  72.227603 174.470774 176.735971  79.416018  83.160267
 [931]  87.884201  45.134860  44.772812 100.471103 167.133534  91.354978
 [937] 167.309997 195.496562 122.219558 139.382160 144.582709 157.725317
 [943]  81.581103 204.516866 220.136839 188.668917  88.453232  77.451781
 [949] 143.707944 166.970715  67.316372 176.072639 120.219153  81.584781
 [955] 194.378680 138.494455 169.444271  63.024055 139.886570 138.023169
 [961]  72.932747 177.056900  86.922087 107.045949 130.919761 200.815288
 [967] 199.862060 168.947684 100.349493 148.532331  81.330083 182.757166
 [973] 205.333577  79.051527  84.879871 119.323455 116.803289  95.330816
 [979]  78.752619 175.292698  84.629088 108.431108  94.410424 181.678800
 [985] 193.448810   5.669615 197.569959 144.048352  89.190190 203.084194
 [991] 109.164263 130.647830 120.296392 101.847204 176.778615 221.341784
 [997]  55.762707 143.500658 105.829376 196.706100 147.427086 211.386633
[1003] 134.584581 179.750278 164.360113  84.124241  84.678002  88.182540
[1009] 189.727816 201.606335  58.317615 115.168832 142.633824  79.081501
[1015] 179.645621 194.371427 179.161733  71.246875 167.099784  61.024160
[1021] 199.503567 157.940889 182.722064 184.173973 208.684079 108.752485
[1027]  56.508071 163.498681 117.200692 114.264934 142.321387  60.151906
[1033] 119.096170  74.633564 200.287853 181.381324 168.079415  95.869656
[1039]  74.104653 186.260926 153.044364 106.113080 123.001743  91.019621
[1045] 106.281731  95.234887 113.478643 120.279498  67.824116  87.100884
[1051] 101.886589 146.252959  82.829627 170.556363 176.333919 186.760848
[1057] 171.104216 147.261215 113.822367 113.484103 139.426011  85.576523
[1063]  76.804264 131.152657  66.433614  88.417734  78.559945 101.821819
[1069] 190.129972 112.673461  50.620981 197.516561 198.510314 109.983341
[1075] 191.374637 170.009294  69.042808  69.614567 104.675730  88.570852
[1081] 107.212444 214.415818  81.597709 100.552764 201.481506 181.971042
[1087]  75.757185 147.262338  75.763581 185.530440  81.421749 187.765342
[1093] 201.200861 187.658342  88.157886  36.916800 208.137141 186.960797
[1099]  98.729289  34.252086 164.694786 204.904203 205.595736 143.661947
[1105] 128.616463 178.778823  97.968125 218.557972 168.063378  75.872807
[1111] 181.333871 225.744298  53.262541 175.311632 167.300406  42.354076
[1117] 143.540579  76.845464 116.443830 173.430229 178.945247  98.301649
[1123]  69.624427  45.869075  67.807681 182.549145 186.262364 158.953891
[1129] 135.108670  92.305357 211.243328 197.542529 140.001307 171.681481
[1135]  71.542112 212.379697 189.587784 214.862939 225.092210 108.211027
[1141]  92.937632 186.176073  97.805362 199.311584  85.940133  90.075768
[1147] 101.104640 124.586912 175.115880 155.482820  91.939839 122.653393
[1153]  78.277093 181.842290 161.070341 137.280612 183.910425  68.630544
[1159] 165.969225 137.276827  68.345966  58.046846 173.604597 190.336076
[1165] 120.740990 109.620999  68.544842 142.186088 201.388252 133.294863
[1171] 101.895136 104.493458 100.843824 216.629700 130.675668 122.320535
[1177]  97.907627 198.304284 184.619016 155.689385  88.650124 207.680156
[1183] 172.911536 149.867675 163.567779 117.521755 180.482831  61.653190
[1189] 201.500022 222.336257 175.795667 149.002229  86.178052 213.771750
[1195]  46.882206  43.571380  45.475766 163.618377 223.292407  82.638536
