library(Hmisc)
library(knitr) 
library(rmarkdown) 
library(markdown)
library(tidyverse)
library(car)
library(rcompanion)
library(tidyverse)
library(rstatix)
library(ggpubr)
library(car)
library(prettyR)

1er groupe 01/01/2018->27/06/2019

Groupe_1 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/Groupe_1/Groupe_1.csv", stringsAsFactors=TRUE)

G1<-Groupe_1

Description totale

by(G1,G1$Pose_valves, summary)
## G1$Pose_valves: Non
##       Groupe   Date.consult.initiale age_Cs_initiale Sexe           Adressé_par
##  Groupe_1:24   16/05/2019: 2         Min.   :46.38   F: 7   Hopital public:10  
##                17/01/2019: 2         1st Qu.:54.90   H:17   Privé         : 8  
##                28/03/2019: 2         Median :63.29          Suivi CHUT    : 3  
##                04/06/2019: 1         Mean   :62.25          Ville         : 3  
##                06/12/2017: 1         3rd Qu.:69.58                             
##                09/04/2019: 1         Max.   :81.12                             
##                (Other)   :15                                                   
##  Vu_en_Cs Vu_en_HDS Critères_AMM_remplis Pose_valves
##  Non: 5   Non: 1    Non: 8               Non:24     
##  Oui:19   Oui:23    Oui:16               Oui: 0     
##                                                     
##                                                     
##                                                     
##                                                     
##                                                     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               :0      
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :9      
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :3      
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:3      
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :7      
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            :2      
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :12     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 4     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 1     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 6     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 1     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :19     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 1     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 2     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 1     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 1     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :23     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 1     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :13     
##  Raison clinique :  Refus du patient                  : 1     
##  Raison clinique : Atcd chir                          : 2     
##  Raison clinique : Exacerbation                       : 3     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 4     
##  Raison clinique :Tabac actif 2                       : 1     
##                                                               
##                        Raison.clinique_2 Raison.clinique_3
##                                 :21      Mode:logical     
##  Raison clinique :  Pas de rehab: 2      NA's:24          
##  Raison clinique : Exacerbation : 1                       
##                                                           
##                                                           
##                                                           
##                                                           
##                              Raison_paraclinique._EFR_1
##                                           :19          
##  Raison paraclinique EFR : VEMS trop élevé: 3          
##  Raison paraclinique EFR :VR trop bas     : 2          
##                                                        
##                                                        
##                                                        
##                                                        
##                          Raison_paraclinique._EFR_2
##                                       :22          
##  Raison paraclinique EFR :VR trop bas : 2          
##                                                    
##                                                    
##                                                    
##                                                    
##                                                    
##                                         Raison_paraclinique._Imagerie_1
##                                                         :14            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 1            
##  Raison paraclinique imagerie : nodule suspect          : 2            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 7            
##                                                                        
##                                                                        
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :23            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 1            
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                         Raison_scissure_perméable
##                                      :17         
##  Raison scissure perméable : Chartis : 7         
##                                                  
##                                                  
##                                                  
##                                                  
##                                                  
##                            Raison_clinique_cardio
##                                       :20        
##  Raison clinique cardio : Cardiopathie: 2        
##  Raison clinique cardio : HTAP        : 2        
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents   Satut_Tabagique
##                                            :18   actif     : 2    
##  Antécédents : cancer pulmonaire ou nodule : 1   Non_fumeur: 1    
##  Antécédents : cardiopathie                : 2   Sevré     :21    
##  Antécédents : HTAP                        : 2                    
##  Antécédents : pneumonie                   : 1                    
##                                                                   
##                                                                   
##  Déficit_alpha     taille          poids             BMI       
##  Non:23        Min.   :1.510   Min.   : 42.00   Min.   :18.37  
##  Oui: 1        1st Qu.:1.640   1st Qu.: 59.00   1st Qu.:19.77  
##                Median :1.750   Median : 65.00   Median :22.34  
##                Mean   :1.712   Mean   : 67.57   Mean   :22.94  
##                3rd Qu.:1.790   3rd Qu.: 76.00   3rd Qu.:23.84  
##                Max.   :1.840   Max.   :109.00   Max.   :40.04  
##                NA's   :1       NA's   :1        NA's   :1      
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB    
##  Min.   :2.000        A: 1                  Non:16            Non:21  
##  1st Qu.:3.000        B:15                  Oui: 8            Oui: 3  
##  Median :3.000        C: 1                                            
##  Mean   :3.167        D: 7                                            
##  3rd Qu.:4.000                                                        
##  Max.   :4.000                                                        
##                                                                       
##   Score.MMRC_0   Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :1.000   Non: 4                       Non: 7                    
##  1st Qu.:2.000   Oui:20                       Oui:17                    
##  Median :3.000                                                          
##  Mean   :2.739                                                          
##  3rd Qu.:3.000                                                          
##  Max.   :4.000                                                          
##  NA's   :1                                                              
##  Ttt_BPCO_médicamenteux     OLD            Réhab_réalisée
##     : 2                       : 1                 : 1    
##  Non: 3                 Effort: 4   ACTIF         : 3    
##  Oui:19                 Non   : 9   Apres dressage: 2    
##                         Repos :10   Non           : 1    
##                                     Oui           :17    
##                                                          
##                                                          
##            Intervention_ttt_emphysème_préalable
##  Non                         :23               
##  Oui                         : 1               
##  SEGMENTECTOMIE LSD POUR NDUL: 0               
##  SYMPHYSE G POUR PNO         : 0               
##                                                
##                                                
##                                                
##  Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  0      :6                                                                                       
##  1      :6                                                                                       
##  1_4    :5                                                                                       
##  2      :2                                                                                       
##  3      :2                                                                                       
##  4      :2                                                                                       
##  (Other):1                                                                                       
##  Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2
##  Min.   :0.000                                                                          
##  1st Qu.:1.000                                                                          
##  Median :1.000                                                                          
##  Mean   :1.333                                                                          
##  3rd Qu.:2.000                                                                          
##  Max.   :2.000                                                                          
##  NA's   :9                                                                              
##  Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  0      :8                                                                               
##  1_4    :6                                                                               
##  1      :5                                                                               
##         :2                                                                               
##  3      :2                                                                               
##  5      :1                                                                               
##  (Other):0                                                                               
##  X..de.perfusion.du.lobe.traité Stratx...Homogène..15.0_Hétérogène.1
##         :24                               :9                        
##  01-avr : 0                     Hètérogène:8                        
##  1      : 0                     Homogène  :7                        
##  1,4    : 0                                                         
##  13     : 0                                                         
##  14     : 0                                                         
##  (Other): 0                                                         
##    TM6_.m._0     TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0  BODE_calcul    
##  Min.   :120.0   Min.   :62.00         Min.   : 1.000     Min.   : 2.000  
##  1st Qu.:276.8   1st Qu.:79.25         1st Qu.: 5.000     1st Qu.: 5.000  
##  Median :331.0   Median :83.50         Median : 7.000     Median : 5.000  
##  Mean   :351.4   Mean   :81.91         Mean   : 6.614     Mean   : 5.364  
##  3rd Qu.:412.8   3rd Qu.:86.00         3rd Qu.: 8.375     3rd Qu.: 6.000  
##  Max.   :585.0   Max.   :95.00         Max.   :10.000     Max.   :10.000  
##  NA's   :2       NA's   :2             NA's   :2          NA's   :2       
##              ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0    VEMS._mL_0  
##                : 2   Min.   :45.00   Min.   :28.50   Min.   : 430  
##  Autre anomalie: 3   1st Qu.:65.00   1st Qu.:35.35   1st Qu.: 750  
##  HTAP          : 4   Median :67.50   Median :38.00   Median :1000  
##  Normale       :15   Mean   :68.01   Mean   :38.49   Mean   :1113  
##                      3rd Qu.:74.17   3rd Qu.:40.50   3rd Qu.:1290  
##                      Max.   :89.00   Max.   :57.00   Max.   :2360  
##                      NA's   :8       NA's   :5       NA's   :1     
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0        CVF_ml_0   
##  Min.   :19.00   Min.   :1840   Min.   : 73.0   Min.   :1210  
##  1st Qu.:29.00   1st Qu.:4200   1st Qu.:182.8   1st Qu.:1812  
##  Median :33.00   Median :4700   Median :222.5   Median :2695  
##  Mean   :37.50   Mean   :4905   Mean   :227.4   Mean   :2642  
##  3rd Qu.:43.25   3rd Qu.:5900   3rd Qu.:253.8   3rd Qu.:3175  
##  Max.   :70.00   Max.   :7230   Max.   :385.0   Max.   :4480  
##                  NA's   :1                      NA's   :2     
##    CVF_PCT_0          CPT_ml_0       CPT_PCT_0        VR_CPT_0    
##  Min.   :  37.50   Min.   :   60   Min.   : 87.0   Min.   :35.00  
##  1st Qu.:  65.00   1st Qu.: 6420   1st Qu.:116.0   1st Qu.:56.23  
##  Median :  72.00   Median : 7900   Median :133.0   Median :62.00  
##  Mean   : 200.55   Mean   : 7582   Mean   :131.0   Mean   :61.93  
##  3rd Qu.:  88.75   3rd Qu.: 9050   3rd Qu.:144.8   3rd Qu.:66.75  
##  Max.   :2860.00   Max.   :11000   Max.   :159.0   Max.   :86.00  
##  NA's   :2         NA's   :1                       NA's   :2      
##    DLCO_PCT_0    Nbre_valves_posées Résultats_Chartis  Lobe_choisi
##  Min.   :23.00   Min.   :0                   :19             :24  
##  1st Qu.:29.00   1st Qu.:0          Complete : 0      LID    : 0  
##  Median :32.00   Median :0          Incomplet: 5      LID_LIG: 0  
##  Mean   :32.48   Mean   :0          Non Fait : 0      LIG    : 0  
##  3rd Qu.:35.00   3rd Qu.:0                            LM     : 0  
##  Max.   :45.00   Max.   :0                            LSD    : 0  
##  NA's   :3                                            (Other): 0  
##  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##            :24                                      :24       
##  03/02/2021: 0                    Exacerbation BPCO : 0       
##  03/07/2019: 0                   Autre              : 0       
##  05/06/2019: 0                   Majoration dyspnée : 0       
##  09/01/2019: 0                                                
##  09/10/2019: 0                                                
##  (Other)   : 0                                                
##  date.de.survenue.des.complications_0
##            :24                       
##  01/08/2019: 0                       
##  03/08/2019: 0                       
##  11/01/2019: 0                       
##                                      
##                                      
##                                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : NA                                
##  1st Qu.: NA                                
##  Median : NA                                
##  Mean   :NaN                                
##  3rd Qu.: NA                                
##  Max.   : NA                                
##  NA's   :24                                 
##                              PEC.en.charge.des.complications_0...retrait.valve..drainage.
##                                                            :24                           
##  aerosols                                                  : 0                           
##  AEROSOLS, a la 2e pose du LID                             : 0                           
##  Décompensation avec part cardiaque : furo atb ctc aerosols: 0                           
##  EMBOLIE PULM                                              : 0                           
##  passage SI, salbu                                         : 0                           
##  USI, bronchodilat                                         : 0                           
##  Date.de.la.pose.de.valve.N.2           Complications.pose
##            :24                                   :24      
##  01/10/2019: 0                 Exacerbation BPCO : 0      
##  03/07/2019: 0                Autre              : 0      
##  04/09/2019: 0                Hémoptysie         : 0      
##  05/02/2019: 0                Majoration dyspnée : 0      
##  05/11/2019: 0                Pneumonie          : 0      
##  (Other)   : 0                Pneumothorax       : 0      
##  date.de.survenue.des.complications
##            :24                     
##  01/10/2019: 0                     
##  07/04/2020: 0                     
##  07/10/2019: 0                     
##  09/02/2019: 0                     
##  25/07/2019: 0                     
##  29/06/2019: 0                     
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : NA                                        
##  1st Qu.: NA                                        
##  Median : NA                                        
##  Mean   :NaN                                        
##  3rd Qu.: NA                                        
##  Max.   : NA                                        
##  NA's   :24                                         
##                      PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                    :24                           
##  aerosols                                          : 0                           
##  AEROSOLS 4SEM                                     : 0                           
##  ATB                                               : 0                           
##  DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE : 0                           
##  FIEVRE, ATB PROLONGEE                             : 0                           
##  (Other)                                           : 0                           
##   VEMS_.ml._1   VEMS_.PCT._1  Gain_VEMS_1    CVF_.ml._1   CVF_.PCT._1 
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :24    NA's   :24    NA's   :24    NA's   :24    NA's   :24   
##    Gain_CVF_1    CPT_.ml._1   CPT_.PCT._1     Gain_CPT     VR..ml._1  
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :24    NA's   :24    NA's   :24    NA's   :24    NA's   :24   
##    VR..PCT._1    Gain_VR_1     TM6_.m._1   TM6_sat_.PCT._1 TM6_.score.borg._1
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA     Min.   : NA       
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA       
##  Median : NA   Median : NA   Median : NA   Median : NA     Median : NA       
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN     Mean   :NaN       
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA       
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA     Max.   : NA       
##  NA's   :24    NA's   :24    NA's   :24    NA's   :24      NA's   :24        
##    Gain_TM6_1      mMRC_1        IMC_1     BODE.calculé_1
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   
##  Median : NA   Median : NA   Median : NA   Median : NA   
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   
##  NA's   :24    NA's   :24    NA's   :24    NA's   :24    
##        Complications_a_distance_1      Complications_a_distance_2
##                     :24                             :24          
##   Exacerbation BPCO : 0           Majoration dyspnée: 0          
##  Engluement valve   : 0                                          
##  Majoration dyspnée : 0                                          
##                                                                  
##                                                                  
##                                                                  
##                                                        Prise_en_charge_complications_1
##                                                                        :24            
##  1 exa, en rehab // retrait valves                                     : 0            
##  AEROSOLS DOMICILE                                                     : 0            
##  atb au domicile, multiples exacerbation chez un patient colo à achromo: 0            
##  consult                                                               : 0            
##  CTC ATB, PLUSIEURS EXA                                                : 0            
##  (Other)                                                               : 0            
##   VEMS_.ml._2   VEMS_.PCT._2  Gain_VEMS_2    CVF_.ml._2   CVF_.PCT._2 
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :24    NA's   :24    NA's   :24    NA's   :24    NA's   :24   
##    Gain_CVF_2    CPT_.ml._2   CPT_.PCT._2    Gain_CPT_2    VR_.ml._2  
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :24    NA's   :24    NA's   :24    NA's   :24    NA's   :24   
##    VR_.PCT._2    Gain_VR_2   TM6_sat_.PCT._2   TM6_.m._2   TM6_.score.borg._2
##  Min.   : NA   Min.   : NA   Min.   : NA     Min.   : NA   Min.   : NA       
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA   1st Qu.: NA       
##  Median : NA   Median : NA   Median : NA     Median : NA   Median : NA       
##  Mean   :NaN   Mean   :NaN   Mean   :NaN     Mean   :NaN   Mean   :NaN       
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA   3rd Qu.: NA       
##  Max.   : NA   Max.   : NA   Max.   : NA     Max.   : NA   Max.   : NA       
##  NA's   :24    NA's   :24    NA's   :24      NA's   :24    NA's   :24        
##  Calcul_BODE_TM6_2   Gain.TM6_2      mMRC_2        IMC_2     calcul.bode_2
##  Min.   : NA       Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA       1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA       Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN       Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA       3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA       Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :24        NA's   :24    NA's   :24    NA's   :24    NA's   :24   
##       Complications_a_distance_1.1   Complications_a_distance_2.1 Retrait_valve
##                     :24                            :24               :24       
##   Exacerbation BPCO : 0            Migration valve : 0            Non: 0       
##  Hémoptysie         : 0                                           Oui: 0       
##                                                                                
##                                                                                
##                                                                                
##                                                                                
##           type_retrait delais_retrait_valve_mois
##                 :24    Min.   : NA              
##  Non            : 0    1st Qu.: NA              
##  retrait complet: 0    Median : NA              
##  retrait partiel: 0    Mean   :NaN              
##                        3rd Qu.: NA              
##                        Max.   : NA              
##                        NA's   :24               
##                                                Raison.retrait.valves
##                                                           :24       
##  DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG     : 0       
##  EFR et dyspnée inchangés                                 : 0       
##  Hemopt et projet de greffe                               : 0       
##  PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE: 0       
##                                                                     
##                                                                     
## ------------------------------------------------------------ 
## G1$Pose_valves: Oui
##       Groupe   Date.consult.initiale age_Cs_initiale Sexe           Adressé_par
##  Groupe_1:18   04/10/2018:2          Min.   :48.83   F: 4   Hopital public:6   
##                20/09/2018:2          1st Qu.:54.64   H:14   Privé         :3   
##                28/03/2019:2          Median :58.57          Suivi CHUT    :5   
##                05/09/2017:1          Mean   :60.78          Ville         :4   
##                07/02/2019:1          3rd Qu.:67.97                             
##                11/10/2018:1          Max.   :71.58                             
##                (Other)   :9                                                    
##  Vu_en_Cs Vu_en_HDS Critères_AMM_remplis Pose_valves
##  Non: 0   Non: 4    Non: 4               Non: 0     
##  Oui:18   Oui:14    Oui:14               Oui:18     
##                                                     
##                                                     
##                                                     
##                                                     
##                                                     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               :18     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 0     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 0     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :18     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 0     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :18     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 0     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :18     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :18     
##  Raison clinique :  Refus du patient                  : 0     
##  Raison clinique : Atcd chir                          : 0     
##  Raison clinique : Exacerbation                       : 0     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 0     
##  Raison clinique :Tabac actif 2                       : 0     
##                                                               
##                        Raison.clinique_2 Raison.clinique_3
##                                 :18      Mode:logical     
##  Raison clinique :  Pas de rehab: 0      NA's:18          
##  Raison clinique : Exacerbation : 0                       
##                                                           
##                                                           
##                                                           
##                                                           
##                              Raison_paraclinique._EFR_1
##                                           :18          
##  Raison paraclinique EFR : VEMS trop élevé: 0          
##  Raison paraclinique EFR :VR trop bas     : 0          
##                                                        
##                                                        
##                                                        
##                                                        
##                          Raison_paraclinique._EFR_2
##                                       :18          
##  Raison paraclinique EFR :VR trop bas : 0          
##                                                    
##                                                    
##                                                    
##                                                    
##                                                    
##                                         Raison_paraclinique._Imagerie_1
##                                                         :18            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 0            
##  Raison paraclinique imagerie : nodule suspect          : 0            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 0            
##                                                                        
##                                                                        
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :18            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 0            
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                         Raison_scissure_perméable
##                                      :18         
##  Raison scissure perméable : Chartis : 0         
##                                                  
##                                                  
##                                                  
##                                                  
##                                                  
##                            Raison_clinique_cardio
##                                       :18        
##  Raison clinique cardio : Cardiopathie: 0        
##  Raison clinique cardio : HTAP        : 0        
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents   Satut_Tabagique
##                                            :16   actif     : 1    
##  Antécédents : cancer pulmonaire ou nodule : 0   Non_fumeur: 0    
##  Antécédents : cardiopathie                : 2   Sevré     :17    
##  Antécédents : HTAP                        : 0                    
##  Antécédents : pneumonie                   : 0                    
##                                                                   
##                                                                   
##  Déficit_alpha     taille          poids            BMI       
##  Non:16        Min.   :1.580   Min.   :42.00   Min.   :14.20  
##  Oui: 2        1st Qu.:1.692   1st Qu.:59.00   1st Qu.:20.68  
##                Median :1.710   Median :70.00   Median :23.34  
##                Mean   :1.716   Mean   :68.06   Mean   :23.04  
##                3rd Qu.:1.750   3rd Qu.:78.50   3rd Qu.:26.37  
##                Max.   :1.830   Max.   :93.00   Max.   :29.35  
##                                                               
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB    
##  Min.   :3.000        A: 0                  Non:14            Non:17  
##  1st Qu.:3.000        B:14                  Oui: 4            Oui: 1  
##  Median :3.000        C: 0                                            
##  Mean   :3.444        D: 4                                            
##  3rd Qu.:4.000                                                        
##  Max.   :4.000                                                        
##                                                                       
##   Score.MMRC_0 Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :2     Non: 0                       Non: 6                    
##  1st Qu.:3     Oui:18                       Oui:12                    
##  Median :3                                                            
##  Mean   :3                                                            
##  3rd Qu.:3                                                            
##  Max.   :4                                                            
##                                                                       
##  Ttt_BPCO_médicamenteux     OLD           Réhab_réalisée
##     : 0                       :0                 : 0    
##  Non: 0                 Effort:8   ACTIF         : 0    
##  Oui:18                 Non   :5   Apres dressage: 2    
##                         Repos :5   Non           : 4    
##                                    Oui           :12    
##                                                         
##                                                         
##            Intervention_ttt_emphysème_préalable
##  Non                         :16               
##  Oui                         : 0               
##  SEGMENTECTOMIE LSD POUR NDUL: 1               
##  SYMPHYSE G POUR PNO         : 1               
##                                                
##                                                
##                                                
##  Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  4      :4                                                                                       
##  5      :4                                                                                       
##  1      :3                                                                                       
##  2      :2                                                                                       
##  3_5    :2                                                                                       
##  0      :1                                                                                       
##  (Other):2                                                                                       
##  Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2
##  Min.   :1.000                                                                          
##  1st Qu.:1.000                                                                          
##  Median :2.000                                                                          
##  Mean   :1.667                                                                          
##  3rd Qu.:2.000                                                                          
##  Max.   :2.000                                                                          
##                                                                                         
##  Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  1      :4                                                                               
##  3_5    :3                                                                               
##         :2                                                                               
##  1_4    :2                                                                               
##  4      :2                                                                               
##  5      :2                                                                               
##  (Other):3                                                                               
##  X..de.perfusion.du.lobe.traité Stratx...Homogène..15.0_Hétérogène.1
##         :6                                :0                        
##  18     :2                      Hètérogène:9                        
##  01-avr :1                      Homogène  :9                        
##  1      :1                                                          
##  1,4    :1                                                          
##  13     :1                                                          
##  (Other):6                                                          
##    TM6_.m._0     TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0  BODE_calcul   
##  Min.   :135.0   Min.   :63.00         Min.   :4.000      Min.   :3.000  
##  1st Qu.:258.0   1st Qu.:76.00         1st Qu.:7.000      1st Qu.:5.000  
##  Median :312.0   Median :82.00         Median :8.000      Median :5.000  
##  Mean   :337.5   Mean   :82.82         Mean   :7.559      Mean   :5.765  
##  3rd Qu.:380.0   3rd Qu.:90.00         3rd Qu.:9.000      3rd Qu.:7.000  
##  Max.   :546.0   Max.   :95.00         Max.   :9.000      Max.   :9.000  
##  NA's   :1       NA's   :1             NA's   :1          NA's   :1      
##              ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0   VEMS._mL_0  
##                : 3   Min.   :51.00   Min.   :34.0   Min.   : 530  
##  Autre anomalie: 0   1st Qu.:65.00   1st Qu.:37.5   1st Qu.: 800  
##  HTAP          : 2   Median :68.00   Median :41.0   Median : 845  
##  Normale       :13   Mean   :69.52   Mean   :40.3   Mean   : 890  
##                      3rd Qu.:76.00   3rd Qu.:42.0   3rd Qu.:1000  
##                      Max.   :91.00   Max.   :48.0   Max.   :1470  
##                      NA's   :1       NA's   :2                    
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0        CVF_ml_0      CVF_PCT_0    
##  Min.   :19.90   Min.   :3300   Min.   :190.0   Min.   :1230   Min.   :38.00  
##  1st Qu.:23.00   1st Qu.:4628   1st Qu.:231.5   1st Qu.:1730   1st Qu.:49.40  
##  Median :29.50   Median :5950   Median :240.0   Median :2240   Median :58.00  
##  Mean   :29.24   Mean   :5697   Mean   :259.9   Mean   :2285   Mean   :61.33  
##  3rd Qu.:35.75   3rd Qu.:6655   3rd Qu.:289.0   3rd Qu.:2730   3rd Qu.:73.28  
##  Max.   :38.00   Max.   :7870   Max.   :400.0   Max.   :3230   Max.   :85.00  
##                                                 NA's   :1      NA's   :2      
##     CPT_ml_0       CPT_PCT_0        VR_CPT_0       DLCO_PCT_0   
##  Min.   : 5650   Min.   :106.7   Min.   :57.00   Min.   :22.00  
##  1st Qu.: 7600   1st Qu.:122.8   1st Qu.:63.00   1st Qu.:29.75  
##  Median : 8315   Median :133.0   Median :68.50   Median :33.00  
##  Mean   : 8321   Mean   :131.2   Mean   :69.41   Mean   :34.50  
##  3rd Qu.: 9525   3rd Qu.:139.5   3rd Qu.:75.75   3rd Qu.:38.00  
##  Max.   :10000   Max.   :150.0   Max.   :83.88   Max.   :55.00  
##                                                  NA's   :2      
##  Nbre_valves_posées Résultats_Chartis  Lobe_choisi
##  Min.   : 5.000              :1       LSG    :6   
##  1st Qu.: 5.250     Complete :8       LIG    :4   
##  Median : 6.000     Incomplet:0       LSD    :3   
##  Mean   : 6.889     Non Fait :9       LSD LM :2   
##  3rd Qu.: 7.750                       LID    :1   
##  Max.   :15.000                       LID_LIG:1   
##                                       (Other):1   
##  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##  14/12/2018: 2                                      :12       
##  30/07/2019: 2                    Exacerbation BPCO : 4       
##  03/02/2021: 1                   Autre              : 1       
##  03/07/2019: 1                   Majoration dyspnée : 1       
##  05/06/2019: 1                                                
##  09/01/2019: 1                                                
##  (Other)   :10                                                
##  date.de.survenue.des.complications_0
##            :15                       
##  01/08/2019: 1                       
##  03/08/2019: 1                       
##  11/01/2019: 1                       
##                                      
##                                      
##                                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : 1.00                              
##  1st Qu.: 1.00                              
##  Median :14.00                              
##  Mean   :14.75                              
##  3rd Qu.:27.75                              
##  Max.   :30.00                              
##  NA's   :14                                 
##                              PEC.en.charge.des.complications_0...retrait.valve..drainage.
##                                                            :12                           
##  aerosols                                                  : 1                           
##  AEROSOLS, a la 2e pose du LID                             : 1                           
##  Décompensation avec part cardiaque : furo atb ctc aerosols: 1                           
##  EMBOLIE PULM                                              : 1                           
##  passage SI, salbu                                         : 1                           
##  USI, bronchodilat                                         : 1                           
##  Date.de.la.pose.de.valve.N.2           Complications.pose
##  01/10/2019:2                                    :10      
##  11/01/2019:2                  Exacerbation BPCO : 3      
##  23/07/2019:2                 Autre              : 1      
##            :1                 Hémoptysie         : 1      
##  03/07/2019:1                 Majoration dyspnée : 1      
##  04/09/2019:1                 Pneumonie          : 1      
##  (Other)   :9                 Pneumothorax       : 1      
##  date.de.survenue.des.complications
##            :12                     
##  01/10/2019: 1                     
##  07/04/2020: 1                     
##  07/10/2019: 1                     
##  09/02/2019: 1                     
##  25/07/2019: 1                     
##  29/06/2019: 1                     
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : 0.00                                      
##  1st Qu.: 2.50                                      
##  Median : 5.00                                      
##  Mean   :14.67                                      
##  3rd Qu.:22.50                                      
##  Max.   :48.00                                      
##  NA's   :12                                         
##                      PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                    :10                           
##  aerosols                                          : 1                           
##  AEROSOLS 4SEM                                     : 1                           
##  ATB                                               : 1                           
##  DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE : 1                           
##  FIEVRE, ATB PROLONGEE                             : 1                           
##  (Other)                                           : 3                           
##   VEMS_.ml._1    VEMS_.PCT._1    Gain_VEMS_1       CVF_.ml._1    CVF_.PCT._1   
##  Min.   : 520   Min.   :21.00   Min.   :-320.0   Min.   :1430   Min.   :44.00  
##  1st Qu.: 800   1st Qu.:27.60   1st Qu.: -10.0   1st Qu.:2230   1st Qu.:60.80  
##  Median : 900   Median :36.00   Median : 100.0   Median :2500   Median :69.00  
##  Mean   :1091   Mean   :35.09   Mean   : 218.8   Mean   :2561   Mean   :68.41  
##  3rd Qu.:1220   3rd Qu.:42.00   3rd Qu.: 370.0   3rd Qu.:3160   3rd Qu.:79.00  
##  Max.   :2630   Max.   :60.00   Max.   :1830.0   Max.   :3520   Max.   :91.00  
##  NA's   :1      NA's   :1       NA's   :1        NA's   :1      NA's   :1      
##    Gain_CVF_1       CPT_.ml._1     CPT_.PCT._1       Gain_CPT       
##  Min.   :-870.0   Min.   : 5640   Min.   :106.0   Min.   :-1530.00  
##  1st Qu.:  70.0   1st Qu.: 7330   1st Qu.:124.0   1st Qu.: -320.00  
##  Median : 210.0   Median : 8420   Median :133.0   Median :  140.00  
##  Mean   : 408.2   Mean   : 8291   Mean   :130.4   Mean   :  -76.71  
##  3rd Qu.: 700.0   3rd Qu.: 9100   3rd Qu.:137.0   3rd Qu.:  260.00  
##  Max.   :2630.0   Max.   :10400   Max.   :152.0   Max.   : 1060.00  
##  NA's   :1        NA's   :1       NA's   :1       NA's   :1         
##    VR..ml._1      VR..PCT._1      Gain_VR_1         TM6_.m._1    
##  Min.   :3870   Min.   :173.0   Min.   :-2380.0   Min.   :180.0  
##  1st Qu.:4600   1st Qu.:217.0   1st Qu.:-1110.0   1st Qu.:268.2  
##  Median :5540   Median :234.0   Median : -130.0   Median :329.0  
##  Mean   :5609   Mean   :239.5   Mean   : -141.2   Mean   :347.3  
##  3rd Qu.:6400   3rd Qu.:262.0   3rd Qu.:  640.0   3rd Qu.:410.0  
##  Max.   :8660   Max.   :310.0   Max.   : 1960.0   Max.   :630.0  
##  NA's   :1      NA's   :1       NA's   :1         NA's   :4      
##  TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1          mMRC_1     
##  Min.   :74.00   Min.   :2.500      Min.   :-219.00   Min.   :1.000  
##  1st Qu.:78.25   1st Qu.:6.000      1st Qu.: -14.00   1st Qu.:1.000  
##  Median :83.50   Median :8.000      Median :  23.50   Median :2.000  
##  Mean   :83.64   Mean   :6.893      Mean   :  12.00   Mean   :2.125  
##  3rd Qu.:89.00   3rd Qu.:8.000      3rd Qu.:  64.25   3rd Qu.:3.000  
##  Max.   :92.00   Max.   :9.000      Max.   : 180.00   Max.   :4.000  
##  NA's   :4       NA's   :4          NA's   :4         NA's   :2      
##      IMC_1       BODE.calculé_1       Complications_a_distance_1
##  Min.   :14.00   Min.   :2.00                      :9           
##  1st Qu.:21.00   1st Qu.:3.25    Exacerbation BPCO :6           
##  Median :24.00   Median :4.00   Engluement valve   :2           
##  Mean   :22.89   Mean   :4.50   Majoration dyspnée :1           
##  3rd Qu.:25.00   3rd Qu.:6.00                                   
##  Max.   :31.00   Max.   :8.00                                   
##  NA's   :1       NA's   :4                                      
##       Complications_a_distance_2
##                    :17          
##  Majoration dyspnée: 1          
##                                 
##                                 
##                                 
##                                 
##                                 
##                                                        Prise_en_charge_complications_1
##                                                                        :9             
##  1 exa, en rehab // retrait valves                                     :1             
##  AEROSOLS DOMICILE                                                     :1             
##  atb au domicile, multiples exacerbation chez un patient colo à achromo:1             
##  consult                                                               :1             
##  CTC ATB, PLUSIEURS EXA                                                :1             
##  (Other)                                                               :4             
##   VEMS_.ml._2      VEMS_.PCT._2    Gain_VEMS_2        CVF_.ml._2  
##  Min.   : 490.0   Min.   :17.00   Min.   :-500.00   Min.   :1630  
##  1st Qu.: 637.5   1st Qu.:21.50   1st Qu.:-132.50   1st Qu.:1720  
##  Median :1000.0   Median :30.00   Median :  35.00   Median :2140  
##  Mean   : 950.8   Mean   :30.36   Mean   :  78.33   Mean   :2282  
##  3rd Qu.:1092.5   3rd Qu.:38.00   3rd Qu.: 390.00   3rd Qu.:2555  
##  Max.   :1900.0   Max.   :48.00   Max.   : 550.00   Max.   :3600  
##  NA's   :6        NA's   :7       NA's   :6         NA's   :7     
##   CVF_.PCT._2      Gain_CVF_2        CPT_.ml._2     CPT_.PCT._2   
##  Min.   :40.00   Min.   :-1230.0   Min.   : 5730   Min.   :107.0  
##  1st Qu.:50.00   1st Qu.: -430.0   1st Qu.: 7515   1st Qu.:117.0  
##  Median :58.00   Median :  250.0   Median : 8560   Median :130.0  
##  Mean   :59.73   Mean   :  197.3   Mean   : 8359   Mean   :142.4  
##  3rd Qu.:67.50   3rd Qu.:  640.0   3rd Qu.: 9250   3rd Qu.:138.5  
##  Max.   :83.00   Max.   : 2060.0   Max.   :10800   Max.   :294.0  
##  NA's   :7       NA's   :7         NA's   :7       NA's   :7      
##    Gain_CPT_2         VR_.ml._2      VR_.PCT._2    Gain_VR_2       
##  Min.   :-1020.00   Min.   :3600   Min.   :179   Min.   :-2910.00  
##  1st Qu.: -610.00   1st Qu.:4175   1st Qu.:191   1st Qu.:-1135.00  
##  Median :   20.00   Median :5500   Median :245   Median :   90.00  
##  Mean   :  -66.73   Mean   :5633   Mean   :240   Mean   :  -64.55  
##  3rd Qu.:  433.00   3rd Qu.:6610   3rd Qu.:282   3rd Qu.:  815.00  
##  Max.   : 1060.00   Max.   :8900   Max.   :334   Max.   : 2790.00  
##  NA's   :7          NA's   :7      NA's   :7     NA's   :7         
##  TM6_sat_.PCT._2   TM6_.m._2     TM6_.score.borg._2 Calcul_BODE_TM6_2
##  Min.   :77.0    Min.   :219.0   Min.   :5.000      Min.   :0.000    
##  1st Qu.:80.0    1st Qu.:319.5   1st Qu.:5.000      1st Qu.:1.000    
##  Median :80.5    Median :349.5   Median :8.000      Median :3.000    
##  Mean   :83.0    Mean   :389.1   Mean   :7.188      Mean   :1.882    
##  3rd Qu.:84.0    3rd Qu.:460.5   3rd Qu.:8.625      3rd Qu.:3.000    
##  Max.   :94.0    Max.   :633.0   Max.   :9.000      Max.   :3.000    
##  NA's   :10      NA's   :10      NA's   :10         NA's   :1        
##    Gain.TM6_2          mMRC_2          IMC_2       calcul.bode_2  
##  Min.   :-136.00   Min.   :1.000   Min.   :14.00   Min.   :2.000  
##  1st Qu.: -44.75   1st Qu.:2.000   1st Qu.:20.10   1st Qu.:2.750  
##  Median :  30.00   Median :3.000   Median :23.00   Median :5.000  
##  Mean   :  19.50   Mean   :2.727   Mean   :22.99   Mean   :4.625  
##  3rd Qu.: 109.75   3rd Qu.:3.500   3rd Qu.:26.25   3rd Qu.:6.000  
##  Max.   : 120.00   Max.   :4.000   Max.   :31.00   Max.   :8.000  
##  NA's   :10        NA's   :7       NA's   :7       NA's   :10     
##       Complications_a_distance_1.1   Complications_a_distance_2.1 Retrait_valve
##                     :12                            :17               : 0       
##   Exacerbation BPCO : 5            Migration valve : 1            Non:14       
##  Hémoptysie         : 1                                           Oui: 4       
##                                                                                
##                                                                                
##                                                                                
##                                                                                
##           type_retrait delais_retrait_valve_mois
##                 : 0    Min.   : 5.17            
##  Non            :14    1st Qu.: 7.54            
##  retrait complet: 3    Median :10.55            
##  retrait partiel: 1    Mean   :10.69            
##                        3rd Qu.:13.70            
##                        Max.   :16.50            
##                        NA's   :14               
##                                                Raison.retrait.valves
##                                                           :14       
##  DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG     : 1       
##  EFR et dyspnée inchangés                                 : 1       
##  Hemopt et projet de greffe                               : 1       
##  PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE: 1       
##                                                                     
## 
by(G1,G1$Pose_valves, Hmisc::describe)
## G1$Pose_valves: Non
## data[x, , drop = FALSE] 
## 
##  122  Variables      24  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       24        0        1 Groupe_1 
##                    
## Value      Groupe_1
## Frequency        24
## Proportion        1
## --------------------------------------------------------------------------------
## Date.consult.initiale 
##        n  missing distinct 
##       24        0       21 
## 
## lowest : 04/06/2019 06/12/2017 09/04/2019 10/01/2019 10/04/2019
## highest: 27/06/2019 28/03/2019 28/05/2019 29/04/2019 30/11/2018
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       24        1    62.25     10.7    48.46    50.90 
##      .25      .50      .75      .90      .95 
##    54.90    63.29    69.58    71.34    72.31 
## 
## lowest : 46.38 48.06 50.73 51.30 52.76, highest: 70.79 71.11 71.44 72.46 81.12
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       24        0        2 
##                       
## Value          F     H
## Frequency      7    17
## Proportion 0.292 0.708
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       24        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              10              8              3              3
## Proportion          0.417          0.333          0.125          0.125
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      5    19
## Proportion 0.208 0.792
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      1    23
## Proportion 0.042 0.958
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      8    16
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       24        0        1      Non 
##               
## Value      Non
## Frequency   24
## Proportion   1
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##       24        0        2 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##       24        0        6 
## 
## lowest :                                                       Raison clinique :  Refus du patient                   Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Refus du patient                   Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##       24        0        3 
##                                                                           
## Value                                      Raison clinique :  Pas de rehab
## Frequency                               21                               2
## Proportion                           0.875                           0.083
##                                           
## Value       Raison clinique : Exacerbation
## Frequency                                1
## Proportion                           0.042
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##       24        0        3 
## 
## (19, 0.792), Raison paraclinique EFR : VEMS trop élevé (3, 0.125), Raison
## paraclinique EFR :VR trop bas (2, 0.083)
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##       24        0        2 
##                                                
## Value                                          
## Frequency                                    22
## Proportion                                0.917
##                                                
## Value      Raison paraclinique EFR :VR trop bas
## Frequency                                     2
## Proportion                                0.083
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##       24        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##       24        0        2 
##                                                                  
## Value                                                            
## Frequency                                           23           
## Proportion                                          0.958        
##                                                                  
## Value      Raison paraclinique imagerie : pas de cible TDM-scinti
## Frequency                                            1           
## Proportion                                          0.042        
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##       24        0        2 
##                                               
## Value                                         
## Frequency                                   17
## Proportion                               0.708
##                                               
## Value      Raison scissure perméable : Chartis
## Frequency                                    7
## Proportion                               0.292
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##       24        0        3 
## 
## (20, 0.833), Raison clinique cardio : Cardiopathie (2, 0.083), Raison clinique
## cardio : HTAP (2, 0.083)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       24        0        3 
##                                            
## Value           actif Non_fumeur      Sevré
## Frequency           2          1         21
## Proportion      0.083      0.042      0.875
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     23     1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       18    0.997    1.712   0.1168    1.532    1.556 
##      .25      .50      .75      .90      .95 
##    1.640    1.750    1.790    1.820    1.820 
## 
## lowest : 1.51 1.53 1.55 1.58 1.61, highest: 1.78 1.79 1.80 1.82 1.84
##                                                                             
## Value       1.51  1.53  1.55  1.58  1.61  1.63  1.65  1.67  1.68  1.69  1.75
## Frequency      1     1     1     1     1     1     1     1     1     1     2
## Proportion 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.087
##                                                     
## Value       1.76  1.77  1.78  1.79  1.80  1.82  1.84
## Frequency      1     1     2     2     1     3     1
## Proportion 0.043 0.043 0.087 0.087 0.043 0.130 0.043
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       18    0.994    67.57    17.59     43.6     50.2 
##      .25      .50      .75      .90      .95 
##     59.0     65.0     76.0     84.8     95.9 
## 
## lowest :  42  43  49  55  56, highest:  78  80  86  97 109
##                                                                             
## Value         42    43    49    55    56    58    60    62    64    65    67
## Frequency      1     1     1     1     1     1     1     2     1     4     1
## Proportion 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.087 0.043 0.174 0.043
##                                                     
## Value         72    74    78    80    86    97   109
## Frequency      1     1     1     2     1     1     1
## Proportion 0.043 0.043 0.043 0.087 0.043 0.043 0.043
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       22        1    22.94     4.66    18.45    18.76 
##      .25      .50      .75      .90      .95 
##    19.77    22.34    23.84    27.26    29.13 
## 
## lowest : 18.37 18.42 18.73 18.90 19.20, highest: 24.14 25.25 27.76 29.28 40.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       24        0        3    0.835    3.167   0.7536 
##                             
## Value          2     3     4
## Frequency      4    12     8
## Proportion 0.167 0.500 0.333
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       24        0        4 
##                                   
## Value          A     B     C     D
## Frequency      1    15     1     7
## Proportion 0.042 0.625 0.042 0.292
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     16     8
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     21     3
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       23        1        4    0.869    2.739   0.9407 
##                                   
## Value          1     2     3     4
## Frequency      2     6    11     4
## Proportion 0.087 0.261 0.478 0.174
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      4    20
## Proportion 0.167 0.833
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      7    17
## Proportion 0.292 0.708
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##       24        0        3 
##                             
## Value              Non   Oui
## Frequency      2     3    19
## Proportion 0.083 0.125 0.792
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       24        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       1      4      9     10
## Proportion  0.042  0.167  0.375  0.417
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               1              3              2              1
## Proportion          0.042          0.125          0.083          0.042
##                          
## Value                 Oui
## Frequency              17
## Proportion          0.708
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     23     1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       24        0        7 
## 
## lowest : 0   1   1_4 2   3  , highest: 1_4 2   3   4   5  
##                                                     
## Value          0     1   1_4     2     3     4     5
## Frequency      6     6     5     2     2     2     1
## Proportion 0.250 0.250 0.208 0.083 0.083 0.083 0.042
## --------------------------------------------------------------------------------
## Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2 
##        n  missing distinct     Info     Mean      Gmd 
##       15        9        3    0.788    1.333   0.6476 
##                             
## Value          0     1     2
## Frequency      1     8     6
## Proportion 0.067 0.533 0.400
## --------------------------------------------------------------------------------
## Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       24        0        6 
## 
## lowest :     0   1   1_4 3  , highest: 0   1   1_4 3   5  
##                                               
## Value                0     1   1_4     3     5
## Frequency      2     8     5     6     2     1
## Proportion 0.083 0.333 0.208 0.250 0.083 0.042
## --------------------------------------------------------------------------------
## X..de.perfusion.du.lobe.traité 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       24        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           9          8          7
## Proportion      0.375      0.333      0.292
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       21    0.999    351.4    158.8    123.0    186.0 
##      .25      .50      .75      .90      .95 
##    276.8    331.0    412.8    555.9    575.1 
## 
## lowest : 120 180 240 258 275, highest: 530 537 558 576 585
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       16    0.994    81.91    8.823    66.25    71.40 
