Generate correlation matrix
generate_cor.RdThis function generates the correlation matrix of input and output values of a probabilistic analysis.
Arguments
- df
a dataframe.
- v_params
character or vector of character. Vector of names of the inputs and outputs for which to return the correlation matrix. Default is "ALL" which returns the correlation matrix for all inputs and outputs in the dataframe.
Examples
# Generating summary data of all inputs using the example dataframe
data(df_pa)
generate_cor(df_pa)
#> Warning: the standard deviation is zero
#> p_pfspd p_pfsd p_pdd p_dd p_ae
#> p_pfspd 1.000000000 -0.139033305 -0.010495755 NA -3.024284e-02
#> p_pfsd -0.139033305 1.000000000 -0.010816151 NA -3.663264e-03
#> p_pdd -0.010495755 -0.010816151 1.000000000 NA 1.701983e-03
#> p_dd NA NA NA 1 NA
#> p_ae -0.030242838 -0.003663264 0.001701983 NA 1.000000e+00
#> rr 0.005555683 0.006708217 -0.005797883 NA 7.691566e-03
#> u_pfs -0.003437065 0.009789630 -0.016799074 NA -1.148453e-02
#> u_pd -0.008489360 -0.010290774 -0.014401764 NA 4.285824e-03
#> u_d NA NA NA NA NA
#> u_ae 0.004214310 -0.007845934 0.006115386 NA -2.072832e-02
#> c_pfs -0.007240729 0.008922006 0.007699470 NA 1.160183e-02
#> c_pd -0.006491644 -0.001989455 0.004018725 NA -2.972565e-03
#> c_d NA NA NA NA NA
#> c_thx -0.009512600 0.003227603 -0.006967529 NA -6.331375e-03
#> c_ae -0.004787715 -0.020918854 0.008406508 NA -1.854275e-03
#> t_qaly_comp -0.249129434 -0.644894524 -0.409465972 NA 9.026731e-03
#> t_qaly_int -0.223416510 -0.719044362 -0.323450439 NA 4.623426e-03
#> t_qaly_d_comp -0.245500974 -0.650125556 -0.389887645 NA 8.905463e-03
#> t_qaly_d_int -0.217456717 -0.721315789 -0.308303151 NA 3.810515e-03
#> t_costs_comp 0.072402818 -0.524795343 -0.526957959 NA -3.597241e-05
#> t_costs_int -0.509139564 -0.703054192 -0.087255808 NA 2.183282e-02
#> t_costs_d_comp 0.116309363 -0.524992861 -0.466695171 NA -3.802565e-04
#> t_costs_d_int -0.512272727 -0.709937788 -0.071935067 NA 2.247691e-02
#> t_ly_comp -0.161625810 -0.743833380 -0.548875028 NA 9.186622e-03
#> t_ly_int -0.141333480 -0.815594017 -0.434782863 NA 9.078385e-03
#> t_ly_d_comp -0.154183693 -0.762245774 -0.531983204 NA 9.245782e-03
#> t_ly_d_int -0.132012632 -0.829802983 -0.420493003 NA 9.011750e-03
#> t_ly_pfs_d_comp -0.709945440 -0.562256166 0.016256423 NA 2.799160e-02
#> t_ly_pfs_d_int -0.595708606 -0.643733642 0.017622636 NA 2.328283e-02
#> t_ly_pd_d_comp 0.478324088 -0.483203573 -0.732087372 NA -1.459499e-02
#> t_ly_pd_d_int 0.518747045 -0.509285887 -0.676112095 NA -1.427727e-02
#> t_qaly_pfs_d_comp -0.654500671 -0.512439160 0.006902301 NA 2.147308e-02
#> t_qaly_pfs_d_int -0.549222875 -0.586905726 0.008112931 NA 1.716692e-02
#> t_qaly_pd_d_comp 0.375702865 -0.386783403 -0.587595960 NA -1.106072e-02
#> t_qaly_pd_d_int 0.418231668 -0.417503190 -0.556967617 NA -1.116417e-02
#> t_costs_pfs_d_comp -0.517922376 -0.398979866 0.017393108 NA 2.718166e-02
#> t_costs_pfs_d_int -0.596606220 -0.642828427 0.018051103 NA 2.390793e-02
#> t_costs_pd_d_comp 0.410239692 -0.361052830 -0.523619933 NA -1.522437e-02
#> t_costs_pd_d_int 0.451340245 -0.386885995 -0.496859767 NA -1.556586e-02
#> t_qaly_ae_int -0.021395840 -0.008030030 0.005575349 NA 7.638387e-01
#> t_costs_ae_int -0.028186016 -0.011196075 0.002954918 NA 8.947127e-01
#> inc_ly 0.042095811 -0.741342725 0.332775995 NA 3.346499e-03
#> inc_qaly 0.022910723 -0.658263698 0.219492682 NA -2.098542e-02
#> inc_costs -0.589993133 -0.654181852 0.032220406 NA 2.476189e-02
#> rr u_pfs u_pd u_d u_ae
#> p_pfspd 0.0055556829 -0.0034370651 -0.008489360 NA 0.0042143104
#> p_pfsd 0.0067082170 0.0097896297 -0.010290774 NA -0.0078459341
#> p_pdd -0.0057978835 -0.0167990741 -0.014401764 NA 0.0061153859
#> p_dd NA NA NA NA NA