[1201] 185.282119  91.899663  90.614039 212.466958 173.774431  52.405848
[1207]  94.418989 208.399455 196.109184 199.943285 206.669029 181.064962
[1213] 201.185740  98.789481 195.341672 188.273382  87.983602 168.840170
[1219] 149.377943 144.583429 188.389714  71.771381 169.821383  82.902163
[1225] 145.761849 158.821810 103.264668 131.449075 192.654766 123.327727
[1231]  90.624132 142.373631  71.700750  32.596672 120.872241 157.199209
[1237]  53.097215 200.373467 102.066337  87.237420 198.573751 136.673950
[1243] 108.100194  85.696635 104.648171 177.320518  33.691625  91.301909
[1249] 193.677243 100.281177 182.410148 111.496677 137.064204 208.776489
[1255] 111.231729 150.876720  82.215219 160.442162  81.989506 120.183667
[1261] 116.098303 211.953282  96.013257  87.691702 174.810284 177.970354
[1267] 101.480459  66.930753 145.933137 208.026749  52.094487 145.571920
[1273] 163.891497 137.113295  68.743813 161.536978 193.300160 165.261224
[1279]  79.458856 200.229905 137.864158 145.797307 177.089506 128.916627
[1285] 181.993050  88.010328 193.018338 147.279522 163.251093  86.518638
[1291]  67.015259  84.738518  69.978994 106.128745  89.873760 157.279274
[1297]  69.113401 193.693463 105.411048  69.646016 126.868890  48.174543
[1303] 169.669830 200.179368 120.652542 166.684636 206.729701  78.151995
[1309]  68.597272 131.399456  93.540587  59.317947  86.173104 188.949757
[1315] 143.313072 171.606986 112.516700 125.353514  63.083503 205.498814
[1321]  88.889135 201.697594  58.284173 156.715363 107.173465  82.857283
[1327] 198.563195 144.938356  94.032125  34.799151  85.155958 163.285074
[1333] 174.230214 185.805766 119.108191 201.128305 140.877481 100.588293
[1339] 180.088072 116.510431  92.310811 135.634038  66.503709  91.410938
[1345] 128.550978  57.433455 199.890773 104.938080  87.537636 156.322178
[1351] 123.745584  82.678449 154.645209  85.881501  47.193351 135.690229
[1357] 104.723271 168.603491 195.383569 170.582568 157.670859 126.363949
[1363] 150.592539 118.861489  59.198665 170.549437  80.117645 178.651170
[1369] 104.447910 175.092830 125.339178 183.047306  69.665161 185.661734
[1375] 203.983669  57.165843 185.633651 201.372178  48.157356 101.108469
[1381] 159.325501  64.007114  39.131157  73.587156 169.627776 174.107667
[1387] 131.570809 103.927520  79.491485 203.886953 154.277129  77.212908
[1393]  77.127223  70.619286 172.235646 142.595416  41.444206 209.621571
[1399] 201.011961  84.967449 151.296656  70.290760 119.779370 135.675584
[1405] 169.599947 179.904441  83.716726 199.366909 211.615489  86.844528
[1411]  90.617456 209.096319 155.878382  93.472054 174.999138 162.022258
[1417] 163.656752 115.670391 135.863778 204.323397 130.030849  89.901489
[1423] 192.993989 195.387027  97.871452 124.585018 189.760933  94.675728
[1429] 190.711147 102.683709 145.322781  55.342188  49.061425  91.465199
[1435] 160.440092 170.933914  86.919631 108.155186 111.847254 152.022748
[1441]  90.461437  80.856757  87.501019 180.264606 111.491594 108.551775
[1447]  80.439549 152.287964 194.002852 104.120450 120.527506  71.385172
[1453] 106.096272 223.959821 149.212338  84.087310  70.518072  73.617921
[1459] 122.654131  91.652100  78.874775 169.934998  45.379849 113.819717
[1465] 201.045018 209.290715 112.119694 132.304087 207.256867  74.933581
[1471] 186.725947  53.885328 230.931169  61.871293  60.091952  29.600030