##      .25      .50      .75      .90      .95 
##    79.25    83.50    86.00    89.00    90.90 
## 
## lowest : 62 66 71 75 76, highest: 85 86 89 91 95
##                                                                             
## Value         62    66    71    75    76    79    80    81    82    83    84
## Frequency      1     1     1     1     1     1     1     1     1     2     2
## Proportion 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.091 0.091
##                                         
## Value         85    86    89    91    95
## Frequency      1     3     3     1     1
## Proportion 0.045 0.136 0.136 0.045 0.045
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       10    0.983    6.614    2.587    3.025    3.650 
##      .25      .50      .75      .90      .95 
##    5.000    7.000    8.375    9.000    9.000 
## 
## lowest :  1.0  3.0  3.5  5.0  6.0, highest:  7.0  8.0  8.5  9.0 10.0
##                                                                       
## Value        1.0   3.0   3.5   5.0   6.0   7.0   8.0   8.5   9.0  10.0
## Frequency      1     1     1     4     3     2     4     2     3     1
## Proportion 0.045 0.045 0.045 0.182 0.136 0.091 0.182 0.091 0.136 0.045
## --------------------------------------------------------------------------------
## BODE_calcul 
##        n  missing distinct     Info     Mean      Gmd 
##       22        2        7    0.934    5.364    1.671 
## 
## lowest :  2  3  4  5  6, highest:  4  5  6  7 10
##                                                     
## Value          2     3     4     5     6     7    10
## Frequency      1     1     3     7     7     2     1
## Proportion 0.045 0.045 0.136 0.318 0.318 0.091 0.045
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       24        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency               2              3              4             15
## Proportion          0.083          0.125          0.167          0.625
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        8       15    0.999    68.01    12.88    49.50    53.00 
##      .25      .50      .75      .90      .95 
##    65.00    67.50    74.17    80.50    84.50 
## 
## lowest : 45.0 51.0 55.0 65.0 65.2, highest: 73.0 77.7 78.0 83.0 89.0
##                                                                             
## Value       45.0  51.0  55.0  65.0  65.2  65.3  66.0  69.0  70.0  71.0  73.0
## Frequency      1     1     1     2     1     1     1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.125 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                                   
## Value       77.7  78.0  83.0  89.0
## Frequency      1     1     1     1
## Proportion 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        5       15     0.99    38.49    6.945    30.30    30.90 
##      .25      .50      .75      .90      .95 
##    35.35    38.00    40.50    43.96    51.60 
## 
## lowest : 28.5 30.5 31.0 34.7 35.0, highest: 40.0 41.0 42.2 51.0 57.0
##                                                                             
## Value       28.5  30.5  31.0  34.7  35.0  35.7  36.0  37.1  38.0  38.7  40.0
## Frequency      1     1     1     1     1     1     1     1     4     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.211 0.053 0.053
##                                   
## Value       41.0  42.2  51.0  57.0
## Frequency      2     1     1     1
## Proportion 0.105 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       20    0.998     1113    569.6      591      600 
##      .25      .50      .75      .90      .95 
##      750     1000     1290     1772     2123 
## 
## lowest :  430  590  600  630  740, highest: 1550 1700 1790 2160 2360
##                                                                             
## Value        430   590   600   630   740   760   800   860   900  1000  1100
## Frequency      1     1     2     1     1     1     1     1     1     3     1
## Proportion 0.043 0.043 0.087 0.043 0.043 0.043 0.043 0.043 0.043 0.130 0.043
##                                                                 
## Value       1200  1250  1280  1300  1550  1700  1790  2160  2360
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       17    0.994     37.5    14.84    23.15    24.30 
##      .25      .50      .75      .90      .95 
##    29.00    33.00    43.25    58.40    66.65 
## 
## lowest : 19 23 24 25 27, highest: 44 57 59 68 70
##                                                                             
## Value         19    23    24    25    27    29    30    31    33    38    39
## Frequency      1     1     1     1     1     2     1     2     4     2     1
## Proportion 0.042 0.042 0.042 0.042 0.042 0.083 0.042 0.083 0.167 0.083 0.042
##                                               
## Value         43    44    57    59    68    70
## Frequency      1     2     1     1     1     1
## Proportion 0.042 0.083 0.042 0.042 0.042 0.042
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       20    0.999     4905     1477     3356     3520 
##      .25      .50      .75      .90      .95 
##     4200     4700     5900     6520     6636 
## 
## lowest : 1840 3340 3500 3600 3650, highest: 6100 6200 6600 6640 7230
##                                                                             
## Value       1840  3340  3500  3600  3650  4200  4300  4490  4600  4700  4820
## Frequency      1     1     1     1     1     2     1     1     2     1     1
## Proportion 0.043 0.043 0.043 0.043 0.043 0.087 0.043 0.043 0.087 0.043 0.043
##                                                                 
## Value       5290  5310  5800  5900  6100  6200  6600  6640  7230
## Frequency      1     1     1     2     1     1     1     1     1
## Proportion 0.043 0.043 0.043 0.087 0.043 0.043 0.043 0.043 0.043
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       24        1    227.4    72.24    151.7    168.2 
##      .25      .50      .75      .90      .95 
##    182.8    222.5    253.8    291.5    355.9 
## 
## lowest :  73 149 167 171 180, highest: 263 274 299 366 385
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       22        1     2642     1152     1274     1349 
##      .25      .50      .75      .90      .95 
##     1812     2695     3175     3792     4304 
## 
## lowest : 1210 1270 1340 1430 1690, highest: 3700 3720 3800 4330 4480
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       17    0.997    200.5      272    47.25    52.20 
##      .25      .50      .75      .90      .95 
##    65.00    72.00    88.75    96.60   102.70 
## 
## lowest :   37.5   47.0   52.0   54.0   60.0, highest:   89.0   93.0   97.0  103.0 2860.0
##                                                                          
## Value        37.5   47.0   52.0   54.0   60.0   65.0   70.0   71.0   73.0
## Frequency       1      1      1      1      1      2      2      2      1
## Proportion  0.045  0.045  0.045  0.045  0.045  0.091  0.091  0.091  0.045
##                                                                   
## Value        79.0   86.5   88.0   89.0   93.0   97.0  103.0 2860.0
## Frequency       1      1      2      1      2      1      1      1
## Proportion  0.045  0.045  0.091  0.045  0.091  0.045  0.045  0.045
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       23        1     7582     2366     5339     5552 
##      .25      .50      .75      .90      .95 
##     6420     7900     9050     9626    10128 
## 
## lowest :    60  5330  5420  6080  6200, highest:  9400  9490  9660 10180 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       21    0.999      131    21.14    106.0    112.0 
##      .25      .50      .75      .90      .95 
##    116.0    133.0    144.8    152.0    155.4 
## 
## lowest :  87 105 112 113 116, highest: 147 151 152 156 159
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       20    0.999    61.93    13.55    43.25    48.20 
##      .25      .50      .75      .90      .95 
##    56.23    62.00    66.75    78.48    80.90 
## 
## lowest : 35.0 43.0 48.0 50.0 55.0, highest: 70.0 73.8 79.0 81.0 86.0
##                                                                             
## Value       35.0  43.0  48.0  50.0  55.0  56.0  56.9  60.0  61.0  62.0  62.7
## Frequency      1     1     1     1     1     1     1     2     1     2     1
## Proportion 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.091 0.045 0.091 0.045
##                                                                 
## Value       63.0  65.0  66.0  67.0  70.0  73.8  79.0  81.0  86.0
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        3       16    0.997    32.48     6.19       26       27 
##      .25      .50      .75      .90      .95 
##       29       32       35       39       41 
## 
## lowest : 23 26 27 28 29, highest: 37 38 39 41 45
##                                                                             
## Value         23    26    27    28    29    30    31    32    33    34    35
## Frequency      1     1     2     1     2     1     2     1     2     2     1
## Proportion 0.048 0.048 0.095 0.048 0.095 0.048 0.095 0.048 0.095 0.095 0.048
##                                         
## Value         37    38    39    41    45
## Frequency      1     1     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       24        0        1        0        0        0 
##              
## Value       0
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       24        0        2 
##                               
## Value                Incomplet
## Frequency         19         5
## Proportion     0.792     0.208
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0...retrait.valve..drainage. 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.valve.N.2 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct    value 
##       24        0        1          
##              
## Value        
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Raison.clinique_3                                  
##  [2] Délai.de.survenue.des.complications..jours.        
##  [3] Délai.de.survenue.des.complications..jours._valve.2
##  [4] VEMS_.ml._1                                        
##  [5] VEMS_.PCT._1                                       
##  [6] Gain_VEMS_1                                        
##  [7] CVF_.ml._1                                         
##  [8] CVF_.PCT._1                                        
##  [9] Gain_CVF_1                                         
## [10] CPT_.ml._1                                         
## [11] CPT_.PCT._1                                        
## [12] Gain_CPT                                           
## [13] VR..ml._1                                          
## [14] VR..PCT._1                                         
## [15] Gain_VR_1                                          
## [16] TM6_.m._1                                          
## [17] TM6_sat_.PCT._1                                    
## [18] TM6_.score.borg._1                                 
## [19] Gain_TM6_1                                         
## [20] mMRC_1                                             
## [21] IMC_1                                              
## [22] BODE.calculé_1                                     
## [23] VEMS_.ml._2                                        
## [24] VEMS_.PCT._2                                       
## [25] Gain_VEMS_2                                        
## [26] CVF_.ml._2                                         
## [27] CVF_.PCT._2                                        
## [28] Gain_CVF_2                                         
## [29] CPT_.ml._2                                         
## [30] CPT_.PCT._2                                        
## [31] Gain_CPT_2                                         
## [32] VR_.ml._2                                          
## [33] VR_.PCT._2                                         
## [34] Gain_VR_2                                          
## [35] TM6_sat_.PCT._2                                    
## [36] TM6_.m._2                                          
## [37] TM6_.score.borg._2                                 
## [38] Calcul_BODE_TM6_2                                  
## [39] Gain.TM6_2                                         
## [40] mMRC_2                                             
## [41] IMC_2                                              
## [42] calcul.bode_2                                      
## [43] delais_retrait_valve_mois                          
## ------------------------------------------------------------ 
## G1$Pose_valves: Oui
## data[x, , drop = FALSE] 
## 
##  122  Variables      18  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       18        0        1 Groupe_1 
##                    
## Value      Groupe_1
## Frequency        18
## Proportion        1
## --------------------------------------------------------------------------------
## Date.consult.initiale 
##        n  missing distinct 
##       18        0       15 
## 
## lowest : 04/10/2018 05/09/2017 07/02/2019 11/10/2018 14/12/2018
## highest: 20/09/2018 26/09/2018 28/03/2019 29/11/2018 31/01/2019
## 
## 04/10/2018 (2, 0.111), 05/09/2017 (1, 0.056), 07/02/2019 (1, 0.056), 11/10/2018
## (1, 0.056), 14/12/2018 (1, 0.056), 15/01/2019 (1, 0.056), 16/05/2019 (1,
## 0.056), 17/01/2019 (1, 0.056), 18/12/2018 (1, 0.056), 19/02/2019 (1, 0.056),
## 20/09/2018 (2, 0.111), 26/09/2018 (1, 0.056), 28/03/2019 (2, 0.111), 29/11/2018
## (1, 0.056), 31/01/2019 (1, 0.056)
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       18        1    60.78     9.19    49.37    50.20 
##      .25      .50      .75      .90      .95 
##    54.64    58.57    67.97    70.17    70.57 
## 
## lowest : 48.83 49.46 50.51 53.74 54.26, highest: 68.11 68.79 70.08 70.39 71.58
##                                                                             
## Value      48.83 49.46 50.51 53.74 54.26 55.79 56.38 58.12 58.13 59.01 66.27
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                                     
## Value      66.99 67.55 68.11 68.79 70.08 70.39 71.58
## Frequency      1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       18        0        2 
##                       
## Value          F     H
## Frequency      4    14
## Proportion 0.222 0.778
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       18        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency               6              3              5              4
## Proportion          0.333          0.167          0.278          0.222
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct    value 
##       18        0        1      Oui 
##               
## Value      Oui
## Frequency   18
## Proportion   1
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency      4    14
## Proportion 0.222 0.778
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency      4    14
## Proportion 0.222 0.778
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       18        0        1      Oui 
##               
## Value      Oui
## Frequency   18
## Proportion   1
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct    value 
##       18        0        1          
##              
## Value        
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       18        0        2 
##                                                                 
## Value                                 Antécédents : cardiopathie
## Frequency                          16                          2
## Proportion                      0.889                      0.111
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       18        0        2 
##                       
## Value      actif Sevré
## Frequency      1    17
## Proportion 0.056 0.944
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     16     2
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       13    0.988    1.716  0.07059    1.614    1.641 
##      .25      .50      .75      .90      .95 
##    1.693    1.710    1.750    1.786    1.804 
## 
## lowest : 1.58 1.62 1.65 1.68 1.69, highest: 1.75 1.77 1.78 1.80 1.83
##                                                                             
## Value       1.58  1.62  1.65  1.68  1.69  1.70  1.72  1.74  1.75  1.77  1.78
## Frequency      1     1     1     1     1     4     2     1     2     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.222 0.111 0.056 0.111 0.056 0.056
##                       
## Value       1.80  1.83
## Frequency      1     1
## Proportion 0.056 0.056
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       14    0.994    68.06    17.12    46.25    47.70 
##      .25      .50      .75      .90      .95 
##    59.00    70.00    78.50    87.20    90.45 
## 
## lowest : 42 47 48 59 62, highest: 80 81 86 90 93
##                                                                             
## Value         42    47    48    59    62    70    71    72    74    80    81
## Frequency      1     1     1     3     2     2     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.167 0.111 0.111 0.056 0.056 0.056 0.056 0.056
##                             
## Value         86    90    93
## Frequency      1     1     1
## Proportion 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       18        1    23.04    5.054    16.12    17.74 
##      .25      .50      .75      .90      .95 
##    20.68    23.34    26.37    28.34    29.11 
## 
## lowest : 14.20 16.46 18.29 18.83 20.42, highest: 26.42 26.87 28.03 29.07 29.35
##                                                                             
## Value      14.20 16.46 18.29 18.83 20.42 21.45 21.60 21.67 23.18 23.51 24.22
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                                     
## Value      24.84 26.22 26.42 26.87 28.03 29.07 29.35
## Frequency      1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       18        0        2    0.743    3.444   0.5229 
##                       
## Value          3     4
## Frequency     10     8
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       18        0        2 
##                       
## Value          B     D
## Frequency     14     4
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     14     4
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     17     1
## Proportion 0.944 0.056
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       18        0        3    0.809        3    0.732 
##                             
## Value          2     3     4
## Frequency      4    10     4
## Proportion 0.222 0.556 0.222
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct    value 
##       18        0        1      Oui 
##               
## Value      Oui
## Frequency   18
## Proportion   1
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency      6    12
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct    value 
##       18        0        1      Oui 
##               
## Value      Oui
## Frequency   18
## Proportion   1
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       18        0        3 
##                                
## Value      Effort    Non  Repos
## Frequency       8      5      5
## Proportion  0.444  0.278  0.278
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       18        0        3 
##                                                        
## Value      Apres dressage            Non            Oui
## Frequency               2              4             12
## Proportion          0.111          0.222          0.667
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       18        0        3 
##                                                                     
## Value                               Non SEGMENTECTOMIE LSD POUR NDUL
## Frequency                            16                            1
## Proportion                        0.889                        0.056
##                                        
## Value               SYMPHYSE G POUR PNO
## Frequency                             1
## Proportion                        0.056
## --------------------------------------------------------------------------------
## Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       18        0        8 
## 
## lowest : 0   1   1_6 2   2_4, highest: 2   2_4 3_5 4   5  
##                                                           
## Value          0     1   1_6     2   2_4   3_5     4     5
## Frequency      1     3     1     2     1     2     4     4
## Proportion 0.056 0.167 0.056 0.111 0.056 0.111 0.222 0.222
## --------------------------------------------------------------------------------
## Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2 
##        n  missing distinct     Info     Mean      Gmd 
##       18        0        2    0.669    1.667   0.4706 
##                       
## Value          1     2
## Frequency      6    12
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       18        0        9 
## 
## lowest :     0   1   1_4 1_5, highest: 1_5 2   3_5 4   5  
##                                                                 
## Value                0     1   1_4   1_5     2   3_5     4     5
## Frequency      2     1     4     2     1     1     3     2     2
## Proportion 0.111 0.056 0.222 0.111 0.056 0.056 0.167 0.111 0.111
## --------------------------------------------------------------------------------
## X..de.perfusion.du.lobe.traité 
##        n  missing distinct 
##       18        0       12 
## 
## lowest :        01-avr 1      1,4    13    , highest: 2      20     5      7      9     
##                                                                          
## Value             01-avr      1    1,4     13     14     18      2     20
## Frequency       6      1      1      1      1      1      2      1      1
## Proportion  0.333  0.056  0.056  0.056  0.056  0.056  0.111  0.056  0.056
##                                
## Value           5      7      9
## Frequency       1      1      1
## Proportion  0.056  0.056  0.056
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       18        0        2 
##                                 
## Value      Hètérogène   Homogène
## Frequency           9          9
## Proportion        0.5        0.5
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1    337.5    129.5    206.2    240.8 
##      .25      .50      .75      .90      .95 
##    258.0    312.0    380.0    514.0    542.0 
## 
## lowest : 135 224 252 253 258, highest: 380 419 496 541 546
##                                                                             
## Value        135   224   252   253   258   270   288   290   312   330   366
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        378   380   419   496   541   546
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       10    0.989    82.82    9.132     72.6     75.0 
##      .25      .50      .75      .90      .95 
##     76.0     82.0     90.0     91.0     91.8 
## 
## lowest : 63 75 76 81 82, highest: 85 87 90 91 95
##                                                                       
## Value         63    75    76    81    82    85    87    90    91    95
## Frequency      1     2     2     1     3     1     2     2     2     1
## Proportion 0.059 0.118 0.118 0.059 0.176 0.059 0.118 0.118 0.118 0.059
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd 
##       17        1        9    0.968    7.559    1.713 
## 
## lowest : 4.0 4.5 6.0 6.5 7.0, highest: 7.0 7.5 8.0 8.5 9.0
##                                                                 
## Value        4.0   4.5   6.0   6.5   7.0   7.5   8.0   8.5   9.0
## Frequency      1     1     1     1     2     1     3     2     5
## Proportion 0.059 0.059 0.059 0.059 0.118 0.059 0.176 0.118 0.294
## --------------------------------------------------------------------------------
## BODE_calcul 
##        n  missing distinct     Info     Mean      Gmd 
##       17        1        6     0.89    5.765    1.735 
## 
## lowest : 3 4 5 6 7, highest: 4 5 6 7 9
##                                               
## Value          3     4     5     6     7     9
## Frequency      1     1     8     2     3     2
## Proportion 0.059 0.059 0.471 0.118 0.176 0.118
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       18        0        3 
##                                   
## Value                 HTAP Normale
## Frequency        3       2      13
## Proportion   0.167   0.111   0.722
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       15    0.998    69.52     11.3     55.8     58.8 
##      .25      .50      .75      .90      .95 
##     65.0     68.0     76.0     80.4     83.0 
## 
## lowest : 51 57 60 62 65, highest: 76 78 80 81 91
##                                                                             
## Value       51.0  57.0  60.0  62.0  65.0  67.0  68.0  68.1  69.0  75.8  76.0
## Frequency      1     1     1     1     2     1     2     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.118 0.059 0.118 0.059 0.059 0.059 0.059
##                                   
## Value       78.0  80.0  81.0  91.0
## Frequency      1     1     1     1
## Proportion 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        2       11    0.987     40.3    4.892    34.00    34.75 
##      .25      .50      .75      .90      .95 
##    37.50    41.00    42.00    46.00    47.25 
## 
## lowest : 34.0 35.5 36.0 38.0 38.3, highest: 41.0 42.0 45.0 47.0 48.0
##                                                                             
## Value       34.0  35.5  36.0  38.0  38.3  40.0  41.0  42.0  45.0  47.0  48.0
## Frequency      2     1     1     1     1     1     3     3     1     1     1
## Proportion 0.125 0.062 0.062 0.062 0.062 0.062 0.188 0.188 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       13    0.993      890    244.7    589.5    670.0 
##      .25      .50      .75      .90      .95 
##    800.0    845.0   1000.0   1130.0   1240.5 
## 
## lowest :  530  600  700  800  840, highest: 1000 1010 1100 1200 1470
##                                                                             
## Value        530   600   700   800   840   850   870   910  1000  1010  1100
## Frequency      1     1     2     3     2     1     1     1     2     1     1
## Proportion 0.056 0.056 0.111 0.167 0.111 0.056 0.056 0.056 0.111 0.056 0.056
##                       
## Value       1200  1470
## Frequency      1     1
## Proportion 0.056 0.056
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       13    0.988    29.24    7.799    19.98    21.12 
##      .25      .50      .75      .90      .95 
##    23.00    29.50    35.75    36.86    37.15 
## 
## lowest : 19.9 20.0 21.6 23.0 26.0, highest: 35.0 36.0 36.8 37.0 38.0
##                                                                             
## Value       19.9  20.0  21.6  23.0  26.0  27.0  32.0  34.0  35.0  36.0  36.8
## Frequency      1     1     1     4     1     1     1     1     2     2     1
## Proportion 0.056 0.056 0.056 0.222 0.056 0.056 0.056 0.056 0.111 0.111 0.056
##                       
## Value       37.0  38.0
## Frequency      1     1
## Proportion 0.056 0.056
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       17    0.999     5697     1534     3852     3985 
##      .25      .50      .75      .90      .95 
##     4628     5950     6655     7189     7547 
## 
## lowest : 3300 3950 4000 4180 4570, highest: 6700 6800 7060 7490 7870
##                                                                             
## Value       3300  3950  4000  4180  4570  4800  5600  5910  5990  6100  6110
## Frequency      1     1     1     1     1     1     2     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.111 0.056 0.056 0.056 0.056
##                                               
## Value       6520  6700  6800  7060  7490  7870
## Frequency      1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       17    0.999    259.9    54.86    212.1    218.8 
##      .25      .50      .75      .90      .95 
##    231.5    240.0    289.0    315.9    342.2 
## 
## lowest : 190 216 220 231 233, highest: 297 305 309 332 400
##                                                                             
## Value        190   216   220   231   233   234   237   239   241   246   263
## Frequency      1     1     2     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.111 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                               
## Value        265   297   305   309   332   400
## Frequency      1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     2285    734.1     1374     1482 
##      .25      .50      .75      .90      .95 
##     1730     2240     2730     3080     3182 
## 
## lowest : 1230 1410 1530 1600 1730, highest: 2730 2860 3020 3170 3230
##                                                                             
## Value       1230  1410  1530  1600  1730  2140  2200  2240  2300  2510  2700
## Frequency      1     1     1     1     1     1     1     2     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059
##                                         
## Value       2730  2860  3020  3170  3230
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        2       12    0.994    61.33    18.78    40.25    41.00 
##      .25      .50      .75      .90      .95 
##    49.40    58.00    73.28    83.00    85.00 
## 
## lowest : 38.0 41.0 47.6 50.0 54.0, highest: 70.0 72.7 75.0 81.0 85.0
##                                                                             
## Value       38.0  41.0  47.6  50.0  54.0  55.0  61.0  70.0  72.7  75.0  81.0
## Frequency      1     2     1     1     1     2     1     2     1     1     1
## Proportion 0.062 0.125 0.062 0.062 0.062 0.125 0.062 0.125 0.062 0.062 0.062
##                 
## Value       85.0
## Frequency      2
## Proportion 0.125
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       18        1     8321     1438     6245     6959 
##      .25      .50      .75      .90      .95 
##     7600     8315     9525     9854     9983 
## 
## lowest :  5650  6350  7220  7300  7530, highest:  9740  9760  9800  9980 10000
##                                                                             
## Value       5650  6350  7220  7300  7530  7810  8000  8160  8300  8330  8420
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                                     
## Value       8554  8880  9740  9760  9800  9980 10000
## Frequency      1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       15    0.997    131.1    15.56    107.8    113.6 
##      .25      .50      .75      .90      .95 
##    122.8    133.0    139.5    149.3    150.0 
## 
## lowest : 106.7 108.0 116.0 121.0 122.0, highest: 138.0 140.0 142.0 149.0 150.0
##                                                                             
## Value      106.7 108.0 116.0 121.0 122.0 125.0 127.0 130.0 136.0 137.0 138.0
## Frequency      1     1     1     1     1     2     1     1     1     1     2
## Proportion 0.056 0.056 0.056 0.056 0.056 0.111 0.056 0.056 0.056 0.056 0.111
##                                   
## Value      140.0 142.0 149.0 150.0
## Frequency      1     1     1     2
## Proportion 0.056 0.056 0.056 0.111
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       14    0.989    69.41    8.519    61.25    62.70 
##      .25      .50      .75      .90      .95 
##    63.00    68.50    75.75    77.90    80.58 
## 
## lowest : 57.00 62.00 63.00 64.00 67.00, highest: 75.00 76.00 77.00 80.00 83.88
##                                                                             
## Value      57.00 62.00 63.00 64.00 67.00 68.00 69.00 71.00 71.50 75.00 76.00
## Frequency      1     1     4     1     1     1     1     1     1     1     2
## Proportion 0.056 0.056 0.222 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.111
##                             
## Value      77.00 80.00 83.88
## Frequency      1     1     1
## Proportion 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        2       13    0.996     34.5    9.383    23.50    26.00 
##      .25      .50      .75      .90      .95 
##    29.75    33.00    38.00    44.50    49.00 
## 
## lowest : 22 24 28 29 30, highest: 37 38 42 47 55
##                                                                             
## Value         22    24    28    29    30    32    33    34    37    38    42
## Frequency      1     1     1     1     2     1     2     1     1     2     1
## Proportion 0.062 0.062 0.062 0.062 0.125 0.062 0.125 0.062 0.062 0.125 0.062
##                       
## Value         47    55
## Frequency      1     1
## Proportion 0.062 0.062
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       18        0        6     0.94    6.889    2.314 
## 
## lowest :  5  6  7  8  9, highest:  6  7  8  9 15
##                                               
## Value          5     6     7     8     9    15
## Frequency      5     6     2     2     2     1
## Proportion 0.278 0.333 0.111 0.111 0.111 0.056
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       18        0        3 
##                                      
## Value               Complete Non Fait
## Frequency         1        8        9
## Proportion    0.056    0.444    0.500
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##       18        0        7 
## 
## lowest : LID     LID_LIG LIG     LM      LSD    
## highest: LIG     LM      LSD     LSD LM  LSG    
##                                                                   
## Value          LID LID_LIG     LIG      LM     LSD  LSD LM     LSG
## Frequency        1       1       4       1       3       2       6
## Proportion   0.056   0.056   0.222   0.056   0.167   0.111   0.333
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##       18        0       16 
## 
## lowest : 03/02/2021 03/07/2019 05/06/2019 09/01/2019 09/10/2019
## highest: 25/06/2019 26/03/2019 27/02/2019 29/01/2019 30/07/2019
## 
## 03/02/2021 (1, 0.056), 03/07/2019 (1, 0.056), 05/06/2019 (1, 0.056), 09/01/2019
## (1, 0.056), 09/10/2019 (1, 0.056), 11/09/2019 (1, 0.056), 12/06/2019 (1,
## 0.056), 13/02/2019 (1, 0.056), 14/05/2019 (1, 0.056), 14/12/2018 (2, 0.111),
## 21/06/2019 (1, 0.056), 25/06/2019 (1, 0.056), 26/03/2019 (1, 0.056), 27/02/2019
## (1, 0.056), 29/01/2019 (1, 0.056), 30/07/2019 (2, 0.111)
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##       18        0        4 
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  12                  4                  1
## Proportion              0.667              0.222              0.056
##                              
## Value      Majoration dyspnée
## Frequency                   1
## Proportion              0.056
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       18        0        4 
##                                                       
## Value                 01/08/2019 03/08/2019 11/01/2019
## Frequency          15          1          1          1
## Proportion      0.833      0.056      0.056      0.056
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##        4       14        3      0.9    14.75    18.83 
##                          
## Value         1   27   30
## Frequency     2    1    1
## Proportion 0.50 0.25 0.25
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0...retrait.valve..drainage. 
##        n  missing distinct 
##       18        0        7 
## 
## lowest :                                                            aerosols                                                   AEROSOLS, a la 2e pose du LID                              Décompensation avec part cardiaque : furo atb ctc aerosols EMBOLIE PULM                                              
## highest: AEROSOLS, a la 2e pose du LID                              Décompensation avec part cardiaque : furo atb ctc aerosols EMBOLIE PULM                                               passage SI, salbu                                          USI, bronchodilat                                         
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.valve.N.2 
##        n  missing distinct 
##       18        0       15 
## 
## lowest :            01/10/2019 03/07/2019 04/09/2019 05/02/2019
## highest: 21/06/2019 23/07/2019 25/06/2019 26/03/2019 29/10/2019
## 
## (1, 0.056), 01/10/2019 (2, 0.111), 03/07/2019 (1, 0.056), 04/09/2019 (1,
## 0.056), 05/02/2019 (1, 0.056), 05/11/2019 (1, 0.056), 11/01/2019 (2, 0.111),
## 12/06/2019 (1, 0.056), 13/03/2019 (1, 0.056), 19/02/2020 (1, 0.056), 21/06/2019
## (1, 0.056), 23/07/2019 (2, 0.111), 25/06/2019 (1, 0.056), 26/03/2019 (1,
## 0.056), 29/10/2019 (1, 0.056)
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##       18        0        7 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest: Autre               Hémoptysie          Majoration dyspnée  Pneumonie           Pneumothorax       
## 
## (10, 0.556), Exacerbation BPCO (3, 0.167), Autre (1, 0.056), Hémoptysie (1,
## 0.056), Majoration dyspnée (1, 0.056), Pneumonie (1, 0.056), Pneumothorax (1,
## 0.056)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##       18        0        7 
## 
## lowest :            01/10/2019 07/04/2020 07/10/2019 09/02/2019
## highest: 07/04/2020 07/10/2019 09/02/2019 25/07/2019 29/06/2019
##                                                                             
## Value                 01/10/2019 07/04/2020 07/10/2019 09/02/2019 25/07/2019
## Frequency          12          1          1          1          1          1
## Proportion      0.667      0.056      0.056      0.056      0.056      0.056
##                      
## Value      29/06/2019
## Frequency           1
## Proportion      0.056
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        6       12        6        1    14.67    21.33 
## 
## lowest :  0  2  4  6 28, highest:  2  4  6 28 48
##                                               
## Value          0     2     4     6    28    48
## Frequency      1     1     1     1     1     1
## Proportion 0.167 0.167 0.167 0.167 0.167 0.167
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##       18        0        9 
## 
## lowest :                                                    aerosols                                           AEROSOLS 4SEM                                      ATB                                                DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE 
## highest: DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE  FIEVRE, ATB PROLONGEE                              O2, atb                                            retrait valves                                     SUR GRANULOME, ENDOS                              
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     1091    514.3      584      654 
##      .25      .50      .75      .90      .95 
##      800      900     1220     1516     1998 
## 
## lowest :  520  600  690  790  800, highest: 1220 1240 1300 1840 2630
##                                                                             
## Value        520   600   690   790   800   820   890   900  1040  1160  1200
## Frequency      1     1     1     1     1     1     1     2     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059
##                                         
## Value       1220  1240  1300  1840  2630
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       14    0.996    35.09    12.02     21.8     22.0 
##      .25      .50      .75      .90      .95 
##     27.6     36.0     42.0     45.0     50.4 
## 
## lowest : 21.0 22.0 23.0 27.6 29.0, highest: 40.0 42.0 43.0 48.0 60.0
##                                                                             
## Value       21.0  22.0  23.0  27.6  29.0  33.0  34.0  36.0  38.0  40.0  42.0
## Frequency      1     2     1     1     1     1     1     2     1     1     2
## Proportion 0.059 0.118 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.118
##                             
## Value       43.0  48.0  60.0
## Frequency      1     1     1
## Proportion 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999    218.8    456.8     -224     -146 
##      .25      .50      .75      .90      .95 
##      -10      100      370      514      782 
## 
## lowest : -320 -200 -110  -60  -10, highest:  370  390  510  520 1830
##                                                                             
## Value       -320  -200  -110   -60   -10     0    20    60   100   230   290
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059
##                                         
## Value        370   390   510   520  1830
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     2561    750.3     1662     1750 
##      .25      .50      .75      .90      .95 
##     2230     2500     3160     3340     3424 
## 
## lowest : 1430 1720 1770 1800 2230, highest: 3160 3170 3300 3400 3520
##                                                                             
## Value       1430  1720  1770  1800  2230  2350  2470  2500  2630  2840  2900
## Frequency      1     1     1     1     1     2     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       3160  3170  3300  3400  3520
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1    68.41    15.37    48.00    50.20 
##      .25      .50      .75      .90      .95 
##    60.80    69.00    79.00    81.32    84.12 
## 
## lowest : 44.0 49.0 51.0 59.5 60.8, highest: 79.0 80.0 80.6 82.4 91.0
##                                                                             
## Value       44.0  49.0  51.0  59.5  60.8  61.0  63.0  66.0  69.0  73.0  76.6
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value       77.0  79.0  80.0  80.6  82.4  91.0
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1    408.2    842.6     -462     -282 
##      .25      .50      .75      .90      .95 
##       70      210      700     1124     1574 
## 
## lowest : -870 -360 -230 -160   70, highest:  700  930 1000 1310 2630
##                                                                             
## Value       -870  -360  -230  -160    70   120   130   140   210   290   360
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        670   700   930  1000  1310  2630
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     8291     1567     6344     6742 
##      .25      .50      .75      .90      .95 
##     7330     8420     9100     9990    10192 
## 
## lowest :  5640  6520  6890  6900  7330, highest:  9020  9100  9890 10140 10400
##                                                                             
## Value       5640  6520  6890  6900  7330  7340  8200  8280  8420  8870  8910
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       9020  9100  9890 10140 10400
## Frequency      1     2     1     1     1
## Proportion 0.059 0.118 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       15    0.998    130.4    13.58    112.4    115.2 
##      .25      .50      .75      .90      .95 
##    124.0    133.0    137.0    142.0    145.3 
## 
## lowest : 106.0 114.0 116.0 123.0 124.0, highest: 136.0 137.0 141.0 143.6 152.0
##                                                                             
## Value      106.0 114.0 116.0 123.0 124.0 128.0 129.0 133.0 134.0 135.5 136.0
## Frequency      1     1     1     1     2     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059 0.059
##                                   
## Value      137.0 141.0 143.6 152.0
## Frequency      1     2     1     1
## Proportion 0.059 0.118 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1   -76.71    719.3  -1082.0   -922.0 
##      .25      .50      .75      .90      .95 
##   -320.0    140.0    260.0    458.4    648.8 
## 
## lowest : -1530  -970  -890  -880  -320, highest:   260   380   400   546  1060
##                                                                             
## Value      -1530  -970  -890  -880  -320   -50   -10    40   140   150   170
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        200   260   380   400   546  1060
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1     5609     1448     4166     4384 
##      .25      .50      .75      .90      .95 
##     4600     5540     6400     6894     7420 
## 
## lowest : 3870 4240 4480 4490 4600, highest: 6400 6640 6750 7110 8660
##                                                                             
## Value       3870  4240  4480  4490  4600  4670  4680  4960  5540  5900  6160
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value       6200  6400  6640  6750  7110  8660
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999    239.5    48.56    180.2    182.6 
##      .25      .50      .75      .90      .95 
##    217.0    234.0    262.0    297.8    301.2 
## 
## lowest : 173 182 183 208 217, highest: 262 280 297 299 310
##                                                                             
## Value        173   182   183   208   217   221   228   232   234   253   258
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059
##                                         
## Value        262   280   297   299   310
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1   -141.2     1399    -1812    -1622 
##      .25      .50      .75      .90      .95 
##    -1110     -130      640     1220     1488 
## 
## lowest : -2380 -1670 -1590 -1430 -1110, highest:   640  1010  1120  1370  1960
##                                                                             
## Value      -2380 -1670 -1590 -1430 -1110  -360  -330  -160  -130   -60   300
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        420   640  1010  1120  1370  1960
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        4       14        1    347.3    139.1    193.0    215.0 
##      .25      .50      .75      .90      .95 
##    268.2    329.0    410.0    484.1    545.5 
## 
## lowest : 180 200 250 265 278, highest: 380 420 447 500 630
##                                                                             
## Value        180   200   250   265   278   309   315   343   345   380   420
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        447   500   630
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        4       13    0.998    83.64     7.33    75.30    76.30 
##      .25      .50      .75      .90      .95 
##    78.25    83.50    89.00    90.70    91.35 
## 
## lowest : 74 76 77 78 79, highest: 88 89 90 91 92
##                                                                             
## Value         74    76    77    78    79    81    82    85    88    89    90
## Frequency      1     1     1     1     1     1     1     1     1     2     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.143 0.071
##                       
## Value         91    92
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd 
##       14        4        5     0.91    6.893    2.038 
## 
## lowest : 2.5 5.0 6.0 8.0 9.0, highest: 2.5 5.0 6.0 8.0 9.0
##                                         
## Value        2.5   5.0   6.0   8.0   9.0
## Frequency      1     2     3     6     2
## Proportion 0.071 0.143 0.214 0.429 0.143
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        4       14        1       12    104.9  -155.30   -95.80 
##      .25      .50      .75      .90      .95 
##   -14.00    23.50    64.25    88.90   122.15 
## 
## lowest : -219 -121  -37  -20    4, highest:   50   69   84   91  180
##                                                                             
## Value       -219  -121   -37   -20     4     7    21    26    33    50    69
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value         84    91   180
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       16        2        4    0.891    2.125     1.15 
##                                   
## Value          1     2     3     4
## Frequency      6     3     6     1
## Proportion 0.375 0.188 0.375 0.062
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       15    0.998    22.89    5.196    14.96    17.18 
##      .25      .50      .75      .90      .95 
##    21.00    24.00    25.00    27.80    29.40 
## 
## lowest : 14.0 15.2 18.5 19.8 21.0, highest: 25.0 26.6 27.0 29.0 31.0
##                                                                             
## Value       14.0  15.2  18.5  19.8  21.0  21.1  21.5  22.0  24.0  24.5  25.0
## Frequency      1     1     1     1     1     1     1     1     2     1     2
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.118
##                                   
## Value       26.6  27.0  29.0  31.0
## Frequency      1     1     1     1
## Proportion 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       14        4        6    0.952      4.5    2.011 
## 
## lowest : 2 3 4 5 6, highest: 3 4 5 6 8
##                                               
## Value          2     3     4     5     6     8
## Frequency      2     2     4     1     4     1
## Proportion 0.143 0.143 0.286 0.071 0.286 0.071
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       18        0        4 
##                                                                    
## Value                          Exacerbation BPCO   Engluement valve
## Frequency                   9                  6                  2
## Proportion              0.500              0.333              0.111
##                              
## Value      Majoration dyspnée
## Frequency                   1
## Proportion              0.056
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       18        0        2 
##                                                 
## Value                         Majoration dyspnée
## Frequency                  17                  1
## Proportion              0.944              0.056
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       18        0       10 
## 
## lowest :                                                                          1 exa, en rehab // retrait valves                                        AEROSOLS DOMICILE                                                        atb au domicile, multiples exacerbation chez un patient colo à achromo   consult                                                                 
## highest: CTC ATB, PLUSIEURS EXA                                                   Fibro apsi                                                               HOSPIT ATB CTC AEROSOLS X2 + AJOUT AZITHRO                               mauvais tlvr, chgt de 2 valves disfonctionnelles : atelectasie retrouvée Retrait 3 valves lingula                                                
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        6       12        1    950.8    449.5    495.5    510.0 
##      .25      .50      .75      .90      .95 
##    637.5   1000.0   1092.5   1280.0   1570.0 
## 
## lowest :  490  500  600  650  700, highest: 1080 1090 1100 1300 1900
##                                                                             
## Value        490   500   600   650   700   940  1060  1080  1090  1100  1300
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083
##                 
## Value       1900
## Frequency      1
## Proportion 0.083
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##       11        7        8    0.977    30.36    11.89 
## 
## lowest : 17 19 20 23 30, highest: 23 30 38 41 48
##                                                           
## Value         17    19    20    23    30    38    41    48
## Frequency      1     1     1     1     3     2     1     1
## Proportion 0.091 0.091 0.091 0.091 0.273 0.182 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        6       11    0.997    78.33    384.2   -357.0   -236.0 
##      .25      .50      .75      .90      .95 
##   -132.5     35.0    390.0    426.0    484.0 
## 
## lowest : -500 -240 -200 -110 -100, highest:   70  260  390  430  550
##                                                                             
## Value       -500  -240  -200  -110  -100     0    70   260   390   430   550
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.167 0.083 0.083
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1     2282    747.6     1665     1700 
##      .25      .50      .75      .90      .95 
##     1720     2140     2555     3270     3435 
## 
## lowest : 1630 1700 1710 1730 2060, highest: 2150 2400 2710 3270 3600
##                                                                             
## Value       1630  1700  1710  1730  2060  2140  2150  2400  2710  3270  3600
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1    59.73    15.38     43.5     47.0 
##      .25      .50      .75      .90      .95 
##     50.0     58.0     67.5     74.0     78.5 
## 
## lowest : 40 47 48 52 55, highest: 65 67 68 74 83
##                                                                             
## Value         40    47    48    52    55    58    65    67    68    74    83
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1    197.3     1117    -1020     -810 
##      .25      .50      .75      .90      .95 
##     -430      250      640     1180     1620 
## 
## lowest : -1230  -810  -770   -90   -20, highest:   320   370   910  1180  2060
##                                                                             
## Value      -1230  -810  -770   -90   -20   250   320   370   910  1180  2060
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1     8359     1895     5965     6200 
##      .25      .50      .75      .90      .95 
##     7515     8560     9250    10370    10585 
## 
## lowest :  5730  6200  7430  7600  7900, highest:  8860  8900  9600 10370 10800
##                                                                             
## Value       5730  6200  7430  7600  7900  8560  8860  8900  9600 10370 10800
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       10    0.995    142.4    44.28    110.5    114.0 
##      .25      .50      .75      .90      .95 
##    117.0    130.0    138.5    153.7    223.8 
## 
## lowest : 107.0 114.0 120.0 124.0 130.0, highest: 133.0 134.0 143.0 153.7 294.0
##                                                                       
## Value      107.0 114.0 120.0 124.0 130.0 133.0 134.0 143.0 153.7 294.0
## Frequency      1     2     1     1     1     1     1     1     1     1
## Proportion 0.091 0.182 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1   -66.73    807.7     -945     -870 
##      .25      .50      .75      .90      .95 
##     -610       20      433      610      835 
## 
## lowest : -1020  -870  -820  -400  -260, highest:    80   306   560   610  1060
##                                                                             
## Value      -1020  -870  -820  -400  -260    20    80   306   560   610  1060
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1     5633     1988     3845     4090 
##      .25      .50      .75      .90      .95 
##     4175     5500     6610     7550     8225 
## 
## lowest : 3600 4090 4150 4200 4450, highest: 6300 6340 6880 7550 8900
##                                                                             
## Value       3600  4090  4150  4200  4450  5500  6300  6340  6880  7550  8900
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1      240    63.64    180.5    182.0 
##      .25      .50      .75      .90      .95 
##    191.0    245.0    282.0    295.0    314.5 
## 
## lowest : 179 182 189 193 200, highest: 259 275 289 295 334
##                                                                             
## Value        179   182   189   193   200   245   259   275   289   295   334
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1   -64.55     1773    -2185    -1460 
##      .25      .50      .75      .90      .95 
##    -1135       90      815      900     1845 
## 
## lowest : -2910 -1460 -1300  -970  -180, highest:   700   780   850   900  2790
##                                                                             
## Value      -2910 -1460 -1300  -970  -180    90   700   780   850   900  2790
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        6    0.952       83    6.286 
## 
## lowest : 77 80 81 82 90, highest: 80 81 82 90 94
##                                               
## Value         77    80    81    82    90    94
## Frequency      1     3     1     1     1     1
## Proportion 0.125 0.375 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        8        1    389.1    154.8 
## 
## lowest : 219 285 331 339 360, highest: 339 360 448 498 633
##                                                           
## Value        219   285   331   339   360   448   498   633
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        4    0.929    7.188    2.089 
##                                   
## Value        5.0   8.0   8.5   9.0
## Frequency      3     2     1     2
## Proportion 0.375 0.250 0.125 0.250
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       17        1        4    0.836    1.882    1.426 
##                                   
## Value          0     1     2     3
## Frequency      4     3     1     9
## Proportion 0.235 0.176 0.059 0.529
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        8        1     19.5    118.4 
## 
## lowest : -136  -80  -33  -27   87, highest:  -27   87  107  118  120
##                                                           
## Value       -136   -80   -33   -27    87   107   118   120
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       11        7        4    0.927    2.727    1.273 
##                                   
## Value          1     2     3     4
## Frequency      2     2     4     3
## Proportion 0.182 0.182 0.364 0.273
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       10    0.995    22.99    6.375    14.60    15.20 
##      .25      .50      .75      .90      .95 
##    20.10    23.00    26.25    29.00    30.00 
## 
## lowest : 14.0 15.2 18.5 21.7 23.0, highest: 25.0 25.5 27.0 29.0 31.0
##                                                                       
## Value       14.0  15.2  18.5  21.7  23.0  25.0  25.5  27.0  29.0  31.0
## Frequency      1     1     1     1     2     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.182 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        5    0.964    4.625    2.536 
## 
## lowest : 2 3 5 6 8, highest: 2 3 5 6 8
##                                         
## Value          2     3     5     6     8
## Frequency      2     1     2     2     1
## Proportion 0.250 0.125 0.250 0.250 0.125
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##       18        0        3 
##                                                                 
## Value                        Exacerbation BPCO        Hémoptysie
## Frequency                 12                 5                 1
## Proportion             0.667             0.278             0.056
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##       18        0        2 
##                                           
## Value                      Migration valve
## Frequency               17               1
## Proportion           0.944           0.056
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     14     4
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       18        0        3 
##                                                           
## Value                  Non retrait complet retrait partiel
## Frequency               14               3               1
## Proportion           0.778           0.167           0.056
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        4       14        4        1    10.69    6.405 
##                                   
## Value       5.17  8.33 12.77 16.50
## Frequency      1     1     1     1
## Proportion  0.25  0.25  0.25  0.25
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##       18        0        5 
## 
## lowest :                                                           DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG      EFR et dyspnée inchangés                                  Hemopt et projet de greffe                                PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE
## highest:                                                           DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG      EFR et dyspnée inchangés                                  Hemopt et projet de greffe                                PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Raison.clinique_3