#> p_ae 0.0076915659 -0.0114845290 0.004285824 NA -0.0207283208
#> rr 1.0000000000 -0.0042278034 -0.005801696 NA -0.0230641212
#> u_pfs -0.0042278034 1.0000000000 0.021242759 NA 0.0135154016
#> u_pd -0.0058016960 0.0212427591 1.000000000 NA 0.0078137622
#> u_d NA NA NA 1 NA
#> u_ae -0.0230641212 0.0135154016 0.007813762 NA 1.0000000000
#> c_pfs -0.0003802568 0.0034331149 -0.013308394 NA -0.0095889440
#> c_pd -0.0129604287 -0.0044320841 0.003942809 NA 0.0081048934
#> c_d NA NA NA NA NA
#> c_thx 0.0025409157 -0.0005669849 0.002582883 NA 0.0087207713
#> c_ae -0.0148876228 -0.0143081358 0.019011830 NA 0.0003062855
#> t_qaly_comp -0.0104607022 0.2847749814 0.410329142 NA 0.0060188958
#> t_qaly_int -0.1222715413 0.3063443450 0.333308547 NA 0.0069789390
#> t_qaly_d_comp -0.0106044723 0.3051658443 0.417231300 NA 0.0065257281
#> t_qaly_d_int -0.1203932067 0.3281264437 0.338581898 NA 0.0070152853
#> t_costs_comp -0.0080629394 0.0041988641 0.014221858 NA 0.0025205076
#> t_costs_int -0.2208200079 -0.0001846684 0.018160598 NA 0.0089088253
#> t_costs_d_comp -0.0080164419 0.0021469688 0.012035883 NA 0.0033489268
#> t_costs_d_int -0.2224808170 -0.0012710841 0.017484034 NA 0.0091419802
#> t_ly_comp -0.0071336061 0.0064546005 0.021068311 NA -0.0007597400
#> t_ly_int -0.0974777287 0.0037668105 0.020117524 NA 0.0028280916
#> t_ly_d_comp -0.0071752851 0.0055472255 0.020937946 NA -0.0004326849
#> t_ly_d_int -0.0949669147 0.0029410233 0.019926188 NA 0.0030739728
#> t_ly_pfs_d_comp -0.0106464373 -0.0004380891 0.017015306 NA 0.0035062868
#> t_ly_pfs_d_int -0.2476888110 -0.0008526912 0.017018478 NA 0.0091352539
#> t_ly_pd_d_comp 0.0006242195 0.0078932997 0.011755265 NA -0.0039704471
#> t_ly_pd_d_int 0.1532903637 0.0056157536 0.010332369 NA -0.0063209525
#> t_qaly_pfs_d_comp -0.0125463028 0.3833317662 0.024688100 NA 0.0078832951
#> t_qaly_pfs_d_int -0.2293238499 0.3846774267 0.024563732 NA 0.0134075337
#> t_qaly_pd_d_comp -0.0015692807 0.0199359727 0.592502840 NA 0.0007816481
#> t_qaly_pd_d_int 0.1223329075 0.0178180478 0.562837475 NA -0.0017737143
#> t_costs_pfs_d_comp -0.0072158573 0.0020768359 0.003403604 NA -0.0006867819
#> t_costs_pfs_d_int -0.2474883446 -0.0011011723 0.015662313 NA 0.0089858989
#> t_costs_pd_d_comp -0.0049011391 0.0012340391 0.011405732 NA 0.0040635071
#> t_costs_pd_d_int 0.1320014993 -0.0008274771 0.010349008 NA 0.0012593845
#> t_qaly_ae_int -0.0050667196 -0.0003522583 0.005237896 NA 0.5756756227
#> t_costs_ae_int -0.0013694561 -0.0150741011 0.012047203 NA -0.0185726440
#> inc_ly -0.4740579087 -0.0112066928 0.004996597 NA 0.0185773590
#> inc_qaly -0.5476431139 0.2573068852 -0.192098858 NA 0.0054952003
#> inc_costs -0.2422916565 -0.0019066401 0.016323734 NA 0.0092367038
#> c_pfs c_pd c_d c_thx c_ae
#> p_pfspd -0.0072407289 -6.491644e-03 NA -0.0095126002 -0.0047877153
#> p_pfsd 0.0089220058 -1.989455e-03 NA 0.0032276026 -0.0209188544
#> p_pdd 0.0076994700 4.018725e-03 NA -0.0069675286 0.0084065078
#> p_dd NA NA NA NA NA
#> p_ae 0.0116018262 -2.972565e-03 NA -0.0063313753 -0.0018542748
#> rr -0.0003802568 -1.296043e-02 NA 0.0025409157 -0.0148876228
#> u_pfs 0.0034331149 -4.432084e-03 NA -0.0005669849 -0.0143081358
#> u_pd -0.0133083940 3.942809e-03 NA 0.0025828832 0.0190118301
#> u_d NA NA NA NA NA
#> u_ae -0.0095889440 8.104893e-03 NA 0.0087207713 0.0003062855
#> c_pfs 1.0000000000 -3.784204e-03 NA -0.0050909619 -0.0080850947
#> c_pd -0.0037842037 1.000000e+00 NA 0.0048944545 0.0043422450
#> c_d NA NA 1 NA NA
#> c_thx -0.0050909619 4.894455e-03 NA 1.0000000000 0.0020771004
#> c_ae -0.0080850947 4.342245e-03 NA 0.0020771004 1.0000000000
#> t_qaly_comp -0.0104862686 -1.880100e-03 NA 0.0074977060 0.0137953135
#> t_qaly_int -0.0112863610 -1.544393e-03 NA 0.0055738755 0.0164282308
#> t_qaly_d_comp -0.0103328331 -1.700198e-03 NA 0.0071735807 0.0140781774
