In [6]:
%run 'Common.ipynb'
In [3]:
fname = os.path.join ('data','2015-08-07','ArterialStiffnessRatData.txt')
colrange = range (2,1000)
#cardio_traits = np.loadtxt(fname, delimiter = "\t", skiprows = 1, usecols = colrange)
cardio_data = np.loadtxt(fname, delimiter = "\t", skiprows = 1)
cardio_lines = [line.rstrip('\n') for line in open(fname)]
cardio_feature_names = cardio_lines[0].split('\t')[2:]
contig_traits = cardio_data[:,2:]
contig_class_vals = cardio_data[:,1]
class_traits, class_vals = get_class_mat_list (contig_traits, contig_class_vals)
print (contig_traits)
print
print (class_traits)
print
print (contig_class_vals)
print
print (class_vals)
print
[[ 88.81367 2.07774 89.00051 ..., 0.5159692 0.7739539
1.031938 ]
[ 77.18535 2.274467 77.34305 ..., 4.822376 7.233564
9.644752 ]
[ 91.70094 1.639331 92.12057 ..., 0.5158894 0.7738341
1.031779 ]
...,
[ 90.62921 2.31012 90.55712 ..., 0.5180005 0.7770008
1.036001 ]
[ 83.66883 1.706524 83.55207 ..., 2.675371 4.013056
5.350741 ]
[ 91.05768 2.41444 90.82329 ..., 1.515305 2.272957
3.030609 ]]
[[[ 88.81367 2.07774 89.00051 ..., 0.5159692 0.7739539
1.031938 ]
[ 77.18535 2.274467 77.34305 ..., 4.822376 7.233564
9.644752 ]
[ 91.70094 1.639331 92.12057 ..., 0.5158894 0.7738341
1.031779 ]
[ 91.31534 3.085426 91.79221 ..., 2.516293 3.774439
5.032586 ]
[ 89.53819 2.327437 89.253 ..., 0.5181079 0.7771618
1.036216 ]]
[[ 86.47728 2.330642 86.7679 ..., 2.647884 3.971827
5.295769 ]
[ 87.47668 2.524096 87.34502 ..., 3.851246 5.776868
7.702491 ]
[ 90.62921 2.31012 90.55712 ..., 0.5180005 0.7770008
1.036001 ]
[ 83.66883 1.706524 83.55207 ..., 2.675371 4.013056
5.350741 ]
[ 91.05768 2.41444 90.82329 ..., 1.515305 2.272957
3.030609 ]]]
[ 2. 2. 2. 2. 2. 1. 1. 1. 1. 1.]
[2.0, 1.0]
Out[3]:
<function print>
In [7]:
feat_range = range (1,75)
mean_feat_acc = ClsAcc_vs_N_features (WND5_Cls, Fisher, class_traits, class_vals, feat_range)
Graph_NFeat_vs_ClsAcc ('WND5-Fisher', feat_range, mean_feat_acc, class_vals)
Train class sizes : [4, 4]
N Features : 1-74
Iterations : 25
class_vals : [2.0, 1.0]
Iteration 24; cumulative accuracies: [1.0, 1.0]
N features 74
In [8]:
feat_range = range (1,200)
mean_feat_acc = ClsAcc_vs_N_features (rand_forest_clf, Fisher, class_traits, class_vals, feat_range)
Graph_NFeat_vs_ClsAcc ('RandomForest-Fisher', feat_range, mean_feat_acc, class_vals)
Train class sizes : [4, 4]
N Features : 1-199
Iterations : 25
class_vals : [2.0, 1.0]
Iteration 24; cumulative accuracies: [1.0, 1.0]
N features 199
In [9]:
sorted_feature_names,sorted_feature_indexes,sorted_feature_means = Mean_Feat_weights (Fisher, class_traits, class_vals, np.array(cardio_feature_names))
for idx in range (len(sorted_feature_names)):
print ('{:>45s} [{:3d}]: {:4g}'.format(sorted_feature_names[idx],sorted_feature_indexes[idx],sorted_feature_means[idx]))
Train class sizes : [4, 4]
Iterations : 25
class_vals : [2.0, 1.0]
Iteration 24
FormFactor_Two_Mode_Base [113]: 24.9639
Transfer_Magnitude_5_Base [498]: 23.9376
Transfer_Magnitude_5_Up [543]: 17.4729
Transfer_Magnitude_7_Peak [590]: 13.8751
Transfer_Magnitude_4_Base [497]: 13.3001
Transfer_Magnitude_4_Up [542]: 12.918
Transfer_Phase_1_Base [505]: 12.7553
Transfer_Phase_3_Base [507]: 12.5578
Transfer_Magnitude_6_Base [499]: 12.1958
FormFactor_Two_a_Up [280]: 12.0205
FormFactor_Two_Intercept_Up [278]: 11.7043
Transfer_Magnitude_4_Down [632]: 10.3307
Transfer_Magnitude_5_Down [633]: 9.39817
FormFactor_Two_Beta_Up [277]: 8.96389
FormFactor_Two_b_Up [281]: 8.50371
Transfer_Magnitude_6_Up [544]: 8.20903
Transfer_Magnitude_8_Peak [591]: 7.71794
Transfer_Phase_6_Down [645]: 7.67471
FormFactor_One_Linear_R2_Down [363]: 7.13417
FormFactor_One_Exp_R2_Down [366]: 6.99708
SystolicPressure_Two_a_Down [418]: 6.93737
FormFactor_Two_Exp_R2_Up [282]: 6.65649
EndSystolicPressure_One_Linear_R2_Up [165]: 6.55508
FormFactor_Two_Linear_R2_Up [279]: 6.54696
TimeToPeakSystole_One_Mean_Base [ 55]: 6.43282
TimeToPeakSystole_One_Median_Base [ 57]: 6.31852
EndSystolicPressure_One_a_Down [340]: 6.31267
EndSystolicPressure_Two_a_Down [430]: 6.02858
EndSystolicPressure_One_Intercept_Down [338]: 5.9109
Transfer_Phase_7_Down [646]: 5.88716
TimeToPeakSystole_One_Mode_Base [ 58]: 5.88693
AugmentationIndex_One_Linear_R2_Down [351]: 5.34602
AugmentationIndex_One_Exp_R2_Down [354]: 5.3333
PulsePressure_One_Mean_Base [ 20]: 5.11862
PulsePressure_One_Median_Base [ 22]: 5.01581
EndSystolicPressure_Two_Intercept_Down [428]: 4.82068
SystolicPressure_Two_Intercept_Down [416]: 4.74804
ReflectedWaveTransitTime_One_Mean_Base [ 60]: 4.74321
Transfer_Phase_2_Base [506]: 4.70462
EndSystolicPressure_One_Exp_R2_Up [168]: 4.61782
ReflectedWaveTransitTime_One_Mode_Base [ 63]: 4.57864
PulsePressure_Two_Mean_Base [ 95]: 4.52706
DiastolicPressure_Two_b_Down [413]: 4.47604
PulsePressure_Two_Median_Base [ 97]: 4.44749
SystolicPressure_One_a_Down [328]: 4.39576
SystolicPressure_One_Linear_R2_Up [153]: 4.33676
FormFactor_Two_Mean_Base [110]: 4.12536
PulsePressure_Two_b_Up [263]: 4.11875
SystolicPressure_One_Exp_R2_Up [156]: 3.9274
Transfer_Magnitude_1_Base [494]: 3.90395
EndSystolicPressure_Two_Linear_R2_Up [255]: 3.89935
MeanPressure_Two_a_Down [448]: 3.87005
ReflectedWaveTransitTime_One_Median_Base [ 62]: 3.86527
PulsePressure_One_b_Up [173]: 3.84784
MeanPressure_One_Linear_R2_Up [183]: 3.63035
SystolicPressure_One_Intercept_Down [326]: 3.62259
ReflectedWaveTransitTime_One_IQ_Base [ 64]: 3.55317
FormFactor_Two_Median_Base [112]: 3.3792
EndSystolicPressure_Two_Exp_R2_Up [258]: 3.32263
Transfer_Phase_8_Down [647]: 3.30288
TimeToPeakSystole_One_Intercept_Down [386]: 3.26996
FormFactor_Two_STDEV_Base [111]: 3.23975
FormFactor_One_Mean_Base [ 35]: 3.2232
IncidentPressure_Two_b_Down [425]: 3.21242
Transfer_Magnitude_6_Peak [589]: 3.13379
SystolicPressure_Two_Exp_R2_Up [246]: 3.11506
IncidentPressure_One_b_Down [335]: 3.11094
MeanPressure_Two_Intercept_Down [446]: 3.03908
TimeToPeakSystole_Two_Mean_Base [130]: 3.01021
SystolicPressure_Two_Linear_R2_Up [243]: 2.98821
TimeToPeakSystole_Two_Median_Base [132]: 2.87027
TimeToPeakSystole_One_a_Down [388]: 2.86764
DiastolicPressure_One_Beta_Down [319]: 2.85313
PulsePressure_Two_Beta_Up [259]: 2.84903
IncidentPressure_One_Beta_Down [331]: 2.80563
Transfer_Phase_7_Base [511]: 2.78181
DiastolicPressure_One_b_Down [323]: 2.76876
Transfer_Phase_3_Peak [597]: 2.66174
FormFactor_Two_Linear_R2_Down [453]: 2.52892
MeanPressure_Two_Linear_R2_Up [273]: 2.46674
FormFactor_Two_Exp_R2_Down [456]: 2.33091
ReflectedWaveTransitTime_One_Intercept_Up [218]: 2.32694
FormFactor_Two_IQ_Base [114]: 2.28829
MeanPressure_One_Exp_R2_Up [186]: 2.28633
ReflectedWaveTransitTime_One_a_Up [220]: 2.23884
IncidentPressure_Two_Beta_Down [421]: 2.23675
Transfer_Phase_8_Base [512]: 2.22563
DiastolicPressure_Two_Beta_Down [409]: 2.18669
FormFactor_One_a_Up [190]: 2.14692
FormFactor_One_Intercept_Up [188]: 2.13228
TimeToPeakSystole_Two_Mode_Base [133]: 2.09161
PulsePressure_One_Beta_Up [169]: 2.08411
MeanPressure_One_a_Down [358]: 1.9996
Transfer_Phase_9_Up [558]: 1.92802
MeanPressure_Two_Exp_R2_Up [276]: 1.86515
Transfer_Magnitude_3_Up [541]: 1.80121
MeanPressure_One_Intercept_Down [356]: 1.73126
Respiratory_Magnitude_1_Base [526]: 1.728
Transfer_Magnitude_1_Down [629]: 1.70226
HeartRate_One_IQ_Base [ 44]: 1.69359
PulsePressure_One_a_Down [346]: 1.68171
HeartRate_Two_IQ_Base [119]: 1.66108
SystolicPercent_One_IQ_Base [ 49]: 1.65616
DiastolicPercent_One_IQ_Base [ 54]: 1.65616
Transfer_Magnitude_1_Up [539]: 1.64397
PulsePressure_One_Mode_Base [ 23]: 1.60027
SystolicPercent_Two_IQ_Base [124]: 1.55534
DiastolicPercent_Two_IQ_Base [129]: 1.55534
PulsePressure_One_Intercept_Down [344]: 1.54859
Transfer_Magnitude_0_Down [628]: 1.51507
DiastolicPercent_One_Exp_R2_Down [384]: 1.51007
PulsePressure_Two_a_Down [436]: 1.49031
SystolicPercent_One_Linear_R2_Down [375]: 1.48108
DiastolicPercent_One_Linear_R2_Down [381]: 1.48108
Transfer_Magnitude_7_Up [545]: 1.47912
SystolicPercent_One_Exp_R2_Down [378]: 1.44021
PulsePressure_Two_Intercept_Down [434]: 1.40472
Transfer_Phase_7_Up [556]: 1.34062
TimeToPeakSystole_Two_Intercept_Down [476]: 1.30082
PulsePressure_One_Intercept_Up [170]: 1.28157