Amelioration et Evolution clinique des patients Groupe 1

G1_valves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/Groupe_1/G1_valves.csv", stringsAsFactors=TRUE)

VEMS à 3 mois

t.test(G1_valves$VEMS._mL_0,G1_valves$VEMS_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$VEMS._mL_0 and G1_valves$VEMS_.ml._1
## t = -1.8829, df = 16, p-value = 0.07802
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -465.18713   27.54008
## sample estimates:
## mean of the differences 
##               -218.8235

VEMS à 1 an

t.test(G1_valves$VEMS._mL_0,G1_valves$VEMS_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$VEMS._mL_0 and G1_valves$VEMS_.ml._2
## t = -0.83555, df = 11, p-value = 0.4212
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -284.6766  128.0100
## sample estimates:
## mean of the differences 
##               -78.33333

TM6 à 3 mois

t.test(G1_valves$TM6_.m._0,G1_valves$TM6_.m._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$TM6_.m._0 and G1_valves$TM6_.m._1
## t = 0.038596, df = 12, p-value = 0.9698
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -51.18565  53.03180
## sample estimates:
## mean of the differences 
##               0.9230769

TM6 à 1 an

t.test(G1_valves$TM6_.m._0,G1_valves$TM6_.m._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$TM6_.m._0 and G1_valves$TM6_.m._2
## t = -0.54759, df = 7, p-value = 0.601
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -103.70543   64.70543
## sample estimates:
## mean of the differences 
##                   -19.5

VR à 3 mois

t.test(G1_valves$VR_ml_0,G1_valves$VR..ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$VR_ml_0 and G1_valves$VR..ml._1
## t = 0.48684, df = 16, p-value = 0.633
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -473.5689  755.9218
## sample estimates:
## mean of the differences 
##                141.1765

VR à 1 an

t.test(G1_valves$VR_ml_0,G1_valves$VR_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$VR_ml_0 and G1_valves$VR_.ml._2
## t = 0.13923, df = 10, p-value = 0.892
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -968.3875 1097.4784
## sample estimates:
## mean of the differences 
##                64.54545

CVF à 3 mois

t.test(G1_valves$CVF_ml_0,G1_valves$CVF_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$CVF_ml_0 and G1_valves$CVF_.ml._1
## t = -1.9379, df = 15, p-value = 0.0717
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -565.66098   26.91098
## sample estimates:
## mean of the differences 
##                -269.375

CVF à 1 an

t.test(G1_valves$CVF_ml_0,G1_valves$CVF_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$CVF_ml_0 and G1_valves$CVF_.ml._2
## t = -0.045365, df = 9, p-value = 0.9648
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -559.5175  537.5175
## sample estimates:
## mean of the differences 
##                     -11

CPT à 3 mois

t.test(G1_valves$CPT_ml_0,G1_valves$CPT_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$CPT_ml_0 and G1_valves$CPT_.ml._1
## t = 0.48658, df = 16, p-value = 0.6332
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -257.4832  410.8949
## sample estimates:
## mean of the differences 
##                76.70588

CPT à 1 an

t.test(G1_valves$CPT_ml_0,G1_valves$CPT_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_valves$CPT_ml_0 and G1_valves$CPT_.ml._2
## t = 0.3278, df = 10, p-value = 0.7498
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -386.8339  520.2884
## sample estimates:
## mean of the differences 
##                66.72727

2eme groupe 01/07/2019->18/12/2019

Groupe_2 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/Groupe_2/Groupe_2.csv", stringsAsFactors=TRUE)