#> t_qaly_d_int -0.0111028370 -1.333459e-03 NA 0.0052731230 0.0164898298
#> t_costs_comp 0.2635015199 5.486358e-01 NA 0.0060161496 0.0060764012
#> t_costs_int 0.0680191883 1.109267e-01 NA 0.0435605924 0.0196733549
#> t_costs_d_comp 0.3244516667 5.803968e-01 NA 0.0048001642 0.0061741806
#> t_costs_d_int 0.0810140321 1.133882e-01 NA 0.0493143663 0.0205190003
#> t_ly_comp -0.0102500476 -3.996077e-03 NA 0.0078777697 0.0101315805
#> t_ly_int -0.0111867205 -3.272477e-03 NA 0.0060221635 0.0143331190
#> t_ly_d_comp -0.0102285122 -3.774215e-03 NA 0.0075143392 0.0108421201
#> t_ly_d_int -0.0111278886 -3.014764e-03 NA 0.0056701127 0.0148646997
#> t_ly_pfs_d_comp -0.0008634609 2.342358e-03 NA 0.0079975038 0.0150801585
#> t_ly_pfs_d_int -0.0036208336 3.642237e-03 NA 0.0061117234 0.0200928418
#> t_ly_pd_d_comp -0.0129396629 -7.345635e-03 NA 0.0023917651 0.0000297480
#> t_ly_pd_d_int -0.0129232078 -9.122194e-03 NA 0.0013972198 -0.0012860288
#> t_qaly_pfs_d_comp 0.0006896915 8.130601e-05 NA 0.0071248409 0.0090326149
#> t_qaly_pfs_d_int -0.0023807954 1.373561e-03 NA 0.0051313266 0.0138616519
#> t_qaly_pd_d_comp -0.0161460818 -2.620310e-03 NA 0.0026034719 0.0107117232
#> t_qaly_pd_d_int -0.0161079734 -4.325842e-03 NA 0.0018436046 0.0088790778
#> t_costs_pfs_d_comp 0.6816126278 3.801856e-06 NA 0.0016889697 0.0052202124
#> t_costs_pfs_d_int 0.0838489930 3.821088e-03 NA 0.0489235661 0.0196049732
#> t_costs_pd_d_comp -0.0138241597 6.394063e-01 NA 0.0043682617 0.0039585651
#> t_costs_pd_d_int -0.0136432856 6.056054e-01 NA 0.0034311872 0.0017716105
#> t_qaly_ae_int 0.0046730992 4.264632e-03 NA 0.0022570993 -0.0014572887
#> t_costs_ae_int 0.0086834700 -1.628790e-03 NA -0.0047865527 0.4086339889
#> inc_ly -0.0099096010 2.191952e-03 NA -0.0061443215 0.0269526103
#> inc_qaly -0.0086755892 1.011375e-03 NA -0.0060124393 0.0185547912
#> inc_costs 0.0116308741 -1.380677e-02 NA 0.0529853546 0.0210514040
#> t_qaly_comp t_qaly_int t_qaly_d_comp t_qaly_d_int
#> p_pfspd -0.249129434 -0.223416510 -0.245500974 -0.217456717
#> p_pfsd -0.644894524 -0.719044362 -0.650125556 -0.721315789
#> p_pdd -0.409465972 -0.323450439 -0.389887645 -0.308303151
#> p_dd NA NA NA NA
#> p_ae 0.009026731 0.004623426 0.008905463 0.003810515
#> rr -0.010460702 -0.122271541 -0.010604472 -0.120393207
#> u_pfs 0.284774981 0.306344345 0.305165844 0.328126444
#> u_pd 0.410329142 0.333308547 0.417231300 0.338581898
#> u_d NA NA NA NA
#> u_ae 0.006018896 0.006978939 0.006525728 0.007015285
#> c_pfs -0.010486269 -0.011286361 -0.010332833 -0.011102837
#> c_pd -0.001880100 -0.001544393 -0.001700198 -0.001333459
#> c_d NA NA NA NA
#> c_thx 0.007497706 0.005573876 0.007173581 0.005273123
#> c_ae 0.013795313 0.016428231 0.014078177 0.016489830
#> t_qaly_comp 1.000000000 0.981540140 0.999408651 0.979550452
#> t_qaly_int 0.981540140 1.000000000 0.983305375 0.999467984
#> t_qaly_d_comp 0.999408651 0.983305375 1.000000000 0.982400906
#> t_qaly_d_int 0.979550452 0.999467984 0.982400906 1.000000000
#> t_costs_comp 0.598435679 0.589810000 0.588149187 0.580473676
#> t_costs_int 0.750768141 0.812833392 0.748278763 0.805969518
#> t_costs_d_comp 0.549501061 0.547385885 0.541168761 0.539805601
#> t_costs_d_int 0.743112321 0.806482160 0.741355778 0.800346396
#> t_ly_comp 0.861102388 0.863050633 0.849727701 0.851144037
#> t_ly_int 0.854413354 0.885941795 0.845965174 0.875793106
#> t_ly_d_comp 0.861226313 0.866300462 0.850530664 0.854936272
#> t_ly_d_int 0.851883156 0.885501902 0.844037966 0.875882194
#> t_ly_pfs_d_comp 0.672498972 0.702622951 0.671168901 0.697024897
#> t_ly_pfs_d_int 0.689651148 0.758252439 0.689136462 0.752782745
#> t_ly_pd_d_comp 0.509976053 0.487703143 0.496858175 0.477808728
#> t_ly_pd_d_int 0.487835425 0.456770164 0.476246644 0.448443027