SystolicPressure_Two_Beta_Up [241]: 1.27921
PulsePressure_One_a_Up [172]: 1.27559
TimeToPeakSystole_Two_a_Down [478]: 1.2586
FormFactor_One_Median_Base [ 37]: 1.25715
Transfer_Phase_4_Peak [598]: 1.25648
Transfer_Magnitude_3_Base [496]: 1.24117
SystolicPressure_Two_b_Up [245]: 1.23964
MeanPressure_Two_b_Down [449]: 1.23271
ReflectedWaveTransitTime_One_Beta_Up [217]: 1.20081
IncidentPressure_Two_a_Down [424]: 1.18196
ReflectedWaveTransitTime_One_b_Up [221]: 1.15807
PulsePressure_Two_Intercept_Up [260]: 1.1574
PulsePressure_Two_a_Up [262]: 1.13875
FormFactor_One_Exp_R2_Up [192]: 1.12542
FormFactor_One_Beta_Up [187]: 1.12349
FormFactor_One_Linear_R2_Up [189]: 1.11868
Transfer_Magnitude_0_Peak [583]: 1.11741
PulsePressure_Two_Mode_Base [ 98]: 1.11338
SystolicPressure_One_b_Up [155]: 1.11226
Transfer_Phase_9_Base [513]: 1.10859
EndSystolicPressure_One_b_Down [341]: 1.10661
PulseWaveVelocityOverMeanPressure_Two_Beta_Down [487]: 1.10415
FormFactor_One_b_Up [191]: 1.10145
ReflectedWaveTransitTime_Two_Mode_Base [138]: 1.09913
PulseWaveVelocityOverMeanPressure_One_Beta_Down [397]: 1.09036
Transfer_Magnitude_8_Up [546]: 1.07174
IncidentPressure_Two_Intercept_Down [422]: 1.07091
MeanPressure_Two_Mode_Base [108]: 1.06494
ReflectedWaveTransitTime_One_Beta_Down [391]: 1.04598
TimeToPeakSystole_Two_Intercept_Up [302]: 1.0409
TimeToPeakSystole_Two_a_Up [304]: 1.02586
Transfer_Phase_8_Up [557]: 1.01208
Transfer_Phase_8_Peak [602]: 1.00996
MeanPressure_One_b_Down [359]: 0.99889
Transfer_Phase_10_Peak [604]: 0.998793
ReflectedWaveTransitTime_One_Linear_R2_Up [219]: 0.995292
EndSystolicPressure_Two_Beta_Up [253]: 0.980687
ReflectedWaveTransitTime_One_Exp_R2_Up [222]: 0.952162
EndSystolicPressure_Two_b_Down [431]: 0.920223
ReflectedWaveTransitTime_Two_b_Up [311]: 0.916165
MeanPressure_One_Beta_Down [355]: 0.911616
Respiratory_Phase_3_Base [532]: 0.905899
Transfer_Phase_10_Up [559]: 0.904738
SystolicPressure_One_Beta_Up [151]: 0.897058
Transfer_Magnitude_0_Base [493]: 0.894877
TimeToPeakSystole_One_Exp_R2_Up [216]: 0.894041
Respiratory_Magnitude_1_Up [571]: 0.884735
Respiratory_Magnitude_2_Base [527]: 0.880525
PulseWaveVelocity_Beta_Up [229]: 0.873504
ReflectedWaveTransitTime_Two_Beta_Up [307]: 0.845952
Transfer_Phase_3_Up [552]: 0.841855
TimeToPeakSystole_One_Intercept_Up [212]: 0.839311
TimeToPeakSystole_One_a_Up [214]: 0.831843
Transfer_Magnitude_0_Up [538]: 0.823524
Transfer_Phase_6_Base [510]: 0.818102
TimeToPeakSystole_One_Linear_R2_Up [213]: 0.8088
TimeToPeakSystole_Two_STDEV_Base [131]: 0.800517
PulsePressure_One_Linear_R2_Down [345]: 0.799319
EndSystolicPressure_Two_b_Up [257]: 0.780847
PulseWaveVelocity_b_Up [233]: 0.771137
Respiratory_Phase_3_Up [577]: 0.765671
MeanPressure_Two_Beta_Up [271]: 0.744465
AugmentationIndex_One_a_Down [352]: 0.734625
MeanPressure_Two_Beta_Down [445]: 0.733314
AugmentationIndex_One_Intercept_Down [350]: 0.731937
HeartRate_Two_Beta_Down [457]: 0.730746
HeartRate_One_Beta_Down [367]: 0.730673
EndSystolicPressure_One_Beta_Up [163]: 0.729856
HeartRate_Two_b_Down [461]: 0.710817
HeartRate_One_b_Down [371]: 0.709966
PulsePressure_Two_Linear_R2_Down [435]: 0.707406
ReflectedWaveTransitTime_One_b_Down [395]: 0.698013
PulseWaveVelocity_Beta_Down [403]: 0.697562
TimeToPeakSystole_One_Linear_R2_Down [387]: 0.695084
ReflectedWaveTransitTime_One_Intercept_Down [392]: 0.689531
Transfer_Phase_10_Base [514]: 0.688608
Transfer_Phase_10_Down [649]: 0.676485
EndSystolicPressure_One_b_Up [167]: 0.67216
Respiratory_Magnitude_3_Down [663]: 0.669155
TimeToPeakSystole_One_Exp_R2_Down [390]: 0.658333
Transfer_Magnitude_9_Base [502]: 0.653269
DiastolicPercent_One_b_Down [383]: 0.651022
PulsePressure_One_Exp_R2_Down [348]: 0.649109
PulseWaveVelocity_a_Down [406]: 0.647889
PulseWaveVelocity_Intercept_Down [404]: 0.636337
MeanPressure_Two_b_Up [275]: 0.629191
ReflectedWaveTransitTime_One_a_Down [394]: 0.624752
EndSystolicPressure_One_Beta_Down [337]: 0.624582
Respiratory_Phase_4_Peak [623]: 0.622724
Transfer_Magnitude_9_Peak [592]: 0.622614
DiastolicPercent_Two_Exp_R2_Down [474]: 0.617808
TimeToPeakSystole_One_IQ_Base [ 59]: 0.614975
HeartRate_Two_Linear_R2_Up [285]: 0.605872
SystolicPercent_One_Beta_Down [373]: 0.603756
DiastolicPercent_One_Beta_Down [379]: 0.603756
HeartRate_Two_Exp_R2_Up [288]: 0.603071
DiastolicPercent_Two_Linear_R2_Down [471]: 0.600768
SystolicPercent_Two_Linear_R2_Down [465]: 0.600768
Transfer_Magnitude_9_Up [547]: 0.598525
DiastolicPressure_Two_Linear_R2_Up [237]: 0.590523
Respiratory_Phase_4_Up [578]: 0.590164
MeanPressure_One_b_Up [185]: 0.589841
SystolicPercent_Two_Exp_R2_Down [468]: 0.57882
TimeToPeakSystole_Two_IQ_Base [134]: 0.569777
DiastolicPressure_One_Linear_R2_Up [147]: 0.565447
ReflectedWaveTransitTime_Two_Median_Base [137]: 0.560805
Respiratory_Phase_2_Base [531]: 0.557305
DiastolicPressure_Two_STDEV_Base [ 76]: 0.554484
PulseWaveVelocityOverMeanPressure_Two_Exp_R2_Up [318]: 0.554016
IncidentPressure_Two_Beta_Up [247]: 0.547729
PulseWaveVelocityOverMeanPressure_Two_Linear_R2_Up [315]: 0.543437
IncidentPressure_Two_STDEV_Base [ 86]: 0.537488
PulseWaveVelocityOverMeanPressure_Two_b_Down [491]: 0.534839
PulseWaveVelocityOverMeanPressure_One_Exp_R2_Up [228]: 0.533373
SystolicPercent_One_b_Down [377]: 0.533291
PulseWaveVelocityOverMeanPressure_One_b_Down [401]: 0.531902
Transfer_Phase_9_Peak [603]: 0.530422
DiastolicPressure_Two_Beta_Up [235]: 0.523651
PulseWaveVelocityOverMeanPressure_One_Linear_R2_Up [225]: 0.523469
FormFactor_One_STDEV_Base [ 36]: 0.521158
MeanPressure_One_Beta_Up [181]: 0.518962
SystolicPressure_One_Median_Base [ 7]: 0.516785
Transfer_Phase_9_Down [648]: 0.516717
ReflectedWaveTransitTime_One_Exp_R2_Down [396]: 0.509102
DiastolicPressure_Two_a_Down [412]: 0.50434
PulsePressure_Two_Exp_R2_Down [438]: 0.501099
SystolicPercent_One_b_Up [203]: 0.489871
PulseWaveVelocityOverMeanPressure_One_Intercept_Down [398]: 0.487001
Transfer_Phase_5_Base [509]: 0.486157
Respiratory_Phase_3_Down [667]: 0.483704
SystolicPressure_One_Mean_Base [ 5]: 0.482581
ReflectedWaveTransitTime_Two_Mean_Base [135]: 0.480309
PulseWaveVelocityOverMeanPressure_One_a_Down [400]: 0.479283
MeanPressure_Two_Linear_R2_Down [447]: 0.471163
SystolicPercent_One_a_Down [376]: 0.469699
DiastolicPressure_Two_Intercept_Down [410]: 0.46458
PulseWaveVelocityOverMeanPressure_Two_Linear_R2_Down [489]: 0.455412
PulseWaveVelocityOverMeanPressure_Two_Exp_R2_Down [492]: 0.454689
PulseWaveVelocityOverMeanPressure_One_Linear_R2_Down [399]: 0.450566
PulseWaveVelocityOverMeanPressure_One_Exp_R2_Down [402]: 0.448151
DiastolicPercent_One_Intercept_Down [380]: 0.437028
SystolicPercent_One_Intercept_Down [374]: 0.437028
PulseWaveVelocity_b_Down [407]: 0.432802
Transfer_Magnitude_6_Down [634]: 0.432583
SystolicPressure_Two_Linear_R2_Down [417]: 0.43072
Transfer_Magnitude_1_Peak [584]: 0.428026
MeanPressure_One_Linear_R2_Down [357]: 0.428022
SystolicPercent_Two_a_Down [466]: 0.425092
Transfer_Phase_2_Down [641]: 0.424521
Transfer_Magnitude_7_Base [500]: 0.417664
Respiratory_Phase_1_Peak [620]: 0.417372
Respiratory_Phase_4_Base [533]: 0.415861
PulseWaveVelocityOverMeanPressure_Two_Intercept_Down [488]: 0.415196
DiastolicPercent_One_a_Down [382]: 0.414601
SystolicPressure_One_Linear_R2_Down [327]: 0.414272
SystolicPercent_Two_Intercept_Down [464]: 0.411704
DiastolicPercent_Two_Intercept_Down [470]: 0.411704
PulseWaveVelocityOverMeanPressure_Two_a_Down [490]: 0.406555
HeartRate_One_Exp_R2_Up [198]: 0.405597
HeartRate_One_Linear_R2_Up [195]: 0.405489
IncidentPressure_Two_b_Up [251]: 0.403565
DiastolicPercent_Two_a_Down [472]: 0.401835
ReflectedWaveTransitTime_Two_Intercept_Down [482]: 0.397131
ReflectedWaveTransitTime_Two_a_Down [484]: 0.394879
Respiratory_Magnitude_3_Up [573]: 0.394462
ReflectedWaveTransitTime_Two_Linear_R2_Up [309]: 0.394088
AugmentationIndex_Two_b_Up [269]: 0.387832
MeanPressure_One_Mode_Base [ 33]: 0.387009
IncidentPressure_Two_Linear_R2_Down [423]: 0.386351
Respiratory_Magnitude_4_Peak [619]: 0.386179
AugmentationIndex_Two_Beta_Up [265]: 0.383964
DiastolicPressure_Two_b_Up [239]: 0.382423
ReflectedWaveTransitTime_Two_STDEV_Base [136]: 0.38117
DiastolicPressure_One_Linear_R2_Down [321]: 0.381016