G2<-Groupe_2
by(G2,G2$Pose_valves, summary)
## G2$Pose_valves: Non
##       Groupe   Date.consult.initiale age_Cs_initiale Sexe           Adressé_par
##  Groupe_2:60   13/02/2020: 2         Min.   :44.71   F:21   Hopital public:14  
##                18/02/2020: 2         1st Qu.:56.66   H:39   Privé         :22  
##                22/10/2020: 2         Median :62.50          Suivi CHUT    :12  
##                23/01/2020: 2         Mean   :61.83          Ville         :12  
##                24/09/2020: 2         3rd Qu.:67.67                             
##                02/01/2020: 1         Max.   :79.12                             
##                (Other)   :49                                                   
##  Vu_en_Cs Vu_en_HDS Critères_AMM_remplis Pose_valves
##  Non:10      : 1    Non:24               Non:60     
##  Oui:50   Non:18    Oui:36               Oui: 0     
##           Oui:41                                    
##                                                     
##                                                     
##                                                     
##                                                     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               : 0     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :27     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                              : 1     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 5     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:17     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 8     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 2     
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :24     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :13     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :11     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 6     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 3     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 3     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :45     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 4     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                              : 1     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 6     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 2     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 1     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 1     
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :58     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 1     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 1     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :30     
##  Raison clinique : Exacerbation                       :13     
##  Raison clinique :  Pas de rehab                      : 4     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 4     
##  Raison clinique :  Refus du patient                  : 3     
##  Raison clinique : Atcd chir                          : 2     
##  (Other)                                              : 4     
##                                              Raison.clinique_2
##                                                       :51     
##  Raison clinique :  Pas de rehab                      : 2     
##  Raison clinique :  Refus du patient                  : 2     
##  Raison clinique : Exacerbation                       : 2     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 2     
##  Raison clinique :Tabac actif 2                       : 1     
##                                                               
##               Raison.clinique_3
##                        :59     
##  Raison clinique : AEG : 1     
##                                
##                                
##                                
##                                
##                                
##                              Raison_paraclinique._EFR_1
##                                           :42          
##  Raison paraclinique EFR : DLCO trop basse: 1          
##  Raison paraclinique EFR : TM6 trop altéré: 3          
##  Raison paraclinique EFR : VEMS trop bas  : 1          
##  Raison paraclinique EFR : VEMS trop élevé: 5          
##  Raison paraclinique EFR :VR trop bas     : 8          
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :54          
##  Raison paraclinique EFR : DLCO trop basse: 1          
##  Raison paraclinique EFR : TM6 trop altéré: 2          
##  Raison paraclinique EFR : VEMS trop élevé: 1          
##  Raison paraclinique EFR :VR trop bas     : 2          
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :34            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 2            
##  Raison paraclinique imagerie : nodule suspect          : 2            
##  Raison paraclinique imagerie : pas de cible TDM        : 8            
##  Raison paraclinique imagerie : pas de cible TDM-scinti :10            
##  Raison paraclinique imagerie :pas de cible scinti seule: 4            
##                                                                        
##                               Raison_paraclinique._Imagerie_2
##                                               :58            
##  Raison paraclinique imagerie : nodule suspect: 2            
##                                                              
##                                                              
##                                                              
##                                                              
##                                                              
##                                      Raison_scissure_perméable
##                                                   :48         
##  4 Raison scissure perméable : StratX 1/ Chartis 2: 1         
##  Raison scissure perméable : Chartis              : 3         
##  Raison scissure perméable : StratX               : 8         
##                                                               
##                                                               
##                                                               
##                            Raison_clinique_cardio
##                                       :54        
##  Raison clinique cardio : Cardiopathie: 1        
##  Raison clinique cardio : HTAP        : 5        
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents   Satut_Tabagique
##                                            :47             : 1    
##  Antécédents : cancer pulmonaire ou nodule : 1   actif     : 3    
##  Antécédents : cardiopathie                : 7   Non_fumeur: 1    
##  Antécédents : HTAP                        : 2   Sevré     :55    
##  Antécédents : pneumonie                   : 3                    
##                                                                   
##                                                                   
##  Déficit_alpha     taille          poids             BMI       
##     : 1        Min.   :1.500   Min.   : 38.00   Min.   :14.84  
##  Non:55        1st Qu.:1.637   1st Qu.: 57.00   1st Qu.:20.03  
##  Oui: 4        Median :1.690   Median : 69.00   Median :23.14  
##                Mean   :1.692   Mean   : 67.47   Mean   :23.31  
##                3rd Qu.:1.742   3rd Qu.: 74.25   3rd Qu.:25.97  
##                Max.   :1.900   Max.   :120.00   Max.   :37.04  
##                NA's   :4       NA's   :4        NA's   :3      
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB    
##  Min.   :1.0                : 1                : 1               : 3  
##  1st Qu.:3.0          A     : 2             Non:40            Non:53  
##  Median :3.0          A OU B: 3             Oui:19            Oui: 4  
##  Mean   :3.3          B     :32                                       
##  3rd Qu.:4.0          C     : 1                                       
##  Max.   :4.0          D     :21                                       
##                                                                       
##   Score.MMRC_0   Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :0.000      : 5                          : 2                    
##  1st Qu.:2.000   Non: 7                       Non:18                    
##  Median :3.000   Oui:48                       Oui:40                    
##  Mean   :2.796                                                          
##  3rd Qu.:3.000                                                          
##  Max.   :4.000                                                          
##  NA's   :6                                                              
##              Ttt_BPCO_médicamenteux     OLD            Réhab_réalisée
##                         : 8               : 3                 : 5    
##  Non                    : 4         Effort: 9   ACTIF         : 4    
##  Oui                    :47         Non   :20   Apres dressage: 1    
##  PAS D ANTICHOLINERGIQUE: 1         Repos :28   Non           :12    
##                                                 Oui           :38    
##                                                                      
##                                                                      
##         Intervention_ttt_emphysème_préalable
##  Non                      :58               
##  RESECTION APICALE SUR PNO: 1               
##  SYMPHYSE G POUR PNO      : 1               
##                                             
##                                             
##                                             
##                                             
##  Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  0      :15                                                                                      
##  1_4    : 8                                                                                      
##  1      : 7                                                                                      
##         : 6                                                                                      
##  4      : 6                                                                                      
##  3      : 5                                                                                      
##  (Other):13                                                                                      
##  Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2
##  Min.   :0.000                                                                          
##  1st Qu.:1.000                                                                          
##  Median :1.000                                                                          
##  Mean   :1.359                                                                          
##  3rd Qu.:2.000                                                                          
##  Max.   :2.000                                                                          
##  NA's   :21                                                                             
##  Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  0      :18                                                                              
##         :17                                                                              
##  1      : 7                                                                              
##  5      : 6                                                                              
##  1_4    : 4                                                                              
##  2      : 2                                                                              
##  (Other): 6                                                                              
##  X..de.perfusion.du.lobe.traité Stratx...Homogène..15.0_Hétérogène.1
##  Min.   : 1.00                            :21                       
##  1st Qu.: 3.00                  Hètérogène:20                       
##  Median : 9.50                  Homogène  :19                       
##  Mean   : 8.53                                                      
##  3rd Qu.:13.25                                                      
##  Max.   :17.00                                                      
##  NA's   :50                                                         
##    TM6_.m._0     TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0  BODE_calcul    
##  Min.   : 43.0   Min.   :69.00         Min.   : 0.000     Min.   : 0.000  
##  1st Qu.:159.0   1st Qu.:80.00         1st Qu.: 5.000     1st Qu.: 5.000  
##  Median :309.0   Median :85.00         Median : 7.000     Median : 6.000  
##  Mean   :300.8   Mean   :84.12         Mean   : 6.478     Mean   : 5.957  
##  3rd Qu.:415.5   3rd Qu.:88.00         3rd Qu.: 8.000     3rd Qu.: 8.000  
##  Max.   :650.0   Max.   :95.00         Max.   :10.000     Max.   :10.000  
##  NA's   :13      NA's   :11            NA's   :14         NA's   :13      
##              ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0    VEMS._mL_0    
##                :15   Min.   :35.00   Min.   :28.70   Min.   : 400.0  
##  Autre anomalie: 4   1st Qu.:61.00   1st Qu.:35.05   1st Qu.: 700.0  
##  HTAP          :11   Median :67.00   Median :37.05   Median : 900.0  
##  Normale       :30   Mean   :66.05   Mean   :38.76   Mean   : 993.7  
##                      3rd Qu.:71.00   3rd Qu.:41.00   3rd Qu.:1200.0  
##                      Max.   :88.80   Max.   :59.00   Max.   :2400.0  
##                      NA's   :15      NA's   :14      NA's   :6       
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0     CVF_ml_0      CVF_PCT_0     
##  Min.   :13.00   Min.   :1810          : 5   Min.   : 950   Min.   : 35.00  
##  1st Qu.:26.75   1st Qu.:4125   183    : 3   1st Qu.:1730   1st Qu.: 56.00  
##  Median :32.50   Median :5070   244    : 3   Median :2160   Median : 68.00  
##  Mean   :35.02   Mean   :4948   250    : 3   Mean   :2347   Mean   : 68.76  
##  3rd Qu.:42.00   3rd Qu.:5688   128    : 2   3rd Qu.:2900   3rd Qu.: 76.75  
##  Max.   :92.00   Max.   :7900   160    : 2   Max.   :5000   Max.   :123.00  
##                  NA's   :14     (Other):42   NA's   :9      NA's   :6       
##     CPT_ml_0       CPT_PCT_0        VR_CPT_0       DLCO_PCT_0   
##  Min.   :   10   Min.   : 69.0   Min.   :36.00   Min.   :17.00  
##  1st Qu.: 6650   1st Qu.:117.0   1st Qu.:57.90   1st Qu.:26.50  
##  Median : 7400   Median :127.0   Median :64.00   Median :34.00  
##  Mean   : 7423   Mean   :128.9   Mean   :63.82   Mean   :34.22  
##  3rd Qu.: 8695   3rd Qu.:140.0   3rd Qu.:71.50   3rd Qu.:41.00  
##  Max.   :11000   Max.   :179.0   Max.   :81.00   Max.   :60.00  
##  NA's   :13      NA's   :11      NA's   :13      NA's   :13     
##  Nbre_valves_posées Résultats_Chartis  Lobe_choisi
##  Min.   :0                   :59             :60  
##  1st Qu.:0          Complete : 0      LID    : 0  
##  Median :0          Incomplet: 1      LID_LIG: 0  
##  Mean   :0                            LIG    : 0  
##  3rd Qu.:0                            LSD    : 0  
##  Max.   :0                            LSD LM : 0  
##  NA's   :1                            (Other): 0  
##  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##            :60                                      :60       
##  01/07/2020: 0                    Exacerbation BPCO : 0       
##  05/02/2020: 0                   Autre              : 0       
##  07/10/2020: 0                   Pneumonie          : 0       
##  08/01/2020: 0                   Pneumothorax       : 0       
##  08/07/2020: 0                                                
##  (Other)   : 0                                                
##  date.de.survenue.des.complications_0
##            :60                       
##  08/09/2021: 0                       
##  18/02/2020: 0                       
##  19/09/2019: 0                       
##  24/08/2019: 0                       
##  29/01/2020: 0                       
##                                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : NA                                
##  1st Qu.: NA                                
##  Median : NA                                
##  Mean   :NaN                                
##  3rd Qu.: NA                                
##  Max.   : NA                                
##  NA's   :60                                 
##  PEC.en.charge.des.complications_0...retrait.valve..drainage.
##          :60                                                 
##  AEROSOLS: 0                                                 
##  ATB     : 0                                                 
##  ATB IV  : 0                                                 
##  Drainage: 0                                                 
##  DRAINAGE: 0                                                 
##  (Other) : 0                                                 
##  Date.de.la.pose.de.valve.N.2           Complications.pose
##            :60                                   :60      
##  03/03/2020: 0                 Exacerbation BPCO : 0      
##  04/11/2020: 0                Mort               : 0      
##  06/07/2021: 0                Pneumothorax       : 0      
##  09/12/2020: 0                                            
##  11/08/2020: 0                                            
##  (Other)   : 0                                            
##  date.de.survenue.des.complications
##            :60                     
##  09/12/2020: 0                     
##  16/06/2021: 0                     
##  18/09/2020: 0                     
##                                    
##                                    
##                                    
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : NA                                        
##  1st Qu.: NA                                        
##  Median : NA                                        
##  Mean   :NaN                                        
##  3rd Qu.: NA                                        
##  Max.   : NA                                        
##  NA's   :60                                         
##                                                      PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                                                    :60                           
##  AEROSOLS CTC                                                                      : 0                           
##  atb ctc                                                                           : 0                           
##  DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI : 0                           
##  SURVEILLANCE                                                                      : 0                           
##                                                                                                                  
##                                                                                                                  
##   VEMS_.ml._1   VEMS_.PCT._1  Gain_VEMS_1    CVF_.ml._1   CVF_.PCT._1 
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :60    NA's   :60    NA's   :60    NA's   :60    NA's   :60   
##    Gain_CVF_1    CPT_.ml._1   CPT_.PCT._1     Gain_CPT     VR..ml._1  
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :60    NA's   :60    NA's   :60    NA's   :60    NA's   :60   
##    VR..PCT._1    Gain_VR_1     TM6_.m._1   TM6_sat_.PCT._1 TM6_.score.borg._1
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA     Min.   : NA       
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA       
##  Median : NA   Median : NA   Median : NA   Median : NA     Median : NA       
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN     Mean   :NaN       
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA       
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA     Max.   : NA       
##  NA's   :60    NA's   :60    NA's   :60    NA's   :60      NA's   :60        
##    Gain_TM6_1      mMRC_1        IMC_1     BODE.calculé_1
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   
##  Median : NA   Median : NA   Median : NA   Median : NA   
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   
##  NA's   :60    NA's   :60    NA's   :60    NA's   :60    
##         Complications_a_distance_1       Complications_a_distance_2
##                      :60                              :60          
##   Exacerbation BPCO  : 0            Exacerbation BPCO : 0          
##  Douleurs thoraciques: 0           Engluement valve   : 0          
##  Engluement valve    : 0                                           
##  Majoration dyspnée  : 0                                           
##  Pneumonie           : 0                                           
##  Pneumothorax        : 0                                           
##                                                                Prise_en_charge_complications_1
##                                                                                :60            
##  ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE: 0            
##  COVID + INF PYO                                                               : 0            
##  CTC ATB pas hospit                                                            : 0            
##  DOLI ATB, TOUX                                                                : 0            
##  drainage, atb                                                                 : 0            
##  (Other)                                                                       : 0            
##   VEMS_.ml._2   VEMS_.PCT._2  Gain_VEMS_2    CVF_.ml._2   CVF_.PCT._2 
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :60    NA's   :60    NA's   :60    NA's   :60    NA's   :60   
##    Gain_CVF_2    CPT_.ml._2   CPT_.PCT._2    Gain_CPT_2    VR_.ml._2  
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :60    NA's   :60    NA's   :60    NA's   :60    NA's   :60   
##    VR_.PCT._2    Gain_VR_2   TM6_sat_.PCT._2   TM6_.m._2   TM6_.score.borg._2
##  Min.   : NA   Min.   : NA   Min.   : NA     Min.   : NA   Min.   : NA       
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA   1st Qu.: NA       
##  Median : NA   Median : NA   Median : NA     Median : NA   Median : NA       
##  Mean   :NaN   Mean   :NaN   Mean   :NaN     Mean   :NaN   Mean   :NaN       
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA   3rd Qu.: NA       
##  Max.   : NA   Max.   : NA   Max.   : NA     Max.   : NA   Max.   : NA       
##  NA's   :60    NA's   :60    NA's   :60      NA's   :60    NA's   :60        
##  Calcul_BODE_TM6_2   Gain.TM6_2      mMRC_2        IMC_2     calcul.bode_2
##  Min.   : NA       Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA       1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA       Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN       Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA       3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA       Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :60        NA's   :60    NA's   :60    NA's   :60    NA's   :60   
##       Complications_a_distance_1.1 Complications_a_distance_2.1 Retrait_valve
##                     :60                         :60                :60       
##   Exacerbation BPCO : 0            Pneumothorax : 0             Non: 0       
##  Autre              : 0                                         Oui: 0       
##  Majoration dyspnée : 0                                                      
##  Pneumonie          : 0                                                      
##                                                                              
##                                                                              
##           type_retrait     Date_retrait delais_retrait_valve_mois
##                 :60              :60    Min.   : NA              
##  Non            : 0    16/07/2020: 0    1st Qu.: NA              
##  retrait complet: 0    18/11/2021: 0    Median : NA              
##  retrait partiel: 0    22/11/2019: 0    Mean   :NaN              
##                        mars-21   : 0    3rd Qu.: NA              
##                                         Max.   : NA              
##                                         NA's   :60               
##                                                                                    Raison.retrait.valves
##                                                                                               :60       
##  ABCES PULM 5/6 RETIREES                                                                      : 0       
##  Infection lid et pno recid, mais degradation clinique au bilan à 1 an donc repose le 30/10/21: 0       
##  Innefficacité clinique, paraclinique et surinf bronchique à repet                            : 0       
##  MAJ DYSPNEE APRES 2E POSE                                                                    : 0       
##  PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE                     : 0       
##                                                                                                         
## ------------------------------------------------------------ 
## G2$Pose_valves: Oui
##       Groupe   Date.consult.initiale age_Cs_initiale Sexe           Adressé_par
##  Groupe_2:21   02/07/2019: 2         Min.   :50.96   F:13   Hopital public:10  
##                02/02/2020: 1         1st Qu.:57.53   H: 8   Privé         : 4  
##                03/09/2020: 1         Median :62.95          Suivi CHUT    : 2  
##                05/03/2020: 1         Mean   :61.30          Ville         : 5  
##                05/07/2019: 1         3rd Qu.:64.10                             
##                06/09/2019: 1         Max.   :69.91                             
##                (Other)   :14                                                   
##  Vu_en_Cs Vu_en_HDS Critères_AMM_remplis Pose_valves
##  Non: 5      : 0    Non: 2               Non: 0     
##  Oui:16   Non: 1    Oui:19               Oui:21     
##           Oui:20                                    
##                                                     
##                                                     
##                                                     
##                                                     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               :21     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                              : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 0     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 0     
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :21     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 0     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 0     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :21     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                              : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 0     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 0     
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :21     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                             Raison_clinique_1
##                                      :21     
##  Raison clinique :  Pas de rehab     : 0     
##  Raison clinique :  Refus du patient : 0     
##  Raison clinique : AEG               : 0     
##  Raison clinique : Atcd chir         : 0     
##  Raison clinique : Exacerbation      : 0     
##  (Other)                             : 0     
##                                              Raison.clinique_2
##                                                       :21     
##  Raison clinique :  Pas de rehab                      : 0     
##  Raison clinique :  Refus du patient                  : 0     
##  Raison clinique : Exacerbation                       : 0     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 0     
##  Raison clinique :Tabac actif 2                       : 0     
##                                                               
##               Raison.clinique_3
##                        :21     
##  Raison clinique : AEG : 0     
##                                
##                                
##                                
##                                
##                                
##                              Raison_paraclinique._EFR_1
##                                           :21          
##  Raison paraclinique EFR : DLCO trop basse: 0          
##  Raison paraclinique EFR : TM6 trop altéré: 0          
##  Raison paraclinique EFR : VEMS trop bas  : 0          
##  Raison paraclinique EFR : VEMS trop élevé: 0          
##  Raison paraclinique EFR :VR trop bas     : 0          
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :21          
##  Raison paraclinique EFR : DLCO trop basse: 0          
##  Raison paraclinique EFR : TM6 trop altéré: 0          
##  Raison paraclinique EFR : VEMS trop élevé: 0          
##  Raison paraclinique EFR :VR trop bas     : 0          
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :21            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 0            
##  Raison paraclinique imagerie : nodule suspect          : 0            
##  Raison paraclinique imagerie : pas de cible TDM        : 0            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 0            
##  Raison paraclinique imagerie :pas de cible scinti seule: 0            
##                                                                        
##                               Raison_paraclinique._Imagerie_2
##                                               :21            
##  Raison paraclinique imagerie : nodule suspect: 0            
##                                                              
##                                                              
##                                                              
##                                                              
##                                                              
##                                      Raison_scissure_perméable
##                                                   :21         
##  4 Raison scissure perméable : StratX 1/ Chartis 2: 0         
##  Raison scissure perméable : Chartis              : 0         
##  Raison scissure perméable : StratX               : 0         
##                                                               
##                                                               
##                                                               
##                            Raison_clinique_cardio
##                                       :21        
##  Raison clinique cardio : Cardiopathie: 0        
##  Raison clinique cardio : HTAP        : 0        
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents   Satut_Tabagique
##                                            :20             : 0    
##  Antécédents : cancer pulmonaire ou nodule : 0   actif     : 1    
##  Antécédents : cardiopathie                : 0   Non_fumeur: 0    
##  Antécédents : HTAP                        : 0   Sevré     :20    
##  Antécédents : pneumonie                   : 1                    
##                                                                   
##                                                                   
##  Déficit_alpha     taille          poids            BMI       
##     : 0        Min.   :1.530   Min.   :45.00   Min.   :17.36  
##  Non:17        1st Qu.:1.580   1st Qu.:52.00   1st Qu.:20.07  
##  Oui: 4        Median :1.640   Median :63.00   Median :22.72  
##                Mean   :1.653   Mean   :63.55   Mean   :23.14  
##                3rd Qu.:1.700   3rd Qu.:73.00   3rd Qu.:24.97  
##                Max.   :1.790   Max.   :86.00   Max.   :31.25  
##                                                               
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB    
##  Min.   :3.000              : 0                : 0               : 0  
##  1st Qu.:3.000        A     : 0             Non:16            Non:21  
##  Median :3.000        A OU B: 0             Oui: 5            Oui: 0  
##  Mean   :3.429        B     :15                                       
##  3rd Qu.:4.000        C     : 0                                       
##  Max.   :4.000        D     : 6                                       
##                                                                       
##   Score.MMRC_0   Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :2.000      : 0                          : 0                    
##  1st Qu.:2.000   Non: 0                       Non: 5                    
##  Median :3.000   Oui:21                       Oui:16                    
##  Mean   :2.857                                                          
##  3rd Qu.:3.000                                                          
##  Max.   :4.000                                                          
##                                                                         
##              Ttt_BPCO_médicamenteux     OLD           Réhab_réalisée
##                         : 0               :0                 : 0    
##  Non                    : 0         Effort:9   ACTIF         : 0    
##  Oui                    :21         Non   :3   Apres dressage: 1    
##  PAS D ANTICHOLINERGIQUE: 0         Repos :9   Non           : 4    
##                                                Oui           :16    
##                                                                     
##                                                                     
##         Intervention_ttt_emphysème_préalable
##  Non                      :21               
##  RESECTION APICALE SUR PNO: 0               
##  SYMPHYSE G POUR PNO      : 0               
##                                             
##                                             
##                                             
##                                             
##  Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  1      :7                                                                                       
##  1_4    :4                                                                                       
##  5      :4                                                                                       
##  3_5    :3                                                                                       
##  4      :2                                                                                       
##  2      :1                                                                                       
##  (Other):0                                                                                       
##  Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2
##  Min.   :1.000                                                                          
##  1st Qu.:1.000                                                                          
##  Median :2.000                                                                          
##  Mean   :1.667                                                                          
##  3rd Qu.:2.000                                                                          
##  Max.   :2.000                                                                          
##                                                                                         
##  Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  1_4    :6                                                                               
##  5      :5                                                                               
##  3_5    :3                                                                               
##  2      :2                                                                               
##  2_4    :2                                                                               
##  1      :1                                                                               
##  (Other):2                                                                               
##  X..de.perfusion.du.lobe.traité Stratx...Homogène..15.0_Hétérogène.1
##  Min.   : 1.00                            : 1                       
##  1st Qu.: 9.00                  Hètérogène:14                       
##  Median :12.00                  Homogène  : 6                       
##  Mean   :13.04                                                      
##  3rd Qu.:17.00                                                      
##  Max.   :31.00                                                      
##  NA's   :2                                                          
##    TM6_.m._0   TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0  BODE_calcul   
##  Min.   :177   Min.   :72.00         Min.   : 3.000     Min.   :3.000  
##  1st Qu.:280   1st Qu.:78.00         1st Qu.: 5.000     1st Qu.:4.000  
##  Median :342   Median :82.00         Median : 7.000     Median :6.000  
##  Mean   :354   Mean   :81.86         Mean   : 6.762     Mean   :5.619  
##  3rd Qu.:450   3rd Qu.:84.00         3rd Qu.: 8.000     3rd Qu.:6.000  
##  Max.   :568   Max.   :92.00         Max.   :10.000     Max.   :9.000  
##                                                                        
##              ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0    VEMS._mL_0    
##                : 1   Min.   :57.00   Min.   :30.40   Min.   : 550.0  
##  Autre anomalie: 1   1st Qu.:64.00   1st Qu.:37.15   1st Qu.: 700.0  
##  HTAP          : 4   Median :69.50   Median :41.40   Median : 810.0  
##  Normale       :15   Mean   :68.28   Mean   :39.94   Mean   : 836.7  
##                      3rd Qu.:72.05   3rd Qu.:43.00   3rd Qu.: 910.0  
##                      Max.   :77.70   Max.   :47.00   Max.   :1500.0  
##                      NA's   :1       NA's   :1                       
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0     CVF_ml_0      CVF_PCT_0   
##  Min.   :20.00   Min.   :3300   245    : 2   Min.   :1350   Min.   :34.0  
##  1st Qu.:29.00   1st Qu.:4700   259    : 2   1st Qu.:1580   1st Qu.:55.5  
##  Median :32.50   Median :5300   270    : 2   Median :1810   Median :67.0  
##  Mean   :33.23   Mean   :5373   289    : 2   Mean   :2057   Mean   :66.4  
##  3rd Qu.:39.70   3rd Qu.:6100   192    : 1   3rd Qu.:2400   3rd Qu.:78.0  
##  Max.   :47.00   Max.   :7500   206    : 1   Max.   :3600   Max.   :95.0  
##                                 (Other):11                                
##     CPT_ml_0      CPT_PCT_0        VR_CPT_0       DLCO_PCT_0   
##  Min.   :5400   Min.   :120.0   Min.   :54.00   Min.   :18.00  
##  1st Qu.:6990   1st Qu.:130.0   1st Qu.:63.00   1st Qu.:28.25  
##  Median :7600   Median :144.0   Median :68.00   Median :35.00  
##  Mean   :7780   Mean   :141.6   Mean   :68.93   Mean   :33.64  
##  3rd Qu.:8660   3rd Qu.:151.0   3rd Qu.:75.00   3rd Qu.:39.25  
##  Max.   :9500   Max.   :167.0   Max.   :81.00   Max.   :50.00  
##                                                 NA's   :1      
##  Nbre_valves_posées Résultats_Chartis  Lobe_choisi
##  Min.   : 3.00               : 1      LSD    :8   
##  1st Qu.: 4.00      Complete :19      LIG    :5   
##  Median : 5.00      Incomplet: 1      LSG    :3   
##  Mean   : 5.81                        LID    :2   
##  3rd Qu.: 8.00                        LID_LIG:1   
##  Max.   :12.00                        LSD LM :1   
##                                       (Other):1   
##  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##  24/03/2021: 2                                      :14       
##  01/07/2020: 1                    Exacerbation BPCO : 3       
##  05/02/2020: 1                   Autre              : 1       
##  07/10/2020: 1                   Pneumonie          : 1       
##  08/01/2020: 1                   Pneumothorax       : 2       
##  08/07/2020: 1                                                
##  (Other)   :14                                                
##  date.de.survenue.des.complications_0
##            :16                       
##  08/09/2021: 1                       
##  18/02/2020: 1                       
##  19/09/2019: 1                       
##  24/08/2019: 1                       
##  29/01/2020: 1                       
##                                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : 0.000                             
##  1st Qu.: 0.000                             
##  Median : 1.000                             
##  Mean   : 5.714                             
##  3rd Qu.: 2.500                             
##  Max.   :34.000                             
##  NA's   :14                                 
##  PEC.en.charge.des.complications_0...retrait.valve..drainage.
##          :14                                                 
##  AEROSOLS: 1                                                 
##  ATB     : 1                                                 
##  ATB IV  : 1                                                 
##  Drainage: 1                                                 
##  DRAINAGE: 1                                                 
##  (Other) : 2                                                 
##  Date.de.la.pose.de.valve.N.2           Complications.pose
##            : 3                                   :17      
##  03/03/2020: 1                 Exacerbation BPCO : 2      
##  04/11/2020: 1                Mort               : 1      
##  06/07/2021: 1                Pneumothorax       : 1      
##  09/12/2020: 1                                            
##  11/08/2020: 1                                            
##  (Other)   :13                                            
##  date.de.survenue.des.complications
##            :18                     
##  09/12/2020: 1                     
##  16/06/2021: 1                     
##  18/09/2020: 1                     
##                                    
##                                    
##                                    
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : 0                                         
##  1st Qu.:15                                         
##  Median :30                                         
##  Mean   :20                                         
##  3rd Qu.:30                                         
##  Max.   :30                                         
##  NA's   :18                                         
##                                                      PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                                                    :17                           
##  AEROSOLS CTC                                                                      : 1                           
##  atb ctc                                                                           : 1                           
##  DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI : 1                           
##  SURVEILLANCE                                                                      : 1                           
##                                                                                                                  
##                                                                                                                  
##   VEMS_.ml._1    VEMS_.PCT._1    Gain_VEMS_1       CVF_.ml._1  
##  Min.   : 640   Min.   :27.00   Min.   :-150.0   Min.   :1400  
##  1st Qu.: 825   1st Qu.:33.00   1st Qu.: 110.0   1st Qu.:2065  
##  Median : 930   Median :42.00   Median : 250.0   Median :2300  
##  Mean   :1051   Mean   :42.26   Mean   : 214.7   Mean   :2471  
##  3rd Qu.:1200   3rd Qu.:49.00   3rd Qu.: 320.0   3rd Qu.:2635  
##  Max.   :1900   Max.   :62.00   Max.   : 500.0   Max.   :5200  
##  NA's   :2      NA's   :2       NA's   :2        NA's   :2     
##   CVF_.PCT._1       Gain_CVF_1     CPT_.ml._1    CPT_.PCT._1   
##  Min.   : 38.00   Min.   :-440   Min.   :5300   Min.   :111.0  
##  1st Qu.: 75.50   1st Qu.:-100   1st Qu.:6405   1st Qu.:126.0  
##  Median : 87.00   Median : 480   Median :6880   Median :136.0  
##  Mean   : 84.84   Mean   : 461   Mean   :7208   Mean   :134.7  
##  3rd Qu.:100.00   3rd Qu.: 795   3rd Qu.:8015   3rd Qu.:142.0  
##  Max.   :116.00   Max.   :1760   Max.   :9800   Max.   :158.0  
##  NA's   :2        NA's   :2      NA's   :2      NA's   :2      
##     Gain_CPT         VR..ml._1      VR..PCT._1      Gain_VR_1    
##  Min.   :-1120.0   Min.   :2620   Min.   :137.0   Min.   :-2620  
##  1st Qu.: -955.0   1st Qu.:3575   1st Qu.:179.5   1st Qu.:-1285  
##  Median : -440.0   Median :4300   Median :198.0   Median :-1000  
##  Mean   : -493.2   Mean   :4281   Mean   :208.5   Mean   :-1063  
##  3rd Qu.: -105.0   3rd Qu.:4810   3rd Qu.:233.5   3rd Qu.: -510  
##  Max.   :  440.0   Max.   :6890   Max.   :313.0   Max.   :  210  
##  NA's   :2         NA's   :2      NA's   :2       NA's   :2      
##    TM6_.m._1     TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1     
##  Min.   :180.0   Min.   :70.00   Min.   :3.000      Min.   :-230.00  
##  1st Qu.:369.8   1st Qu.:79.25   1st Qu.:4.500      1st Qu.: -13.00  
##  Median :425.0   Median :83.50   Median :5.000      Median :  58.50  
##  Mean   :426.0   Mean   :81.61   Mean   :5.333      Mean   :  48.39  
##  3rd Qu.:484.0   3rd Qu.:84.75   3rd Qu.:6.000      3rd Qu.:  89.75  
##  Max.   :625.0   Max.   :89.00   Max.   :8.000      Max.   : 442.00  
##  NA's   :3       NA's   :3       NA's   :3          NA's   :3        
##      mMRC_1          IMC_1       BODE.calculé_1 
##  Min.   :1.000   Min.   :17.00   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:20.75   1st Qu.:2.000  
##  Median :2.000   Median :22.70   Median :3.000  
##  Mean   :1.889   Mean   :22.99   Mean   :3.556  
##  3rd Qu.:3.000   3rd Qu.:25.00   3rd Qu.:4.750  
##  Max.   :3.000   Max.   :32.00   Max.   :7.000  
##  NA's   :3       NA's   :2       NA's   :3      
##         Complications_a_distance_1       Complications_a_distance_2
##                      :11                              :18          
##   Exacerbation BPCO  : 3            Exacerbation BPCO : 2          
##  Douleurs thoraciques: 2           Engluement valve   : 1          
##  Engluement valve    : 1                                           
##  Majoration dyspnée  : 2                                           
##  Pneumonie           : 1                                           
##  Pneumothorax        : 1                                           
##                                                                Prise_en_charge_complications_1
##                                                                                :12            
##  ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE: 1            
##  COVID + INF PYO                                                               : 1            
##  CTC ATB pas hospit                                                            : 1            
##  DOLI ATB, TOUX                                                                : 1            
##  drainage, atb                                                                 : 1            
##  (Other)                                                                       : 4            
##   VEMS_.ml._2    VEMS_.PCT._2    Gain_VEMS_2       CVF_.ml._2  
##  Min.   : 490   Min.   :18.00   Min.   :-170.0   Min.   :1480  
##  1st Qu.: 825   1st Qu.:34.50   1st Qu.:  95.0   1st Qu.:1995  
##  Median : 940   Median :39.50   Median : 150.0   Median :2395  
##  Mean   : 948   Mean   :40.64   Mean   : 138.7   Mean   :2296  
##  3rd Qu.:1125   3rd Qu.:52.75   3rd Qu.: 215.0   3rd Qu.:2612  
##  Max.   :1350   Max.   :59.00   Max.   : 370.0   Max.   :3060  
##  NA's   :6      NA's   :7       NA's   :6        NA's   :7     
##   CVF_.PCT._2       Gain_CVF_2       CPT_.ml._2    CPT_.PCT._2   
##  Min.   : 41.00   Min.   :-200.0   Min.   :5150   Min.   :117.0  
##  1st Qu.: 78.00   1st Qu.: 202.5   1st Qu.:6355   1st Qu.:127.8  
##  Median : 85.50   Median : 399.5   Median :6710   Median :135.0  
##  Mean   : 83.86   Mean   : 440.6   Mean   :7091   Mean   :138.3  
##  3rd Qu.:101.00   3rd Qu.: 692.5   3rd Qu.:7575   3rd Qu.:151.5  
##  Max.   :108.00   Max.   :1030.0   Max.   :9430   Max.   :163.0  
##  NA's   :7        NA's   :7        NA's   :7      NA's   :7      
##    Gain_CPT_2        VR_.ml._2      VR_.PCT._2      Gain_VR_2      
##  Min.   :-1530.0   Min.   :2860   Min.   :159.0   Min.   :-2120.0  
##  1st Qu.: -712.5   1st Qu.:3225   1st Qu.:172.5   1st Qu.:-1525.0  
##  Median : -285.0   Median :4350   Median :202.0   Median : -820.0  
##  Mean   : -420.0   Mean   :4437   Mean   :214.6   Mean   : -854.3  
##  3rd Qu.:  -87.5   3rd Qu.:5202   3rd Qu.:251.2   3rd Qu.: -407.5  
##  Max.   :  380.0   Max.   :7100   Max.   :307.0   Max.   :  590.0  
##  NA's   :7         NA's   :7      NA's   :7       NA's   :7        
##  TM6_sat_.PCT._2   TM6_.m._2     TM6_.score.borg._2 Calcul_BODE_TM6_2
##  Min.   :69.00   Min.   : 28.0   Min.   :2.000      Min.   :0.000    
##  1st Qu.:80.75   1st Qu.:370.5   1st Qu.:7.000      1st Qu.:0.000    
##  Median :84.00   Median :460.5   Median :8.000      Median :0.000    
##  Mean   :83.75   Mean   :420.8   Mean   :7.091      Mean   :1.235    
##  3rd Qu.:88.25   3rd Qu.:500.0   3rd Qu.:8.000      3rd Qu.:3.000    
##  Max.   :92.00   Max.   :660.0   Max.   :9.000      Max.   :3.000    
##  NA's   :9       NA's   :9       NA's   :10         NA's   :4        
##    Gain.TM6_2          mMRC_2      IMC_2       calcul.bode_2   
##  Min.   :-155.00   Min.   :1   Min.   :17.00   Min.   : 1.000  
##  1st Qu.: -73.25   1st Qu.:1   1st Qu.:20.95   1st Qu.: 2.000  
##  Median :  65.00   Median :2   Median :23.70   Median : 2.500  
##  Mean   :  40.50   Mean   :2   Mean   :23.85   Mean   : 3.583  
##  3rd Qu.: 134.25   3rd Qu.:3   3rd Qu.:25.75   3rd Qu.: 4.000  
##  Max.   : 187.00   Max.   :4   Max.   :32.00   Max.   :10.000  
##  NA's   :9         NA's   :8   NA's   :6       NA's   :9       
##       Complications_a_distance_1.1 Complications_a_distance_2.1 Retrait_valve
##                     :15                         :20                : 0       
##   Exacerbation BPCO : 1            Pneumothorax : 1             Non:16       
##  Autre              : 2                                         Oui: 5       
##  Majoration dyspnée : 1                                                      
##  Pneumonie          : 2                                                      
##                                                                              
##                                                                              
##           type_retrait     Date_retrait delais_retrait_valve_mois
##                 : 0              :16    Min.   : 5.37            
##  Non            :16    16/07/2020: 1    1st Qu.: 7.03            
##  retrait complet: 2    18/11/2021: 2    Median :13.37            
##  retrait partiel: 3    22/11/2019: 1    Mean   :12.32            
##                        mars-21   : 1    3rd Qu.:17.03            
##                                         Max.   :18.80            
##                                         NA's   :16               
##                                                                                    Raison.retrait.valves
##                                                                                               :16       
##  ABCES PULM 5/6 RETIREES                                                                      : 1       
##  Infection lid et pno recid, mais degradation clinique au bilan à 1 an donc repose le 30/10/21: 1       
##  Innefficacité clinique, paraclinique et surinf bronchique à repet                            : 1       
##  MAJ DYSPNEE APRES 2E POSE                                                                    : 1       
##  PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE                     : 1       
## 
by(G2,G2$Pose_valves, Hmisc::describe)
## G2$Pose_valves: Non
## data[x, , drop = FALSE] 
## 
##  123  Variables      60  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       60        0        1 Groupe_2 
##                    
## Value      Groupe_2
## Frequency        60
## Proportion        1
## --------------------------------------------------------------------------------
## Date.consult.initiale 
##        n  missing distinct 
##       60        0       55 
## 
## lowest : 02/01/2020 02/07/2019 03/12/2020 04/02/2020 05/07/2019
## highest: 29/10/2020 30/01/2020 30/06/2020 30/09/2019 30/12/2019
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       60        0       60        1    61.83    9.207    48.33    50.82 
##      .25      .50      .75      .90      .95 
##    56.66    62.50    67.67    71.15    73.57 
## 
## lowest : 44.71 46.64 47.60 48.37 49.81, highest: 71.83 73.38 77.12 78.00 79.12
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       60        0        2 
##                     
## Value         F    H
## Frequency    21   39
## Proportion 0.35 0.65
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       60        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              14             22             12             12
## Proportion          0.233          0.367          0.200          0.200
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       60        0        2 
##                       
## Value        Non   Oui
## Frequency     10    50
## Proportion 0.167 0.833
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       60        0        3 
##                             
## Value              Non   Oui
## Frequency      1    18    41
## Proportion 0.017 0.300 0.683
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       60        0        2 
##                   
## Value      Non Oui
## Frequency   24  36
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       60        0        1      Non 
##               
## Value      Non
## Frequency   60
## Proportion   1
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##       60        0        6 
## 
## lowest :  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                               2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest: 2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                               2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##       60        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##       60        0        7 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                               2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5
## highest: 2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                               2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##       60        0        3 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##       60        0        9 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : AEG                                 Raison clinique : Atcd chir                          
## highest: Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                        Raison clinique :Traitement non optimal              
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##       60        0        6 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct 
##       60        0        2 
##                                                       
## Value                            Raison clinique : AEG
## Frequency                     59                     1
## Proportion                 0.983                 0.017
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##       60        0        6 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé
## highest: Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##       60        0        5 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## highest:                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##       60        0        6 
## 
## lowest :                                                         Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti 
## highest: Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti  Raison paraclinique imagerie :pas de cible scinti seule
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##       60        0        2 
##                                                         
## Value                                                   
## Frequency                                           58  
## Proportion                                         0.967
##                                                         
## Value      Raison paraclinique imagerie : nodule suspect
## Frequency                                            2  
## Proportion                                         0.033
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##       60        0        4 
## 
## (48, 0.800), 4 Raison scissure perméable : StratX 1/ Chartis 2 (1, 0.017),
## Raison scissure perméable : Chartis (3, 0.050), Raison scissure perméable :
## StratX (8, 0.133)
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##       60        0        3 
## 
## (54, 0.900), Raison clinique cardio : Cardiopathie (1, 0.017), Raison clinique
## cardio : HTAP (5, 0.083)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       60        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       60        0        4 
##                                                       
## Value                      actif Non_fumeur      Sevré
## Frequency           1          3          1         55
## Proportion      0.017      0.050      0.017      0.917
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       60        0        3 
##                             
## Value              Non   Oui
## Frequency      1    55     4
## Proportion 0.017 0.917 0.067
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        4       27    0.997    1.692  0.09153    1.580    1.595 
##      .25      .50      .75      .90      .95 
##    1.637    1.690    1.742    1.800    1.803 
## 
## lowest : 1.50 1.54 1.58 1.59 1.60, highest: 1.79 1.80 1.81 1.84 1.90
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        4       35    0.998    67.47    18.53    43.00    44.05 
##      .25      .50      .75      .90      .95 
##    57.00    69.00    74.25    84.50    92.50 
## 
## lowest :  38.0  42.0  43.0  44.0  44.1, highest:  86.0  90.0 100.0 119.0 120.0
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       57        3       55        1    23.31    5.647    15.58    16.54 
##      .25      .50      .75      .90      .95 
##    20.03    23.14    25.97    28.85    32.25 
## 
## lowest : 14.84 15.41 15.44 15.62 15.92, highest: 31.22 31.92 33.59 35.15 37.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       60        0        4    0.814      3.3   0.7107 
##                                   
## Value          1     2     3     4
## Frequency      1     5    29    25
## Proportion 0.017 0.083 0.483 0.417
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       60        0        6 
## 
## lowest :        A      A OU B B      C     , highest: A      A OU B B      C      D     
##                                                     
## Value                  A A OU B      B      C      D
## Frequency       1      2      3     32      1     21
## Proportion  0.017  0.033  0.050  0.533  0.017  0.350
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       60        0        3 
##                             
## Value              Non   Oui
## Frequency      1    40    19
## Proportion 0.017 0.667 0.317
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       60        0        3 
##                             
## Value              Non   Oui
## Frequency      3    53     4
## Proportion 0.050 0.883 0.067
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       54        6        5    0.858    2.796   0.9637 
## 
## lowest : 0 1 2 3 4, highest: 0 1 2 3 4
##                                         
## Value          0     1     2     3     4
## Frequency      1     4    11    27    11
## Proportion 0.019 0.074 0.204 0.500 0.204
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##       60        0        3 
##                             
## Value              Non   Oui
## Frequency      5     7    48
## Proportion 0.083 0.117 0.800
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       60        0        3 
##                             
## Value              Non   Oui
## Frequency      2    18    40
## Proportion 0.033 0.300 0.667
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##       60        0        4 
##                                                           
## Value                                                  Non
## Frequency                        8                       4
## Proportion                   0.133                   0.067
##                                                           
## Value                          Oui PAS D ANTICHOLINERGIQUE
## Frequency                       47                       1
## Proportion                   0.783                   0.017
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       60        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       3      9     20     28
## Proportion  0.050  0.150  0.333  0.467
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       60        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               5              4              1             12
## Proportion          0.083          0.067          0.017          0.200
##                          
## Value                 Oui
## Frequency              38
## Proportion          0.633
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       60        0        3 
##                                                               
## Value                            Non RESECTION APICALE SUR PNO
## Frequency                         58                         1
## Proportion                     0.967                     0.017
##                                     
## Value            SYMPHYSE G POUR PNO
## Frequency                          1
## Proportion                     0.017
## --------------------------------------------------------------------------------
## Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       60        0       11 
## 
## lowest :       0     1     1_2   1_2_4, highest: 2     3     3_5   4     5    
##                                                                             
## Value                0     1   1_2 1_2_4   1_4     2     3   3_5     4     5
## Frequency      6    15     7     1     1     8     3     5     3     6     5
## Proportion 0.100 0.250 0.117 0.017 0.017 0.133 0.050 0.083 0.050 0.100 0.083
## --------------------------------------------------------------------------------
## Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2 
##        n  missing distinct     Info     Mean      Gmd 
##       39       21        3    0.826    1.359   0.7422 
##                             
## Value          0     1     2
## Frequency      5    15    19
## Proportion 0.128 0.385 0.487
## --------------------------------------------------------------------------------
## Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       60        0       10 
## 
## lowest :     0   1   1_4 2  , highest: 2_4 3   3_5 4   5  
##                                                                       
## Value                0     1   1_4     2   2_4     3   3_5     4     5
## Frequency     17    18     7     4     2     1     1     2     2     6
## Proportion 0.283 0.300 0.117 0.067 0.033 0.017 0.017 0.033 0.033 0.100
## --------------------------------------------------------------------------------
## X..de.perfusion.du.lobe.traité 
##        n  missing distinct     Info     Mean      Gmd 
##       10       50        9    0.994     8.53    6.864 
## 
## lowest :  1.0  1.3  2.0  6.0  9.0, highest:  9.0 10.0 11.0 14.0 17.0
##                                                        
## Value       1.0  1.3  2.0  6.0  9.0 10.0 11.0 14.0 17.0
## Frequency     1    1    1    1    1    1    1    2    1
## Proportion  0.1  0.1  0.1  0.1  0.1  0.1  0.1  0.2  0.1
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       60        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency          21         20         19