#> t_qaly_pfs_d_comp 0.733729850 0.769885818 0.740413173 0.773127377
#> t_qaly_pfs_d_int 0.749376254 0.821278050 0.756834925 0.824676125
#> t_qaly_pd_d_comp 0.655725177 0.590856749 0.649040236 0.585842899
#> t_qaly_pd_d_int 0.636623665 0.566695740 0.630761664 0.562662453
#> t_costs_pfs_d_comp 0.474585693 0.495561165 0.473931987 0.491897218
#> t_costs_pfs_d_int 0.685056758 0.753024687 0.684744802 0.747837590
#> t_costs_pd_d_comp 0.346871516 0.333116253 0.338048099 0.326760945
#> t_costs_pd_d_int 0.337885631 0.314207878 0.329894530 0.308841581
#> t_qaly_ae_int 0.010557378 0.007554518 0.010779190 0.006905744
#> t_costs_ae_int 0.014043080 0.011086715 0.014057957 0.010393859
#> inc_ly 0.378475855 0.533975197 0.388429693 0.537669288
#> inc_qaly 0.372857802 0.543306128 0.384302420 0.549979880
#> inc_costs 0.684756714 0.754817168 0.684813643 0.749888188
#> t_costs_comp t_costs_int t_costs_d_comp t_costs_d_int
#> p_pfspd 7.240282e-02 -0.5091395641 0.1163093629 -0.512272727
#> p_pfsd -5.247953e-01 -0.7030541918 -0.5249928607 -0.709937788
#> p_pdd -5.269580e-01 -0.0872558084 -0.4666951715 -0.071935067
#> p_dd NA NA NA NA
#> p_ae -3.597241e-05 0.0218328198 -0.0003802565 0.022476909
#> rr -8.062939e-03 -0.2208200079 -0.0080164419 -0.222480817
#> u_pfs 4.198864e-03 -0.0001846684 0.0021469688 -0.001271084
#> u_pd 1.422186e-02 0.0181605977 0.0120358828 0.017484034
#> u_d NA NA NA NA
#> u_ae 2.520508e-03 0.0089088253 0.0033489268 0.009141980
#> c_pfs 2.635015e-01 0.0680191883 0.3244516667 0.081014032
#> c_pd 5.486358e-01 0.1109267282 0.5803967986 0.113388232
#> c_d NA NA NA NA
#> c_thx 6.016150e-03 0.0435605924 0.0048001642 0.049314366
#> c_ae 6.076401e-03 0.0196733549 0.0061741806 0.020519000
#> t_qaly_comp 5.984357e-01 0.7507681414 0.5495010607 0.743112321
#> t_qaly_int 5.898100e-01 0.8128333923 0.5473858847 0.806482160
#> t_qaly_d_comp 5.881492e-01 0.7482787629 0.5411687615 0.741355778
#> t_qaly_d_int 5.804737e-01 0.8059695185 0.5398056014 0.800346396
#> t_costs_comp 1.000000e+00 0.5325578405 0.9936974249 0.528401833
#> t_costs_int 5.325578e-01 1.0000000000 0.5016446400 0.999035773
#> t_costs_d_comp 9.936974e-01 0.5016446400 1.0000000000 0.500110427
#> t_costs_d_int 5.284018e-01 0.9990357733 0.5001104271 1.000000000
#> t_ly_comp 7.319419e-01 0.7891016859 0.6766928284 0.779669656
#> t_ly_int 7.059997e-01 0.8450807290 0.6590225085 0.837406997
#> t_ly_d_comp 7.300733e-01 0.7952336162 0.6767457619 0.786540533
#> t_ly_d_int 7.033950e-01 0.8458330910 0.6582433826 0.838910691
#> t_ly_pfs_d_comp 3.088077e-01 0.9315528141 0.2696224941 0.931360950
#> t_ly_pfs_d_int 3.531060e-01 0.9785483800 0.3185562098 0.978438096
#> t_ly_pd_d_comp 6.847621e-01 0.1708102803 0.6508108326 0.159289361
#> t_ly_pd_d_int 6.658307e-01 0.1271641709 0.6375388448 0.116520439
#> t_qaly_pfs_d_comp 2.857432e-01 0.8569173510 0.2488181658 0.856203073
#> t_qaly_pfs_d_int 3.262447e-01 0.8993844224 0.2935596240 0.898721828
#> t_qaly_pd_d_comp 5.511999e-01 0.1428556919 0.5231299301 0.133369276
#> t_qaly_pd_d_int 5.494924e-01 0.1104948135 0.5253680045 0.101526608
#> t_costs_pfs_d_comp 4.108102e-01 0.7165056229 0.4252605753 0.725974010
#> t_costs_pfs_d_int 3.760350e-01 0.9814106106 0.3472837212 0.983566034
#> t_costs_pd_d_comp 8.709689e-01 0.1623791223 0.8700413662 0.155531629
#> t_costs_pd_d_int 8.514253e-01 0.1217710029 0.8532471533 0.115233885
#> t_qaly_ae_int 3.065113e-03 0.0228408501 0.0033046830 0.023501319
#> t_costs_ae_int 2.634632e-03 0.0271685645 0.0024455215 0.028073273
#> inc_ly 2.203125e-01 0.6668786695 0.2375925986 0.672042318
#> inc_qaly 2.392506e-01 0.6377992009 0.2483088922 0.640961221
#> inc_costs 3.432656e-01 0.9770662808 0.3107107467 0.978490132
#> t_ly_comp t_ly_int t_ly_d_comp t_ly_d_int