HeartRate_One_STDEV_Base [ 41]: 0.379074
Respiratory_Magnitude_4_Base [529]: 0.378702
IncidentPressure_One_Linear_R2_Down [333]: 0.375378
TimeToPeakSystole_Two_Linear_R2_Down [477]: 0.370913
DiastolicPercent_One_Beta_Up [205]: 0.366231
SystolicPercent_One_Beta_Up [199]: 0.366231
IncidentPressure_One_IQ_Base [ 14]: 0.365873
ReflectedWaveTransitTime_Two_Exp_R2_Up [312]: 0.365444
Transfer_Magnitude_3_Peak [586]: 0.364376
IncidentPressure_One_Beta_Up [157]: 0.362804
DiastolicPressure_Two_Linear_R2_Down [411]: 0.362288
IncidentPressure_One_b_Up [161]: 0.359272
FormFactor_One_Mode_Base [ 38]: 0.356216
Transfer_Phase_1_Peak [595]: 0.355467
EndSystolicPressure_Two_Beta_Down [427]: 0.350355
ReflectedWaveTransitTime_One_Linear_R2_Down [393]: 0.346271
Transfer_Phase_2_Peak [596]: 0.34259
IncidentPressure_One_a_Down [334]: 0.342476
TimeToPeakSystole_Two_Exp_R2_Down [480]: 0.340828
Respiratory_Phase_4_Down [668]: 0.339978
PulsePressure_Two_Beta_Down [433]: 0.339621
ReflectedWaveTransitTime_Two_a_Up [310]: 0.338964
PulsePressure_One_Beta_Down [343]: 0.333165
DiastolicPressure_One_Beta_Up [145]: 0.330124
AugmentationIndex_One_Beta_Down [349]: 0.327311
DiastolicPressure_One_IQ_Base [ 4]: 0.327271
DiastolicPressure_One_b_Up [149]: 0.325931
PulsePressure_Two_Exp_R2_Up [264]: 0.325535
Transfer_Magnitude_8_Base [501]: 0.323682
PulsePressure_One_Exp_R2_Up [174]: 0.321498
PulseWaveVelocityOverMeanPressure_Two_b_Up [317]: 0.320671
AugmentationIndex_One_IQ_Base [ 29]: 0.319097
ReflectedWaveTransitTime_Two_Intercept_Up [308]: 0.31594
AugmentationIndex_One_b_Down [353]: 0.315649
DiastolicPercent_One_b_Up [209]: 0.312725
FormFactor_One_IQ_Base [ 39]: 0.311452
Respiratory_Magnitude_2_Peak [617]: 0.310815
SystolicPressure_One_a_Up [154]: 0.30966
IncidentPressure_One_Intercept_Down [332]: 0.309319
DiastolicPercent_Two_b_Down [473]: 0.308322
Transfer_Frequency_7_Base [522]: 0.307292
Transfer_Frequency_3_Base [518]: 0.307292
Transfer_Frequency_9_Base [524]: 0.307292
Transfer_Frequency_8_Base [523]: 0.307292
Transfer_Frequency_5_Base [520]: 0.307291
Transfer_Frequency_4_Base [519]: 0.307291
Transfer_Frequency_10_Base [525]: 0.307291
Transfer_Frequency_1_Base [516]: 0.307291
Transfer_Frequency_6_Base [521]: 0.30729
Transfer_Frequency_2_Base [517]: 0.30729
TimeToPeakSystole_One_b_Down [389]: 0.29679
SystolicPercent_Two_b_Up [293]: 0.291978
DiastolicPressure_Two_Mode_Base [ 78]: 0.291949
Respiratory_Magnitude_2_Down [662]: 0.288959
SystolicPercent_Two_Exp_R2_Up [294]: 0.287784
PulseWaveVelocityOverMeanPressure_One_b_Up [227]: 0.286989
DiastolicPercent_Two_Beta_Down [469]: 0.283723
SystolicPercent_Two_Beta_Down [463]: 0.283723
DiastolicPercent_One_STDEV_Base [ 51]: 0.282286
SystolicPercent_One_STDEV_Base [ 46]: 0.282286
HeartRate_Two_Mode_Base [118]: 0.280914
Transfer_Phase_1_Down [640]: 0.280623
Transfer_Magnitude_7_Down [635]: 0.278938
DiastolicPressure_Two_Mean_Base [ 75]: 0.277561
MeanPressure_Two_Exp_R2_Down [450]: 0.276045
AugmentationIndex_One_Mode_Base [ 28]: 0.273314
Respiratory_Phase_2_Down [666]: 0.272676
SystolicPressure_Two_b_Down [419]: 0.271631
ReflectedWaveTransitTime_Two_IQ_Base [139]: 0.269844
IncidentPressure_Two_Exp_R2_Down [426]: 0.267681
AugmentationIndex_Two_Intercept_Down [440]: 0.26754
AugmentationIndex_Two_a_Down [442]: 0.267252
SystolicPressure_One_b_Down [329]: 0.266361
DiastolicPercent_Two_Linear_R2_Up [297]: 0.265605
SystolicPercent_Two_Linear_R2_Up [291]: 0.265605
SystolicPercent_One_a_Up [202]: 0.26085
Transfer_Frequency_7_Up [567]: 0.260002
Transfer_Frequency_5_Up [565]: 0.260002
Transfer_Frequency_6_Up [566]: 0.260002
Transfer_Frequency_9_Up [569]: 0.260002
Transfer_Frequency_4_Up [564]: 0.260001
Transfer_Frequency_8_Up [568]: 0.260001
Transfer_Frequency_2_Up [562]: 0.260001
Transfer_Frequency_1_Up [561]: 0.260001
Transfer_Frequency_10_Up [570]: 0.260001
Transfer_Frequency_3_Up [563]: 0.26
MeanPressure_Two_STDEV_Base [106]: 0.258282
SystolicPercent_Two_b_Down [467]: 0.256378
PulsePressure_One_b_Down [347]: 0.255275
DiastolicPressure_Two_Exp_R2_Down [414]: 0.255184
DiastolicPercent_Two_Exp_R2_Up [300]: 0.25453
DiastolicPressure_Two_Median_Base [ 77]: 0.254405
DiastolicPercent_One_Intercept_Up [206]: 0.252613
SystolicPercent_One_Intercept_Up [200]: 0.252613
IncidentPressure_One_Exp_R2_Down [336]: 0.251436
IncidentPressure_Two_Mean_Base [ 85]: 0.251195
DiastolicPercent_One_a_Up [208]: 0.248841
Transfer_Phase_6_Up [555]: 0.24797
Transfer_Magnitude_3_Down [631]: 0.246047
EndSystolicPressure_Two_STDEV_Base [ 91]: 0.245246
DiastolicPressure_One_Exp_R2_Down [324]: 0.244178
MeanPressure_One_Exp_R2_Down [360]: 0.242861
ReflectedWaveTransitTime_One_STDEV_Base [ 61]: 0.24228
TimeToPeakSystole_Two_Exp_R2_Up [306]: 0.241316
ReflectedWaveTransitTime_Two_b_Down [485]: 0.240194
SystolicPressure_One_Intercept_Up [152]: 0.238627
Transfer_Magnitude_2_Peak [585]: 0.236819
SystolicPressure_One_Mode_Base [ 8]: 0.232353
ReflectedWaveTransitTime_Two_Beta_Down [481]: 0.231615
SystolicPercent_One_Exp_R2_Up [204]: 0.230688
IncidentPressure_Two_Median_Base [ 87]: 0.230637
DiastolicPercent_Two_Beta_Up [295]: 0.229933
SystolicPercent_Two_Beta_Up [289]: 0.229933
Respiratory_Magnitude_3_Peak [618]: 0.227863
Transfer_Magnitude_10_Base [503]: 0.227188
Respiratory_Magnitude_1_Down [661]: 0.220995
DiastolicPercent_One_Linear_R2_Up [207]: 0.215696
SystolicPercent_One_Linear_R2_Up [201]: 0.215696
Transfer_Magnitude_5_Peak [588]: 0.215213
PulseWaveVelocity_Mode_Base [ 73]: 0.212195
Transfer_Phase_5_Peak [599]: 0.211191
Transfer_Phase_6_Peak [600]: 0.210063
DiastolicPercent_One_Exp_R2_Up [210]: 0.20866
DiastolicPressure_One_a_Down [322]: 0.208599
Transfer_Magnitude_2_Down [630]: 0.204241
PulsePressure_Two_b_Down [437]: 0.204149
DiastolicPercent_Two_b_Up [299]: 0.203985
HeartRate_One_Beta_Up [193]: 0.202241
AugmentationIndex_Two_Beta_Down [439]: 0.199569
TimeToPeakSystole_Two_Linear_R2_Up [303]: 0.197322
PulseWaveVelocityOverMeanPressure_Two_Beta_Up [313]: 0.197179
DiastolicPressure_One_Intercept_Down [320]: 0.191473
AugmentationIndex_Two_b_Down [443]: 0.190117
HeartRate_Two_Beta_Up [283]: 0.190009
HeartRate_One_b_Up [197]: 0.186063
Respiratory_Frequency_4_Up [582]: 0.18535
Respiratory_Frequency_1_Up [579]: 0.18535
Respiratory_Frequency_3_Up [581]: 0.18535
Respiratory_Frequency_2_Up [580]: 0.18535
Respiratory_Phase_3_Peak [622]: 0.184703
DiastolicPressure_Two_Exp_R2_Up [240]: 0.182816
IncidentPressure_Two_Linear_R2_Up [249]: 0.18041
SystolicPressure_Two_Exp_R2_Down [420]: 0.17906
Transfer_Magnitude_10_Down [638]: 0.176582
Respiratory_Magnitude_2_Up [572]: 0.175468
SystolicPressure_One_Exp_R2_Down [330]: 0.174963
HeartRate_Two_b_Up [287]: 0.174762
AugmentationIndex_One_STDEV_Base [ 26]: 0.173905
PulseWaveVelocityOverMeanPressure_One_Median_Base [ 67]: 0.172173
HeartRate_One_Median_Base [ 42]: 0.16884
HeartRate_Two_Median_Base [117]: 0.167594
Respiratory_Phase_2_Peak [621]: 0.162544
EndSystolicPressure_One_STDEV_Base [ 16]: 0.16166
TimeToPeakSystole_One_STDEV_Base [ 56]: 0.154773
PulseWaveVelocity_Median_Base [ 72]: 0.15129
TimeToPeakSystole_One_Beta_Up [211]: 0.150301
TimeToPeakSystole_One_Beta_Down [385]: 0.149475
HeartRate_One_Mean_Base [ 40]: 0.14763
Respiratory_Phase_1_Base [530]: 0.147286
HeartRate_Two_Mean_Base [115]: 0.145795
Respiratory_Magnitude_3_Base [528]: 0.144986
DiastolicPressure_Two_Intercept_Up [236]: 0.143195
PulseWaveVelocityOverMeanPressure_One_Beta_Up [223]: 0.142383
SystolicPressure_One_Beta_Down [325]: 0.14167
PulsePressure_Two_STDEV_Base [ 96]: 0.141421
MeanPressure_Two_Mean_Base [105]: 0.138479
IncidentPressure_Two_Mode_Base [ 88]: 0.137242
IncidentPressure_Two_Intercept_Up [248]: 0.136469
SystolicPressure_Two_STDEV_Base [ 81]: 0.133495
MeanPressure_One_a_Up [184]: 0.132004
Respiratory_Magnitude_4_Down [664]: 0.130028
Transfer_Magnitude_10_Up [548]: 0.127687
PulseWaveVelocityOverMeanPressure_One_Mean_Base [ 65]: 0.127049
DiastolicPressure_One_Exp_R2_Up [150]: 0.126502
MeanPressure_Two_Median_Base [107]: 0.122952
Transfer_Phase_2_Up [551]: 0.122289
Respiratory_Magnitude_4_Up [574]: 0.120702
Respiratory_Magnitude_1_Peak [616]: 0.119022
HeartRate_One_Mode_Base [ 43]: 0.118808