## Proportion      0.350      0.333      0.317
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47       13       42    0.999    300.8    184.5     60.0     81.0 
##      .25      .50      .75      .90      .95 
##    159.0    309.0    415.5    501.0    543.5 
## 
## lowest :  43  45  60  95 108, highest: 510 540 545 590 650
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49       11       22    0.996    84.12     7.19     73.8     75.8 
##      .25      .50      .75      .90      .95 
##     80.0     85.0     88.0     92.0     93.6 
## 
## lowest : 69 72 73 75 76, highest: 91 92 93 94 95
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       46       14       14    0.984    6.478    2.516     3.00     3.75 
##      .25      .50      .75      .90      .95 
##     5.00     7.00     8.00     9.00     9.00 
## 
## lowest :  0.0  2.0  3.0  3.5  4.0, highest:  7.0  8.0  8.5  9.0 10.0
##                                                                             
## Value        0.0   2.0   3.0   3.5   4.0   5.0   5.5   6.0   6.5   7.0   8.0
## Frequency      1     1     2     1     5     4     1     4     2     6    10
## Proportion 0.022 0.022 0.043 0.022 0.109 0.087 0.022 0.087 0.043 0.130 0.217
##                             
## Value        8.5   9.0  10.0
## Frequency      2     5     2
## Proportion 0.043 0.109 0.043
## --------------------------------------------------------------------------------
## BODE_calcul 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47       13       10     0.97    5.957    2.429      2.0      3.0 
##      .25      .50      .75      .90      .95 
##      5.0      6.0      8.0      8.4      9.0 
## 
## lowest :  0  2  3  4  5, highest:  6  7  8  9 10
##                                                                       
## Value          0     2     3     4     5     6     7     8     9    10
## Frequency      1     3     2     3     9    12     4     8     3     2
## Proportion 0.021 0.064 0.043 0.064 0.191 0.255 0.085 0.170 0.064 0.043
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       60        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency              15              4             11             30
## Proportion          0.250          0.067          0.183          0.500
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       45       15       34    0.999    66.05    10.81    52.18    53.00 
##      .25      .50      .75      .90      .95 
##    61.00    67.00    71.00    75.80    80.40 
## 
## lowest : 35.0 50.4 52.0 52.9 53.0, highest: 76.0 78.0 81.0 86.0 88.8
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       46       14       29    0.995    38.76    6.637    31.25    32.00 
##      .25      .50      .75      .90      .95 
##    35.05    37.05    41.00    47.00    48.10 
## 
## lowest : 28.7 31.0 32.0 33.0 33.8, highest: 45.6 47.0 48.1 53.0 59.0
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       54        6       33    0.998    993.7    446.3      500      600 
##      .25      .50      .75      .90      .95 
##      700      900     1200     1500     1800 
## 
## lowest :  400  450  500  590  600, highest: 1500 1590 1800 1880 2400
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       60        0       32    0.999    35.02    14.87    18.95    19.90 
##      .25      .50      .75      .90      .95 
##    26.75    32.50    42.00    49.10    56.40 
## 
## lowest : 13 14 18 19 20, highest: 50 56 64 65 92
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       46       14       41        1     4948     1511     2502     3400 
##      .25      .50      .75      .90      .95 
##     4125     5070     5688     6320     7055 
## 
## lowest : 1810 2060 2430 2720 3300, highest: 6400 6800 7140 7600 7900
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##       60        0       45 
## 
## lowest :      >150 100  128  160 , highest: 360  374  391  86   94  
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       51        9       42        1     2347    875.1     1415     1460 
##      .25      .50      .75      .90      .95 
##     1730     2160     2900     3280     3705 
## 
## lowest :  950 1400 1410 1420 1430, highest: 3410 3700 3710 3750 5000
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       54        6       38    0.999    68.76    20.92    42.90    47.00 
##      .25      .50      .75      .90      .95 
##    56.00    68.00    76.75    94.20   103.70 
## 
## lowest :  35  38  39  45  46, highest:  97 103 105 108 123
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47       13       39    0.999     7423     1882     5048     5624 
##      .25      .50      .75      .90      .95 
##     6650     7400     8695     9282     9658 
## 
## lowest :    10  4240  5000  5160  5600, highest:  9270  9300  9560  9700 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49       11       34    0.999    128.9    23.74     94.8    107.8 
##      .25      .50      .75      .90      .95 
##    117.0    127.0    140.0    160.2    163.4 
## 
## lowest :  69  89  94  96 103, highest: 159 160 161 165 179
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47       13       33    0.999    63.82    12.15     45.2     50.6 
##      .25      .50      .75      .90      .95 
##     57.9     64.0     71.5     76.4     79.4 
## 
## lowest : 36 40 44 48 50, highest: 76 77 78 80 81
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47       13       26    0.998    34.22    12.02     19.3     20.6 
##      .25      .50      .75      .90      .95 
##     26.5     34.0     41.0     47.2     51.7 
## 
## lowest : 17 19 20 21 22, highest: 49 51 52 58 60
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       59        1        1        0        0        0 
##              
## Value       0
## Frequency  59
## Proportion  1
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       60        0        2 
##                               
## Value                Incomplet
## Frequency         59         1
## Proportion     0.983     0.017
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0...retrait.valve..drainage. 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.valve.N.2 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Date_retrait 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct    value 
##       60        0        1          
##              
## Value        
## Frequency  60
## Proportion  1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Délai.de.survenue.des.complications..jours.        
##  [2] Délai.de.survenue.des.complications..jours._valve.2
##  [3] VEMS_.ml._1                                        
##  [4] VEMS_.PCT._1                                       
##  [5] Gain_VEMS_1                                        
##  [6] CVF_.ml._1                                         
##  [7] CVF_.PCT._1                                        
##  [8] Gain_CVF_1                                         
##  [9] CPT_.ml._1                                         
## [10] CPT_.PCT._1                                        
## [11] Gain_CPT                                           
## [12] VR..ml._1                                          
## [13] VR..PCT._1                                         
## [14] Gain_VR_1                                          
## [15] TM6_.m._1                                          
## [16] TM6_sat_.PCT._1                                    
## [17] TM6_.score.borg._1                                 
## [18] Gain_TM6_1                                         
## [19] mMRC_1                                             
## [20] IMC_1                                              
## [21] BODE.calculé_1                                     
## [22] VEMS_.ml._2                                        
## [23] VEMS_.PCT._2                                       
## [24] Gain_VEMS_2                                        
## [25] CVF_.ml._2                                         
## [26] CVF_.PCT._2                                        
## [27] Gain_CVF_2                                         
## [28] CPT_.ml._2                                         
## [29] CPT_.PCT._2                                        
## [30] Gain_CPT_2                                         
## [31] VR_.ml._2                                          
## [32] VR_.PCT._2                                         
## [33] Gain_VR_2                                          
## [34] TM6_sat_.PCT._2                                    
## [35] TM6_.m._2                                          
## [36] TM6_.score.borg._2                                 
## [37] Calcul_BODE_TM6_2                                  
## [38] Gain.TM6_2                                         
## [39] mMRC_2                                             
## [40] IMC_2                                              
## [41] calcul.bode_2                                      
## [42] delais_retrait_valve_mois                          
## ------------------------------------------------------------ 
## G2$Pose_valves: Oui
## data[x, , drop = FALSE] 
## 
##  123  Variables      21  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       21        0        1 Groupe_2 
##                    
## Value      Groupe_2
## Frequency        21
## Proportion        1
## --------------------------------------------------------------------------------
## Date.consult.initiale 
##        n  missing distinct 
##       21        0       20 
## 
## lowest : 02/02/2020 02/07/2019 03/09/2020 05/03/2020 05/07/2019
## highest: 22/11/2019 24/09/2020 30/01/2020 30/04/2020 31/10/2019
## 
## 02/02/2020 (1, 0.048), 02/07/2019 (2, 0.095), 03/09/2020 (1, 0.048), 05/03/2020
## (1, 0.048), 05/07/2019 (1, 0.048), 06/09/2019 (1, 0.048), 11/06/2020 (1,
## 0.048), 12/11/2019 (1, 0.048), 12/12/2019 (1, 0.048), 13/02/2020 (1, 0.048),
## 15/09/2020 (1, 0.048), 17/09/2019 (1, 0.048), 17/10/2019 (1, 0.048), 21/10/2019
## (1, 0.048), 22/09/2020 (1, 0.048), 22/11/2019 (1, 0.048), 24/09/2020 (1,
## 0.048), 30/01/2020 (1, 0.048), 30/04/2020 (1, 0.048), 31/10/2019 (1, 0.048)
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       21        1     61.3     6.04    53.75    54.28 
##      .25      .50      .75      .90      .95 
##    57.53    62.95    64.10    68.06    69.34 
## 
## lowest : 50.96 53.75 54.28 55.38 57.42, highest: 64.98 65.76 68.06 69.34 69.91
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       21        0        2 
##                       
## Value          F     H
## Frequency     13     8
## Proportion 0.619 0.381
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       21        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              10              4              2              5
## Proportion          0.476          0.190          0.095          0.238
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       21        0        2 
##                       
## Value        Non   Oui
## Frequency      5    16
## Proportion 0.238 0.762
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       21        0        2 
##                       
## Value        Non   Oui
## Frequency      1    20
## Proportion 0.048 0.952
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       21        0        2 
##                       
## Value        Non   Oui
## Frequency      2    19
## Proportion 0.095 0.905
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       21        0        1      Oui 
##               
## Value      Oui
## Frequency   21
## Proportion   1
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct    value 
##       21        0        1          
##              
## Value        
## Frequency  21
## Proportion  1
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       21        0        2 
##                                                           
## Value                              Antécédents : pneumonie
## Frequency                       20                       1
## Proportion                   0.952                   0.048
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       21        0        2 
##                       
## Value      actif Sevré
## Frequency      1    20
## Proportion 0.048 0.952
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       21        0        2 
##                     
## Value       Non  Oui
## Frequency    17    4
## Proportion 0.81 0.19
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       14    0.995    1.653  0.09371     1.54     1.57 
##      .25      .50      .75      .90      .95 
##     1.58     1.64     1.70     1.76     1.79 
## 
## lowest : 1.53 1.54 1.57 1.58 1.60, highest: 1.69 1.70 1.71 1.76 1.79
##                                                                             
## Value       1.53  1.54  1.57  1.58  1.60  1.63  1.64  1.67  1.68  1.69  1.70
## Frequency      1     1     2     2     2     1     2     1     1     2     1
## Proportion 0.048 0.048 0.095 0.095 0.095 0.048 0.095 0.048 0.048 0.095 0.048
##                             
## Value       1.71  1.76  1.79
## Frequency      1     2     2
## Proportion 0.048 0.095 0.095
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       14    0.993    63.55    14.85       49       49 
##      .25      .50      .75      .90      .95 
##       52       63       73       80       80 
## 
## lowest : 45 49 50 52 53, highest: 70 73 77 80 86
##                                                                             
## Value       45.0  49.0  50.0  52.0  53.0  56.0  58.0  63.0  68.5  70.0  73.0
## Frequency      1     2     1     2     2     1     1     1     1     3     1
## Proportion 0.048 0.095 0.048 0.095 0.095 0.048 0.048 0.048 0.048 0.143 0.048
##                             
## Value       77.0  80.0  86.0
## Frequency      1     3     1
## Proportion 0.048 0.143 0.048
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       21        1    23.14    4.383    18.26    19.14 
##      .25      .50      .75      .90      .95 
##    20.07    22.72    24.97    29.52    30.11 
## 
## lowest : 17.36 18.26 19.14 19.57 19.71, highest: 25.10 25.83 29.52 30.11 31.25
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       21        0        2    0.736    3.429   0.5143 
##                       
## Value          3     4
## Frequency     12     9
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       21        0        2 
##                       
## Value          B     D
## Frequency     15     6
## Proportion 0.714 0.286
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       21        0        2 
##                       
## Value        Non   Oui
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct    value 
##       21        0        1      Non 
##               
## Value      Non
## Frequency   21
## Proportion   1
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       21        0        3    0.789    2.857   0.6857 
##                             
## Value          2     3     4
## Frequency      6    12     3
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct    value 
##       21        0        1      Oui 
##               
## Value      Oui
## Frequency   21
## Proportion   1
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       21        0        2 
##                       
## Value        Non   Oui
## Frequency      5    16
## Proportion 0.238 0.762
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct    value 
##       21        0        1      Oui 
##               
## Value      Oui
## Frequency   21
## Proportion   1
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       21        0        3 
##                                
## Value      Effort    Non  Repos
## Frequency       9      3      9
## Proportion  0.429  0.143  0.429
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       21        0        3 
##                                                        
## Value      Apres dressage            Non            Oui
## Frequency               1              4             16
## Proportion          0.048          0.190          0.762
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct    value 
##       21        0        1      Non 
##               
## Value      Non
## Frequency   21
## Proportion   1
## --------------------------------------------------------------------------------
## Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       21        0        6 
## 
## lowest : 1   1_4 2   3_5 4  , highest: 1_4 2   3_5 4   5  
##                                               
## Value          1   1_4     2   3_5     4     5
## Frequency      7     4     1     3     2     4
## Proportion 0.333 0.190 0.048 0.143 0.095 0.190
## --------------------------------------------------------------------------------
## Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2 
##        n  missing distinct     Info     Mean      Gmd 
##       21        0        2    0.668    1.667   0.4667 
##                       
## Value          1     2
## Frequency      7    14
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       21        0        8 
## 
## lowest : 1   1_4 2   2_4 3  , highest: 2_4 3   3_5 4   5  
##                                                           
## Value          1   1_4     2   2_4     3   3_5     4     5
## Frequency      1     6     2     2     1     3     1     5
## Proportion 0.048 0.286 0.095 0.095 0.048 0.143 0.048 0.238
## --------------------------------------------------------------------------------
## X..de.perfusion.du.lobe.traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       15    0.995    13.04    7.828     5.05     5.90 
##      .25      .50      .75      .90      .95 
##     9.00    12.00    17.00    20.50    23.35 
## 
## lowest :  1.0  5.5  6.0  7.0  8.0, highest: 17.0 18.0 20.0 22.5 31.0
##                                                                             
## Value        1.0   5.5   6.0   7.0   8.0  10.0  10.7  12.0  13.0  16.0  17.0
## Frequency      1     1     1     1     1     3     1     1     2     1     2
## Proportion 0.053 0.053 0.053 0.053 0.053 0.158 0.053 0.053 0.105 0.053 0.105
##                                   
## Value       18.0  20.0  22.5  31.0
## Frequency      1     1     1     1
## Proportion 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       21        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           1         14          6
## Proportion      0.048      0.667      0.286
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       18    0.998      354    137.8      180      183 
##      .25      .50      .75      .90      .95 
##      280      342      450      488      554 
## 
## lowest : 177 180 183 216 273, highest: 450 470 488 554 568
##                                                                             
## Value        177   180   183   216   273   280   294   300   308   342   380
## Frequency      1     1     1     1     1     1     1     2     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.095 0.048 0.048 0.048
##                                                     
## Value        401   410   450   470   488   554   568
## Frequency      1     2     2     1     1     1     1
## Proportion 0.048 0.095 0.095 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       15    0.995    81.86    6.495       74       76 
##      .25      .50      .75      .90      .95 
##       78       82       84       91       91 
## 
## lowest : 72 74 76 77 78, highest: 84 85 89 91 92
##                                                                             
## Value         72    74    76    77    78    79    80    81    82    83    84
## Frequency      1     1     2     1     1     2     1     1     1     3     2
## Proportion 0.048 0.048 0.095 0.048 0.048 0.095 0.048 0.048 0.048 0.143 0.095
##                                   
## Value         85    89    91    92
## Frequency      1     1     2     1
## Proportion 0.048 0.048 0.095 0.048
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       10     0.98    6.762    2.376      4.0      5.0 
##      .25      .50      .75      .90      .95 
##      5.0      7.0      8.0      9.5     10.0 
## 
## lowest :  3.0  4.0  5.0  5.5  6.0, highest:  7.0  8.0  9.0  9.5 10.0
##                                                                       
## Value        3.0   4.0   5.0   5.5   6.0   7.0   8.0   9.0   9.5  10.0
## Frequency      1     1     5     1     2     3     3     2     1     2
## Proportion 0.048 0.048 0.238 0.048 0.095 0.143 0.143 0.095 0.048 0.095
## --------------------------------------------------------------------------------
## BODE_calcul 
##        n  missing distinct     Info     Mean      Gmd 
##       21        0        7    0.956    5.619    1.781 
## 
## lowest : 3 4 5 6 7, highest: 5 6 7 8 9
##                                                     
## Value          3     4     5     6     7     8     9
## Frequency      1     5     4     6     2     2     1
## Proportion 0.048 0.238 0.190 0.286 0.095 0.095 0.048
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       21        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency               1              1              4             15
## Proportion          0.048          0.048          0.190          0.714
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       20        1       15    0.995    68.28    6.381    60.80    61.00 
##      .25      .50      .75      .90      .95 
##    64.00    69.50    72.05    74.00    74.19 
## 
## lowest : 57.0 61.0 61.2 63.4 64.2, highest: 71.0 71.6 73.4 74.0 77.7
##                                                                            
## Value      57.0 61.0 61.2 63.4 64.2 65.0 68.0 69.0 69.5 70.0 71.0 71.6 73.4
## Frequency     1    2    1    1    1    1    1    1    2    1    2    1    1
## Proportion 0.05 0.10 0.05 0.05 0.05 0.05 0.05 0.05 0.10 0.05 0.10 0.05 0.05
##                     
## Value      74.0 77.7
## Frequency     3    1
## Proportion 0.15 0.05
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       20        1       15    0.995    39.94    5.033    31.07    34.61 
##      .25      .50      .75      .90      .95 
##    37.15    41.40    43.00    44.55    45.10 
## 
## lowest : 30.4 31.1 35.0 37.0 37.2, highest: 43.0 43.2 44.5 45.0 47.0
##                                                                            
## Value      30.4 31.1 35.0 37.0 37.2 38.0 39.5 41.0 41.8 42.0 43.0 43.2 44.5
## Frequency     1    1    1    2    1    2    1    1    1    2    3    1    1
## Proportion 0.05 0.05 0.05 0.10 0.05 0.10 0.05 0.05 0.05 0.10 0.15 0.05 0.05
##                     
## Value      45.0 47.0
## Frequency     1    1
## Proportion 0.05 0.05
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       15    0.995    836.7    229.8      600      600 
##      .25      .50      .75      .90      .95 
##      700      810      910     1000     1100 
## 
## lowest :  550  600  700  740  750, highest:  910  990 1000 1100 1500
##                                                                             
## Value        550   600   700   740   750   800   810   820   880   900   910
## Frequency      1     3     2     2     1     1     1     1     2     1     1
## Proportion 0.048 0.143 0.095 0.095 0.048 0.048 0.048 0.048 0.095 0.048 0.048
##                                   
## Value        990  1000  1100  1500
## Frequency      1     2     1     1
## Proportion 0.048 0.095 0.048 0.048
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       17    0.997    33.23     9.17     21.0     23.0 
##      .25      .50      .75      .90      .95 
##     29.0     32.5     39.7     44.0     46.0 
## 
## lowest : 20.0 21.0 23.0 26.0 27.6, highest: 39.7 42.0 44.0 46.0 47.0
##                                                                             
## Value       20.0  21.0  23.0  26.0  27.6  29.0  30.0  32.0  32.5  33.0  34.0
## Frequency      1     1     1     1     1     2     2     1     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048 0.095 0.095 0.048 0.048 0.048 0.048
##                                               
## Value       35.0  39.7  42.0  44.0  46.0  47.0
## Frequency      2     1     2     1     1     1
## Proportion 0.095 0.048 0.095 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       18    0.997     5373     1152     4200     4300 
##      .25      .50      .75      .90      .95 
##     4700     5300     6100     6680     6730 
## 
## lowest : 3300 4200 4300 4600 4700, highest: 6450 6600 6680 6730 7500
##                                                                             
## Value       3300  4200  4300  4600  4700  4860  5160  5230  5300  5350  5370
## Frequency      1     1     1     1     3     1     1     1     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.143 0.048 0.048 0.048 0.048 0.048 0.048
##                                                     
## Value       5500  6100  6450  6600  6680  6730  7500
## Frequency      2     1     1     1     1     1     1
## Proportion 0.095 0.048 0.048 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##       21        0       17 
## 
## lowest : 192 206 213 219 236, highest: 277 289 304 324 327
##                                                                             
## Value        192   206   213   219   236   239   245   251   257   259   266
## Frequency      1     1     1     1     1     1     2     1     1     2     1
## Proportion 0.048 0.048 0.048 0.048 0.048 0.048 0.095 0.048 0.048 0.095 0.048
##                                               
## Value        270   277   289   304   324   327
## Frequency      2     1     2     1     1     1
## Proportion 0.095 0.048 0.095 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       20    0.999     2057      718     1380     1400 
##      .25      .50      .75      .90      .95 
##     1580     1810     2400     2600     3440 
## 
## lowest : 1350 1380 1400 1500 1580, highest: 2500 2590 2600 3440 3600
##                                                                             
## Value       1350  1380  1400  1500  1580  1590  1670  1680  1750  1810  2121
## Frequency      1     1     2     1     1     1     1     1     1     1     1
## Proportion 0.048 0.048 0.095 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048
##                                                                 
## Value       2160  2320  2350  2400  2500  2590  2600  3440  3600
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       20    0.999     66.4    20.41     41.0     41.0 
##      .25      .50      .75      .90      .95 
##     55.5     67.0     78.0     89.0     92.0 
## 
## lowest : 34.0 41.0 43.0 53.0 55.5, highest: 81.0 83.0 89.0 92.0 95.0
##                                                                             
## Value       34.0  41.0  43.0  53.0  55.5  58.0  63.0  64.0  65.0  67.0  69.0
## Frequency      1     2     1     1     1     1     1     1     1     1     1
## Proportion 0.048 0.095 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048
##                                                                 
## Value       71.0  75.0  77.0  78.0  81.0  83.0  89.0  92.0  95.0
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       21        1     7780     1274     6320     6720 
##      .25      .50      .75      .90      .95 
##     6990     7600     8660     9200     9230 
## 
## lowest : 5400 6320 6720 6800 6870, highest: 8800 9050 9200 9230 9500
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       21        1    141.6    15.27      122      124 
##      .25      .50      .75      .90      .95 
##      130      144      151      156      158 
## 
## lowest : 120 122 124 127 129, highest: 153 154 156 158 167
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        0       15    0.995    68.93    8.886     58.0     61.5 
##      .25      .50      .75      .90      .95 
##     63.0     68.0     75.0     78.0     79.0 
## 
## lowest : 54.0 58.0 61.5 62.0 63.0, highest: 75.0 77.0 78.0 79.0 81.0
##                                                                             
## Value       54.0  58.0  61.5  62.0  63.0  64.0  68.0  72.0  73.0  74.0  75.0
## Frequency      1     1     1     1     3     2     2     1     2     1     1
## Proportion 0.048 0.048 0.048 0.048 0.143 0.095 0.095 0.048 0.095 0.048 0.048
##                                   
## Value       77.0  78.0  79.0  81.0
## Frequency      2     1     1     1
## Proportion 0.095 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       20        1       17    0.996    33.64    8.981    22.56    23.88 
##      .25      .50      .75      .90      .95 
##    28.25    35.00    39.25    41.10    42.40 
## 
## lowest : 18.0 22.8 24.0 25.0 26.0, highest: 39.0 40.0 41.0 42.0 50.0
##                                                                            
## Value      18.0 22.8 24.0 25.0 26.0 29.0 31.0 32.0 34.0 35.0 36.0 37.0 39.0
## Frequency     1    1    1    1    1    1    1    1    1    3    1    1    1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.15 0.05 0.05 0.05
##                               
## Value      40.0 41.0 42.0 50.0
## Frequency     1    2    1    1
## Proportion 0.05 0.10 0.05 0.05
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       21        0        8    0.952     5.81    2.876 
## 
## lowest :  3  4  5  6  8, highest:  6  8  9 11 12
##                                                           
## Value          3     4     5     6     8     9    11    12
## Frequency      3     7     1     4     3     1     1     1
## Proportion 0.143 0.333 0.048 0.190 0.143 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       21        0        3 
##                                         
## Value                 Complete Incomplet
## Frequency          1        19         1
## Proportion     0.048     0.905     0.048
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##       21        0        7 
## 
## lowest : LID     LID_LIG LIG     LSD     LSD LM 
## highest: LIG     LSD     LSD LM  LSD_LSG LSG    
##                                                                   
## Value          LID LID_LIG     LIG     LSD  LSD LM LSD_LSG     LSG
## Frequency        2       1       5       8       1       1       3
## Proportion   0.095   0.048   0.238   0.381   0.048   0.048   0.143
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##       21        0       20 
## 
## lowest : 01/07/2020 05/02/2020 07/10/2020 08/01/2020 08/07/2020
## highest: 24/06/2020 26/05/2021 29/01/2020 30/07/2020 31/03/2021
## 
## 01/07/2020 (1, 0.048), 05/02/2020 (1, 0.048), 07/10/2020 (1, 0.048), 08/01/2020
## (1, 0.048), 08/07/2020 (1, 0.048), 08/09/2021 (1, 0.048), 10/06/2020 (1,
## 0.048), 11/12/2019 (1, 0.048), 14/01/2020 (1, 0.048), 16/06/2021 (1, 0.048),
## 17/06/2020 (1, 0.048), 18/09/2019 (1, 0.048), 21/07/2020 (1, 0.048), 21/08/2019
## (1, 0.048), 24/03/2021 (2, 0.095), 24/06/2020 (1, 0.048), 26/05/2021 (1,
## 0.048), 29/01/2020 (1, 0.048), 30/07/2020 (1, 0.048), 31/03/2021 (1, 0.048)
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##       21        0        5 
## 
## lowest :                      Exacerbation BPCO  Autre               Pneumonie           Pneumothorax       
## highest:                      Exacerbation BPCO  Autre               Pneumonie           Pneumothorax       
##                                                                 
## Value                        Exacerbation BPCO             Autre
## Frequency                 14                 3                 1
## Proportion             0.667             0.143             0.048
##                                               
## Value              Pneumonie      Pneumothorax
## Frequency                  1                 2
## Proportion             0.048             0.095
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       21        0        6 
## 
## lowest :            08/09/2021 18/02/2020 19/09/2019 24/08/2019
## highest: 08/09/2021 18/02/2020 19/09/2019 24/08/2019 29/01/2020
##                                                                             
## Value                 08/09/2021 18/02/2020 19/09/2019 24/08/2019 29/01/2020
## Frequency          16          1          1          1          1          1
## Proportion      0.762      0.048      0.048      0.048      0.048      0.048
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##        7       14        5    0.929    5.714    10.48 
## 
## lowest :  0  1  2  3 34, highest:  0  1  2  3 34
##                                         
## Value          0     1     2     3    34
## Frequency      3     1     1     1     1
## Proportion 0.429 0.143 0.143 0.143 0.143
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0...retrait.valve..drainage. 
##        n  missing distinct 
##       21        0        8 
## 
## lowest :                                          AEROSOLS                                 ATB                                      ATB IV                                   Drainage                                
## highest: ATB IV                                   Drainage                                 DRAINAGE                                 Inhalation durant fibro, atb             TOUX + BRONHCORREE sans pnp, trt antipyo
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.valve.N.2 
##        n  missing distinct 
##       21        0       19 
## 
## lowest :            03/03/2020 04/11/2020 06/07/2021 09/12/2020
## highest: 21/07/2020 24/09/2019 25/08/2020 28/07/2020 non       
## 
## (3, 0.143), 03/03/2020 (1, 0.048), 04/11/2020 (1, 0.048), 06/07/2021 (1,
## 0.048), 09/12/2020 (1, 0.048), 11/08/2020 (1, 0.048), 14/01/2020 (1, 0.048),
## 14/01/2021 (1, 0.048), 16/05/2021 (1, 0.048), 16/10/2019 (1, 0.048), 17/07/2020
## (1, 0.048), 18/02/2020 (1, 0.048), 18/08/2020 (1, 0.048), 18/08/2021 (1,
## 0.048), 21/07/2020 (1, 0.048), 24/09/2019 (1, 0.048), 25/08/2020 (1, 0.048),
## 28/07/2020 (1, 0.048), non (1, 0.048)
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##       21        0        4 
##                                                                 
## Value                        Exacerbation BPCO              Mort
## Frequency                 17                 2                 1
## Proportion             0.810             0.095             0.048
##                             
## Value           Pneumothorax
## Frequency                  1
## Proportion             0.048
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##       21        0        4 
##                                                       
## Value                 09/12/2020 16/06/2021 18/09/2020
## Frequency          18          1          1          1
## Proportion      0.857      0.048      0.048      0.048
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       18        2     0.75       20       20 
##                       
## Value          0    30
## Frequency      1     2
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##       21        0        5 
## 
## lowest :                                                                                    AEROSOLS CTC                                                                       atb ctc                                                                            DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI  SURVEILLANCE                                                                      
## highest:                                                                                    AEROSOLS CTC                                                                       atb ctc                                                                            DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI  SURVEILLANCE                                                                      
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       16    0.997     1051    353.9      703      726 
##      .25      .50      .75      .90      .95 
##      825      930     1200     1420     1540 
## 
## lowest :  640  710  730  800  850, highest: 1200 1350 1400 1500 1900
##                                                                             
## Value        640   710   730   800   850   880   900   910   930  1060  1100
## Frequency      1     1     1     2     1     1     1     1     1     1     2
## Proportion 0.053 0.053 0.053 0.105 0.053 0.053 0.053 0.053 0.053 0.053 0.105
##                                         
## Value       1200  1350  1400  1500  1900
## Frequency      2     1     1     1     1
## Proportion 0.105 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       15    0.996    42.26     12.6     29.7     31.6 
##      .25      .50      .75      .90      .95 
##     33.0     42.0     49.0     57.6     60.2 
## 
## lowest : 27 30 32 33 34, highest: 53 56 57 60 62
##                                                                             
## Value         27    30    32    33    34    41    42    43    44    45    53
## Frequency      1     1     2     2     2     1     1     1     1     2     1
## Proportion 0.053 0.053 0.105 0.105 0.105 0.053 0.053 0.053 0.053 0.105 0.053
##                                   
## Value         56    57    60    62
## Frequency      1     1     1     1
## Proportion 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       15    0.996    214.7    205.7      -42      -22 
##      .25      .50      .75      .90      .95 
##      110      250      320      420      500 
## 
## lowest : -150  -30  -20  -10   90, highest:  310  320  330  400  500
##                                                                             
## Value       -150   -30   -20   -10    90   130   190   200   250   300   310
## Frequency      1     1     1     1     1     1     1     2     2     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.105 0.053 0.053
##                                   
## Value        320   330   400   500
## Frequency      2     1     1     2
## Proportion 0.105 0.053 0.053 0.105
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       18    0.999     2471    783.5     1661     1810 
##      .25      .50      .75      .90      .95 
##     2065     2300     2635     3020     3310 
## 
## lowest : 1400 1690 1840 1960 2050, highest: 2650 2980 3000 3100 5200
##                                                                             
## Value       1400  1690  1840  1960  2050  2080  2140  2160  2240  2300  2510
## Frequency      1     1     1     1     1     1     1     1     1     1     2
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.105
##                                                     
## Value       2520  2620  2650  2980  3000  3100  5200
## Frequency      1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       17    0.996    84.84    24.32     50.6     54.4 
##      .25      .50      .75      .90      .95 
##     75.5     87.0    100.0    106.4    108.8 
## 
## lowest :  38  52  55  63  75, highest: 100 105 106 108 116
##                                                                             
## Value         38    52    55    63    75    76    78    81    86    87    91
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                               
## Value         95   100   105   106   108   116
## Frequency      1     3     1     1     1     1
## Proportion 0.053 0.158 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       19        1      461    687.6     -332     -288 
##      .25      .50      .75      .90      .95 
##     -100      480      795     1156     1274 
## 
## lowest : -440 -320 -280 -180 -120, highest:  840  879 1140 1220 1760
##                                                                             
## Value       -440  -320  -280  -180  -120   -80   250   380   460   480   550
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                                           
## Value        730   740   750   840   879  1140  1220  1760
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       19        1     7208     1384     5570     5872 
##      .25      .50      .75      .90      .95 
##     6405     6880     8015     8490     9521 
## 
## lowest : 5300 5600 5940 6300 6380, highest: 8030 8190 8240 9490 9800
##                                                                             
## Value       5300  5600  5940  6300  6380  6430  6630  6740  6790  6880  7200
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                                           
## Value       7310  7700  8000  8030  8190  8240  9490  9800
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       16    0.996    134.7    14.83    117.3    119.6 
##      .25      .50      .75      .90      .95 
##    126.0    136.0    142.0    150.6    153.5 
## 
## lowest : 111 118 120 122 124, highest: 145 149 150 153 158
##                                                                             
## Value        111   118   120   122   124   128   129   130   136   137   139
## Frequency      1     1     1     1     1     1     1     1     3     1     2
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.158 0.053 0.105
##                                         
## Value        145   149   150   153   158
## Frequency      1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       19        1   -493.2    592.3    -1102    -1060 
##      .25      .50      .75      .90      .95 
##     -955     -440     -105      212      314 
## 
## lowest : -1120 -1100 -1050 -1010  -990, highest:  -100   -60   190   300   440
##                                                                             
## Value      -1120 -1100 -1050 -1010  -990  -920  -890  -810  -770  -440  -380
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                                           
## Value       -300  -250  -110  -100   -60   190   300   440
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       18    0.999     4281     1154     2872     3132 
##      .25      .50      .75      .90      .95 
##     3575     4300     4810     5294     5576 
## 
## lowest : 2620 2900 3190 3330 3550, highest: 4880 4980 5260 5430 6890
##                                                                             
## Value       2620  2900  3190  3330  3550  3600  3750  4000  4200  4300  4700
## Frequency      1     1     1     1     1     1     1     1     1     2     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.053
##                                                     
## Value       4710  4740  4880  4980  5260  5430  6890
## Frequency      1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       16    0.997    208.5    48.22    161.3    164.0 
##      .25      .50      .75      .90      .95 
##    179.5    198.0    233.5    261.0    266.2 
## 
## lowest : 137 164 173 176 183, highest: 227 240 245 261 313
##                                                                             
## Value        137   164   173   176   183   184   194   198   210   215   218
## Frequency      1     2     1     1     1     1     1     2     1     1     1
## Proportion 0.053 0.105 0.053 0.053 0.053 0.053 0.053 0.105 0.053 0.053 0.053
##                                         
## Value        227   240   245   261   313
## Frequency      1     1     1     2     1
## Proportion 0.053 0.053 0.053 0.105 0.053
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       18    0.999    -1063    835.6    -2278    -2128 
##      .25      .50      .75      .90      .95 
##    -1285    -1000     -510     -440     -339 
## 
## lowest : -2620 -2240 -2100 -2040 -1300, highest:  -520  -500  -450  -400   210
##                                                                             
## Value      -2620 -2240 -2100 -2040 -1300 -1270 -1200 -1190 -1100 -1000  -750
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                                     
## Value       -670  -610  -520  -500  -450  -400   210
## Frequency      1     1     1     1     2     1     1
## Proportion 0.053 0.053 0.053 0.053 0.105 0.053 0.053
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        3       18        1      426    118.7    271.8    327.9 
##      .25      .50      .75      .90      .95 
##    369.8    425.0    484.0    539.8    585.9 
## 
## lowest : 180 288 345 355 367, highest: 488 505 523 579 625
##                                                                             
## Value        180   288   345   355   367   378   397   400   418   432   445
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                                     
## Value        471   472   488   505   523   579   625
## Frequency      1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        3       10    0.977    81.61    5.222    70.85    75.20 
##      .25      .50      .75      .90      .95 
##    79.25    83.50    84.75    85.00    85.60 
## 
## lowest : 70 71 77 79 80, highest: 82 83 84 85 89
##                                                                       
## Value         70    71    77    79    80    82    83    84    85    89
## Frequency      1     1     1     2     1     1     2     4     4     1
## Proportion 0.056 0.056 0.056 0.111 0.056 0.056 0.111 0.222 0.222 0.056
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        3       10    0.986    5.333    1.634    3.425    3.850 
##      .25      .50      .75      .90      .95 
##    4.500    5.000    6.000    7.150    7.575 
## 
## lowest : 3.0 3.5 4.0 4.5 5.0, highest: 5.5 6.0 7.0 7.5 8.0
##                                                                       
## Value        3.0   3.5   4.0   4.5   5.0   5.5   6.0   7.0   7.5   8.0
## Frequency      1     1     2     3     3     1     3     2     1     1
## Proportion 0.056 0.056 0.111 0.167 0.167 0.056 0.167 0.111 0.056 0.056
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        3       18        1    48.39      135  -112.70   -61.90 
##      .25      .50      .75      .90      .95 
##   -13.00    58.50    89.75   130.30   189.55 
## 
## lowest : -230  -92  -49  -35  -17, highest:   90   94  124  145  442
##                                                                             
## Value       -230   -92   -49   -35   -17    -1    11    38    55    62    72
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                                     
## Value         73    89    90    94   124   145   442
## Frequency      1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       18        3        3    0.867    1.889   0.9935 
##                             
## Value          1     2     3
## Frequency      8     4     6
## Proportion 0.444 0.222 0.333
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        2       16    0.997    22.99    4.156    18.35    18.90 
##      .25      .50      .75      .90      .95 
##    20.75    22.70    25.00    26.70    29.75 
## 
## lowest : 17.0 18.5 19.0 20.0 20.7, highest: 25.0 25.8 26.0 29.5 32.0
##                                                                             
## Value       17.0  18.5  19.0  20.0  20.7  20.8  21.2  21.5  22.7  23.0  23.5
## Frequency      1     1     1     1     1     1     1     1     2     2     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.105 0.053
##                                         
## Value       25.0  25.8  26.0  29.5  32.0
## Frequency      2     1     1     1     1
## Proportion 0.105 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       18        3        7    0.956    3.556    2.013 
## 
## lowest : 1 2 3 4 5, highest: 3 4 5 6 7
##                                                     
## Value          1     2     3     4     5     6     7
## Frequency      1     5     5     2     2     1     2
## Proportion 0.056 0.278 0.278 0.111 0.111 0.056 0.111
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       21        0        7 
## 
## lowest :                       Exacerbation BPCO   Douleurs thoraciques Engluement valve     Majoration dyspnée  
## highest: Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie            Pneumothorax        
## 
## (11, 0.524), Exacerbation BPCO (3, 0.143), Douleurs thoraciques (2, 0.095),
## Engluement valve (1, 0.048), Majoration dyspnée (2, 0.095), Pneumonie (1,
## 0.048), Pneumothorax (1, 0.048)
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       21        0        3 
##                                                                 
## Value                        Exacerbation BPCO  Engluement valve
## Frequency                 18                 2                 1
## Proportion             0.857             0.095             0.048
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       21        0       10 
## 
## lowest :                                                                                ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE COVID + INF PYO                                                                CTC ATB pas hospit                                                             DOLI ATB, TOUX                                                                
## highest: drainage, atb                                                                  RETRAIT DE LA VALVE POSEE EN SESSION 2                                         REVISION VALVE ET TRT LSG  en 2 temps mars et jein 2021, ajout 5 valves        surinf bronchique à repet                                                      SURINF PYO, ATB                                                               
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       15        6       15        1      948    315.2      497      560 
##      .25      .50      .75      .90      .95 
##      825      940     1125     1298     1336 
## 
## lowest :  490  500  650  800  850, highest: 1100 1150 1250 1330 1350
##                                                                             
## Value        490   500   650   800   850   880   900   940  1000  1030  1100
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.067
##                                   
## Value       1150  1250  1330  1350
## Frequency      1     1     1     1
## Proportion 0.067 0.067 0.067 0.067
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       10    0.991    40.64    14.78    23.20    26.00 
##      .25      .50      .75      .90      .95 
##    34.50    39.50    52.75    56.70    57.70 
## 
## lowest : 18 26 34 36 38, highest: 41 43 56 57 59
##                                                                       
## Value         18    26    34    36    38    41    43    56    57    59
## Frequency      1     2     1     1     2     2     1     2     1     1
## Proportion 0.071 0.143 0.071 0.071 0.143 0.143 0.071 0.143 0.071 0.071
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       15        6       12    0.991    138.7    179.8     -121      -84 
##      .25      .50      .75      .90      .95 
##       95      150      215      350      356 
## 
## lowest : -170 -100  -60   90  100, highest:  150  200  230  350  370
##                                                                             
## Value       -170  -100   -60    90   100   130   140   150   200   230   350
## Frequency      1     1     1     1     1     1     1     3     1     1     2
## Proportion 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.200 0.067 0.067 0.133
##                 
## Value        370
## Frequency      1
## Proportion 0.067
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       13    0.998     2296    498.8     1675     1798 
##      .25      .50      .75      .90      .95 
##     1995     2395     2612     2688     2826 
## 
## lowest : 1480 1780 1840 1960 2100, highest: 2500 2650 2660 2700 3060
##                                                                             
## Value       1480  1780  1840  1960  2100  2230  2390  2400  2500  2650  2660
## Frequency      1     1     1     1     1     1     1     2     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.143 0.071 0.071 0.071
##                       
## Value       2700  3060
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       12    0.996    83.86    24.77     42.3     50.2 
##      .25      .50      .75      .90      .95 
##     78.0     85.5    101.0    106.7    107.3 
## 
## lowest :  41  43  67  78  79, highest:  94 101 106 107 108
##                                                                             
## Value         41    43    67    78    79    82    89    94   101   106   107
## Frequency      1     1     1     2     1     1     1     1     2     1     1
## Proportion 0.071 0.071 0.071 0.143 0.071 0.071 0.071 0.071 0.143 0.071 0.071
##                 
## Value        108
## Frequency      1
## Proportion 0.071
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       14        1    440.6      448    -50.5     45.0 
##      .25      .50      .75      .90      .95 
##    202.5    399.5    692.5    984.0   1023.5 
## 
## lowest : -200   30   80  200  210, highest:  640  710  900 1020 1030
##                                                                             
## Value       -200    30    80   200   210   250   379   420   500   640   710
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        900  1020  1030
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       14        1     7091     1413     5618     6002 
##      .25      .50      .75      .90      .95 
##     6355     6710     7575     8961     9150 
## 
## lowest : 5150 5870 6310 6340 6400, highest: 7200 7700 8870 9000 9430
##                                                                             
## Value       5150  5870  6310  6340  6400  6500  6600  6820  7080  7200  7700
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value       8870  9000  9430
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       13    0.998    138.3    17.41    119.6    121.3 
##      .25      .50      .75      .90      .95 
##    127.8    135.0    151.5    157.1    159.8 
## 
## lowest : 117 121 122 127 130, highest: 147 153 155 158 163
##                                                                             
## Value        117   121   122   127   130   134   135   139   147   153   155
## Frequency      1     1     1     1     1     1     2     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.143 0.071 0.071 0.071 0.071
##                       
## Value        158   163
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       13    0.998     -420    664.8  -1426.0  -1277.0 
##      .25      .50      .75      .90      .95 
##   -712.5   -285.0    -87.5    223.0    315.0 
## 
## lowest : -1530 -1370 -1060  -800  -450, highest:  -200   -50    90   280   380
##                                                                             
## Value      -1530 -1370 -1060  -800  -450  -400  -320  -250  -200   -50    90
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.143 0.071 0.071
##                       
## Value        280   380
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       13    0.998     4437     1547     3022     3137 
##      .25      .50      .75      .90      .95 
##     3225     4350     5202     6157     6548 
## 
## lowest : 2860 3110 3200 3300 3570, highest: 5000 5270 5940 6250 7100
##                                                                             
## Value       2860  3110  3200  3300  3570  4200  4500  4620  5000  5270  5940
## Frequency      1     1     2     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.143 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                       
## Value       6250  7100
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       14        1    214.6    55.75    161.6    163.6 
##      .25      .50      .75      .90      .95 
##    172.5    202.0    251.2    274.4    290.1 
## 
## lowest : 159 163 165 172 174, highest: 237 256 259 281 307
##                                                                             
## Value        159   163   165   172   174   198   199   205   230   237   256
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        259   281   307
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        7       14        1   -854.3    919.6  -1866.5  -1709.0 
##      .25      .50      .75      .90      .95 
##  -1525.0   -820.0   -407.5    -30.0    206.5 
## 
## lowest : -2120 -1730 -1660 -1600 -1300, highest:  -430  -400  -100     0   590
##                                                                             
## Value      -2120 -1730 -1660 -1600 -1300 -1130 -1100  -540  -440  -430  -400
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value       -100     0   590
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        9       10    0.993    83.75    7.197    74.50    79.10 
##      .25      .50      .75      .90      .95 
##    80.75    84.00    88.25    89.90    90.90 
## 
## lowest : 69 79 80 81 82, highest: 86 88 89 90 92
##                                                                       
## Value         69    79    80    81    82    86    88    89    90    92
## Frequency      1     1     1     2     1     1     2     1     1     1
## Proportion 0.083 0.083 0.083 0.167 0.083 0.083 0.167 0.083 0.083 0.083
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        9       12        1    420.8    188.8    138.0    239.4 
##      .25      .50      .75      .90      .95 
##    370.5    460.5    500.0    585.2    620.4 
## 
## lowest :  28 228 342 380 393, highest: 470 480 560 588 660
##                                                                             
## Value         28   228   342   380   393   453   468   470   480   560   588
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083
##                 
## Value        660
## Frequency      1
## Proportion 0.083
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##       11       10        7     0.95    7.091    1.982 
## 
## lowest : 2.0 5.0 7.0 7.5 8.0, highest: 7.0 7.5 8.0 8.5 9.0
##                                                     
## Value        2.0   5.0   7.0   7.5   8.0   8.5   9.0
## Frequency      1     1     2     1     4     1     1
## Proportion 0.091 0.091 0.182 0.091 0.364 0.091 0.091
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       17        4        4     0.81    1.235    1.529 
##                                   
## Value          0     1     2     3
## Frequency      9     1     1     6
## Proportion 0.529 0.059 0.059 0.353
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        9       12        1     40.5    137.4  -115.95   -83.30 
##      .25      .50      .75      .90      .95 
##   -73.25    65.00   134.25   177.90   183.15 
## 
## lowest : -155  -84  -77  -72    0, highest:   92  126  159  180  187
##                                                                             
## Value       -155   -84   -77   -72     0    58    72    92   126   159   180
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083
##                 
## Value        187
## Frequency      1
## Proportion 0.083
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13        8        4    0.887        2    1.282 
##                                   
## Value          1     2     3     4
## Frequency      6     3     2     2
## Proportion 0.462 0.231 0.154 0.154
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       15        6       14    0.998    23.85    4.535    18.40    19.60 
##      .25      .50      .75      .90      .95 
##    20.95    23.70    25.75    28.24    29.90 
## 
## lowest : 17.0 19.0 20.5 20.7 21.2, highest: 25.0 26.5 27.1 29.0 32.0
##                                                                             
## Value       17.0  19.0  20.5  20.7  21.2  23.0  23.3  23.7  24.8  25.0  26.5
## Frequency      1     1     1     1     1     1     1     1     1     2     1
## Proportion 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.067 0.133 0.067
##                             
## Value       27.1  29.0  32.0
## Frequency      1     1     1
## Proportion 0.067 0.067 0.067
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##       12        9        5    0.944    3.583    2.985 
## 
## lowest :  1  2  3  7 10, highest:  1  2  3  7 10
##                                         
## Value          1     2     3     7    10
## Frequency      2     4     3     2     1
## Proportion 0.167 0.333 0.250 0.167 0.083
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##       21        0        5 
## 
## lowest :                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
## highest:                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  15                  1                  2
## Proportion              0.714              0.048              0.095
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   1                  2
## Proportion              0.048              0.095
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##       21        0        2 
##                                     
## Value                   Pneumothorax
## Frequency            20            1
## Proportion        0.952        0.048
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       21        0        2 
##                       
## Value        Non   Oui
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       21        0        3 
##                                                           
## Value                  Non retrait complet retrait partiel
## Frequency               16               2               3
## Proportion           0.762           0.095           0.143
## --------------------------------------------------------------------------------
## Date_retrait 
##        n  missing distinct 
##       21        0        5 
## 
## lowest :            16/07/2020 18/11/2021 22/11/2019 mars-21   
## highest:            16/07/2020 18/11/2021 22/11/2019 mars-21   
##                                                                  
## Value                 16/07/2020 18/11/2021 22/11/2019    mars-21
## Frequency          16          1          2          1          1
## Proportion      0.762      0.048      0.095      0.048      0.048
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        5       16        5        1    12.32    7.372 
## 
## lowest :  5.37  7.03 13.37 17.03 18.80, highest:  5.37  7.03 13.37 17.03 18.80
##                                         
## Value       5.37  7.03 13.37 17.03 18.80
## Frequency      1     1     1     1     1
## Proportion   0.2   0.2   0.2   0.2   0.2
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##       21        0        6 
## 
## lowest :                                                                                               ABCES PULM 5/6 RETIREES                                                                       Infection lid et pno recid, mais degradation clinique au bilan à 1 an donc repose le 30/10/21 Innefficacité clinique, paraclinique et surinf bronchique à repet                             MAJ DYSPNEE APRES 2E POSE                                                                    
## highest: ABCES PULM 5/6 RETIREES                                                                       Infection lid et pno recid, mais degradation clinique au bilan à 1 an donc repose le 30/10/21 Innefficacité clinique, paraclinique et surinf bronchique à repet                             MAJ DYSPNEE APRES 2E POSE                                                                     PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE                     
## --------------------------------------------------------------------------------