#> p_pfspd -0.161625810 -0.141333480 -0.1541836929 -0.132012632
#> p_pfsd -0.743833380 -0.815594017 -0.7622457742 -0.829802983
#> p_pdd -0.548875028 -0.434782863 -0.5319832041 -0.420493003
#> p_dd NA NA NA NA
#> p_ae 0.009186622 0.009078385 0.0092457821 0.009011750
#> rr -0.007133606 -0.097477729 -0.0071752851 -0.094966915
#> u_pfs 0.006454600 0.003766811 0.0055472255 0.002941023
#> u_pd 0.021068311 0.020117524 0.0209379455 0.019926188
#> u_d NA NA NA NA
#> u_ae -0.000759740 0.002828092 -0.0004326849 0.003073973
#> c_pfs -0.010250048 -0.011186721 -0.0102285122 -0.011127889
#> c_pd -0.003996077 -0.003272477 -0.0037742155 -0.003014764
#> c_d NA NA NA NA
#> c_thx 0.007877770 0.006022163 0.0075143392 0.005670113
#> c_ae 0.010131580 0.014333119 0.0108421201 0.014864700
#> t_qaly_comp 0.861102388 0.854413354 0.8612263133 0.851883156
#> t_qaly_int 0.863050633 0.885941795 0.8663004624 0.885501902
#> t_qaly_d_comp 0.849727701 0.845965174 0.8505306644 0.844037966
#> t_qaly_d_int 0.851144037 0.875793106 0.8549362719 0.875882194
#> t_costs_comp 0.731941937 0.705999705 0.7300733083 0.703394996
#> t_costs_int 0.789101686 0.845080729 0.7952336162 0.845833091
#> t_costs_d_comp 0.676692828 0.659022508 0.6767457619 0.658243383
#> t_costs_d_int 0.779669656 0.837406997 0.7865405330 0.838910691
#> t_ly_comp 1.000000000 0.984519765 0.9995488370 0.981598264
#> t_ly_int 0.984519765 1.000000000 0.9877087904 0.999646265
#> t_ly_d_comp 0.999548837 0.987708790 1.0000000000 0.985560695
#> t_ly_d_int 0.981598264 0.999646265 0.9855606951 1.000000000
#> t_ly_pfs_d_comp 0.666532844 0.699597779 0.6713263880 0.699629385
#> t_ly_pfs_d_int 0.699824967 0.765413195 0.7066923298 0.766601871
#> t_ly_pd_d_comp 0.702008719 0.654117217 0.6979847293 0.651194007
#> t_ly_pd_d_int 0.677425445 0.625780731 0.6752451606 0.624886242
#> t_qaly_pfs_d_comp 0.615870232 0.645183425 0.6198631841 0.644828531
#> t_qaly_pfs_d_int 0.646166356 0.705263546 0.6520582968 0.705966650
#> t_qaly_pd_d_comp 0.566537282 0.527764989 0.5632120352 0.525300804
#> t_qaly_pd_d_int 0.560430443 0.517636938 0.5585243239 0.516767339
#> t_costs_pfs_d_comp 0.470456804 0.493514955 0.4740862923 0.493778353
#> t_costs_pfs_d_int 0.695529067 0.760473878 0.7025571483 0.761900074
#> t_costs_pd_d_comp 0.489244387 0.457218014 0.4873257742 0.456216202
#> t_costs_pd_d_int 0.482316435 0.444101354 0.4816210131 0.444564101
#> t_qaly_ae_int 0.007538937 0.009607425 0.0077651217 0.009691650
#> t_costs_ae_int 0.012318024 0.013850325 0.0126417813 0.013991562
#> inc_ly 0.401176954 0.555459516 0.4202188274 0.567798276
#> inc_qaly 0.407467130 0.546121970 0.4226204268 0.555179507
#> inc_costs 0.694582854 0.762166538 0.7021119172 0.764002643
#> t_ly_pfs_d_comp t_ly_pfs_d_int t_ly_pd_d_comp t_ly_pd_d_int
#> p_pfspd -0.7099454396 -0.5957086063 0.4783240876 0.518747045
#> p_pfsd -0.5622561662 -0.6437336425 -0.4832035731 -0.509285887
#> p_pdd 0.0162564229 0.0176226364 -0.7320873719 -0.676112095
#> p_dd NA NA NA NA
#> p_ae 0.0279916020 0.0232828300 -0.0145949890 -0.014277271
#> rr -0.0106464373 -0.2476888110 0.0006242195 0.153290364
#> u_pfs -0.0004380891 -0.0008526912 0.0078932997 0.005615754
#> u_pd 0.0170153062 0.0170184780 0.0117552651 0.010332369
#> u_d NA NA NA NA
#> u_ae 0.0035062868 0.0091352539 -0.0039704471 -0.006320953
#> c_pfs -0.0008634609 -0.0036208336 -0.0129396629 -0.012923208
#> c_pd 0.0023423580 0.0036422372 -0.0073456350 -0.009122194
#> c_d NA NA NA NA
#> c_thx 0.0079975038 0.0061117234 0.0023917651 0.001397220
#> c_ae 0.0150801585 0.0200928418 0.0000297480 -0.001286029
#> t_qaly_comp 0.6724989725 0.6896511479 0.5099760533 0.487835425
#> t_qaly_int 0.7026229508 0.7582524389 0.4877031430 0.456770164
#> t_qaly_d_comp 0.6711689006 0.6891364621 0.4968581746 0.476246644
#> t_qaly_d_int 0.6970248969 0.7527827446 0.4778087276 0.448443027