Transfer_Phase_3_Down [642]: 0.118624
SystolicPercent_Two_a_Up [292]: 0.116876
Transfer_Magnitude_4_Peak [587]: 0.116867
AugmentationIndex_Two_Exp_R2_Down [444]: 0.116163
DiastolicPressure_Two_a_Up [238]: 0.115533
AugmentationIndex_Two_Linear_R2_Down [441]: 0.11429
HeartRate_Two_STDEV_Base [116]: 0.113834
PulsePressure_One_IQ_Base [ 24]: 0.111232
IncidentPressure_Two_a_Up [250]: 0.110829
PulseWaveVelocity_Mean_Base [ 70]: 0.110163
Transfer_Phase_4_Down [643]: 0.109935
ReflectedWaveTransitTime_Two_Exp_R2_Down [486]: 0.109128
PulseWaveVelocityOverMeanPressure_Two_Median_Base [142]: 0.106367
SystolicPressure_Two_a_Up [244]: 0.105681
EndSystolicPressure_One_a_Up [166]: 0.1055
DiastolicPercent_Two_Intercept_Up [296]: 0.104944
SystolicPercent_Two_Intercept_Up [290]: 0.104944
PulseWaveVelocity_Exp_R2_Up [234]: 0.104763
FormFactor_One_Intercept_Down [362]: 0.103683
Transfer_Magnitude_9_Down [637]: 0.10367
Respiratory_Phase_1_Up [575]: 0.102278
IncidentPressure_One_Linear_R2_Up [159]: 0.102021
Transfer_Phase_7_Peak [601]: 0.101701
FormFactor_One_a_Down [364]: 0.100102
DiastolicPercent_One_Mode_Base [ 53]: 0.0989455
Transfer_Magnitude_2_Up [540]: 0.0985463
DiastolicPercent_Two_a_Up [298]: 0.0984019
EndSystolicPressure_Two_Linear_R2_Down [429]: 0.0982494
HeartRate_One_Intercept_Up [194]: 0.0971099
HeartRate_One_a_Up [196]: 0.0968093
HeartRate_Two_Intercept_Up [284]: 0.096697
EndSystolicPressure_Two_Mean_Base [ 90]: 0.0966232
HeartRate_Two_a_Up [286]: 0.0963829
PulsePressure_Two_IQ_Base [ 99]: 0.0961105
Respiratory_Phase_2_Up [576]: 0.0945211
Transfer_Frequency_4_Down [654]: 0.0877658
Transfer_Frequency_3_Down [653]: 0.0877656
Transfer_Frequency_1_Down [651]: 0.0877654
Transfer_Frequency_10_Down [660]: 0.0877654
Transfer_Frequency_7_Down [657]: 0.0877653
Transfer_Frequency_6_Down [656]: 0.0877652
Transfer_Frequency_5_Down [655]: 0.0877652
Transfer_Frequency_9_Down [659]: 0.0877652
Transfer_Frequency_2_Down [652]: 0.0877651
Transfer_Frequency_8_Down [658]: 0.0877647
MeanPressure_One_Intercept_Up [182]: 0.0875544
PulseWaveVelocity_Linear_R2_Up [231]: 0.0854779
SystolicPressure_Two_Intercept_Up [242]: 0.0850648
DiastolicPercent_Two_Mode_Base [128]: 0.0850557
PulseWaveVelocityOverMeanPressure_One_Intercept_Up [224]: 0.08498
PulsePressure_One_Linear_R2_Up [171]: 0.0848998
EndSystolicPressure_Two_Median_Base [ 92]: 0.0843103
AugmentationIndex_One_Intercept_Up [176]: 0.0842591
AugmentationIndex_One_a_Up [178]: 0.0826906
AugmentationIndex_Two_a_Up [268]: 0.082069
MeanPressure_One_Median_Base [ 32]: 0.0817757
AugmentationIndex_Two_Intercept_Up [266]: 0.0815504
EndSystolicPressure_One_Linear_R2_Down [339]: 0.0804542
EndSystolicPressure_One_Intercept_Up [164]: 0.0803161
AugmentationIndex_One_Linear_R2_Up [177]: 0.0798804
PulseWaveVelocityOverMeanPressure_One_a_Up [226]: 0.0796796
Respiratory_Frequency_1_Base [534]: 0.0793794
Respiratory_Frequency_3_Base [536]: 0.0793793
Respiratory_Frequency_2_Base [535]: 0.0793793
Respiratory_Frequency_4_Base [537]: 0.0793793
AugmentationIndex_One_Exp_R2_Up [180]: 0.0793656
SystolicPercent_One_Mode_Base [ 48]: 0.077848
FormFactor_One_Beta_Down [361]: 0.0777891
Respiratory_Frequency_2_Peak [625]: 0.0775844
Respiratory_Frequency_1_Peak [624]: 0.0775844
Respiratory_Frequency_3_Peak [626]: 0.0775844
Respiratory_Frequency_4_Peak [627]: 0.0775844
TimeToPeakSystole_Two_Beta_Up [301]: 0.0765987
Transfer_Frequency_2_Peak [607]: 0.0760822
Transfer_Frequency_1_Peak [606]: 0.076082
Transfer_Frequency_10_Peak [615]: 0.076082
Transfer_Frequency_4_Peak [609]: 0.0760819
Transfer_Frequency_9_Peak [614]: 0.0760819
Transfer_Frequency_6_Peak [611]: 0.0760818
Transfer_Frequency_8_Peak [613]: 0.0760817
Transfer_Frequency_7_Peak [612]: 0.0760817
Transfer_Frequency_3_Peak [608]: 0.0760815
Transfer_Frequency_5_Peak [610]: 0.0760812
PulsePressure_One_STDEV_Base [ 21]: 0.0757077
MeanPressure_Two_Intercept_Up [272]: 0.0738732
Transfer_Magnitude_10_Peak [593]: 0.0736989
PulseWaveVelocityOverMeanPressure_Two_IQ_Base [144]: 0.0736679
PulseWaveVelocityOverMeanPressure_Two_Mean_Base [140]: 0.0725634
EndSystolicPressure_Two_Intercept_Up [254]: 0.0712098
IncidentPressure_One_a_Up [160]: 0.0711584
EndSystolicPressure_Two_a_Up [256]: 0.0692702
ReflectedWaveTransitTime_Two_Linear_R2_Down [483]: 0.0691269
SystolicPercent_Two_Mode_Base [123]: 0.068479
PulseWaveVelocity_STDEV_Base [ 71]: 0.0683709
PulseWaveVelocity_a_Up [232]: 0.0678433
Respiratory_Phase_1_Down [665]: 0.0667791
EndSystolicPressure_One_IQ_Base [ 19]: 0.0662248
MeanPressure_Two_a_Up [274]: 0.066113
TimeToPeakSystole_One_b_Up [215]: 0.0658918
DiastolicPressure_One_a_Up [148]: 0.0653763
PulseWaveVelocity_Intercept_Up [230]: 0.0653673
SystolicPressure_Two_Median_Base [ 82]: 0.0652563
Transfer_Phase_4_Up [553]: 0.0644073
PulseWaveVelocityOverMeanPressure_One_IQ_Base [ 69]: 0.0635883
Transfer_Phase_1_Up [550]: 0.0634637
MeanPressure_One_Mean_Base [ 30]: 0.0630686
DiastolicPercent_One_Mean_Base [ 50]: 0.0627838
SystolicPercent_One_Mean_Base [ 45]: 0.0627838
FormFactor_One_b_Down [365]: 0.0626873
PulsePressure_Two_Linear_R2_Up [261]: 0.062572
PulseWaveVelocityOverMeanPressure_One_STDEV_Base [ 66]: 0.0599561
SystolicPercent_One_Median_Base [ 47]: 0.058409
DiastolicPercent_One_Median_Base [ 52]: 0.058409
PulseWaveVelocity_IQ_Base [ 74]: 0.0581775
SystolicPressure_Two_Mean_Base [ 80]: 0.0577772
Transfer_Magnitude_2_Base [495]: 0.0567901
PulseWaveVelocityOverMeanPressure_Two_Intercept_Up [314]: 0.0566051
HeartRate_Two_Intercept_Down [458]: 0.0560289
HeartRate_One_Intercept_Down [368]: 0.0558509
DiastolicPercent_Two_Median_Base [127]: 0.0557009
SystolicPercent_Two_Median_Base [122]: 0.0557009
IncidentPressure_One_Intercept_Up [158]: 0.0552611
PulseWaveVelocityOverMeanPressure_Two_a_Up [316]: 0.0551739
DiastolicPressure_One_Intercept_Up [146]: 0.0551517
SystolicPressure_Two_Beta_Down [415]: 0.054262
HeartRate_Two_a_Down [460]: 0.0534735
HeartRate_One_a_Down [370]: 0.0533122
EndSystolicPressure_Two_Mode_Base [ 93]: 0.0519513
DiastolicPercent_Two_Mean_Base [125]: 0.0513225
SystolicPercent_Two_Mean_Base [120]: 0.0513225
Transfer_Phase_4_Base [508]: 0.0508821
IncidentPressure_Two_IQ_Base [ 89]: 0.0449156
MeanPressure_One_STDEV_Base [ 31]: 0.0444508
DiastolicPressure_Two_IQ_Base [ 79]: 0.0427433
HeartRate_One_Linear_R2_Down [369]: 0.0426618
AugmentationIndex_Two_Exp_R2_Up [270]: 0.0422932
AugmentationIndex_Two_Linear_R2_Up [267]: 0.0421456
HeartRate_One_Exp_R2_Down [372]: 0.0416805
MeanPressure_One_IQ_Base [ 34]: 0.0410547
AugmentationIndex_One_Mean_Base [ 25]: 0.0404815
EndSystolicPressure_Two_IQ_Base [ 94]: 0.0393204
PulseWaveVelocityOverMeanPressure_Two_STDEV_Base [141]: 0.0392096
AugmentationIndex_Two_STDEV_Base [101]: 0.035755
AugmentationIndex_Two_Median_Base [102]: 0.0347449
TimeToPeakSystole_Two_b_Down [479]: 0.0344926
AugmentationIndex_Two_Mode_Base [103]: 0.0344877
AugmentationIndex_One_Median_Base [ 27]: 0.0344094
SystolicPressure_Two_Mode_Base [ 83]: 0.0334537
HeartRate_Two_Linear_R2_Down [459]: 0.0330576
Transfer_Phase_5_Down [644]: 0.0329406
MeanPressure_Two_IQ_Base [109]: 0.032844
TimeToPeakSystole_Two_b_Up [305]: 0.0328162
HeartRate_Two_Exp_R2_Down [462]: 0.0326888
SystolicPressure_Two_IQ_Base [ 84]: 0.0323546
SystolicPressure_One_IQ_Base [ 9]: 0.0314198
EndSystolicPressure_One_Mode_Base [ 18]: 0.0310844
AugmentationIndex_Two_Mean_Base [100]: 0.0309296
AugmentationIndex_Two_IQ_Base [104]: 0.0299688
SystolicPressure_One_STDEV_Base [ 6]: 0.0295772
EndSystolicPressure_Two_Exp_R2_Down [432]: 0.0279982
DiastolicPercent_Two_STDEV_Base [126]: 0.0278426
SystolicPercent_Two_STDEV_Base [121]: 0.0278426
Transfer_Phase_5_Up [554]: 0.0268042
IncidentPressure_Two_Exp_R2_Up [252]: 0.0261962
TimeToPeakSystole_Two_Beta_Down [475]: 0.0254786
DiastolicPressure_One_STDEV_Base [ 1]: 0.0241108
Transfer_Magnitude_8_Down [636]: 0.0237991
IncidentPressure_One_Mode_Base [ 13]: 0.0221439
EndSystolicPressure_One_Exp_R2_Down [342]: 0.0221022
PulseWaveVelocity_Exp_R2_Down [408]: 0.0206399
Respiratory_Frequency_2_Down [670]: 0.0200659
Respiratory_Frequency_1_Down [669]: 0.0200659
Respiratory_Frequency_3_Down [671]: 0.0200659
Respiratory_Frequency_4_Down [672]: 0.0200659