Amelioration et Evolution clinique des patients Groupe 2

G2_valves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/Groupe_2/G2_valves.csv", stringsAsFactors=TRUE)

VEMS à 3 mois

t.test(G2_valves$VEMS._mL_0,G2_valves$VEMS_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$VEMS._mL_0 and G2_valves$VEMS_.ml._1
## t = -5.2431, df = 18, p-value = 5.502e-05
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -300.7826 -128.6911
## sample estimates:
## mean of the differences 
##               -214.7368

VEMS à 1 an

t.test(G2_valves$VEMS._mL_0,G2_valves$VEMS_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$VEMS._mL_0 and G2_valves$VEMS_.ml._2
## t = -3.3919, df = 14, p-value = 0.004383
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -226.34888  -50.98445
## sample estimates:
## mean of the differences 
##               -138.6667

TM6 à 3 mois

t.test(G2_valves$TM6_.m._0,G2_valves$TM6_.m._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$TM6_.m._0 and G2_valves$TM6_.m._1
## t = -1.5488, df = 17, p-value = 0.1399
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -114.30674   17.52896
## sample estimates:
## mean of the differences 
##               -48.38889

TM6 à 1 an

t.test(G2_valves$TM6_.m._0,G2_valves$TM6_.m._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$TM6_.m._0 and G2_valves$TM6_.m._2
## t = -1.2093, df = 11, p-value = 0.2519
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -114.2111   33.2111
## sample estimates:
## mean of the differences 
##                   -40.5

VR à 3 mois

t.test(G2_valves$VR_ml_0,G2_valves$VR..ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$VR_ml_0 and G2_valves$VR..ml._1
## t = 6.2615, df = 18, p-value = 6.627e-06
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   706.4348 1419.8809
## sample estimates:
## mean of the differences 
##                1063.158

VR à 1 an

t.test(G2_valves$VR_ml_0,G2_valves$VR_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$VR_ml_0 and G2_valves$VR_.ml._2
## t = 4.0873, df = 13, p-value = 0.001283
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   402.7459 1305.8255
## sample estimates:
## mean of the differences 
##                854.2857

CVF à 3 mois

t.test(G2_valves$CVF_ml_0,G2_valves$CVF_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$CVF_ml_0 and G2_valves$CVF_.ml._1
## t = -3.3837, df = 18, p-value = 0.003308
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -747.2288 -174.7712
## sample estimates:
## mean of the differences 
##                    -461

CVF à 1 an

t.test(G2_valves$CVF_ml_0,G2_valves$CVF_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$CVF_ml_0 and G2_valves$CVF_.ml._2
## t = -4.3464, df = 13, p-value = 0.0007922
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -659.6632 -221.6225
## sample estimates:
## mean of the differences 
##               -440.6429

CPT à 3 mois

t.test(G2_valves$CPT_ml_0,G2_valves$CPT_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$CPT_ml_0 and G2_valves$CPT_.ml._1
## t = 4.2204, df = 18, p-value = 0.0005143
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  247.6660 738.6498
## sample estimates:
## mean of the differences 
##                493.1579

CPT à 1 an

t.test(G2_valves$CPT_ml_0,G2_valves$CPT_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_valves$CPT_ml_0 and G2_valves$CPT_.ml._2
## t = 2.7159, df = 13, p-value = 0.01765
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   85.90763 754.09237
## sample estimates:
## mean of the differences 
##                     420

3eme groupe 19/12/2019->31/12/2021

Groupe_3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/Groupe_3/Groupe_3.csv", stringsAsFactors=TRUE)