#> t_costs_comp 0.3088076725 0.3531059901 0.6847620595 0.665830710
#> t_costs_int 0.9315528141 0.9785483800 0.1708102803 0.127164171
#> t_costs_d_comp 0.2696224941 0.3185562098 0.6508108326 0.637538845
#> t_costs_d_int 0.9313609503 0.9784380959 0.1592893612 0.116520439
#> t_ly_comp 0.6665328437 0.6998249670 0.7020087190 0.677425445
#> t_ly_int 0.6995977793 0.7654131952 0.6541172169 0.625780731
#> t_ly_d_comp 0.6713263880 0.7066923298 0.6979847293 0.675245161
#> t_ly_d_int 0.6996293847 0.7666018715 0.6511940069 0.624886242
#> t_ly_pfs_d_comp 1.0000000000 0.9601524440 -0.0621798008 -0.078101001
#> t_ly_pfs_d_int 0.9601524440 1.0000000000 0.0239455799 -0.022276390
#> t_ly_pd_d_comp -0.0621798008 0.0239455799 1.0000000000 0.984761501
#> t_ly_pd_d_int -0.0781010008 -0.0222763897 0.9847615007 1.000000000
#> t_qaly_pfs_d_comp 0.9195089096 0.8829401022 -0.0537105754 -0.069545562
#> t_qaly_pfs_d_int 0.8823532541 0.9188192983 0.0255439748 -0.017979886
#> t_qaly_pd_d_comp -0.0426530865 0.0254548920 0.7996453378 0.786917218
#> t_qaly_pd_d_int -0.0572350799 -0.0119590067 0.8074219246 0.819120214
#> t_costs_pfs_d_comp 0.7166648447 0.6859691250 -0.0540284664 -0.065238500
#> t_costs_pfs_d_int 0.9554599214 0.9947523813 0.0229109812 -0.023216602
#> t_costs_pd_d_comp -0.0933204830 -0.0226919536 0.7464101972 0.737894726
#> t_costs_pd_d_int -0.1094859168 -0.0654639981 0.7543471267 0.771756793
#> t_qaly_ae_int 0.0242182692 0.0236321368 -0.0129430743 -0.013643401
#> t_costs_ae_int 0.0302275645 0.0284804549 -0.0121822544 -0.012843420
#> inc_ly 0.4857323935 0.6727143672 0.0965599904 0.066122302
#> inc_qaly 0.4441107160 0.6393621083 0.1400090183 0.087026404
#> inc_costs 0.9580578941 0.9980738994 0.0198012548 -0.023981431
#> t_qaly_pfs_d_comp t_qaly_pfs_d_int t_qaly_pd_d_comp
#> p_pfspd -6.545007e-01 -0.549222875 0.3757028652
#> p_pfsd -5.124392e-01 -0.586905726 -0.3867834032
#> p_pdd 6.902301e-03 0.008112931 -0.5875959604
#> p_dd NA NA NA
#> p_ae 2.147308e-02 0.017166917 -0.0110607234
#> rr -1.254630e-02 -0.229323850 -0.0015692807
#> u_pfs 3.833318e-01 0.384677427 0.0199359727
#> u_pd 2.468810e-02 0.024563732 0.5925028397
#> u_d NA NA NA
#> u_ae 7.883295e-03 0.013407534 0.0007816481
#> c_pfs 6.896915e-04 -0.002380795 -0.0161460818
#> c_pd 8.130601e-05 0.001373561 -0.0026203095
#> c_d NA NA NA
#> c_thx 7.124841e-03 0.005131327 0.0026034719
#> c_ae 9.032615e-03 0.013861652 0.0107117232
#> t_qaly_comp 7.337298e-01 0.749376254 0.6557251774
#> t_qaly_int 7.698858e-01 0.821278050 0.5908567487
#> t_qaly_d_comp 7.404132e-01 0.756834925 0.6490402357
#> t_qaly_d_int 7.731274e-01 0.824676125 0.5858428991
#> t_costs_comp 2.857432e-01 0.326244744 0.5511998737
#> t_costs_int 8.569174e-01 0.899384422 0.1428556919
#> t_costs_d_comp 2.488182e-01 0.293559624 0.5231299301
#> t_costs_d_int 8.562031e-01 0.898721828 0.1333692759
#> t_ly_comp 6.158702e-01 0.646166356 0.5665372823
#> t_ly_int 6.451834e-01 0.705263546 0.5277649890
#> t_ly_d_comp 6.198632e-01 0.652058297 0.5632120352
#> t_ly_d_int 6.448285e-01 0.705966650 0.5253008039
#> t_ly_pfs_d_comp 9.195089e-01 0.882353254 -0.0426530865
#> t_ly_pfs_d_int 8.829401e-01 0.918819298 0.0254548920
#> t_ly_pd_d_comp -5.371058e-02 0.025543975 0.7996453378
#> t_ly_pd_d_int -6.954556e-02 -0.017979886 0.7869172178
#> t_qaly_pfs_d_comp 1.000000e+00 0.966230347 -0.0307844497
#> t_qaly_pfs_d_int 9.662303e-01 1.000000000 0.0318566918
#> t_qaly_pd_d_comp -3.078445e-02 0.031856692 1.0000000000
#> t_qaly_pd_d_int -4.531064e-02 -0.003533728 0.9892597940
#> t_costs_pfs_d_comp 6.598858e-01 0.630883629 -0.0421087357
#> t_costs_pfs_d_int 8.784588e-01 0.913761198 0.0239962695
#> t_costs_pd_d_comp -8.531339e-02 -0.020225802 0.5992549034
#> t_costs_pd_d_int -1.011601e-01 -0.060380510 0.6050656989