PulseWaveVelocity_Linear_R2_Down [405]: 0.0196795
IncidentPressure_One_STDEV_Base [ 11]: 0.0181225
EndSystolicPressure_One_Median_Base [ 17]: 0.015843
FormFactor_Two_a_Down [454]: 0.015409
FormFactor_Two_Intercept_Down [452]: 0.0144244
DiastolicPressure_One_Mode_Base [ 3]: 0.013503
EndSystolicPressure_One_Mean_Base [ 15]: 0.0130527
DiastolicPressure_One_Mean_Base [ 0]: 0.0124183
IncidentPressure_One_Median_Base [ 12]: 0.00939152
DiastolicPressure_One_Median_Base [ 2]: 0.0091932
IncidentPressure_One_Mean_Base [ 10]: 0.00901047
FormFactor_Two_b_Down [455]: 0.00572627
IncidentPressure_One_Exp_R2_Up [162]: 0.00416009
AugmentationIndex_One_b_Up [179]: 0.00412095
AugmentationIndex_One_Beta_Up [175]: 0.00406238
FormFactor_Two_Beta_Down [451]: 0.00375599
Transfer_Frequency_0_Peak [605]: 0
Transfer_Frequency_0_Down [650]: 0
Transfer_Phase_0_Down [639]: 0
Transfer_Phase_0_Up [549]: 0
Transfer_Phase_0_Peak [594]: 0
Transfer_Frequency_0_Up [560]: 0
Transfer_Frequency_0_Base [515]: 0
PulseWaveVelocityOverMeanPressure_Two_Mode_Base [143]: 0
Transfer_Phase_0_Base [504]: 0
PulseWaveVelocityOverMeanPressure_One_Mode_Base [ 68]: 0
In [14]:
sorted_feature_names,sorted_feature_indexes,sorted_feature_means = Mean_Feat_weights (Pearson, class_traits, class_vals, np.array(cardio_feature_names))
for idx in range (len(sorted_feature_names)):
print ('{:>45s} [{:3d}]: {:4g}'.format(sorted_feature_names[idx],sorted_feature_indexes[idx],sorted_feature_means[idx]))
Train class sizes : [4, 4]
Iterations : 25
class_vals : [2.0, 1.0]
Iteration 24
Transfer_Magnitude_5_Base [498]: 0.975956
ReflectedWaveTransitTime_One_Beta_Up [217]: 0.968449
ReflectedWaveTransitTime_Two_Beta_Up [307]: 0.968449
Transfer_Magnitude_5_Up [543]: 0.961928
Transfer_Magnitude_7_Peak [590]: 0.939337
ReflectedWaveTransitTime_Two_b_Up [311]: 0.938099
ReflectedWaveTransitTime_One_b_Up [221]: 0.938099
Transfer_Magnitude_4_Base [497]: 0.9346
Transfer_Magnitude_4_Up [542]: 0.927724
Transfer_Magnitude_4_Down [632]: 0.919337
Transfer_Phase_3_Base [507]: 0.918848
Transfer_Magnitude_5_Down [633]: 0.917324
FormFactor_Two_a_Up [280]: 0.915371
FormFactor_Two_Intercept_Up [278]: 0.913714
Transfer_Phase_1_Base [505]: 0.907432
ReflectedWaveTransitTime_One_Linear_R2_Up [219]: 0.894001
ReflectedWaveTransitTime_Two_Linear_R2_Up [309]: 0.894
Transfer_Phase_6_Down [645]: 0.88635
Transfer_Magnitude_6_Base [499]: 0.881077
ReflectedWaveTransitTime_One_Exp_R2_Up [222]: 0.873576
ReflectedWaveTransitTime_Two_Exp_R2_Up [312]: 0.873574
TimeToPeakSystole_One_Mean_Base [ 55]: 0.8641
TimeToPeakSystole_One_Median_Base [ 57]: 0.86196
TimeToPeakSystole_One_Mode_Base [ 58]: 0.851722
Transfer_Phase_7_Down [646]: 0.849851
ReflectedWaveTransitTime_One_Beta_Down [391]: 0.849711
ReflectedWaveTransitTime_Two_Beta_Down [481]: 0.84971
Transfer_Magnitude_6_Up [544]: 0.847261
PulsePressure_One_Mean_Base [ 20]: 0.845446
PulsePressure_One_Median_Base [ 22]: 0.842987
FormFactor_One_Linear_R2_Down [363]: 0.825192
MeanPressure_One_Linear_R2_Up [183]: 0.824479
PulsePressure_Two_Mean_Base [ 95]: 0.823551
FormFactor_One_Exp_R2_Down [366]: 0.821399
PulsePressure_Two_Median_Base [ 97]: 0.821267
Transfer_Magnitude_8_Peak [591]: 0.816741
IncidentPressure_One_a_Down [334]: 0.814025
IncidentPressure_Two_a_Down [424]: 0.814001
EndSystolicPressure_One_Linear_R2_Up [165]: 0.81379
ReflectedWaveTransitTime_One_a_Up [220]: 0.811153
ReflectedWaveTransitTime_Two_a_Up [310]: 0.811151
MeanPressure_Two_Linear_R2_Up [273]: 0.804442
EndSystolicPressure_One_Exp_R2_Up [168]: 0.800385
AugmentationIndex_One_Beta_Up [175]: 0.800331
IncidentPressure_Two_Intercept_Down [422]: 0.795482
FormFactor_Two_Beta_Up [277]: 0.787571
PulsePressure_Two_b_Up [263]: 0.786452
FormFactor_Two_b_Up [281]: 0.782719
IncidentPressure_One_Intercept_Down [332]: 0.781881
ReflectedWaveTransitTime_One_Intercept_Up [218]: 0.774415
ReflectedWaveTransitTime_Two_Intercept_Up [308]: 0.774414
PulsePressure_One_b_Up [173]: 0.773566
FormFactor_Two_Mean_Base [110]: 0.767793
Transfer_Phase_2_Base [506]: 0.762521
SystolicPressure_One_Exp_R2_Up [156]: 0.754829
AugmentationIndex_One_Beta_Down [349]: 0.754256
ReflectedWaveTransitTime_One_a_Down [394]: 0.740322
ReflectedWaveTransitTime_Two_a_Down [484]: 0.740321
IncidentPressure_One_b_Up [161]: 0.737725
FormFactor_One_Mean_Base [ 35]: 0.733924
EndSystolicPressure_Two_Linear_R2_Up [255]: 0.728748
AugmentationIndex_One_b_Down [353]: 0.727436
IncidentPressure_Two_Beta_Up [247]: 0.725039
EndSystolicPressure_Two_Exp_R2_Up [258]: 0.723802
AugmentationIndex_One_b_Up [179]: 0.719804
Transfer_Phase_7_Base [511]: 0.718752
AugmentationIndex_One_Exp_R2_Up [180]: 0.716699
SystolicPercent_One_Linear_R2_Down [375]: 0.715545
SystolicPercent_One_Exp_R2_Down [378]: 0.715154
AugmentationIndex_One_Intercept_Up [176]: 0.711715
FormFactor_Two_Median_Base [112]: 0.710775
EndSystolicPressure_One_a_Down [340]: 0.707996
TimeToPeakSystole_Two_Mean_Base [130]: 0.705225
FormFactor_Two_STDEV_Base [111]: 0.70399
SystolicPressure_Two_Exp_R2_Up [246]: 0.70291
SystolicPressure_Two_a_Down [418]: 0.700342
IncidentPressure_One_Beta_Up [157]: 0.698566
EndSystolicPressure_One_Intercept_Down [338]: 0.69813
PulsePressure_Two_Beta_Up [259]: 0.697429
TimeToPeakSystole_Two_Median_Base [132]: 0.69605
IncidentPressure_Two_b_Up [251]: 0.693372
DiastolicPercent_One_Linear_R2_Down [381]: 0.691162
DiastolicPercent_One_Exp_R2_Down [384]: 0.691072
AugmentationIndex_One_a_Up [178]: 0.684547
EndSystolicPressure_Two_a_Down [430]: 0.683095
Transfer_Phase_8_Base [512]: 0.675342
Transfer_Phase_8_Down [647]: 0.674643
AugmentationIndex_One_Linear_R2_Up [177]: 0.674287
EndSystolicPressure_Two_Intercept_Down [428]: 0.663398
SystolicPressure_Two_Intercept_Down [416]: 0.660111
ReflectedWaveTransitTime_One_Intercept_Down [392]: 0.65563
ReflectedWaveTransitTime_Two_Intercept_Down [482]: 0.655629
AugmentationIndex_Two_Beta_Down [439]: 0.654969
SystolicPressure_One_Linear_R2_Up [153]: 0.6537
SystolicPressure_One_a_Down [328]: 0.648574
DiastolicPressure_Two_b_Down [413]: 0.646506
AugmentationIndex_Two_Beta_Up [265]: 0.642829
TimeToPeakSystole_One_Intercept_Down [386]: 0.630351
Transfer_Magnitude_1_Base [494]: 0.630287
TimeToPeakSystole_Two_Mode_Base [133]: 0.627307
PulsePressure_One_Mode_Base [ 23]: 0.624784
Transfer_Phase_9_Up [558]: 0.624762
PulsePressure_One_Beta_Up [169]: 0.623305
SystolicPressure_Two_Linear_R2_Up [243]: 0.622813
FormFactor_Two_Linear_R2_Down [453]: 0.622579
MeanPressure_One_Exp_R2_Up [186]: 0.620703
MeanPressure_Two_Exp_R2_Up [276]: 0.611399
TimeToPeakSystole_One_a_Down [388]: 0.610015
SystolicPressure_One_Intercept_Down [326]: 0.608102
FormFactor_Two_Exp_R2_Down [456]: 0.604087
DiastolicPressure_One_Beta_Down [319]: 0.58695
PulsePressure_One_a_Down [346]: 0.585518
FormFactor_One_a_Up [190]: 0.573849
FormFactor_One_Intercept_Up [188]: 0.573317
Transfer_Magnitude_6_Peak [589]: 0.573137
Transfer_Magnitude_3_Up [541]: 0.572507
MeanPressure_Two_a_Down [448]: 0.571337
AugmentationIndex_Two_b_Up [269]: 0.570926
FormFactor_Two_Exp_R2_Up [282]: 0.566109
FormFactor_Two_Linear_R2_Up [279]: 0.56601
IncidentPressure_One_Exp_R2_Down [336]: 0.564609
Transfer_Phase_3_Peak [597]: 0.562464
PulsePressure_One_Intercept_Down [344]: 0.560244
AugmentationIndex_Two_a_Down [442]: 0.558484
PulsePressure_Two_a_Down [436]: 0.557395
IncidentPressure_One_Linear_R2_Down [333]: 0.55663
AugmentationIndex_Two_b_Down [443]: 0.550787
DiastolicPressure_One_b_Down [323]: 0.544049
DiastolicPressure_Two_Beta_Down [409]: 0.543919
Transfer_Phase_7_Up [556]: 0.542523
MeanPressure_Two_Intercept_Down [446]: 0.540717
HeartRate_One_IQ_Base [ 44]: 0.535831
PulsePressure_Two_Intercept_Down [434]: 0.533984
AugmentationIndex_Two_Intercept_Down [440]: 0.529383
HeartRate_Two_IQ_Base [119]: 0.529285
Transfer_Magnitude_7_Up [545]: 0.522768
ReflectedWaveTransitTime_Two_b_Down [485]: 0.521767
ReflectedWaveTransitTime_One_b_Down [395]: 0.521736
FormFactor_Two_IQ_Base [114]: 0.521158
SystolicPercent_Two_Linear_R2_Down [465]: 0.519627
Respiratory_Magnitude_1_Base [526]: 0.519436
SystolicPercent_Two_Exp_R2_Down [468]: 0.516699
SystolicPercent_One_IQ_Base [ 49]: 0.514673
DiastolicPercent_One_IQ_Base [ 54]: 0.514076