[1477] 130.342999  93.148525 228.665852 104.260419  90.344767 223.128284
[1483]  63.810077 157.376865 183.259426 175.008386  68.491456  67.120018
[1489]  46.734891  61.288523 119.879599 152.871364 173.569638 191.349478
[1495] 181.233793 126.676329 185.484060  82.463926  95.272288 105.767530
[1501] 190.779010 164.434589  71.475383 119.272517 167.761977 197.539713
[1507] 114.556721  57.541645 139.393592 104.472693  47.739310 128.439425
[1513] 163.124435 109.081215 109.661866 236.660022  99.155665  93.046627
[1519] 219.811419 145.918739  88.503875 118.065125  82.343983 106.363287
[1525] 114.065027  57.797518  64.997077  73.161013  90.114680 201.569035
[1531] 167.202599 185.209932 114.829358 197.390087 174.912019 193.355964
[1537]  83.470611  88.903666 148.980655 100.200887 157.953545 158.666130
[1543]  74.197522 175.300647  69.767165  86.282240 112.135011  87.954048
[1549] 196.858321 170.598901 166.383092  89.547141 163.455817 129.027198
[1555] 167.984243  94.321937 132.452008 119.340599 100.768393 137.187956
[1561] 178.066075  97.606780 132.467933  66.139140  90.676522 148.619696
[1567]  85.493378 131.203640 144.850729  54.448857 218.414605 118.022803
[1573]  59.963324 196.921280 194.819445  58.563441 166.321207 117.281344
[1579] 128.441844 113.822394  92.962860 210.389427 162.427930 172.906902
[1585] 108.822846 156.326804 175.712271 168.115462  63.283041  68.431111
[1591]  79.245983 237.742215  96.678109 187.121221  71.675377  88.334988
[1597] 109.038649  71.431635 128.367915  56.986974  93.713549 140.146301
[1603] 154.416818 116.208754  93.517293 171.265611 151.670473 134.289844
[1609]  93.704187 119.437261 116.840634 145.479407  69.452717 207.505260
[1615] 165.110498 139.266681 176.592899 157.988249 176.809922  84.837186
[1621]  82.860444 187.856671 146.672770 120.533240  74.528264 189.406938
[1627] 171.014292  49.168289 171.911970 182.662403  90.961064  79.352672
[1633]  60.466293 243.338905 181.743043 150.136408 179.346823 128.275514
[1639] 200.619113  43.378229 218.964901 168.734553  67.453233 153.927204
[1645]  74.969319 111.396937 163.212557 132.575610 154.751223 109.716218
[1651] 163.106357  89.398537 157.893298  99.915898  67.372771  74.614552
[1657]  76.072235 157.074489 205.244252 173.539673 118.543805 226.603739
[1663] 153.040389 226.196771  33.739960 163.902531 217.684425  83.790810
[1669]  88.910315  94.997588 150.783119  44.191847 210.329934  76.992764
[1675]  69.497357 103.420270  67.788797 169.222608  63.241991 215.521533
[1681] 119.217425 180.812606 158.282954 155.498728  72.496595 106.855373
[1687] 217.400809 129.973264 161.424585 100.973151 143.776768  56.922655
[1693] 120.525009  92.909310 126.339906 135.380117 137.185337 165.071385
[1699] 149.406829 147.505995  78.728298 113.337916  59.291332 181.331600
[1705] 174.280997  87.127222 117.302559 205.246470 203.320704  58.176473
[1711] 187.228271 190.073834  69.480781 143.054763 194.110172  91.225003
[1717] 108.312662 157.241570 163.049451 173.758674 199.447772  67.491950
[1723] 154.612761  93.469970  71.886390 103.832334  79.481995 111.499860
[1729] 206.547177 120.225848 128.318894 186.666041 109.059083 109.401713
[1735] 135.785278 146.893477 170.292507  83.297856 152.768786 157.632732
[1741] 207.884318  66.504394  83.543622  84.762911 202.072312 106.745027
[1747]  66.503389 120.446632 202.263138 107.041137  71.527122 208.386720