#> t_qaly_ae_int 2.233839e-02 0.021915325 -0.0092537738
#> t_costs_ae_int 2.249150e-02 0.020913681 -0.0045513547
#> inc_ly 4.422373e-01 0.613367215 0.0770833758
#> inc_qaly 5.106423e-01 0.692001538 -0.0064761485
#> inc_costs 8.805185e-01 0.916529830 0.0217673915
#> t_qaly_pd_d_int t_costs_pfs_d_comp t_costs_pfs_d_int
#> p_pfspd 0.418231668 -5.179224e-01 -0.596606220
#> p_pfsd -0.417503190 -3.989799e-01 -0.642828427
#> p_pdd -0.556967617 1.739311e-02 0.018051103
#> p_dd NA NA NA
#> p_ae -0.011164173 2.718166e-02 0.023907932
#> rr 0.122332907 -7.215857e-03 -0.247488345
#> u_pfs 0.017818048 2.076836e-03 -0.001101172
#> u_pd 0.562837475 3.403604e-03 0.015662313
#> u_d NA NA NA
#> u_ae -0.001773714 -6.867819e-04 0.008985899
#> c_pfs -0.016107973 6.816126e-01 0.083848993
#> c_pd -0.004325842 3.801856e-06 0.003821088
#> c_d NA NA NA
#> c_thx 0.001843605 1.688970e-03 0.048923566
#> c_ae 0.008879078 5.220212e-03 0.019604973
#> t_qaly_comp 0.636623665 4.745857e-01 0.685056758
#> t_qaly_int 0.566695740 4.955612e-01 0.753024687
#> t_qaly_d_comp 0.630761664 4.739320e-01 0.684744802
#> t_qaly_d_int 0.562662453 4.918972e-01 0.747837590
#> t_costs_comp 0.549492379 4.108102e-01 0.376035000
#> t_costs_int 0.110494813 7.165056e-01 0.981410611
#> t_costs_d_comp 0.525368005 4.252606e-01 0.347283721
#> t_costs_d_int 0.101526608 7.259740e-01 0.983566034
#> t_ly_comp 0.560430443 4.704568e-01 0.695529067
#> t_ly_int 0.517636938 4.935150e-01 0.760473878
#> t_ly_d_comp 0.558524324 4.740863e-01 0.702557148
#> t_ly_d_int 0.516767339 4.937784e-01 0.761900074
#> t_ly_pfs_d_comp -0.057235080 7.166648e-01 0.955459921
#> t_ly_pfs_d_int -0.011959007 6.859691e-01 0.994752381
#> t_ly_pd_d_comp 0.807421925 -5.402847e-02 0.022910981
#> t_ly_pd_d_int 0.819120214 -6.523850e-02 -0.023216602
#> t_qaly_pfs_d_comp -0.045310638 6.598858e-01 0.878458808
#> t_qaly_pfs_d_int -0.003533728 6.308836e-01 0.913761198
#> t_qaly_pd_d_comp 0.989259794 -4.210874e-02 0.023996269
#> t_qaly_pd_d_int 1.000000000 -5.233263e-02 -0.013302458
#> t_costs_pfs_d_comp -0.052332629 1.000000e+00 0.745158875
#> t_costs_pfs_d_int -0.013302458 7.451589e-01 1.000000000
#> t_costs_pd_d_comp 0.607289336 -7.618643e-02 -0.023283366
#> t_costs_pd_d_int 0.634292655 -8.757247e-02 -0.065998149
#> t_qaly_ae_int -0.010408393 2.182615e-02 0.024270500
#> t_costs_ae_int -0.005761587 2.667734e-02 0.028958922
#> inc_ly 0.054140841 3.414383e-01 0.667620124
#> inc_qaly -0.039318788 3.121541e-01 0.634556651
#> inc_costs -0.013717206 6.955424e-01 0.996858864
#> t_costs_pd_d_comp t_costs_pd_d_int t_qaly_ae_int
#> p_pfspd 0.410239692 0.4513402453 -0.0213958397
#> p_pfsd -0.361052830 -0.3868859950 -0.0080300301
#> p_pdd -0.523619933 -0.4968597667 0.0055753487
#> p_dd NA NA NA
#> p_ae -0.015224366 -0.0155658632 0.7638387333
#> rr -0.004901139 0.1320014993 -0.0050667196
#> u_pfs 0.001234039 -0.0008274771 -0.0003522583
#> u_pd 0.011405732 0.0103490084 0.0052378960
#> u_d NA NA NA
#> u_ae 0.004063507 0.0012593845 0.5756756227
#> c_pfs -0.013824160 -0.0136432856 0.0046730992
#> c_pd 0.639406277 0.6056054408 0.0042646317
#> c_d NA NA NA
#> c_thx 0.004368262 0.0034311872 0.0022570993
#> c_ae 0.003958565 0.0017716105 -0.0014572887
#> t_qaly_comp 0.346871516 0.3378856306 0.0105573783
#> t_qaly_int 0.333116253 0.3142078778 0.0075545183
#> t_qaly_d_comp 0.338048099 0.3298945299 0.0107791899
#> t_qaly_d_int 0.326760945 0.3088415812 0.0069057443
#> t_costs_comp 0.870968878 0.8514253292 0.0030651131
#> t_costs_int 0.162379122 0.1217710029 0.0228408501
#> t_costs_d_comp 0.870041366 0.8532471533 0.0033046830
#> t_costs_d_int 0.155531629 0.1152338847 0.0235013194
#> t_ly_comp 0.489244387 0.4823164345 0.0075389368
#> t_ly_int 0.457218014 0.4441013537 0.0096074248