G3<-Groupe_3
by(G3,G3$Pose_valves, summary)
## G3$Pose_valves: Non
##       Groupe   Date.consult.initiale age_Cs_initiale Sexe           Adressé_par
##  Groupe_3:51   03/06/2021: 3         Min.   :46.77   F:27                 : 1  
##                16/09/2021: 3         1st Qu.:57.19   H:24   Hopital public:16  
##                27/07/2021: 3         Median :63.43          Privé         :19  
##                01/04/2021: 2         Mean   :63.58          Suivi CHUT    : 8  
##                11/03/2021: 2         3rd Qu.:70.95          Ville         : 7  
##                18/02/2021: 2         Max.   :82.24                             
##                (Other)   :36                                                   
##  Vu_en_Cs Vu_en_HDS Critères_AMM_remplis Pose_valves
##     : 1   Non:19    Non:23               Non:51     
##  Non: 9   Oui:32    Oui:28               Oui: 0     
##  Oui:41                                             
##                                                     
##                                                     
##                                                     
##                                                     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               : 1     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                       : 4     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :21     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 5     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 8     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :12     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :21     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :11     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 6     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 6     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 4     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2                                                                                                : 1     
##  (Other)                                                                                                                                                      : 2     
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :41     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 2     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 1     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 6     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 1     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :49     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 1     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 1     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :22     
##  Raison clinique : Exacerbation                       :10     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 5     
##  Raison clinique :Tabac actif 2                       : 4     
##  Raison clinique :  Pas de rehab                      : 3     
##  Raison clinique :  Refus du patient                  : 3     
##  (Other)                                              : 4     
##                                              Raison.clinique_2
##                                                       :43     
##  Raison clinique :  Pas de rehab                      : 6     
##  Raison clinique :  Refus du patient                  : 1     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 1     
##                                                               
##                                                               
##                                                               
##                                              Raison.clinique_3
##                                                       :49     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 1     
##  Raison clinique :Traitement non optimal              : 1     
##                                                               
##                                                               
##                                                               
##                                                               
##                              Raison_paraclinique._EFR_1
##                                           :38          
##  Raison paraclinique EFR : DLCO trop basse: 1          
##  Raison paraclinique EFR : TM6 trop altéré: 1          
##  Raison paraclinique EFR : VEMS trop bas  : 1          
##  Raison paraclinique EFR : VEMS trop élevé: 4          
##  Raison paraclinique EFR :VR trop bas     : 6          
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :49          
##  Raison paraclinique EFR : TM6 trop altéré: 1          
##  Raison paraclinique EFR :VR trop bas     : 1          
##                                                        
##                                                        
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :33            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 2            
##  Raison paraclinique imagerie : nodule suspect          : 2            
##  Raison paraclinique imagerie : pas de cible TDM        : 4            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 9            
##  Raison paraclinique imagerie :pas de cible scinti seule: 1            
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :50            
##  Raison paraclinique imagerie :pas de cible scinti seule: 1            
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                       Raison_scissure_perméable
##                                                    :34         
##  14 Raison scissure perméable : StratX 1/ Chartis 2: 1         
##  Raison scissure perméable : Chartis               : 4         
##  Raison scissure perméable : StratX                :12         
##                                                                
##                                                                
##                                                                
##                     Raison_clinique_cardio                     Antécédents
##                                :50                                   :46  
##  Raison clinique cardio : HTAP : 1         Antécédents : cardiopathie: 2  
##                                            Antécédents : HTAP        : 1  
##                                            Antécédents : pneumonie   : 2  
##                                                                           
##                                                                           
##                                                                           
##    Satut_Tabagique Déficit_alpha     taille          poids      
##            : 1        : 1        Min.   :1.540   Min.   :47.00  
##  actif     : 5     Non:45        1st Qu.:1.600   1st Qu.:56.00  
##  Non_fumeur: 4     Oui: 5        Median :1.640   Median :63.00  
##  Sevré     :41                   Mean   :1.658   Mean   :63.98  
##                                  3rd Qu.:1.700   3rd Qu.:71.00  
##                                  Max.   :1.830   Max.   :90.00  
##                                  NA's   :8       NA's   :8      
##       BMI        Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an
##  Min.   :17.01   Min.   :1.000              : 2                : 1           
##  1st Qu.:20.39   1st Qu.:3.000        A     : 2             Non:35           
##  Median :22.93   Median :3.000        A OU B: 1             Oui:15           
##  Mean   :23.31   Mean   :3.294        B     :32                              
##  3rd Qu.:26.03   3rd Qu.:4.000        D     :14                              
##  Max.   :32.05   Max.   :4.000                                               
##  NA's   :7                                                                   
##   DDB      Score.MMRC_0   Distention.thoracique_VR.175
##     : 2   Min.   :0.000      : 1                      
##  Non:45   1st Qu.:2.000   Non: 7                      
##  Oui: 4   Median :2.500   Oui:43                      
##           Mean   :2.522                               
##           3rd Qu.:3.000                               
##           Max.   :4.000                               
##           NA's   :5                                   
##  Emphysème_hétérogène_.scan Ttt_BPCO_médicamenteux     OLD    
##     : 1                        : 4                       : 3  
##  Non:23                     Non: 2                 Effort:12  
##  Oui:27                     Oui:45                 Non   :19  
##                                                    Repos :17  
##                                                               
##                                                               
##                                                               
##         Réhab_réalisée Intervention_ttt_emphysème_préalable
##                : 3                     : 1                 
##  ACTIF         : 4     AIRFLOW         : 0                 
##  Apres dressage: 2     BULLECTOMIE LSD : 0                 
##  Non           :11     Non             :49                 
##  Oui           :31     Oui             : 1                 
##                                                            
##                                                            
##  Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  0      :16                                                                                      
##  1      :11                                                                                      
##         : 4                                                                                      
##  1_4    : 4                                                                                      
##  3_5    : 4                                                                                      
##  5      : 4                                                                                      
##  (Other): 8                                                                                      
##  Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2
##  Min.   :0                                                                              
##  1st Qu.:0                                                                              
##  Median :1                                                                              
##  Mean   :1                                                                              
##  3rd Qu.:2                                                                              
##  Max.   :2                                                                              
##  NA's   :18                                                                             
##  Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##         :13                                                                              
##  0      :13                                                                              
##  1_4    : 8                                                                              
##  5      : 6                                                                              
##  1      : 4                                                                              
##  3_5    : 2                                                                              
##  (Other): 5                                                                              
##  X..de.perfusion.du.lobe.traité Stratx...Homogène..15.0_Hétérogène.1
##  Min.   : 1.00                            :17                       
##  1st Qu.: 3.50                  Hètérogène:14                       
##  Median :11.00                  Homogène  :20                       
##  Mean   :13.12                                                      
##  3rd Qu.:18.50                                                      
##  Max.   :38.00                                                      
##  NA's   :40                                                         
##    TM6_.m._0     TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0  BODE_calcul   
##  Min.   :  0.0   Min.   :38.00         Min.   : 2.000     Min.   :0.000  
##  1st Qu.:225.0   1st Qu.:78.50         1st Qu.: 5.000     1st Qu.:4.000  
##  Median :353.0   Median :82.00         Median : 7.000     Median :5.000  
##  Mean   :332.6   Mean   :82.66         Mean   : 6.909     Mean   :5.314  
##  3rd Qu.:480.0   3rd Qu.:90.00         3rd Qu.: 8.000     3rd Qu.:7.000  
##  Max.   :554.0   Max.   :93.00         Max.   :10.000     Max.   :9.000  
##  NA's   :14      NA's   :16            NA's   :18         NA's   :16     
##              ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0    VEMS._mL_0    
##                :18   Min.   :44.00   Min.   :31.00   Min.   : 470.0  
##  Autre anomalie: 0   1st Qu.:62.00   1st Qu.:35.50   1st Qu.: 662.5  
##  HTAP          : 4   Median :68.45   Median :39.15   Median : 800.0  
##  Normale       :29   Mean   :68.45   Mean   :40.61   Mean   : 937.1  
##                      3rd Qu.:74.00   3rd Qu.:46.08   3rd Qu.:1075.0  
##                      Max.   :90.00   Max.   :50.00   Max.   :2100.0  
##                      NA's   :21      NA's   :21      NA's   :9       
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0        CVF_ml_0      CVF_PCT_0     
##  Min.   :13.00   Min.   :1910   Min.   :133.0   Min.   :1090   Min.   : 38.00  
##  1st Qu.:28.00   1st Qu.:3530   1st Qu.:175.3   1st Qu.:1680   1st Qu.: 50.00  
##  Median :33.00   Median :4440   Median :220.0   Median :1910   Median : 65.50  
##  Mean   :35.86   Mean   :4623   Mean   :225.2   Mean   :2254   Mean   : 71.83  
##  3rd Qu.:41.00   3rd Qu.:5710   3rd Qu.:253.0   3rd Qu.:2720   3rd Qu.: 85.50  
##  Max.   :82.00   Max.   :9800   Max.   :466.0   Max.   :4600   Max.   :135.00  
##  NA's   :2       NA's   :14     NA's   :2       NA's   :12     NA's   :11      
##     CPT_ml_0       CPT_PCT_0          VR_CPT_0       DLCO_PCT_0   
##  Min.   : 1060   Min.   :   87.0   Min.   :20.00   Min.   :19.00  
##  1st Qu.: 5925   1st Qu.:  124.0   1st Qu.:53.75   1st Qu.:26.00  
##  Median : 7080   Median :  135.0   Median :63.00   Median :35.00  
##  Mean   : 6982   Mean   :  838.6   Mean   :61.71   Mean   :39.03  
##  3rd Qu.: 8250   3rd Qu.:  144.8   3rd Qu.:70.75   3rd Qu.:49.00  
##  Max.   :10510   Max.   :28348.0   Max.   :82.00   Max.   :89.00  
##  NA's   :13      NA's   :11        NA's   :13      NA's   :19     
##  Nbre_valves_posées Résultats_Chartis Lobe_choisi
##  Min.   :0                   :48            :51  
##  1st Qu.:0          Complete : 0      LID   : 0  
##  Median :0          Incomplet: 3      LIG   : 0  
##  Mean   :0                            LM    : 0  
##  3rd Qu.:0                            LSD   : 0  
##  Max.   :0                            LSD LM: 0  
##  NA's   :3                            LSG   : 0  
##  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##            :51                                      :51       
##  01/09/2021: 0                    Exacerbation BPCO : 0       
##  02/06/2021: 0                   Pneumatocèle       : 0       
##  03/08/2021: 0                   Pneumomédiastin    : 0       
##  06/04/2022: 0                   Pneumothorax       : 0       
##  07/04/2021: 0                                                
##  (Other)   : 0                                                
##  date.de.survenue.des.complications_0
##            :51                       
##  01/04/2021: 0                       
##  06/04/2022: 0                       
##  08/04/2021: 0                       
##  17/04/2021: 0                       
##  19/10/2021: 0                       
##                                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : NA                                
##  1st Qu.: NA                                
##  Median : NA                                
##  Mean   :NaN                                
##  3rd Qu.: NA                                
##  Max.   : NA                                
##  NA's   :51                                 
##                             PEC.en.charge.des.complications_0...retrait.valve..drainage.
##                                                           :51                           
##  CORTICO AEROSOLS                                         : 0                           
##  DRAINAGE SI, RETRAIT D UNE VALVE                         : 0                           
##  HOSPIT CTC AEROSOLS                                      : 0                           
##  ras                                                      : 0                           
##  SI OHD ATB, hématopneumatocèle surinfecté avec hemoptysie: 0                           
##                                                                                         
##  Date.de.la.pose.de.valve.N.2           Complications.pose
##            :51                                   :51      
##  01/03/2022: 0                 Exacerbation BPCO : 0      
##  03/05/2022: 0                Mort               : 0      
##  11/01/2022: 0                Pneumothorax       : 0      
##  11/10/2021: 0                                            
##  17/12/2021: 0                                            
##  (Other)   : 0                                            
##  date.de.survenue.des.complications
##            :51                     
##  01/03/2022: 0                     
##  06/05/2022: 0                     
##  17/10/2021: 0                     
##  27/07/2021: 0                     
##                                    
##                                    
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : NA                                        
##  1st Qu.: NA                                        
##  Median : NA                                        
##  Mean   :NaN                                        
##  3rd Qu.: NA                                        
##  Max.   : NA                                        
##  NA's   :51                                         
##                       PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                     :51                           
##  ATB CTC                                            : 0                           
##  ATB IV POUR SURINF A PYO                           : 0                           
##  DRAINAGE SI, RETRAIT D UNE VALVE                   : 0                           
##  DRAINAGE, PAS DE REEXPANSION DONC RETRAIT VALVE    : 0                           
##  Pneumothorax, drainé, tamponnade gazeuse avec deces: 0                           
##                                                                                   
##   VEMS_.ml._1   VEMS_.PCT._1  Gain_VEMS_1    CVF_.ml._1   CVF_.PCT._1 
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :51    NA's   :51    NA's   :51    NA's   :51    NA's   :51   
##    Gain_CVF_1    CPT_.ml._1   CPT_.PCT._1     Gain_CPT     VR..ml._1  
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :51    NA's   :51    NA's   :51    NA's   :51    NA's   :51   
##    VR..PCT._1    Gain_VR_1     TM6_.m._1   TM6_sat_.PCT._1 TM6_.score.borg._1
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA     Min.   : NA       
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA       
##  Median : NA   Median : NA   Median : NA   Median : NA     Median : NA       
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN     Mean   :NaN       
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA       
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA     Max.   : NA       
##  NA's   :51    NA's   :51    NA's   :51    NA's   :51      NA's   :51        
##    Gain_TM6_1      mMRC_1        IMC_1     BODE.calculé_1
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   
##  Median : NA   Median : NA   Median : NA   Median : NA   
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   
##  NA's   :51    NA's   :51    NA's   :51    NA's   :51    
##         Complications_a_distance_1       Complications_a_distance_2
##                      :51                              :51          
##   Exacerbation BPCO  : 0            Exacerbation BPCO : 0          
##  Douleurs thoraciques: 0           Autre              : 0          
##  Majoration dyspnée  : 0           Majoration dyspnée : 0          
##  Pneumonie           : 0           Pneumonie          : 0          
##  Pneumothorax        : 0                                           
##                                                                    
##                                                       Prise_en_charge_complications_1
##                                                                       :51            
##  AEROSOLS                                                             : 0            
##  ATB IV                                                               : 0            
##  DECOMP CARDIAQUE G, HOSPIT                                           : 0            
##  EN 05/2022 MAJ DYSPNEE ET PROBABLE DYSFONCTION VALVE AVEC REEXPANSION: 0            
##  HOSPIT,PNP LID PUIS PNO DRAIN RETRAIT VALVES                         : 0            
##  (Other)                                                              : 0            
##   VEMS_.ml._2   VEMS_.PCT._2  Gain_VEMS_2    CVF_.ml._2   CVF_.PCT._2 
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :51    NA's   :51    NA's   :51    NA's   :51    NA's   :51   
##    Gain_CVF_2    CPT_.ml._2   CPT_.PCT._2    Gain_CPT_2    VR_.ml._2  
##  Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA   Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :51    NA's   :51    NA's   :51    NA's   :51    NA's   :51   
##    VR_.PCT._2    Gain_VR_2   TM6_sat_.PCT._2   TM6_.m._2   TM6_.score.borg._2
##  Min.   : NA   Min.   : NA   Min.   : NA     Min.   : NA   Min.   : NA       
##  1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA   1st Qu.: NA       
##  Median : NA   Median : NA   Median : NA     Median : NA   Median : NA       
##  Mean   :NaN   Mean   :NaN   Mean   :NaN     Mean   :NaN   Mean   :NaN       
##  3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA   3rd Qu.: NA       
##  Max.   : NA   Max.   : NA   Max.   : NA     Max.   : NA   Max.   : NA       
##  NA's   :51    NA's   :51    NA's   :51      NA's   :51    NA's   :51        
##  Calcul_BODE_TM6_2   Gain.TM6_2      mMRC_2        IMC_2     calcul.bode_2
##  Min.   : NA       Min.   : NA   Min.   : NA   Min.   : NA   Min.   : NA  
##  1st Qu.: NA       1st Qu.: NA   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA  
##  Median : NA       Median : NA   Median : NA   Median : NA   Median : NA  
##  Mean   :NaN       Mean   :NaN   Mean   :NaN   Mean   :NaN   Mean   :NaN  
##  3rd Qu.: NA       3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA  
##  Max.   : NA       Max.   : NA   Max.   : NA   Max.   : NA   Max.   : NA  
##  NA's   :51        NA's   :51    NA's   :51    NA's   :51    NA's   :51   
##  Complications_a_distance_1.1 Complications_a_distance_2.1 Retrait_valve
##  Mode:logical                 Mode:logical                    :51       
##  NA's:51                      NA's:51                      Non: 0       
##                                                            Oui: 0       
##                                                                         
##                                                                         
##                                                                         
##                                                                         
##           type_retrait     Date_retrait delais_retrait_valve_mois
##                 :51              :51    Min.   : NA              
##  Non            : 0    01/03/2022: 0    1st Qu.: NA              
##  retrait complet: 0    11/01/2022: 0    Median : NA              
##  retrait partiel: 0    25/05/2021: 0    Mean   :NaN              
##                        sept-21   : 0    3rd Qu.: NA              
##                                         Max.   : NA              
##                                         NA's   :51               
##                            Raison.retrait.valves
##                                       :51       
##  Dégradation post T2, retrait 1 valves: 0       
##  MAJ DYSPNEE, DEGRADATION VEMS, TOUX  : 0       
##  PNO DRAINE ET PNP                    : 0       
##  PNO LES 2 FOIS                       : 0       
##                                                 
##                                                 
## ------------------------------------------------------------ 
## G3$Pose_valves: Oui
##       Groupe   Date.consult.initiale age_Cs_initiale Sexe           Adressé_par
##  Groupe_3:17   04/02/2021:2          Min.   :48.88   F:10                 :0   
##                22/04/2021:2          1st Qu.:58.93   H: 7   Hopital public:4   
##                01/04/2021:1          Median :61.43          Privé         :4   
##                01/07/2021:1          Mean   :63.10          Suivi CHUT    :7   
##                04/03/2021:1          3rd Qu.:68.64          Ville         :2   
##                05/03/2021:1          Max.   :79.09                             
##                (Other)   :9                                                    
##  Vu_en_Cs Vu_en_HDS Critères_AMM_remplis Pose_valves
##     : 0   Non: 3    Non: 5               Non: 0     
##  Non: 4   Oui:14    Oui:12               Oui:17     
##  Oui:13                                             
##                                                     
##                                                     
##                                                     
##                                                     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               :17     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                       : 0     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 0     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :17     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2                                                                                                : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                              : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  (Other)                                                                                                                                                      : 0     
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :17     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 0     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :17     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 0     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 0     
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                             Raison_clinique_1
##                                      :17     
##  Raison clinique :  Pas de rehab     : 0     
##  Raison clinique :  Refus du patient : 0     
##  Raison clinique : AEG               : 0     
##  Raison clinique : Atcd chir         : 0     
##  Raison clinique : Exacerbation      : 0     
##  (Other)                             : 0     
##                                              Raison.clinique_2
##                                                       :17     
##  Raison clinique :  Pas de rehab                      : 0     
##  Raison clinique :  Refus du patient                  : 0     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 0     
##                                                               
##                                                               
##                                                               
##                                              Raison.clinique_3
##                                                       :17     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 0     
##  Raison clinique :Traitement non optimal              : 0     
##                                                               
##                                                               
##                                                               
##                                                               
##                              Raison_paraclinique._EFR_1
##                                           :17          
##  Raison paraclinique EFR : DLCO trop basse: 0          
##  Raison paraclinique EFR : TM6 trop altéré: 0          
##  Raison paraclinique EFR : VEMS trop bas  : 0          
##  Raison paraclinique EFR : VEMS trop élevé: 0          
##  Raison paraclinique EFR :VR trop bas     : 0          
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :17          
##  Raison paraclinique EFR : TM6 trop altéré: 0          
##  Raison paraclinique EFR :VR trop bas     : 0          
##                                                        
##                                                        
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :17            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 0            
##  Raison paraclinique imagerie : nodule suspect          : 0            
##  Raison paraclinique imagerie : pas de cible TDM        : 0            
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 0            
##  Raison paraclinique imagerie :pas de cible scinti seule: 0            
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :17            
##  Raison paraclinique imagerie :pas de cible scinti seule: 0            
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                       Raison_scissure_perméable
##                                                    :17         
##  14 Raison scissure perméable : StratX 1/ Chartis 2: 0         
##  Raison scissure perméable : Chartis               : 0         
##  Raison scissure perméable : StratX                : 0         
##                                                                
##                                                                
##                                                                
##                     Raison_clinique_cardio                     Antécédents
##                                :17                                   :14  
##  Raison clinique cardio : HTAP : 0         Antécédents : cardiopathie: 2  
##                                            Antécédents : HTAP        : 1  
##                                            Antécédents : pneumonie   : 0  
##                                                                           
##                                                                           
##                                                                           
##    Satut_Tabagique Déficit_alpha     taille          poids      
##            : 0        : 0        Min.   :1.540   Min.   :42.00  
##  actif     : 0     Non:15        1st Qu.:1.600   1st Qu.:54.80  
##  Non_fumeur: 0     Oui: 2        Median :1.700   Median :61.00  
##  Sevré     :17                   Mean   :1.687   Mean   :61.11  
##                                  3rd Qu.:1.750   3rd Qu.:65.00  
##                                  Max.   :1.850   Max.   :90.00  
##                                                                 
##       BMI        Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an
##  Min.   :14.88   Min.   :2.000              : 0                : 0           
##  1st Qu.:20.24   1st Qu.:3.000        A     : 0             Non:11           
##  Median :21.64   Median :4.000        A OU B: 0             Oui: 6           
##  Mean   :21.41   Mean   :3.529        B     :11                              
##  3rd Qu.:23.39   3rd Qu.:4.000        D     : 6                              
##  Max.   :26.30   Max.   :4.000                                               
##                                                                              
##   DDB      Score.MMRC_0   Distention.thoracique_VR.175
##     : 0   Min.   :2.000      : 0                      
##  Non:16   1st Qu.:3.000   Non: 0                      
##  Oui: 1   Median :3.000   Oui:17                      
##           Mean   :3.235                               
##           3rd Qu.:4.000                               
##           Max.   :4.000                               
##                                                       
##  Emphysème_hétérogène_.scan Ttt_BPCO_médicamenteux     OLD    
##     : 0                        : 0                       : 0  
##  Non: 4                     Non: 0                 Effort: 1  
##  Oui:13                     Oui:17                 Non   : 4  
##                                                    Repos :12  
##                                                               
##                                                               
##                                                               
##         Réhab_réalisée Intervention_ttt_emphysème_préalable
##                : 0                     : 0                 
##  ACTIF         : 0     AIRFLOW         : 1                 
##  Apres dressage: 2     BULLECTOMIE LSD : 1                 
##  Non           : 2     Non             :15                 
##  Oui           :13     Oui             : 0                 
##                                                            
##                                                            
##  Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  1_4    :4                                                                                       
##  3      :3                                                                                       
##  5      :3                                                                                       
##  3_5    :2                                                                                       
##  4      :2                                                                                       
##  1      :1                                                                                       
##  (Other):2                                                                                       
##  Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2
##  Min.   :1.000                                                                          
##  1st Qu.:2.000                                                                          
##  Median :2.000                                                                          
##  Mean   :1.938                                                                          
##  3rd Qu.:2.000                                                                          
##  Max.   :2.000                                                                          
##  NA's   :1                                                                              
##  Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6
##  1_4    :4                                                                               
##  3_5    :4                                                                               
##  1      :3                                                                               
##  5      :2                                                                               
##         :1                                                                               
##  1_4_5_6:1                                                                               
##  (Other):2                                                                               
##  X..de.perfusion.du.lobe.traité Stratx...Homogène..15.0_Hétérogène.1
##  Min.   : 0.00                            :1                        
##  1st Qu.:12.50                  Hètérogène:8                        
##  Median :19.00                  Homogène  :8                        
##  Mean   :18.06                                                      
##  3rd Qu.:23.75                                                      
##  Max.   :34.00                                                      
##  NA's   :6                                                          
##    TM6_.m._0     TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0  BODE_calcul    
##  Min.   : 60.0   Min.   :74.00         Min.   : 5.000     Min.   : 2.000  
##  1st Qu.:117.8   1st Qu.:80.75         1st Qu.: 6.375     1st Qu.: 4.750  
##  Median :320.5   Median :86.00         Median : 7.500     Median : 6.500  
##  Mean   :271.7   Mean   :84.88         Mean   : 7.188     Mean   : 6.688  
##  3rd Qu.:394.5   3rd Qu.:89.25         3rd Qu.: 8.000     3rd Qu.: 9.000  
##  Max.   :510.0   Max.   :94.00         Max.   :10.000     Max.   :10.000  
##  NA's   :1       NA's   :1             NA's   :1          NA's   :1       
##              ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0    VEMS._mL_0    
##                : 0   Min.   :55.60   Min.   :32.00   Min.   : 400.0  
##  Autre anomalie: 2   1st Qu.:65.00   1st Qu.:39.00   1st Qu.: 700.0  
##  HTAP          : 3   Median :66.00   Median :40.75   Median : 790.0  
##  Normale       :12   Mean   :68.65   Mean   :41.89   Mean   : 794.7  
##                      3rd Qu.:72.50   3rd Qu.:42.60   3rd Qu.: 980.0  
##                      Max.   :85.40   Max.   :55.80   Max.   :1200.0  
##                      NA's   :6       NA's   :3                       
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0        CVF_ml_0      CVF_PCT_0     
##  Min.   :14.00   Min.   :3800   Min.   :200.0   Min.   :1020   Min.   : 30.00  
##  1st Qu.:24.00   1st Qu.:4790   1st Qu.:223.0   1st Qu.:1805   1st Qu.: 48.25  
##  Median :29.00   Median :5700   Median :240.0   Median :2180   Median : 61.50  
##  Mean   :30.47   Mean   :5625   Mean   :256.6   Mean   :2073   Mean   : 62.50  
##  3rd Qu.:36.00   3rd Qu.:6700   3rd Qu.:289.0   3rd Qu.:2525   3rd Qu.: 72.00  
##  Max.   :57.00   Max.   :7800   Max.   :351.0   Max.   :2900   Max.   :100.00  
##                                                 NA's   :1      NA's   :1       
##     CPT_ml_0       CPT_PCT_0        VR_CPT_0        DLCO_PCT_0   
##  Min.   : 5800   Min.   :116.0   Min.   : 57.00   Min.   :20.00  
##  1st Qu.: 6900   1st Qu.:129.0   1st Qu.: 62.00   1st Qu.:24.00  
##  Median : 8400   Median :136.0   Median : 69.00   Median :27.00  
##  Mean   : 8078   Mean   :138.3   Mean   : 75.05   Mean   :28.33  
##  3rd Qu.: 8900   3rd Qu.:138.5   3rd Qu.: 77.00   3rd Qu.:32.50  
##  Max.   :10111   Max.   :184.0   Max.   :172.00   Max.   :43.00  
##                                                   NA's   :2      
##  Nbre_valves_posées Résultats_Chartis Lobe_choisi
##  Min.   : 2.000              : 0            :0   
##  1st Qu.: 3.000     Complete :16      LID   :3   
##  Median : 5.500     Incomplet: 1      LIG   :5   
##  Mean   : 5.312                       LM    :1   
##  3rd Qu.: 7.000                       LSD   :4   
##  Max.   :10.000                       LSD LM:1   
##  NA's   :1                            LSG   :3   
##  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##  02/06/2021:2                                       :12       
##  31/03/2021:2                     Exacerbation BPCO : 2       
##  01/09/2021:1                    Pneumatocèle       : 1       
##  03/08/2021:1                    Pneumomédiastin    : 1       
##  06/04/2022:1                    Pneumothorax       : 1       
##  07/04/2021:1                                                 
##  (Other)   :9                                                 
##  date.de.survenue.des.complications_0
##            :12                       
##  01/04/2021: 1                       
##  06/04/2022: 1                       
##  08/04/2021: 1                       
##  17/04/2021: 1                       
##  19/10/2021: 1                       
##                                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : 0.0                               
##  1st Qu.: 1.0                               
##  Median : 1.0                               
##  Mean   : 4.2                               
##  3rd Qu.: 2.0                               
##  Max.   :17.0                               
##  NA's   :12                                 
##                             PEC.en.charge.des.complications_0...retrait.valve..drainage.
##                                                           :12                           
##  CORTICO AEROSOLS                                         : 1                           
##  DRAINAGE SI, RETRAIT D UNE VALVE                         : 1                           
##  HOSPIT CTC AEROSOLS                                      : 1                           
##  ras                                                      : 1                           
##  SI OHD ATB, hématopneumatocèle surinfecté avec hemoptysie: 1                           
##                                                                                         
##  Date.de.la.pose.de.valve.N.2           Complications.pose
##            :5                                    :12      
##  01/03/2022:1                  Exacerbation BPCO : 2      
##  03/05/2022:1                 Mort               : 1      
##  11/01/2022:1                 Pneumothorax       : 2      
##  11/10/2021:1                                             
##  17/12/2021:1                                             
##  (Other)   :7                                             
##  date.de.survenue.des.complications
##            :13                     
##  01/03/2022: 1                     
##  06/05/2022: 1                     
##  17/10/2021: 1                     
##  27/07/2021: 1                     
##                                    
##                                    
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   :0.00                                       
##  1st Qu.:2.25                                       
##  Median :4.50                                       
##  Mean   :4.00                                       
##  3rd Qu.:6.25                                       
##  Max.   :7.00                                       
##  NA's   :13                                         
##                       PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                     :12                           
##  ATB CTC                                            : 1                           
##  ATB IV POUR SURINF A PYO                           : 1                           
##  DRAINAGE SI, RETRAIT D UNE VALVE                   : 1                           
##  DRAINAGE, PAS DE REEXPANSION DONC RETRAIT VALVE    : 1                           
##  Pneumothorax, drainé, tamponnade gazeuse avec deces: 1                           
##                                                                                   
##   VEMS_.ml._1      VEMS_.PCT._1    Gain_VEMS_1        CVF_.ml._1  
##  Min.   : 500.0   Min.   :21.00   Min.   :-390.00   Min.   :1310  
##  1st Qu.: 815.0   1st Qu.:27.50   1st Qu.: -17.50   1st Qu.:2150  
##  Median : 980.0   Median :33.50   Median : 135.00   Median :2400  
##  Mean   : 950.7   Mean   :37.36   Mean   :  92.86   Mean   :2483  
##  3rd Qu.:1015.0   3rd Qu.:41.00   3rd Qu.: 205.00   3rd Qu.:3140  
##  Max.   :1600.0   Max.   :76.00   Max.   : 400.00   Max.   :3630  
##  NA's   :3        NA's   :3       NA's   :3         NA's   :4     
##   CVF_.PCT._1       Gain_CVF_1       CPT_.ml._1    CPT_.PCT._1   
##  Min.   : 43.00   Min.   :-550.0   Min.   :5600   Min.   : 43.0  
##  1st Qu.: 58.00   1st Qu.: 180.0   1st Qu.:6242   1st Qu.:122.2  
##  Median : 78.00   Median : 290.0   Median :7630   Median :125.0  
##  Mean   : 76.62   Mean   : 477.7   Mean   :7536   Mean   :124.0  
##  3rd Qu.: 93.00   3rd Qu.: 850.0   3rd Qu.:8480   3rd Qu.:134.5  
##  Max.   :129.00   Max.   :1610.0   Max.   :9910   Max.   :167.0  
##  NA's   :4        NA's   :4        NA's   :3      NA's   :3      
##     Gain_CPT         VR..ml._1      VR..PCT._1      Gain_VR_1      
##  Min.   :-1570.0   Min.   :2100   Min.   :150.0   Min.   :-1930.0  
##  1st Qu.: -700.0   1st Qu.:3955   1st Qu.:191.8   1st Qu.:-1122.5  
##  Median : -220.5   Median :4850   Median :209.0   Median : -760.0  
##  Mean   : -308.6   Mean   :4559   Mean   :215.8   Mean   : -770.7  
##  3rd Qu.:  132.5   3rd Qu.:5262   3rd Qu.:243.5   3rd Qu.: -140.0  
##  Max.   :  580.0   Max.   :6250   Max.   :277.0   Max.   :  180.0  
##  NA's   :3         NA's   :3      NA's   :3       NA's   :3        
##    TM6_.m._1     TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1    
##  Min.   :160.0   Min.   :79.00   Min.   :3.000      Min.   :-45.00  
##  1st Qu.:350.2   1st Qu.:80.00   1st Qu.:5.750      1st Qu.: 41.25  
##  Median :422.5   Median :84.50   Median :6.000      Median : 72.50  
##  Mean   :385.6   Mean   :85.25   Mean   :6.125      Mean   : 79.25  
##  3rd Qu.:469.2   3rd Qu.:90.50   3rd Qu.:7.250      3rd Qu.:161.25  
##  Max.   :486.0   Max.   :92.00   Max.   :8.000      Max.   :170.00  
##  NA's   :9       NA's   :9       NA's   :9          NA's   :9       
##      mMRC_1          IMC_1       BODE.calculé_1 
##  Min.   :1.000   Min.   :16.00   Min.   :0.000  
##  1st Qu.:2.000   1st Qu.:19.62   1st Qu.:3.000  
##  Median :3.000   Median :22.00   Median :4.000  
##  Mean   :2.571   Mean   :21.76   Mean   :3.714  
##  3rd Qu.:3.000   3rd Qu.:23.73   3rd Qu.:5.000  
##  Max.   :4.000   Max.   :26.00   Max.   :6.000  
##  NA's   :10      NA's   :3       NA's   :10     
##         Complications_a_distance_1       Complications_a_distance_2
##                      :8                               :13          
##   Exacerbation BPCO  :1             Exacerbation BPCO : 1          
##  Douleurs thoraciques:2            Autre              : 1          
##  Majoration dyspnée  :4            Majoration dyspnée : 1          
##  Pneumonie           :1            Pneumonie          : 1          
##  Pneumothorax        :1                                            
##                                                                    
##                                                       Prise_en_charge_complications_1
##                                                                       :9             
##  AEROSOLS                                                             :1             
##  ATB IV                                                               :1             
##  DECOMP CARDIAQUE G, HOSPIT                                           :1             
##  EN 05/2022 MAJ DYSPNEE ET PROBABLE DYSFONCTION VALVE AVEC REEXPANSION:1             
##  HOSPIT,PNP LID PUIS PNO DRAIN RETRAIT VALVES                         :1             
##  (Other)                                                              :3             
##   VEMS_.ml._2    VEMS_.PCT._2    Gain_VEMS_2      CVF_.ml._2    CVF_.PCT._2   
##  Min.   : 800   Min.   :27.00   Min.   :100.0   Min.   :2000   Min.   :55.00  
##  1st Qu.: 890   1st Qu.:27.50   1st Qu.:100.0   1st Qu.:2300   1st Qu.:56.00  
##  Median : 980   Median :28.00   Median :100.0   Median :2600   Median :57.00  
##  Mean   :1027   Mean   :30.33   Mean   :106.7   Mean   :2517   Mean   :59.33  
##  3rd Qu.:1140   3rd Qu.:32.00   3rd Qu.:110.0   3rd Qu.:2775   3rd Qu.:61.50  
##  Max.   :1300   Max.   :36.00   Max.   :120.0   Max.   :2950   Max.   :66.00  
##  NA's   :14     NA's   :14      NA's   :14      NA's   :14     NA's   :14     
##    Gain_CVF_2        CPT_.ml._2     CPT_.PCT._2      Gain_CPT_2     
##  Min.   :-600.00   Min.   : 8400   Min.   :126.0   Min.   :-911.00  
##  1st Qu.:-250.00   1st Qu.: 8800   1st Qu.:128.5   1st Qu.:-205.50  
##  Median : 100.00   Median : 9200   Median :131.0   Median : 500.00  
##  Mean   :  76.67   Mean   : 9277   Mean   :133.0   Mean   :  69.67  
##  3rd Qu.: 415.00   3rd Qu.: 9715   3rd Qu.:136.5   3rd Qu.: 560.00  
##  Max.   : 730.00   Max.   :10230   Max.   :142.0   Max.   : 620.00  
##  NA's   :14        NA's   :14      NA's   :14      NA's   :14       
##    VR_.ml._2      VR_.PCT._2      Gain_VR_2       TM6_sat_.PCT._2   TM6_.m._2  
##  Min.   :5300   Min.   : 88.0   Min.   :-1100.0   Min.   :88      Min.   :363  
##  1st Qu.:5650   1st Qu.:152.5   1st Qu.: -680.0   1st Qu.:88      1st Qu.:363  
##  Median :6000   Median :217.0   Median : -260.0   Median :88      Median :363  
##  Mean   :5813   Mean   :186.7   Mean   : -286.7   Mean   :88      Mean   :363  
##  3rd Qu.:6070   3rd Qu.:236.0   3rd Qu.:  120.0   3rd Qu.:88      3rd Qu.:363  
##  Max.   :6140   Max.   :255.0   Max.   :  500.0   Max.   :88      Max.   :363  
##  NA's   :14     NA's   :14      NA's   :14        NA's   :16      NA's   :16   
##  TM6_.score.borg._2 Calcul_BODE_TM6_2   Gain.TM6_2     mMRC_2    
##  Min.   :7          Min.   :0.000     Min.   :1    Min.   :2.00  
##  1st Qu.:7          1st Qu.:3.000     1st Qu.:1    1st Qu.:2.25  
##  Median :7          Median :3.000     Median :1    Median :2.50  
##  Mean   :7          Mean   :2.727     Mean   :1    Mean   :2.50  
##  3rd Qu.:7          3rd Qu.:3.000     3rd Qu.:1    3rd Qu.:2.75  
##  Max.   :7          Max.   :3.000     Max.   :1    Max.   :3.00  
##  NA's   :16         NA's   :6         NA's   :16   NA's   :15    
##      IMC_2       calcul.bode_2 Complications_a_distance_1.1
##  Min.   :18.40   Min.   :5     Mode:logical                
##  1st Qu.:18.90   1st Qu.:5     NA's:17                     
##  Median :19.40   Median :5                                 
##  Mean   :19.93   Mean   :5                                 
##  3rd Qu.:20.70   3rd Qu.:5                                 
##  Max.   :22.00   Max.   :5                                 
##  NA's   :14      NA's   :16                                
##  Complications_a_distance_2.1 Retrait_valve          type_retrait
##  Mode:logical                    : 0                       : 0   
##  NA's:17                      Non:13        Non            :13   
##                               Oui: 4        retrait complet: 2   
##                                             retrait partiel: 2   
##                                                                  
##                                                                  
##                                                                  
##      Date_retrait delais_retrait_valve_mois
##            :13    Min.   :1.400            
##  01/03/2022: 1    1st Qu.:1.550            
##  11/01/2022: 1    Median :1.815            
##  25/05/2021: 1    Mean   :2.340            
##  sept-21   : 1    3rd Qu.:2.605            
##                   Max.   :4.330            
##                   NA's   :13               
##                            Raison.retrait.valves
##                                       :13       
##  Dégradation post T2, retrait 1 valves: 1       
##  MAJ DYSPNEE, DEGRADATION VEMS, TOUX  : 1       
##  PNO DRAINE ET PNP                    : 1       
##  PNO LES 2 FOIS                       : 1       
##                                                 
## 
by(G3,G3$Pose_valves, Hmisc::describe)
## G3$Pose_valves: Non
## data[x, , drop = FALSE] 
## 
##  123  Variables      51  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       51        0        1 Groupe_3 
##                    
## Value      Groupe_3
## Frequency        51
## Proportion        1
## --------------------------------------------------------------------------------
## Date.consult.initiale 
##        n  missing distinct 
##       51        0       42 
## 
## lowest : 01/02/2021 01/03/2021 01/04/2021 02/04/2021 02/09/2021
## highest: 28/01/2021 29/04/2021 29/07/2021 30/09/2021 31/05/2021
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       51        0       50        1    63.58    10.81    48.22    49.50 
##      .25      .50      .75      .90      .95 
##    57.19    63.43    70.95    76.46    77.37 
## 
## lowest : 46.77 47.17 48.10 48.34 48.41, highest: 76.67 77.25 77.48 77.84 82.24
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       51        0        2 
##                       
## Value          F     H
## Frequency     27    24
## Proportion 0.529 0.471
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       51        0        5 
## 
## lowest :                Hopital public Privé          Suivi CHUT     Ville         
## highest:                Hopital public Privé          Suivi CHUT     Ville         
##                                                                       
## Value                     Hopital public          Privé     Suivi CHUT
## Frequency               1             16             19              8
## Proportion          0.020          0.314          0.373          0.157
##                          
## Value               Ville
## Frequency               7
## Proportion          0.137
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      1     9    41
## Proportion 0.020 0.176 0.804
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       51        0        2 