AugmentationIndex_One_Mode_Base [ 28]: 0.514011
PulsePressure_Two_Mode_Base [ 98]: 0.502775
DiastolicPercent_Two_Exp_R2_Down [474]: 0.502726
DiastolicPercent_Two_Linear_R2_Down [471]: 0.500135
TimeToPeakSystole_Two_Intercept_Down [476]: 0.495823
SystolicPressure_Two_b_Up [245]: 0.494134
SystolicPercent_Two_IQ_Base [124]: 0.493079
Transfer_Phase_9_Base [513]: 0.4923
FormFactor_One_Median_Base [ 37]: 0.492242
Transfer_Magnitude_0_Down [628]: 0.491671
DiastolicPercent_Two_IQ_Base [129]: 0.491573
ReflectedWaveTransitTime_Two_Mode_Base [138]: 0.490829
ReflectedWaveTransitTime_One_Mode_Base [ 63]: 0.490829
TimeToPeakSystole_Two_a_Down [478]: 0.490102
IncidentPressure_Two_Beta_Down [421]: 0.486959
Transfer_Phase_8_Up [557]: 0.483501
AugmentationIndex_One_Mean_Base [ 25]: 0.482145
SystolicPressure_Two_Beta_Up [241]: 0.474951
Transfer_Phase_4_Peak [598]: 0.473902
SystolicPressure_One_b_Up [155]: 0.467001
AugmentationIndex_One_a_Down [352]: 0.465577
Transfer_Magnitude_8_Up [546]: 0.461933
AugmentationIndex_One_Median_Base [ 27]: 0.45911
IncidentPressure_Two_Exp_R2_Down [426]: 0.454208
AugmentationIndex_One_Exp_R2_Down [354]: 0.452756
PulsePressure_One_Linear_R2_Down [345]: 0.447653
Transfer_Phase_6_Base [510]: 0.446621
MeanPressure_One_a_Down [358]: 0.44044
TimeToPeakSystole_Two_Intercept_Up [302]: 0.440339
IncidentPressure_Two_Linear_R2_Down [423]: 0.438791
Transfer_Phase_10_Up [559]: 0.436018
TimeToPeakSystole_Two_a_Up [304]: 0.434974
TimeToPeakSystole_One_Intercept_Up [212]: 0.4342
Transfer_Magnitude_3_Base [496]: 0.431418
TimeToPeakSystole_One_a_Up [214]: 0.429585
ReflectedWaveTransitTime_One_Median_Base [ 62]: 0.4231
ReflectedWaveTransitTime_Two_Median_Base [137]: 0.4231
IncidentPressure_One_Beta_Down [331]: 0.422028
IncidentPressure_One_Exp_R2_Up [162]: 0.41976
Transfer_Phase_10_Down [649]: 0.413233
ReflectedWaveTransitTime_One_Linear_R2_Down [393]: 0.412574
ReflectedWaveTransitTime_Two_Linear_R2_Down [483]: 0.412571
EndSystolicPressure_Two_Beta_Up [253]: 0.410191
MeanPressure_One_Intercept_Down [356]: 0.407489
AugmentationIndex_One_Intercept_Down [350]: 0.406777
Transfer_Magnitude_9_Peak [592]: 0.406669
AugmentationIndex_One_Linear_R2_Down [351]: 0.406139
FormFactor_One_Beta_Up [187]: 0.404905
Transfer_Magnitude_0_Peak [583]: 0.403996
AugmentationIndex_Two_Intercept_Up [266]: 0.40242
ReflectedWaveTransitTime_Two_Mean_Base [135]: 0.400842
ReflectedWaveTransitTime_One_Mean_Base [ 60]: 0.400842
FormFactor_One_b_Up [191]: 0.400743
IncidentPressure_One_Mode_Base [ 13]: 0.398218
PulsePressure_Two_Linear_R2_Down [435]: 0.3908
SystolicPressure_One_Beta_Up [151]: 0.384116
EndSystolicPressure_Two_b_Up [257]: 0.381232
AugmentationIndex_Two_IQ_Base [104]: 0.380559
Transfer_Magnitude_1_Up [539]: 0.380348
IncidentPressure_One_STDEV_Base [ 11]: 0.378769
PulsePressure_One_Exp_R2_Down [348]: 0.375658
AugmentationIndex_Two_Exp_R2_Up [270]: 0.368025
SystolicPressure_One_Median_Base [ 7]: 0.367969
Transfer_Phase_3_Up [552]: 0.367917
Transfer_Magnitude_0_Base [493]: 0.367852
DiastolicPressure_One_Linear_R2_Up [147]: 0.364536
Respiratory_Magnitude_2_Base [527]: 0.362156
DiastolicPressure_Two_Linear_R2_Up [237]: 0.359356
SystolicPressure_One_Mean_Base [ 5]: 0.357169
AugmentationIndex_Two_Exp_R2_Down [444]: 0.353986
IncidentPressure_One_Median_Base [ 12]: 0.353199
PulseWaveVelocity_Linear_R2_Down [405]: 0.35254
IncidentPressure_One_Mean_Base [ 10]: 0.35069
IncidentPressure_One_IQ_Base [ 14]: 0.350199
PulseWaveVelocityOverMeanPressure_Two_Mode_Base [143]: 0.3496
HeartRate_Two_Beta_Down [457]: 0.347443
EndSystolicPressure_One_b_Up [167]: 0.347288
IncidentPressure_Two_Exp_R2_Up [252]: 0.347215
HeartRate_One_Beta_Down [367]: 0.346978
PulseWaveVelocity_Exp_R2_Down [408]: 0.34665
Transfer_Magnitude_0_Up [538]: 0.343389
PulseWaveVelocityOverMeanPressure_One_Mode_Base [ 68]: 0.343124
EndSystolicPressure_One_Beta_Up [163]: 0.336775
Transfer_Phase_5_Base [509]: 0.333875
PulsePressure_One_Intercept_Up [170]: 0.333635
HeartRate_Two_b_Down [461]: 0.332883
HeartRate_One_b_Down [371]: 0.3322
Transfer_Phase_9_Down [648]: 0.331468
PulsePressure_Two_Intercept_Up [260]: 0.329723
TimeToPeakSystole_Two_STDEV_Base [131]: 0.329503
Respiratory_Magnitude_1_Up [571]: 0.326784
IncidentPressure_One_b_Down [335]: 0.325723
Transfer_Magnitude_6_Down [634]: 0.324223
MeanPressure_Two_b_Up [275]: 0.318732
MeanPressure_Two_Beta_Up [271]: 0.318637
AugmentationIndex_Two_a_Up [268]: 0.314372
PulsePressure_Two_Exp_R2_Down [438]: 0.305545
PulsePressure_One_a_Up [172]: 0.305243
IncidentPressure_One_Intercept_Up [158]: 0.30476
Transfer_Phase_2_Down [641]: 0.304508
MeanPressure_One_b_Up [185]: 0.303828
EndSystolicPressure_One_b_Down [341]: 0.302903
IncidentPressure_One_Linear_R2_Up [159]: 0.302327
PulsePressure_Two_a_Up [262]: 0.301794
Respiratory_Magnitude_3_Down [663]: 0.301057
MeanPressure_Two_Linear_R2_Down [447]: 0.301057
IncidentPressure_One_a_Up [160]: 0.299554
Respiratory_Phase_4_Up [578]: 0.299141
Transfer_Magnitude_1_Down [629]: 0.298593
Transfer_Phase_8_Peak [602]: 0.296345
MeanPressure_One_Linear_R2_Down [357]: 0.295848
AugmentationIndex_Two_Linear_R2_Down [441]: 0.291719
MeanPressure_Two_b_Down [449]: 0.285893
Respiratory_Phase_4_Peak [623]: 0.285471
Transfer_Phase_10_Base [514]: 0.28446
Respiratory_Phase_3_Base [532]: 0.279252
Transfer_Magnitude_9_Up [547]: 0.278495
SystolicPercent_One_b_Down [377]: 0.277286
AugmentationIndex_Two_Linear_R2_Up [267]: 0.277143
Transfer_Phase_10_Peak [604]: 0.276482
EndSystolicPressure_Two_b_Down [431]: 0.275623
MeanPressure_Two_Exp_R2_Down [450]: 0.26449
SystolicPercent_One_Beta_Down [373]: 0.261431
PulsePressure_One_Beta_Down [343]: 0.259611
TimeToPeakSystole_One_b_Down [389]: 0.258918
TimeToPeakSystole_One_Exp_R2_Up [216]: 0.258448
Respiratory_Phase_3_Up [577]: 0.258198
MeanPressure_One_Exp_R2_Down [360]: 0.25799
PulsePressure_Two_Beta_Down [433]: 0.254303
Transfer_Phase_1_Down [640]: 0.253998
DiastolicPressure_Two_a_Down [412]: 0.251585
DiastolicPressure_Two_STDEV_Base [ 76]: 0.250911
FormFactor_One_STDEV_Base [ 36]: 0.249089
MeanPressure_One_Beta_Up [181]: 0.243347
ReflectedWaveTransitTime_One_Exp_R2_Down [396]: 0.242191
ReflectedWaveTransitTime_Two_Exp_R2_Down [486]: 0.24219
Respiratory_Phase_3_Down [667]: 0.241391
TimeToPeakSystole_One_Linear_R2_Up [213]: 0.240888
MeanPressure_One_Beta_Down [355]: 0.239832
SystolicPressure_One_Mode_Base [ 8]: 0.237772
DiastolicPressure_Two_Intercept_Down [410]: 0.235543
TimeToPeakSystole_One_IQ_Base [ 59]: 0.235276
DiastolicPressure_Two_Beta_Up [235]: 0.230837
Transfer_Magnitude_7_Down [635]: 0.230278
DiastolicPressure_Two_Exp_R2_Up [240]: 0.229298
IncidentPressure_Two_b_Down [425]: 0.228596
Transfer_Magnitude_9_Base [502]: 0.226687
IncidentPressure_Two_Linear_R2_Up [249]: 0.226106
Transfer_Phase_9_Peak [603]: 0.225893
MeanPressure_One_b_Down [359]: 0.224652
TimeToPeakSystole_Two_IQ_Base [134]: 0.220998
DiastolicPressure_One_Exp_R2_Up [150]: 0.217294
Respiratory_Phase_2_Base [531]: 0.216389
PulsePressure_One_b_Down [347]: 0.214681
IncidentPressure_Two_STDEV_Base [ 86]: 0.213789
TimeToPeakSystole_Two_Linear_R2_Down [477]: 0.213312
PulseWaveVelocity_Exp_R2_Up [234]: 0.212183
SystolicPercent_Two_b_Down [467]: 0.211367
Respiratory_Phase_1_Peak [620]: 0.210346
TimeToPeakSystole_One_Linear_R2_Down [387]: 0.210218
TimeToPeakSystole_One_Exp_R2_Down [390]: 0.2087
DiastolicPressure_Two_b_Up [239]: 0.207309
Transfer_Phase_1_Peak [595]: 0.205345
SystolicPercent_Two_Beta_Down [463]: 0.203719
TimeToPeakSystole_Two_Exp_R2_Down [480]: 0.203167
PulseWaveVelocity_Linear_R2_Up [231]: 0.202591
EndSystolicPressure_One_Beta_Down [337]: 0.201972
Transfer_Phase_2_Peak [596]: 0.199585
Respiratory_Magnitude_4_Peak [619]: 0.19882
FormFactor_One_Linear_R2_Up [189]: 0.197488
FormFactor_One_Exp_R2_Up [192]: 0.19687
MeanPressure_Two_Beta_Down [445]: 0.196802
Respiratory_Phase_4_Base [533]: 0.195337
SystolicPressure_Two_Linear_R2_Down [417]: 0.192258
Respiratory_Magnitude_4_Base [529]: 0.190171
Transfer_Magnitude_7_Base [500]: 0.186487
DiastolicPressure_One_IQ_Base [ 4]: 0.186145
DiastolicPressure_One_b_Up [149]: 0.185648
Transfer_Phase_6_Up [555]: 0.185534
SystolicPressure_One_Linear_R2_Down [327]: 0.184377