#> t_ly_d_comp 0.487325774 0.4816210131 0.0077651217
#> t_ly_d_int 0.456216202 0.4445641008 0.0096916503
#> t_ly_pfs_d_comp -0.093320483 -0.1094859168 0.0242182692
#> t_ly_pfs_d_int -0.022691954 -0.0654639981 0.0236321368
#> t_ly_pd_d_comp 0.746410197 0.7543471267 -0.0129430743
#> t_ly_pd_d_int 0.737894726 0.7717567931 -0.0136434012
#> t_qaly_pfs_d_comp -0.085313393 -0.1011600941 0.0223383932
#> t_qaly_pfs_d_int -0.020225802 -0.0603805098 0.0219153249
#> t_qaly_pd_d_comp 0.599254903 0.6050656989 -0.0092537738
#> t_qaly_pd_d_int 0.607289336 0.6342926550 -0.0104083932
#> t_costs_pfs_d_comp -0.076186434 -0.0875724737 0.0218261521
#> t_costs_pfs_d_int -0.023283366 -0.0659981491 0.0242704998
#> t_costs_pd_d_comp 1.000000000 0.9877000509 -0.0082476962
#> t_costs_pd_d_int 0.987700051 1.0000000000 -0.0099460697
#> t_qaly_ae_int -0.008247696 -0.0099460697 1.0000000000
#> t_costs_ae_int -0.011836585 -0.0133970006 0.6830800630
#> inc_ly 0.075773320 0.0410620099 0.0141884656
#> inc_qaly 0.103529855 0.0514184380 -0.0140649116
#> inc_costs -0.036549514 -0.0767806827 0.0250084694
#> t_costs_ae_int inc_ly inc_qaly inc_costs
#> p_pfspd -0.028186016 0.042095811 0.022910723 -0.589993133
#> p_pfsd -0.011196075 -0.741342725 -0.658263698 -0.654181852
#> p_pdd 0.002954918 0.332775995 0.219492682 0.032220406
#> p_dd NA NA NA NA
#> p_ae 0.894712740 0.003346499 -0.020985418 0.024761891
#> rr -0.001369456 -0.474057909 -0.547643114 -0.242291657
#> u_pfs -0.015074101 -0.011206693 0.257306885 -0.001906640
#> u_pd 0.012047203 0.004996597 -0.192098858 0.016323734
#> u_d NA NA NA NA
#> u_ae -0.018572644 0.018577359 0.005495200 0.009236704
#> c_pfs 0.008683470 -0.009909601 -0.008675589 0.011630874
#> c_pd -0.001628790 0.002191952 0.001011375 -0.013806774
#> c_d NA NA NA NA
#> c_thx -0.004786553 -0.006144322 -0.006012439 0.052985355
#> c_ae 0.408633989 0.026952610 0.018554791 0.021051404
#> t_qaly_comp 0.014043080 0.378475855 0.372857802 0.684756714
#> t_qaly_int 0.011086715 0.533975197 0.543306128 0.754817168
#> t_qaly_d_comp 0.014057957 0.388429693 0.384302420 0.684813643
#> t_qaly_d_int 0.010393859 0.537669288 0.549979880 0.749888188
#> t_costs_comp 0.002634632 0.220312487 0.239250585 0.343265642
#> t_costs_int 0.027168565 0.666878669 0.637799201 0.977066281
#> t_costs_d_comp 0.002445522 0.237592599 0.248308892 0.310710747
#> t_costs_d_int 0.028073273 0.672042318 0.640961221 0.978490132
#> t_ly_comp 0.012318024 0.401176954 0.407467130 0.694582854
#> t_ly_int 0.013850325 0.555459516 0.546121970 0.762166538
#> t_ly_d_comp 0.012641781 0.420218827 0.422620427 0.702111917
#> t_ly_d_int 0.013991562 0.567798276 0.555179507 0.764002643
#> t_ly_pfs_d_comp 0.030227565 0.485732393 0.444110716 0.958057894
#> t_ly_pfs_d_int 0.028480455 0.672714367 0.639362108 0.998073899
#> t_ly_pd_d_comp -0.012182254 0.096559990 0.140009018 0.019801255
#> t_ly_pd_d_int -0.012843420 0.066122302 0.087026404 -0.023981431
#> t_qaly_pfs_d_comp 0.022491495 0.442237323 0.510642327 0.880518545
#> t_qaly_pfs_d_int 0.020913681 0.613367215 0.692001538 0.916529830
#> t_qaly_pd_d_comp -0.004551355 0.077083376 -0.006476148 0.021767392
#> t_qaly_pd_d_int -0.005761587 0.054140841 -0.039318788 -0.013717206
#> t_costs_pfs_d_comp 0.026677344 0.341438317 0.312154120 0.695542387
#> t_costs_pfs_d_int 0.028958922 0.667620124 0.634556651 0.996858864
#> t_costs_pd_d_comp -0.011836585 0.075773320 0.103529855 -0.036549514
#> t_costs_pd_d_int -0.013397001 0.041062010 0.051418438 -0.076780683
#> t_qaly_ae_int 0.683080063 0.014188466 -0.014064912 0.025008469
#> t_costs_ae_int 1.000000000 0.013524227 -0.011484943 0.030231451
#> inc_ly 0.013524227 1.000000000 0.920698810 0.681052590
#> inc_qaly -0.011484943 0.920698810 1.000000000 0.644384191
#> inc_costs 0.030231451 0.681052590 0.644384191 1.000000000