[1753]  82.012762 205.686472 117.415363 104.913261 161.312982 149.483290
[1759] 189.815538 176.357179  62.369106  78.911934 197.844063  59.778940
[1765] 107.402792  84.146679  99.004299 112.964887 100.552198 111.275285
[1771] 145.429432 122.111607 189.058890 159.745106 157.243170 195.119807
[1777] 113.505255 128.223692  87.823773 211.630838 178.980742  77.940541
[1783] 160.708945  98.018301  68.410421 110.622037 189.589420  70.773075
[1789] 215.464950  81.481888 190.098793 136.695904  69.608782  89.698127
[1795]  47.323456  79.645371  99.668306 208.265706  97.897340  69.976318
[1801] 175.647969 126.937047 225.209847 101.137454 172.016318 124.053443
[1807] 171.743112 169.782737  53.618053 215.470916  83.178515 212.749350
[1813] 180.528946  63.508921 123.869292 116.275570 192.502489  81.196079
[1819]  73.215087 101.253290 176.300798 109.549645  81.155294 163.919469
[1825]  68.349416  63.492027 147.371883 198.740830 189.946579 109.662633
[1831] 203.245339 178.169227 138.588559  74.820383 150.978330 155.444877
[1837] 201.859240  76.824959 186.561586 145.898363 143.190777 146.968720
[1843]  62.948162 198.540331 157.182186 157.640348 102.879324 223.739371
[1849] 150.445207 192.329756 190.092612  89.970861  95.588780 179.275196
[1855] 181.651952 174.547948 189.710386 137.481280 153.382084  89.376130
[1861] 128.261857 210.234264 155.433614 177.134446  88.844901  75.139027
[1867] 144.685887 109.012145 118.616301 194.153185 122.926329 158.963609
[1873] 200.795295 123.531845 193.836293 155.228246 106.240218  87.361382
[1879] 195.822537 176.197085 190.580364 202.116136 137.835654 202.445188
[1885] 167.060385 187.170159 227.355080 105.702698 162.485192  84.943592
[1891]  85.238715 163.993612 207.154740  43.101192 202.105932 117.249051
[1897] 102.907265 123.376717  99.606505 102.474088 209.333259 111.823871
[1903]  90.111089 173.815863 157.631561 181.381057 185.383866 139.834974
[1909] 164.455636  71.625452  53.835828  96.637281 203.699079  47.455535
[1915] 175.740775 191.013722 208.868704  43.322458 174.406231 136.736557
[1921]  86.116768 103.199278  62.753471  64.045472 121.093751 116.672825
[1927] 143.428939 199.670414 153.526608 126.918288 150.868993 103.140459
[1933] 175.801390 202.953459 169.409397  97.516448  77.172620 111.032248
[1939]  90.057520 148.805413 191.393812  89.164540  72.173089 143.383902
[1945] 148.178423 211.703206  77.304163 168.112929 128.964372 101.451194
[1951] 172.482733 210.858943 197.121519 111.019064 167.632233  60.723021
[1957] 170.772076 166.549976 105.414387 104.755038 108.575338  67.779656
[1963] 125.850397 139.755951 218.593480 127.114334 154.204341 146.024043
[1969]  90.995623  87.023925  61.583403  98.434433  77.367230  94.460218
[1975] 200.213056  94.534217 213.087825 179.134939  82.758895  60.556121
[1981]  67.781829 149.482575  90.574608 184.292265  92.748465 150.676186
[1987]  80.195938  93.598852 155.156465 201.746335 153.034982 131.031162
[1993] 202.105850 174.709966  96.010769  87.467631 180.927222  88.771028
[1999] 205.550426  15.999077 146.504847 113.523482 107.742599  84.059662
[2005] 183.688346  57.037617 108.283740  67.845118  63.656032  63.088363
[2011] 156.720143 193.252278 182.579652 105.803438  74.228927 201.326029
[2017] 127.917624 182.589141 145.996348

nomogramFormula documentation built on Jan. 28, 2020, 5:07 p.m.