AugmentationIndex_One_IQ_Base [ 29]: 0.183156
HeartRate_One_Beta_Up [193]: 0.183105
SystolicPercent_One_a_Up [202]: 0.179717
HeartRate_Two_Beta_Up [283]: 0.177925
SystolicPercent_One_Intercept_Up [200]: 0.176628
HeartRate_One_b_Up [197]: 0.176511
PulseWaveVelocityOverMeanPressure_Two_Exp_R2_Up [318]: 0.175505
PulsePressure_Two_b_Down [437]: 0.173931
PulseWaveVelocityOverMeanPressure_Two_Linear_R2_Up [315]: 0.173624
Transfer_Frequency_3_Base [518]: 0.172683
Transfer_Frequency_7_Base [522]: 0.172683
Transfer_Frequency_9_Base [524]: 0.172683
Transfer_Frequency_8_Base [523]: 0.172683
Transfer_Frequency_5_Base [520]: 0.172682
Transfer_Frequency_4_Base [519]: 0.172682
Transfer_Frequency_6_Base [521]: 0.172682
Transfer_Frequency_1_Base [516]: 0.172682
Transfer_Frequency_10_Base [525]: 0.172682
Transfer_Frequency_2_Base [517]: 0.172682
Respiratory_Phase_4_Down [668]: 0.171997
SystolicPercent_One_b_Up [203]: 0.171914
TimeToPeakSystole_One_Beta_Down [385]: 0.171678
HeartRate_Two_b_Up [287]: 0.171478
Respiratory_Magnitude_2_Peak [617]: 0.170887
DiastolicPressure_Two_Mode_Base [ 78]: 0.167444
DiastolicPressure_One_Linear_R2_Down [321]: 0.166089
HeartRate_One_STDEV_Base [ 41]: 0.164824
MeanPressure_One_Median_Base [ 32]: 0.164258
PulseWaveVelocityOverMeanPressure_One_Exp_R2_Up [228]: 0.164217
Respiratory_Magnitude_3_Up [573]: 0.162845
PulseWaveVelocityOverMeanPressure_One_Linear_R2_Up [225]: 0.162655
Transfer_Magnitude_8_Base [501]: 0.162157
DiastolicPressure_Two_Mean_Base [ 75]: 0.160391
Respiratory_Phase_2_Down [666]: 0.159708
HeartRate_Two_Mode_Base [118]: 0.159642
TimeToPeakSystole_Two_Exp_R2_Up [306]: 0.159435
DiastolicPressure_One_Beta_Up [145]: 0.159113
IncidentPressure_Two_IQ_Base [ 89]: 0.158563
Transfer_Magnitude_3_Peak [586]: 0.155865
Transfer_Magnitude_9_Down [637]: 0.154272
MeanPressure_One_Mean_Base [ 30]: 0.15212
DiastolicPressure_Two_Median_Base [ 77]: 0.151539
DiastolicPercent_One_Beta_Down [379]: 0.149843
TimeToPeakSystole_One_Beta_Up [211]: 0.149755
Transfer_Phase_2_Up [551]: 0.149694
DiastolicPressure_Two_Linear_R2_Down [411]: 0.148283
DiastolicPercent_One_Intercept_Up [206]: 0.14563
SystolicPressure_One_a_Up [154]: 0.145212
EndSystolicPressure_One_Mode_Base [ 18]: 0.145083
FormFactor_Two_b_Down [455]: 0.144272
TimeToPeakSystole_Two_Beta_Up [301]: 0.14299
DiastolicPercent_One_a_Up [208]: 0.14247
TimeToPeakSystole_Two_Linear_R2_Up [303]: 0.140489
PulsePressure_Two_Exp_R2_Up [264]: 0.138913
FormFactor_Two_Beta_Down [451]: 0.138167
Transfer_Magnitude_1_Peak [584]: 0.138015
PulsePressure_One_Exp_R2_Up [174]: 0.135736
AugmentationIndex_One_STDEV_Base [ 26]: 0.135633
DiastolicPercent_One_STDEV_Base [ 51]: 0.134389
Transfer_Magnitude_2_Peak [585]: 0.133711
FormFactor_One_IQ_Base [ 39]: 0.133461
SystolicPressure_One_Intercept_Up [152]: 0.133206
Respiratory_Frequency_1_Up [579]: 0.133154
Respiratory_Frequency_4_Up [582]: 0.133154
Respiratory_Frequency_3_Up [581]: 0.133154
Respiratory_Frequency_2_Up [580]: 0.133154
Transfer_Phase_1_Up [550]: 0.132192
FormFactor_One_Intercept_Down [362]: 0.13206
DiastolicPercent_One_b_Down [383]: 0.130466
FormFactor_One_a_Down [364]: 0.129977
EndSystolicPressure_One_STDEV_Base [ 16]: 0.12964
Transfer_Magnitude_10_Up [548]: 0.128954
Transfer_Magnitude_2_Down [630]: 0.128335
Transfer_Phase_6_Peak [600]: 0.127193
PulseWaveVelocity_b_Down [407]: 0.126315
SystolicPercent_One_Beta_Up [199]: 0.125006
SystolicPercent_Two_b_Up [293]: 0.124934
PulseWaveVelocity_Mode_Base [ 73]: 0.124797
Transfer_Magnitude_3_Down [631]: 0.124158
EndSystolicPressure_Two_Beta_Down [427]: 0.124152
SystolicPercent_Two_a_Down [466]: 0.121487
DiastolicPressure_One_Exp_R2_Down [324]: 0.120823
Transfer_Magnitude_10_Base [503]: 0.119221
FormFactor_One_Mode_Base [ 38]: 0.119048
Respiratory_Magnitude_3_Peak [618]: 0.118503
DiastolicPressure_Two_Exp_R2_Down [414]: 0.116746
DiastolicPressure_One_a_Down [322]: 0.11652
Transfer_Magnitude_5_Peak [588]: 0.115982
SystolicPercent_Two_Intercept_Down [464]: 0.115927
FormFactor_Two_Intercept_Down [452]: 0.114025
TimeToPeakSystole_Two_b_Up [305]: 0.113657
SystolicPercent_Two_a_Up [292]: 0.113277
FormFactor_Two_a_Down [454]: 0.112466
PulseWaveVelocityOverMeanPressure_One_b_Down [401]: 0.111046
PulseWaveVelocityOverMeanPressure_Two_b_Down [491]: 0.110043
PulseWaveVelocity_IQ_Base [ 74]: 0.109504
Transfer_Frequency_7_Up [567]: 0.10945
Transfer_Frequency_5_Up [565]: 0.10945
Transfer_Frequency_4_Up [564]: 0.10945
Transfer_Frequency_6_Up [566]: 0.10945
Transfer_Frequency_9_Up [569]: 0.10945
Transfer_Frequency_8_Up [568]: 0.10945
Transfer_Frequency_2_Up [562]: 0.10945
Transfer_Frequency_1_Up [561]: 0.10945
Transfer_Frequency_10_Up [570]: 0.10945
Transfer_Frequency_3_Up [563]: 0.10945
PulseWaveVelocityOverMeanPressure_One_Median_Base [ 67]: 0.108837
SystolicPercent_Two_Intercept_Up [290]: 0.107811
DiastolicPressure_One_Intercept_Down [320]: 0.107639
SystolicPercent_One_a_Down [376]: 0.106703
HeartRate_One_Median_Base [ 42]: 0.106529
HeartRate_One_Exp_R2_Up [198]: 0.106478
DiastolicPercent_One_Beta_Up [205]: 0.106171
HeartRate_Two_Median_Base [117]: 0.106002
PulseWaveVelocityOverMeanPressure_Two_IQ_Base [144]: 0.105998
HeartRate_One_Linear_R2_Up [195]: 0.105715
DiastolicPercent_Two_Beta_Down [469]: 0.105631
Respiratory_Magnitude_1_Down [661]: 0.105034
SystolicPressure_Two_Exp_R2_Down [420]: 0.104632
PulseWaveVelocityOverMeanPressure_Two_STDEV_Base [141]: 0.102837
MeanPressure_Two_Mean_Base [105]: 0.102407
SystolicPercent_One_STDEV_Base [ 46]: 0.101965
SystolicPressure_One_Exp_R2_Down [330]: 0.101925
Respiratory_Phase_3_Peak [622]: 0.101547
Transfer_Phase_5_Peak [599]: 0.101502
Transfer_Phase_4_Down [643]: 0.101452
PulseWaveVelocity_Intercept_Down [404]: 0.10108
EndSystolicPressure_Two_STDEV_Base [ 91]: 0.100644
DiastolicPercent_Two_b_Down [473]: 0.0994521
SystolicPercent_One_Intercept_Down [374]: 0.0990554
Respiratory_Phase_2_Peak [621]: 0.0985235
SystolicPercent_Two_Beta_Up [289]: 0.0980166
SystolicPressure_Two_b_Down [419]: 0.0952108
Transfer_Magnitude_10_Down [638]: 0.0951309
TimeToPeakSystole_One_b_Up [215]: 0.0951111
PulseWaveVelocity_a_Down [406]: 0.0950483
HeartRate_One_Mean_Base [ 40]: 0.0946436
PulseWaveVelocityOverMeanPressure_Two_Beta_Down [487]: 0.0943834
MeanPressure_Two_Median_Base [107]: 0.0942169
EndSystolicPressure_One_IQ_Base [ 19]: 0.09419
PulseWaveVelocityOverMeanPressure_One_Beta_Down [397]: 0.0937445
HeartRate_Two_Mean_Base [115]: 0.0936268
PulseWaveVelocityOverMeanPressure_One_Intercept_Down [398]: 0.0932107
PulseWaveVelocity_Median_Base [ 72]: 0.0927249
MeanPressure_One_a_Up [184]: 0.0926846
Respiratory_Magnitude_2_Up [572]: 0.092428
DiastolicPercent_Two_Intercept_Down [470]: 0.0922837
SystolicPressure_One_b_Down [329]: 0.0911785
DiastolicPercent_One_b_Up [209]: 0.0909121
PulsePressure_Two_STDEV_Base [ 96]: 0.0907665
PulseWaveVelocityOverMeanPressure_One_a_Down [400]: 0.0898658
IncidentPressure_Two_Intercept_Up [248]: 0.0894494
PulseWaveVelocity_Beta_Down [403]: 0.0892171
SystolicPressure_Two_Median_Base [ 82]: 0.089164
IncidentPressure_Two_a_Up [250]: 0.088042
PulseWaveVelocityOverMeanPressure_Two_Intercept_Down [488]: 0.08786
DiastolicPercent_Two_a_Down [472]: 0.0878271
PulseWaveVelocityOverMeanPressure_Two_a_Down [490]: 0.0861637
Respiratory_Magnitude_4_Down [664]: 0.0858706
HeartRate_Two_Exp_R2_Up [288]: 0.0851298
Respiratory_Phase_1_Up [575]: 0.0849852
HeartRate_One_Mode_Base [ 43]: 0.0845983
HeartRate_Two_Linear_R2_Up [285]: 0.0845401
DiastolicPressure_Two_Intercept_Up [236]: 0.0845102
PulseWaveVelocity_STDEV_Base [ 71]: 0.0844507
EndSystolicPressure_Two_Mean_Base [ 90]: 0.0839944
Respiratory_Phase_1_Base [530]: 0.0837398
DiastolicPressure_One_Mode_Base [ 3]: 0.0837207
DiastolicPercent_Two_Intercept_Up [296]: 0.0836616
EndSystolicPressure_One_Median_Base [ 17]: 0.0833388
Respiratory_Magnitude_1_Peak [616]: 0.0830355
Transfer_Frequency_4_Down [654]: 0.0828851
Transfer_Frequency_3_Down [653]: 0.082885
Transfer_Frequency_7_Down [657]: 0.0828848
Transfer_Frequency_1_Down [651]: 0.0828847
Transfer_Frequency_10_Down [660]: 0.0828847
Transfer_Frequency_9_Down [659]: 0.0828847
Transfer_Frequency_5_Down [655]: 0.0828846
