|
Aggregated Member
|
Simple Linear (Pearson r)
|
t
|
df
|
p-value
|
Confidence Interval
|
Confidence Interval
|
|
AgeAtFirstClaim.num
|
0.135640
|
37.7512
|
76036
|
< 2.2e-16
|
0.128657
|
0.142611
|
|
Sex.num
|
0.016242
|
4.4793
|
76036
|
7.50E-06
|
0.009135
|
0.023347
|
|
Number of Claims
|
0.184392
|
51.7324
|
76036
|
< 2.2e-16
|
0.177517
|
0.191249
|
|
Sum of Length of Stay
|
0.035211
|
9.7154
|
76036
|
< 2.2e-16
|
0.028111
|
0.042308
|
|
Mean of Length of Stay
|
0.033278
|
9.1814
|
76036
|
< 2.2e-16
|
0.026176
|
0.040376
|
|
Sum of Charlson Index
|
0.179399
|
50.2845
|
76036
|
< 2.2e-16
|
0.172511
|
0.186270
|
|
Mean of Charlson Index
|
0.145988
|
40.6915
|
76036
|
< 2.2e-16
|
0.139024
|
0.152937
|
|
Number of Labs
|
0.123327
|
34.2686
|
76036
|
< 2.2e-16
|
0.116321
|
0.130321
|
|
Sum of Labs
|
0.135818
|
37.8015
|
76036
|
< 2.2e-16
|
0.128834
|
0.142788
|
|
Mean of Labs
|
0.066598
|
18.405
|
76036
|
< 2.2e-16
|
0.059519
|
0.073671
|
|
Number of Drugs
|
0.128542
|
35.7415
|
76036
|
< 2.2e-16
|
0.121545
|
0.135526
|
|
Sum of Drugs
|
0.159831
|
44.6466
|
76036
|
< 2.2e-16
|
0.152897
|
0.166749
|
|
Mean of Drugs
|
0.144750
|
40.3392
|
76036
|
< 2.2e-16
|
0.137784
|
0.151702
|
The Sum of Drugs seemed to be in the top 3 from my set above using Pearson R.
|
Aggregated Member
|
Nonparametric (Spearman r)
|
S
|
p-value
|
|
AgeAtFirstClaim.num
|
0.129909
|
6.38E+13
|
< 2.2e-16
|
|
Sex.num
|
0.019529
|
7.18E+13
|
7.22E-08
|
|
Number of Claims
|
0.172684
|
6.06E+13
|
< 2.2e-16
|
|
Sum of Length of Stay
|
0.123163
|
6.42E+13
|
< 2.2e-16
|
|
Mean of Length of Stay
|
0.115319
|
6.48E+13
|
< 2.2e-16
|
|
Sum of Charlson Index
|
0.158136
|
6.17E+13
|
< 2.2e-16
|
|
Mean of Charlson Index
|
0.141947
|
6.29E+13
|
< 2.2e-16
|
|
Number of Labs
|
0.107950
|
6.54E+13
|
< 2.2e-16
|
|
Sum of Labs
|
0.112081
|
6.51E+13
|
< 2.2e-16
|
|
Mean of Labs
|
0.070381
|
6.81E+13
|
< 2.2e-16
|
|
Number of Drugs
|
0.123577
|
6.42E+13
|
< 2.2e-16
|
|
Sum of Drugs
|
0.135109
|
6.34E+13
|
< 2.2e-16
|
|
Mean of Drugs
|
0.130386
|
6.37E+13
|
< 2.2e-16
|
Drugs is also in the top 5 above using Spearman R.
Qucik tests with simple linear models, drugs were in the top 5.. labs not so much:
|
Variables Used
|
LM
RMSLE
|
GLM
Quasi-Poisson RMSLE
|
|
AgeAtFirstClaim.num
|
0.525194
|
0.522907
|
|
AgeAtFirstClaim
|
0.517914
|
0.517914
|
|
Sex.num
|
0.526470
|
0.526508
|
|
Sex
|
0.518627
|
0.518627
|
|
Number of Claims
|
0.517654
|
0.516740
|
|
Sum of Length of Stay
|
0.525830
|
0.526349
|
|
Mean of Length of Stay
|
0.525902
|
0.526344
|
|
Sum of Charlson Index
|
0.517648
|
0.517409
|
|
Mean of Charlson Index
|
0.522010
|
0.522044
|
|
Number of Labs
|
0.522650
|
0.522915
|
|
Sum of Labs
|
0.522315
|
0.521600
|
|
Mean of Labs
|
0.525564
|
0.525903
|
|
Number of Drugs
|
0.522933
|
0.522471
|
|
Sum of Drugs
|
0.519660
|
0.519531
|
|
Mean of Drugs
|
0.522275
|
0.520834
|
Posts 10
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