Transfer_Frequency_6_Down [656]: 0.0828845
Transfer_Frequency_2_Down [652]: 0.0828844
Transfer_Frequency_8_Down [658]: 0.0828843
Respiratory_Magnitude_2_Down [662]: 0.0826694
EndSystolicPressure_One_Mean_Base [ 15]: 0.0826692
PulseWaveVelocityOverMeanPressure_Two_Exp_R2_Down [492]: 0.0826584
Transfer_Phase_7_Peak [601]: 0.0823985
SystolicPressure_Two_Mean_Base [ 80]: 0.0822204
HeartRate_One_Exp_R2_Down [372]: 0.0821968
HeartRate_One_Linear_R2_Down [369]: 0.0817136
EndSystolicPressure_One_a_Up [166]: 0.0816768
PulseWaveVelocityOverMeanPressure_Two_Linear_R2_Down [489]: 0.0813203
DiastolicPercent_Two_Beta_Up [295]: 0.0811913
DiastolicPercent_Two_a_Up [298]: 0.080084
PulseWaveVelocityOverMeanPressure_One_Mean_Base [ 65]: 0.0799907
Respiratory_Phase_2_Up [576]: 0.0797977
HeartRate_Two_Exp_R2_Down [462]: 0.0795901
HeartRate_Two_Linear_R2_Down [459]: 0.0790599
PulsePressure_One_IQ_Base [ 24]: 0.0787146
PulseWaveVelocityOverMeanPressure_Two_Median_Base [142]: 0.0785567
SystolicPressure_Two_a_Up [244]: 0.0783365
HeartRate_One_Intercept_Up [194]: 0.0781991
HeartRate_One_a_Up [196]: 0.0781556
AugmentationIndex_Two_Mean_Base [100]: 0.0781411
Transfer_Magnitude_4_Peak [587]: 0.0778412
Transfer_Magnitude_8_Down [636]: 0.0776802
HeartRate_Two_Intercept_Up [284]: 0.0774221
HeartRate_Two_a_Up [286]: 0.077387
MeanPressure_One_Intercept_Up [182]: 0.0770493
Respiratory_Frequency_1_Down [669]: 0.0768956
Respiratory_Frequency_3_Down [671]: 0.0768955
Respiratory_Frequency_2_Down [670]: 0.0768955
Respiratory_Frequency_4_Down [672]: 0.0768955
TimeToPeakSystole_Two_b_Down [479]: 0.0767474
FormFactor_One_Beta_Down [361]: 0.076728
PulseWaveVelocityOverMeanPressure_One_STDEV_Base [ 66]: 0.0764188
EndSystolicPressure_Two_Median_Base [ 92]: 0.0763409
PulseWaveVelocityOverMeanPressure_One_Exp_R2_Down [402]: 0.0763289
MeanPressure_One_IQ_Base [ 34]: 0.07626
DiastolicPercent_One_Intercept_Down [380]: 0.075975
PulseWaveVelocityOverMeanPressure_One_Linear_R2_Down [399]: 0.0751483
DiastolicPercent_Two_b_Up [299]: 0.0748925
DiastolicPercent_One_Mean_Base [ 50]: 0.0743989
SystolicPercent_One_Mean_Base [ 45]: 0.0743035
PulseWaveVelocity_Intercept_Up [230]: 0.0741181
PulsePressure_Two_IQ_Base [ 99]: 0.074051
PulseWaveVelocity_a_Up [232]: 0.0732558
PulseWaveVelocityOverMeanPressure_One_IQ_Base [ 69]: 0.0727962
EndSystolicPressure_One_Intercept_Up [164]: 0.0726452
DiastolicPressure_One_Median_Base [ 2]: 0.0717703
SystolicPressure_Two_Intercept_Up [242]: 0.071719
DiastolicPercent_One_a_Down [382]: 0.0707608
Transfer_Magnitude_2_Base [495]: 0.0702761
DiastolicPressure_Two_a_Up [238]: 0.0700534
FormFactor_One_b_Down [365]: 0.0700056
DiastolicPressure_One_Mean_Base [ 0]: 0.0684589
SystolicPercent_Two_Mode_Base [123]: 0.0683169
PulseWaveVelocity_Mean_Base [ 70]: 0.0676799
TimeToPeakSystole_One_STDEV_Base [ 56]: 0.0671806
IncidentPressure_Two_Mode_Base [ 88]: 0.0667353
SystolicPressure_One_IQ_Base [ 9]: 0.0660725
SystolicPercent_Two_Exp_R2_Up [294]: 0.0653959
Transfer_Phase_3_Down [642]: 0.0651384
HeartRate_Two_STDEV_Base [116]: 0.0643333
SystolicPercent_One_Median_Base [ 47]: 0.0640424
MeanPressure_Two_STDEV_Base [106]: 0.064041
DiastolicPercent_One_Median_Base [ 52]: 0.0639405
IncidentPressure_Two_Mean_Base [ 85]: 0.0635207
DiastolicPressure_One_a_Up [148]: 0.0635161
Transfer_Magnitude_10_Peak [593]: 0.0634619
PulseWaveVelocityOverMeanPressure_One_Intercept_Up [224]: 0.0634294
PulseWaveVelocity_b_Up [233]: 0.0631704
Transfer_Phase_4_Up [553]: 0.0631288
PulseWaveVelocity_Beta_Up [229]: 0.0625874
DiastolicPercent_Two_Exp_R2_Up [300]: 0.0625462
PulseWaveVelocityOverMeanPressure_One_a_Up [226]: 0.062331
SystolicPercent_Two_Linear_R2_Up [291]: 0.0619868
EndSystolicPressure_Two_Linear_R2_Down [429]: 0.0614614
Respiratory_Magnitude_3_Base [528]: 0.0608602
DiastolicPercent_Two_Linear_R2_Up [297]: 0.0603707
EndSystolicPressure_One_Linear_R2_Down [339]: 0.0603703
SystolicPressure_Two_Mode_Base [ 83]: 0.0599721
EndSystolicPressure_Two_Mode_Base [ 93]: 0.0599604
PulsePressure_One_STDEV_Base [ 21]: 0.0599504
ReflectedWaveTransitTime_One_IQ_Base [ 64]: 0.059914
ReflectedWaveTransitTime_Two_IQ_Base [139]: 0.059914
SystolicPressure_Two_STDEV_Base [ 81]: 0.05961
SystolicPressure_One_Beta_Down [325]: 0.0596043
DiastolicPercent_Two_Mean_Base [125]: 0.0576317
SystolicPercent_Two_Mean_Base [120]: 0.0575905
Transfer_Magnitude_2_Up [540]: 0.0575609
SystolicPercent_One_Exp_R2_Up [204]: 0.0572031
Respiratory_Frequency_2_Peak [625]: 0.0571695
Respiratory_Frequency_1_Peak [624]: 0.0571695
Respiratory_Frequency_3_Peak [626]: 0.0571695
Respiratory_Frequency_4_Peak [627]: 0.0571695
DiastolicPressure_One_Intercept_Up [146]: 0.0570085
EndSystolicPressure_One_Exp_R2_Down [342]: 0.0563805
TimeToPeakSystole_Two_Beta_Down [475]: 0.0557167
AugmentationIndex_Two_Median_Base [102]: 0.0553515
IncidentPressure_Two_Median_Base [ 87]: 0.055277
EndSystolicPressure_Two_Intercept_Up [254]: 0.0547113
SystolicPercent_Two_Median_Base [122]: 0.0543135
DiastolicPercent_Two_Median_Base [127]: 0.0542918
EndSystolicPressure_Two_a_Up [256]: 0.0541718
SystolicPercent_One_Linear_R2_Up [201]: 0.0538011
PulseWaveVelocityOverMeanPressure_One_Beta_Up [223]: 0.0535362
Transfer_Phase_5_Down [644]: 0.0535252
EndSystolicPressure_Two_Exp_R2_Down [432]: 0.0529041
Transfer_Phase_4_Base [508]: 0.0528713
SystolicPressure_Two_IQ_Base [ 84]: 0.0528383
Transfer_Frequency_3_Peak [608]: 0.0525802
Transfer_Frequency_8_Peak [613]: 0.0525801
Transfer_Frequency_9_Peak [614]: 0.0525801
Transfer_Frequency_4_Peak [609]: 0.0525801
Transfer_Frequency_1_Peak [606]: 0.0525801
Transfer_Frequency_10_Peak [615]: 0.0525801
Transfer_Frequency_7_Peak [612]: 0.0525801
Transfer_Frequency_2_Peak [607]: 0.0525801
Transfer_Frequency_5_Peak [610]: 0.05258
Transfer_Frequency_6_Peak [611]: 0.05258
PulseWaveVelocityOverMeanPressure_Two_Mean_Base [140]: 0.0522592
MeanPressure_Two_Intercept_Up [272]: 0.0521016
MeanPressure_Two_a_Up [274]: 0.0497206
PulseWaveVelocityOverMeanPressure_Two_Beta_Up [313]: 0.0486292
Respiratory_Frequency_1_Base [534]: 0.048098
Respiratory_Frequency_3_Base [536]: 0.048098
Respiratory_Frequency_4_Base [537]: 0.048098
Respiratory_Frequency_2_Base [535]: 0.048098
DiastolicPressure_One_STDEV_Base [ 1]: 0.0477892
MeanPressure_One_STDEV_Base [ 31]: 0.0474689
PulsePressure_One_Linear_R2_Up [171]: 0.0462818
Respiratory_Phase_1_Down [665]: 0.0459227
EndSystolicPressure_Two_IQ_Base [ 94]: 0.0455794
HeartRate_Two_Intercept_Down [458]: 0.045315
HeartRate_One_Intercept_Down [368]: 0.045225
DiastolicPercent_Two_STDEV_Base [126]: 0.0442876
AugmentationIndex_Two_Mode_Base [103]: 0.044171
HeartRate_Two_a_Down [460]: 0.0440828
HeartRate_One_a_Down [370]: 0.0440097
MeanPressure_Two_IQ_Base [109]: 0.0436201
Transfer_Phase_5_Up [554]: 0.0435549
ReflectedWaveTransitTime_Two_STDEV_Base [136]: 0.0433412
ReflectedWaveTransitTime_One_STDEV_Base [ 61]: 0.0433412
PulseWaveVelocityOverMeanPressure_Two_Intercept_Up [314]: 0.0423014
SystolicPercent_Two_STDEV_Base [121]: 0.0420636
PulseWaveVelocityOverMeanPressure_Two_a_Up [316]: 0.0417329
PulseWaveVelocityOverMeanPressure_Two_b_Up [317]: 0.0415878
Respiratory_Magnitude_4_Up [574]: 0.0410297
PulseWaveVelocityOverMeanPressure_One_b_Up [227]: 0.040822
DiastolicPercent_One_Exp_R2_Up [210]: 0.0400158
SystolicPressure_One_STDEV_Base [ 6]: 0.0399515
DiastolicPercent_One_Linear_R2_Up [207]: 0.0393415
DiastolicPercent_One_Mode_Base [ 53]: 0.0391
PulsePressure_Two_Linear_R2_Up [261]: 0.0386074
DiastolicPressure_Two_IQ_Base [ 79]: 0.0384105
SystolicPercent_One_Mode_Base [ 48]: 0.0374843
SystolicPressure_Two_Beta_Down [415]: 0.0372715
DiastolicPercent_Two_Mode_Base [128]: 0.0357786
AugmentationIndex_Two_STDEV_Base [101]: 0.0347946
Transfer_Phase_0_Down [639]: 0
Transfer_Frequency_0_Down [650]: 0
Transfer_Phase_0_Up [549]: 0
MeanPressure_Two_Mode_Base [108]: 0
FormFactor_Two_Mode_Base [113]: 0
MeanPressure_One_Mode_Base [ 33]: 0
Transfer_Frequency_0_Peak [605]: 0
Transfer_Phase_0_Peak [594]: 0
Transfer_Phase_0_Base [504]: 0
Transfer_Frequency_0_Up [560]: 0
Transfer_Frequency_0_Base [515]: 0
In [ ]:
Content source: igg/AgeCardioTraits
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