##                       
## Value        Non   Oui
## Frequency     19    32
## Proportion 0.373 0.627
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       51        0        2 
##                       
## Value        Non   Oui
## Frequency     23    28
## Proportion 0.451 0.549
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       51        0        1      Non 
##               
## Value      Non
## Frequency   51
## Proportion   1
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##       51        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                         1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                         1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##       51        0        8 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2                                                                                                 2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                               2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            
## highest: 2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré                                                                               2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##       51        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##       51        0        3 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##       51        0        8 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : AEG                                 Raison clinique : Atcd chir                          
## highest: Raison clinique : AEG                                 Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##       51        0        4 
## 
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct 
##       51        0        3 
## 
## (49, 0.961), Raison clinique : peu symptomatique (mMRC trop elevé) (1, 0.020),
## Raison clinique :Traitement non optimal (1, 0.020)
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##       51        0        6 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé
## highest: Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##       51        0        3 
## 
## (49, 0.961), Raison paraclinique EFR : TM6 trop altéré (1, 0.020), Raison
## paraclinique EFR :VR trop bas (1, 0.020)
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##       51        0        6 
## 
## lowest :                                                         Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti 
## highest: Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti  Raison paraclinique imagerie :pas de cible scinti seule
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##       51        0        2 
##                                                                   
## Value                                                             
## Frequency                                           50            
## Proportion                                          0.98          
##                                                                   
## Value      Raison paraclinique imagerie :pas de cible scinti seule
## Frequency                                            1            
## Proportion                                          0.02          
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##       51        0        4 
## 
## (34, 0.667), 14 Raison scissure perméable : StratX 1/ Chartis 2 (1, 0.020),
## Raison scissure perméable : Chartis (4, 0.078), Raison scissure perméable :
## StratX (12, 0.235)
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##       51        0        2 
##                                                                       
## Value                                    Raison clinique cardio : HTAP
## Frequency                             50                             1
## Proportion                          0.98                          0.02
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       51        0        4 
##                                                                 
## Value                                 Antécédents : cardiopathie
## Frequency                          46                          2
## Proportion                      0.902                      0.039
##                                                                 
## Value              Antécédents : HTAP    Antécédents : pneumonie
## Frequency                           1                          2
## Proportion                      0.020                      0.039
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       51        0        4 
##                                                       
## Value                      actif Non_fumeur      Sevré
## Frequency           1          5          4         41
## Proportion      0.020      0.098      0.078      0.804
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      1    45     5
## Proportion 0.020 0.882 0.098
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       43        8       22    0.994    1.658  0.08496    1.570    1.572 
##      .25      .50      .75      .90      .95 
##    1.600    1.640    1.700    1.758    1.780 
## 
## lowest : 1.54 1.55 1.57 1.58 1.59, highest: 1.75 1.76 1.78 1.80 1.83
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       43        8       24    0.998    63.98    12.34     48.2     50.0 
##      .25      .50      .75      .90      .95 
##     56.0     63.0     71.0     78.0     79.9 
## 
## lowest : 47 48 50 51 52, highest: 76 78 79 80 90
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       44        7       42        1    23.31    4.214    18.79    19.24 
##      .25      .50      .75      .90      .95 
##    20.39    22.93    26.03    27.88    30.73 
## 
## lowest : 17.01 17.47 18.75 19.03 19.11, highest: 28.13 28.40 31.14 31.64 32.05
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       51        0        4    0.827    3.294   0.7514 
##                                   
## Value          1     2     3     4
## Frequency      1     5    23    22
## Proportion 0.020 0.098 0.451 0.431
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       51        0        5 
## 
## lowest :        A      A OU B B      D     , highest:        A      A OU B B      D     
##                                              
## Value                  A A OU B      B      D
## Frequency       2      2      1     32     14
## Proportion  0.039  0.039  0.020  0.627  0.275
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      1    35    15
## Proportion 0.020 0.686 0.294
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      2    45     4
## Proportion 0.039 0.882 0.078
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       46        5        5    0.909    2.522     1.08 
## 
## lowest : 0 1 2 3 4, highest: 0 1 2 3 4
##                                         
## Value          0     1     2     3     4
## Frequency      1     5    17    15     8
## Proportion 0.022 0.109 0.370 0.326 0.174
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      1     7    43
## Proportion 0.020 0.137 0.843
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      1    23    27
## Proportion 0.020 0.451 0.529
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      4     2    45
## Proportion 0.078 0.039 0.882
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       51        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       3     12     19     17
## Proportion  0.059  0.235  0.373  0.333
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       51        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               3              4              2             11
## Proportion          0.059          0.078          0.039          0.216
##                          
## Value                 Oui
## Frequency              31
## Proportion          0.608
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       51        0        3 
##                             
## Value              Non   Oui
## Frequency      1    49     1
## Proportion 0.020 0.961 0.020
## --------------------------------------------------------------------------------
## Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       51        0       13 
## 
## lowest :       0     1     1_2   1_2_4, highest: 3_5   4     4_6   5     6    
##                                                                             
## Value                0     1   1_2 1_2_4   1_4     2     3   3_5     4   4_6
## Frequency      4    16    11     1     1     4     1     1     4     2     1
## Proportion 0.078 0.314 0.216 0.020 0.020 0.078 0.020 0.020 0.078 0.039 0.020
##                       
## Value          5     6
## Frequency      4     1
## Proportion 0.078 0.020
## --------------------------------------------------------------------------------
## Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2 
##        n  missing distinct     Info     Mean      Gmd 
##       33       18        3    0.884        1   0.8712 
##                             
## Value          0     1     2
## Frequency     10    13    10
## Proportion 0.303 0.394 0.303
## --------------------------------------------------------------------------------
## Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       51        0       11 
## 
## lowest :     0   1   1_4 1_5, highest: 3   3_5 4   5   6  
##                                                                             
## Value                0     1   1_4   1_5     2     3   3_5     4     5     6
## Frequency     13    13     4     8     1     1     1     2     1     6     1
## Proportion 0.255 0.255 0.078 0.157 0.020 0.020 0.020 0.039 0.020 0.118 0.020
## --------------------------------------------------------------------------------
## X..de.perfusion.du.lobe.traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11       40       11        1    13.12    13.03     1.25     1.50 
##      .25      .50      .75      .90      .95 
##     3.50    11.00    18.50    24.00    31.00 
## 
## lowest :  1.0  1.5  3.0  4.0 10.3, highest: 14.5 15.0 22.0 24.0 38.0
##                                                                             
## Value        1.0   1.5   3.0   4.0  10.3  11.0  14.5  15.0  22.0  24.0  38.0
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       51        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency          17         14         20
## Proportion      0.333      0.275      0.392
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37       14       35        1    332.6    186.3     38.0     79.8 
##      .25      .50      .75      .90      .95 
##    225.0    353.0    480.0    509.4    520.0 
## 
## lowest :   0  30  40  42 105, highest: 507 513 518 528 554
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       35       16       18    0.993    82.66    9.287     73.4     76.4 
##      .25      .50      .75      .90      .95 
##     78.5     82.0     90.0     91.6     93.0 
## 
## lowest : 38 72 74 76 77, highest: 88 90 91 92 93
##                                                                             
## Value         38    72    74    76    77    78    79    80    81    82    85
## Frequency      1     1     1     1     1     4     3     2     1     3     1
## Proportion 0.029 0.029 0.029 0.029 0.029 0.114 0.086 0.057 0.029 0.086 0.029
##                                                     
## Value         86    87    88    90    91    92    93
## Frequency      1     3     2     5     1     1     3
## Proportion 0.029 0.086 0.057 0.143 0.029 0.029 0.086
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33       18       11    0.986    6.909    2.475      3.6      4.0 
##      .25      .50      .75      .90      .95 
##      5.0      7.0      8.0     10.0     10.0 
## 
## lowest :  2.0  3.0  4.0  5.0  6.0, highest:  7.0  7.5  8.0  9.0 10.0
##                                                                             
## Value        2.0   3.0   4.0   5.0   6.0   6.5   7.0   7.5   8.0   9.0  10.0
## Frequency      1     1     3     4     2     3     5     1     5     3     5
## Proportion 0.030 0.030 0.091 0.121 0.061 0.091 0.152 0.030 0.152 0.091 0.152
## --------------------------------------------------------------------------------
## BODE_calcul 
##        n  missing distinct     Info     Mean      Gmd 
##       35       16        9    0.961    5.314    2.417 
## 
## lowest : 0 1 3 4 5, highest: 5 6 7 8 9
##                                                                 
## Value          0     1     3     4     5     6     7     8     9
## Frequency      1     1     2    11     5     5     4     2     4
## Proportion 0.029 0.029 0.057 0.314 0.143 0.143 0.114 0.057 0.114
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       51        0        3 
##                                   
## Value                 HTAP Normale
## Frequency       18       4      29
## Proportion   0.353   0.078   0.569
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30       21       24    0.998    68.45    11.92    54.39    55.90 
##      .25      .50      .75      .90      .95 
##    62.00    68.45    74.00    82.40    86.00 
## 
## lowest : 44.0 53.9 55.0 56.0 59.0, highest: 76.0 79.0 82.0 86.0 90.0
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30       21       22    0.996    40.61    6.726    33.00    33.90 
##      .25      .50      .75      .90      .95 
##    35.50    39.15    46.07    49.00    49.22 
## 
## lowest : 31.0 33.0 34.0 35.0 37.0, highest: 47.0 47.6 49.0 49.4 50.0
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       42        9       28    0.996    937.1    423.2    501.0    564.0 
##      .25      .50      .75      .90      .95 
##    662.5    800.0   1075.0   1481.0   1918.5 
## 
## lowest :  470  490  500  520  560, highest: 1500 1700 1930 2000 2100
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49        2       30    0.998    35.86    14.34     21.0     23.0 
##      .25      .50      .75      .90      .95 
##     28.0     33.0     41.0     55.4     57.6 
## 
## lowest : 13 15 21 23 24, highest: 55 57 58 67 82
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37       14       31    0.999     4623     1687     2648     2960 
##      .25      .50      .75      .90      .95 
##     3530     4440     5710     6184     6600 
## 
## lowest : 1910 2240 2750 2900 3000, highest: 6000 6100 6310 6600 9800
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49        2       43        1    225.2    70.07    145.0    151.8 
##      .25      .50      .75      .90      .95 
##    175.3    220.0    253.0    300.4    339.6 
## 
## lowest : 133 140 143 148 151, highest: 302 339 340 344 466
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39       12       35    0.999     2254     1013     1136     1254 
##      .25      .50      .75      .90      .95 
##     1680     1910     2720     3738     3960 
## 
## lowest : 1090 1100 1140 1150 1280, highest: 3700 3890 3900 4500 4600
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40       11       33    0.999    71.83    29.19    40.95    45.90 
##      .25      .50      .75      .90      .95 
##    50.00    65.50    85.50   113.00   113.55 
## 
## lowest :  38  40  41  45  46, highest: 101 108 113 124 135
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38       13       33    0.999     6982     2174     4344     5474 
##      .25      .50      .75      .90      .95 
##     5925     7080     8250     9372     9688 
## 
## lowest :  1060  1190  4900  5180  5600, highest:  9300  9540  9600 10190 10510
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40       11       32    0.999    838.6     1432    90.95   108.80 
##      .25      .50      .75      .90      .95 
##   124.00   135.00   144.75   161.30   169.10 
## 
## lowest :    87    90    91   107   109, highest:   161   164   169   171 28348
##                             
## Value        100   150 28350
## Frequency     11    28     1
## Proportion 0.275 0.700 0.025
## 
## For the frequency table, variable is rounded to the nearest 50
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38       13       23    0.997    61.71    13.86    43.75    50.70 
##      .25      .50      .75      .90      .95 
##    53.75    63.00    70.75    76.00    76.15 
## 
## lowest : 20 31 46 50 51, highest: 74 75 76 77 82
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       32       19       27    0.999    39.03    18.13    21.10    23.20 
##      .25      .50      .75      .90      .95 
##    26.00    35.00    49.00    58.79    69.40 
## 
## lowest : 19.0 20.0 22.0 23.0 25.0, highest: 56.9 59.0 64.0 76.0 89.0
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       48        3        1        0        0        0 
##              
## Value       0
## Frequency  48
## Proportion  1
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       51        0        2 
##                               
## Value                Incomplet
## Frequency         48         3
## Proportion     0.941     0.059
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0...retrait.valve..drainage. 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.valve.N.2 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Date_retrait 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct    value 
##       51        0        1          
##              
## Value        
## Frequency  51
## Proportion  1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Délai.de.survenue.des.complications..jours.        
##  [2] Délai.de.survenue.des.complications..jours._valve.2
##  [3] VEMS_.ml._1                                        
##  [4] VEMS_.PCT._1                                       
##  [5] Gain_VEMS_1                                        
##  [6] CVF_.ml._1                                         
##  [7] CVF_.PCT._1                                        
##  [8] Gain_CVF_1                                         
##  [9] CPT_.ml._1                                         
## [10] CPT_.PCT._1                                        
## [11] Gain_CPT                                           
## [12] VR..ml._1                                          
## [13] VR..PCT._1                                         
## [14] Gain_VR_1                                          
## [15] TM6_.m._1                                          
## [16] TM6_sat_.PCT._1                                    
## [17] TM6_.score.borg._1                                 
## [18] Gain_TM6_1                                         
## [19] mMRC_1                                             
## [20] IMC_1                                              
## [21] BODE.calculé_1                                     
## [22] VEMS_.ml._2                                        
## [23] VEMS_.PCT._2                                       
## [24] Gain_VEMS_2                                        
## [25] CVF_.ml._2                                         
## [26] CVF_.PCT._2                                        
## [27] Gain_CVF_2                                         
## [28] CPT_.ml._2                                         
## [29] CPT_.PCT._2                                        
## [30] Gain_CPT_2                                         
## [31] VR_.ml._2                                          
## [32] VR_.PCT._2                                         
## [33] Gain_VR_2                                          
## [34] TM6_sat_.PCT._2                                    
## [35] TM6_.m._2                                          
## [36] TM6_.score.borg._2                                 
## [37] Calcul_BODE_TM6_2                                  
## [38] Gain.TM6_2                                         
## [39] mMRC_2                                             
## [40] IMC_2                                              
## [41] calcul.bode_2                                      
## [42] Complications_a_distance_1.1                       
## [43] Complications_a_distance_2.1                       
## [44] delais_retrait_valve_mois                          
## ------------------------------------------------------------ 
## G3$Pose_valves: Oui
## data[x, , drop = FALSE] 
## 
##  123  Variables      17  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       17        0        1 Groupe_3 
##                    
## Value      Groupe_3
## Frequency        17
## Proportion        1
## --------------------------------------------------------------------------------
## Date.consult.initiale 
##        n  missing distinct 
##       17        0       15 
## 
## lowest : 01/04/2021 01/07/2021 04/02/2021 04/03/2021 05/03/2021
## highest: 19/02/2021 22/04/2021 23/03/2021 25/01/2021 29/04/2021
## 
## 01/04/2021 (1, 0.059), 01/07/2021 (1, 0.059), 04/02/2021 (2, 0.118), 04/03/2021
## (1, 0.059), 05/03/2021 (1, 0.059), 05/08/2021 (1, 0.059), 06/09/2021 (1,
## 0.059), 15/04/2021 (1, 0.059), 16/02/2021 (1, 0.059), 18/02/2021 (1, 0.059),
## 19/02/2021 (1, 0.059), 22/04/2021 (2, 0.118), 23/03/2021 (1, 0.059), 25/01/2021
## (1, 0.059), 29/04/2021 (1, 0.059)
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       17        1     63.1    9.077    50.89    53.46 
##      .25      .50      .75      .90      .95 
##    58.93    61.43    68.64    71.38    73.63 
## 
## lowest : 48.88 51.39 54.84 57.43 58.93, highest: 68.64 69.42 70.80 72.26 79.09
##                                                                             
## Value      48.88 51.39 54.84 57.43 58.93 60.38 60.83 61.08 61.43 63.89 65.40
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value      68.04 68.64 69.42 70.80 72.26 79.09
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       17        0        2 
##                       
## Value          F     H
## Frequency     10     7
## Proportion 0.588 0.412
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       17        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency               4              4              7              2
## Proportion          0.235          0.235          0.412          0.118
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency      4    13
## Proportion 0.235 0.765
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency      3    14
## Proportion 0.176 0.824
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency      5    12
## Proportion 0.294 0.706
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       17        0        1      Oui 
##               
## Value      Oui
## Frequency   17
## Proportion   1
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct    value 
##       17        0        1          
##              
## Value        
## Frequency  17
## Proportion  1
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       17        0        3 
##                                                                 
## Value                                 Antécédents : cardiopathie
## Frequency                          14                          2
## Proportion                      0.824                      0.118
##                                      
## Value              Antécédents : HTAP
## Frequency                           1
## Proportion                      0.059
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct    value 
##       17        0        1    Sevré 
##                 
## Value      Sevré
## Frequency     17
## Proportion     1
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency     15     2
## Proportion 0.882 0.118
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       16    0.999    1.687   0.1096    1.548    1.562 
##      .25      .50      .75      .90      .95 
##    1.600    1.700    1.750    1.804    1.818 
## 
## lowest : 1.54 1.55 1.57 1.59 1.60, highest: 1.73 1.75 1.80 1.81 1.85
##                                                                             
## Value       1.54  1.55  1.57  1.59  1.60  1.64  1.68  1.69  1.70  1.71  1.72
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       1.73  1.75  1.80  1.81  1.85
## Frequency      1     2     1     1     1
## Proportion 0.059 0.118 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       16    0.999    61.11    12.81     46.0     48.2 
##      .25      .50      .75      .90      .95 
##     54.8     61.0     65.0     72.8     79.6 
## 
## lowest : 42.0 47.0 49.0 52.0 54.8, highest: 65.0 67.0 70.0 77.0 90.0
##                                                                             
## Value       42.0  47.0  49.0  52.0  54.8  55.0  60.0  61.0  62.0  63.0  64.0
## Frequency      1     1     1     1     1     1     2     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.059
##                                         
## Value       65.0  67.0  70.0  77.0  90.0
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       17        1    21.41    3.524    15.83    17.54 
##      .25      .50      .75      .90      .95 
##    20.24    21.64    23.39    24.71    26.08 
## 
## lowest : 14.88 16.07 18.52 19.38 20.24, highest: 23.39 23.80 23.83 26.03 26.30
##                                                                             
## Value      14.88 16.07 18.52 19.38 20.24 20.45 20.76 21.22 21.64 22.06 22.23
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value      23.19 23.39 23.80 23.83 26.03 26.30
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       17        0        3    0.755    3.529   0.6324 
##                             
## Value          2     3     4
## Frequency      1     6    10
## Proportion 0.059 0.353 0.588
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       17        0        2 
##                       
## Value          B     D
## Frequency     11     6
## Proportion 0.647 0.353
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency     11     6
## Proportion 0.647 0.353
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency     16     1
## Proportion 0.941 0.059
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       17        0        3    0.858    3.235   0.8235 
##                             
## Value          2     3     4
## Frequency      3     7     7
## Proportion 0.176 0.412 0.412
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct    value 
##       17        0        1      Oui 
##               
## Value      Oui
## Frequency   17
## Proportion   1
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency      4    13
## Proportion 0.235 0.765
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct    value 
##       17        0        1      Oui 
##               
## Value      Oui
## Frequency   17
## Proportion   1
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       17        0        3 
##                                
## Value      Effort    Non  Repos
## Frequency       1      4     12
## Proportion  0.059  0.235  0.706
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       17        0        3 
##                                                        
## Value      Apres dressage            Non            Oui
## Frequency               2              2             13
## Proportion          0.118          0.118          0.765
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       17        0        3 
##                                                           
## Value              AIRFLOW BULLECTOMIE LSD             Non
## Frequency                1               1              15
## Proportion           0.059           0.059           0.882
## --------------------------------------------------------------------------------
## Résultats.scanner.STRATX...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       17        0        8 
## 
## lowest : 1   1_4 2_4 3   3_5, highest: 3   3_5 4   5   6  
##                                                           
## Value          1   1_4   2_4     3   3_5     4     5     6
## Frequency      1     4     1     3     2     2     3     1
## Proportion 0.059 0.235 0.059 0.176 0.118 0.118 0.176 0.059
## --------------------------------------------------------------------------------
## Résultats.StratX...sicissures.incomplètes..80.0..intermédiaires.80.95.1..étanches..95.2 
##        n  missing distinct     Info     Mean      Gmd 
##       16        1        2    0.176    1.938    0.125 
##                       
## Value          1     2
## Frequency      1    15
## Proportion 0.062 0.938
## --------------------------------------------------------------------------------
## Résultats.scinti...pas.de.cible.0...cible.LSD.1...LSD.LM2...LID.3...LSG.4...LIG.5...LM.6 
##        n  missing distinct 
##       17        0        8 
## 
## lowest :         1       1_4     1_4_5_6 3      
## highest: 1_4_5_6 3       3_5     5       6      
##                                                                           
## Value                    1     1_4 1_4_5_6       3     3_5       5       6
## Frequency        1       3       4       1       1       4       2       1
## Proportion   0.059   0.176   0.235   0.059   0.059   0.235   0.118   0.059
## --------------------------------------------------------------------------------
## X..de.perfusion.du.lobe.traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        6       10    0.995    18.06    12.01     3.85     7.70 
##      .25      .50      .75      .90      .95 
##    12.50    19.00    23.75    31.00    32.50 
## 
## lowest :  0.0  7.7 11.0 14.0 14.5, highest: 19.0 20.0 27.5 31.0 34.0
##                                                                       
## Value        0.0   7.7  11.0  14.0  14.5  19.0  20.0  27.5  31.0  34.0
## Frequency      1     1     1     1     1     1     2     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.182 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       17        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           1          8          8
## Proportion      0.059      0.471      0.471
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        1       14    0.997    271.7    183.9     60.0     64.0 
##      .25      .50      .75      .90      .95 
##    117.8    320.5    394.5    444.5    479.2 
## 
## lowest :  60  68 111 120 250, highest: 390 408 420 469 510
##                                                                             
## Value         60    68   111   120   250   305   336   358   362   390   408
## Frequency      2     1     1     2     1     1     1     1     1     1     1
## Proportion 0.125 0.062 0.062 0.125 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                             
## Value        420   469   510
## Frequency      1     1     1
## Proportion 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        1       13    0.996    84.88    7.117    74.75    77.00 
##      .25      .50      .75      .90      .95 
##    80.75    86.00    89.25    92.00    92.50 
## 
## lowest : 74 75 79 80 81, highest: 88 89 90 92 94
##                                                                             
## Value         74    75    79    80    81    84    86    87    88    89    90
## Frequency      1     1     1     1     2     1     2     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.125 0.062 0.125 0.062 0.062 0.062 0.062
##                       
## Value         92    94
## Frequency      2     1
## Proportion 0.125 0.062
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd 
##       16        1        6    0.912    7.188    1.467 
## 
## lowest :  5.0  6.0  6.5  7.0  8.0, highest:  6.0  6.5  7.0  8.0 10.0
##                                               
## Value        5.0   6.0   6.5   7.0   8.0  10.0
## Frequency      2     2     2     2     7     1
## Proportion 0.125 0.125 0.125 0.125 0.438 0.062
## --------------------------------------------------------------------------------
## BODE_calcul 
##        n  missing distinct     Info     Mean      Gmd 
##       16        1        8    0.982    6.688    2.992 
## 
## lowest :  2  4  5  6  7, highest:  6  7  8  9 10
##                                                           
## Value          2     4     5     6     7     8     9    10
## Frequency      1     3     2     2     1     2     2     3
## Proportion 0.062 0.188 0.125 0.125 0.062 0.125 0.125 0.188
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       17        0        3 
##                                                        
## Value      Autre anomalie           HTAP        Normale
## Frequency               2              3             12
## Proportion          0.118          0.176          0.706
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd 
##       11        6        8    0.977    68.65    8.284 
## 
## lowest : 55.6 65.0 65.2 66.0 69.0, highest: 66.0 69.0 71.0 74.0 85.4
##                                                           
## Value       55.6  65.0  65.2  66.0  69.0  71.0  74.0  85.4
## Frequency      1     3     1     1     1     1     2     1
## Proportion 0.091 0.273 0.091 0.091 0.091 0.091 0.182 0.091
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       12    0.996    41.89    7.722    32.65    34.14 
##      .25      .50      .75      .90      .95 
##    39.00    40.75    42.60    52.80    54.63 
## 
## lowest : 32.0 33.0 36.8 39.0 40.0, highest: 41.4 43.0 50.0 54.0 55.8
##                                                                             
## Value       32.0  33.0  36.8  39.0  40.0  40.5  41.0  41.4  43.0  50.0  54.0
## Frequency      1     1     1     2     1     1     2     1     1     1     1
## Proportion 0.071 0.071 0.071 0.143 0.071 0.071 0.143 0.071 0.071 0.071 0.071
##                 
## Value       55.8
## Frequency      1
## Proportion 0.071
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       13    0.987    794.7      299      400      442 
##      .25      .50      .75      .90      .95 
##      700      790      980     1156     1184 
## 
## lowest :  400  470  550  700  790, highest:  980 1000 1140 1180 1200
##                                                                             
## Value        400   470   550   700   790   820   880   900   980  1000  1140
## Frequency      2     1     1     4     1     1     1     1     1     1     1
## Proportion 0.118 0.059 0.059 0.235 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                       
## Value       1180  1200
## Frequency      1     1
## Proportion 0.059 0.059
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       15    0.998    30.47    12.94     15.6     17.2 
##      .25      .50      .75      .90      .95 
##     24.0     29.0     36.0     44.2     49.4 
## 
## lowest : 14.0 16.0 18.0 24.0 24.5, highest: 36.0 39.0 42.0 47.5 57.0
##                                                                             
## Value       14.0  16.0  18.0  24.0  24.5  25.0  29.0  31.0  32.0  34.0  36.0
## Frequency      1     1     1     2     1     2     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.118 0.059 0.118 0.059 0.059 0.059 0.059 0.059
##                                   
## Value       39.0  42.0  47.5  57.0
## Frequency      1     1     1     1
## Proportion 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       15    0.998     5625     1502     3880     4080 
##      .25      .50      .75      .90      .95 
##     4790     5700     6700     7344     7560 
## 
## lowest : 3800 3900 4200 4600 4790, highest: 6700 7000 7240 7500 7800
##                                                                             
## Value       3800  3900  4200  4600  4790  4800  4900  5700  5830  6260  6700
## Frequency      1     1     1     1     1     1     2     2     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.118 0.059 0.059 0.059
##                                   
## Value       7000  7240  7500  7800
## Frequency      1     1     1     1
## Proportion 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       16    0.999    256.6    53.68    204.8    209.0 
##      .25      .50      .75      .90      .95 
##    223.0    240.0    289.0    323.0    338.2 
## 
## lowest : 200 206 211 214 223, highest: 289 304 315 335 351
##                                                                             
## Value        200   206   211   214   223   230   231   240   254   259   270
## Frequency      1     1     1     1     1     2     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059
##                                         
## Value        289   304   315   335   351
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        1       16        1     2073    688.4     1080     1145 
##      .25      .50      .75      .90      .95 
##     1805     2180     2525     2680     2750 
## 
## lowest : 1020 1100 1190 1520 1900, highest: 2500 2600 2660 2700 2900
##                                                                             
## Value       1020  1100  1190  1520  1900  1960  2000  2140  2220  2280  2480
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                                         
## Value       2500  2600  2660  2700  2900
## Frequency      1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        1       16        1     62.5    24.08    33.75    37.00 
##      .25      .50      .75      .90      .95 
##    48.25    61.50    72.00    91.00    94.00 
## 
## lowest :  30  35  39  46  49, highest:  70  78  90  92 100
##                                                                             
## Value         30    35    39    46    49    54    58    61    62    67    69
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                                         
## Value         70    78    90    92   100
## Frequency      1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       13    0.987     8078     1657     5960     6084 
##      .25      .50      .75      .90      .95 
##     6900     8400     8900     9646     9782 
## 
## lowest :  5800  6000  6140  6300  6900, highest:  8900  9400  9610  9700 10111
##                                                                             
## Value       5800  6000  6140  6300  6900  7070  7900  8400  8900  9400  9610
## Frequency      1     1     1     1     1     1     1     2     4     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.235 0.059 0.059
##                       
## Value       9700 10111
## Frequency      1     1
## Proportion 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       14    0.996    138.3    16.87    120.8    124.4 
##      .25      .50      .75      .90      .95 
##    129.0    136.0    138.5    158.8    172.0 
## 
## lowest : 116.0 122.0 126.0 129.0 132.0, highest: 138.5 140.0 152.0 169.0 184.0
##                                                                             
## Value      116.0 122.0 126.0 129.0 132.0 133.0 134.0 136.0 137.0 138.5 140.0
## Frequency      1     1     1     2     1     1     1     2     2     1     1
## Proportion 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.118 0.118 0.059 0.059
##                             
## Value      152.0 169.0 184.0
## Frequency      1     1     1
## Proportion 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        0       15    0.998    75.05    20.64    60.20    61.54 
##      .25      .50      .75      .90      .95 
##    62.00    69.00    77.00    82.60   104.80 
## 
## lowest :  57.0  61.0  61.9  62.0  63.0, highest:  77.0  78.0  79.0  88.0 172.0
##                                                                             
## Value       57.0  61.0  61.9  62.0  63.0  64.0  67.0  69.0  71.0  75.0  77.0
## Frequency      1     1     1     2     1     1     1     2     1     1     1
## Proportion 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.118 0.059 0.059 0.059
##                                   
## Value       78.0  79.0  88.0 172.0
## Frequency      1     1     1     1
## Proportion 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       15        2       12    0.995    28.33    7.295     20.0     20.4 
##      .25      .50      .75      .90      .95 
##     24.0     27.0     32.5     34.0     36.7 
## 
## lowest : 20 21 23 25 26, highest: 31 32 33 34 43
##                                                                             
## Value         20    21    23    25    26    27    29    31    32    33    34
## Frequency      2     1     1     1     1     2     1     1     1     1     2
## Proportion 0.133 0.067 0.067 0.067 0.067 0.133 0.067 0.067 0.067 0.067 0.133
##                 
## Value         43
## Frequency      1
## Proportion 0.067
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       16        1        8    0.972    5.312    2.692 
## 
## lowest :  2  3  4  5  6, highest:  5  6  7  9 10
##                                                           
## Value          2     3     4     5     6     7     9    10
## Frequency      1     4     2     1     3     3     1     1
## Proportion 0.062 0.250 0.125 0.062 0.188 0.188 0.062 0.062
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       17        0        2 
##                               
## Value       Complete Incomplet
## Frequency         16         1
## Proportion     0.941     0.059
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##       17        0        6 
## 
## lowest : LID    LIG    LM     LSD    LSD LM, highest: LIG    LM     LSD    LSD LM LSG   
##                                                     
## Value         LID    LIG     LM    LSD LSD LM    LSG
## Frequency       3      5      1      4      1      3
## Proportion  0.176  0.294  0.059  0.235  0.059  0.176
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##       17        0       15 
## 
## lowest : 01/09/2021 02/06/2021 03/08/2021 06/04/2022 07/04/2021
## highest: 21/10/2021 24/02/2021 27/10/2021 30/06/2021 31/03/2021
## 
## 01/09/2021 (1, 0.059), 02/06/2021 (2, 0.118), 03/08/2021 (1, 0.059), 06/04/2022
## (1, 0.059), 07/04/2021 (1, 0.059), 08/06/2021 (1, 0.059), 08/12/2021 (1,
## 0.059), 15/09/2021 (1, 0.059), 17/11/2021 (1, 0.059), 19/01/2022 (1, 0.059),
## 21/10/2021 (1, 0.059), 24/02/2021 (1, 0.059), 27/10/2021 (1, 0.059), 30/06/2021
## (1, 0.059), 31/03/2021 (2, 0.118)
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##       17        0        5 
## 
## lowest :                      Exacerbation BPCO  Pneumatocèle        Pneumomédiastin     Pneumothorax       
## highest:                      Exacerbation BPCO  Pneumatocèle        Pneumomédiastin     Pneumothorax       
##                                                                 
## Value                        Exacerbation BPCO      Pneumatocèle
## Frequency                 12                 2                 1
## Proportion             0.706             0.118             0.059
##                                               
## Value        Pneumomédiastin      Pneumothorax
## Frequency                  1                 1
## Proportion             0.059             0.059
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       17        0        6 
## 
## lowest :            01/04/2021 06/04/2022 08/04/2021 17/04/2021
## highest: 01/04/2021 06/04/2022 08/04/2021 17/04/2021 19/10/2021
##                                                                             
## Value                 01/04/2021 06/04/2022 08/04/2021 17/04/2021 19/10/2021
## Frequency          12          1          1          1          1          1
## Proportion      0.706      0.059      0.059      0.059      0.059      0.059
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##        5       12        4     0.95      4.2        7 
##                           
## Value        0   1   2  17
## Frequency    1   2   1   1
## Proportion 0.2 0.4 0.2 0.2
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0...retrait.valve..drainage. 
##        n  missing distinct 
##       17        0        6 
## 
## lowest :                                                           CORTICO AEROSOLS                                          DRAINAGE SI, RETRAIT D UNE VALVE                          HOSPIT CTC AEROSOLS                                       ras                                                      
## highest: CORTICO AEROSOLS                                          DRAINAGE SI, RETRAIT D UNE VALVE                          HOSPIT CTC AEROSOLS                                       ras                                                       SI OHD ATB, hématopneumatocèle surinfecté avec hemoptysie
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.valve.N.2 
##        n  missing distinct 
##       17        0       13 
## 
## lowest :            01/03/2022 03/05/2022 11/01/2022 11/10/2021
## highest: 23/11/2021 28/07/2021 28/09/2021 29/06/2021 31/08/2021
## 
## (5, 0.294), 01/03/2022 (1, 0.059), 03/05/2022 (1, 0.059), 11/01/2022 (1,
## 0.059), 11/10/2021 (1, 0.059), 17/12/2021 (1, 0.059), 20/07/2021 (1, 0.059),
## 22/06/2021 (1, 0.059), 23/11/2021 (1, 0.059), 28/07/2021 (1, 0.059), 28/09/2021
## (1, 0.059), 29/06/2021 (1, 0.059), 31/08/2021 (1, 0.059)
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##       17        0        4 
##                                                                 
## Value                        Exacerbation BPCO              Mort
## Frequency                 12                 2                 1
## Proportion             0.706             0.118             0.059
##                             
## Value           Pneumothorax
## Frequency                  2
## Proportion             0.118
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##       17        0        5 
## 
## lowest :            01/03/2022 06/05/2022 17/10/2021 27/07/2021
## highest:            01/03/2022 06/05/2022 17/10/2021 27/07/2021
##                                                                  
## Value                 01/03/2022 06/05/2022 17/10/2021 27/07/2021
## Frequency          13          1          1          1          1
## Proportion      0.765      0.059      0.059      0.059      0.059
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        4       13        4        1        4        4 
##                               
## Value         0    3    6    7
## Frequency     1    1    1    1
## Proportion 0.25 0.25 0.25 0.25
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##       17        0        6 
## 
## lowest :                                                     ATB CTC                                             ATB IV POUR SURINF A PYO                            DRAINAGE SI, RETRAIT D UNE VALVE                    DRAINAGE, PAS DE REEXPANSION DONC RETRAIT VALVE    
## highest: ATB CTC                                             ATB IV POUR SURINF A PYO                            DRAINAGE SI, RETRAIT D UNE VALVE                    DRAINAGE, PAS DE REEXPANSION DONC RETRAIT VALVE     Pneumothorax, drainé, tamponnade gazeuse avec deces
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       12    0.991    950.7    325.4    571.5    616.0 
##      .25      .50      .75      .90      .95 
##    815.0    980.0   1015.0   1268.0   1411.5 
## 
## lowest :  500  610  630  810  830, highest: 1000 1020 1170 1310 1600
##                                                                             
## Value        500   610   630   810   830   870   960  1000  1020  1170  1310
## Frequency      1     1     1     1     1     1     1     3     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.214 0.071 0.071 0.071
##                 
## Value       1600
## Frequency      1
## Proportion 0.071
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       13    0.998    37.36    16.01    22.95    24.30 
##      .25      .50      .75      .90      .95 
##    27.50    33.50    41.00    54.20    63.00 
## 
## lowest : 21 24 25 27 29, highest: 38 42 50 56 76
##                                                                             
## Value         21    24    25    27    29    32    35    36    38    42    50
## Frequency      1     1     1     1     1     2     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.143 0.071 0.071 0.071 0.071 0.071
##                       
## Value         56    76
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       14        1    92.86    252.1   -266.5   -182.0 
##      .25      .50      .75      .90      .95 
##    -17.5    135.0    205.0    334.0    361.0 
## 
## lowest : -390 -200 -140  -50   80, highest:  190  210  320  340  400
##                                                                             
## Value       -390  -200  -140   -50    80   100   130   140   170   190   210
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        320   340   400
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13        4       13        1     2483    894.6     1400     1490 
##      .25      .50      .75      .90      .95 
##     2150     2400     3140     3400     3522 
## 
## lowest : 1310 1460 1610 2150 2200, highest: 2820 3140 3200 3450 3630
##                                                                             
## Value       1310  1460  1610  2150  2200  2230  2400  2680  2820  3140  3200
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##                       
## Value       3450  3630
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13        4       12    0.997    76.62    28.31     47.8     52.2 
##      .25      .50      .75      .90      .95 
##     58.0     78.0     93.0    103.8    115.2 
## 
## lowest :  43  51  57  58  60, highest:  82  93  95 106 129
##                                                                             
## Value         43    51    57    58    60    66    78    82    93    95   106
## Frequency      1     1     1     1     1     1     2     1     1     1     1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.154 0.077 0.077 0.077 0.077
##                 
## Value        129
## Frequency      1
## Proportion 0.077
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13        4       13        1    477.7    753.6     -376     -218 
##      .25      .50      .75      .90      .95 
##      180      290      850     1376     1490 
## 
## lowest : -550 -260  -50  180  240, highest:  680  850 1240 1410 1610
##                                                                             
## Value       -550  -260   -50   180   240   270   290   300   680   850  1240
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##                       
## Value       1410  1610
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       13    0.998     7536     1831     5600     5690 
##      .25      .50      .75      .90      .95 
##     6242     7630     8480     9732     9864 
## 
## lowest : 5600 5900 6200 6370 6400, highest: 8300 8540 9480 9840 9910
##                                                                             
## Value       5600  5900  6200  6370  6400  7330  7930  8110  8300  8540  9480
## Frequency      2     1     1     1     1     1     1     1     1     1     1
## Proportion 0.143 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                       
## Value       9840  9910
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       12    0.996      124    24.59     88.5    115.4 
##      .25      .50      .75      .90      .95 
##    122.2    125.0    134.5    141.6    152.0 
## 
## lowest :  43 113 121 122 123, highest: 128 130 136 144 167
##                                                                             
## Value         43   113   121   122   123   124   126   128   130   136   144
## Frequency      1     1     1     1     2     1     1     1     1     2     1
## Proportion 0.071 0.071 0.071 0.071 0.143 0.071 0.071 0.071 0.071 0.143 0.071
##                 
## Value        167
## Frequency      1
## Proportion 0.071
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       12    0.991   -308.6    663.7  -1108.5   -812.0 
##      .25      .50      .75      .90      .95 
##   -700.0   -220.5    132.5    349.0    463.0 
## 
## lowest : -1570  -860  -700  -470  -240, highest:  -100   210   230   400   580
##                                                                             
## Value      -1570  -860  -700  -470  -240  -201  -200  -100   210   230   400
## Frequency      1     1     3     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.214 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                 
## Value        580
## Frequency      1
## Proportion 0.071
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       14        1     4559     1328     2490     3048 
##      .25      .50      .75      .90      .95 
##     3955     4850     5262     5787     6010 
## 
## lowest : 2100 2700 3860 3940 4000, highest: 5120 5310 5570 5880 6250
##                                                                             
## Value       2100  2700  3860  3940  4000  4490  4800  4900  4910  5120  5310
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value       5570  5880  6250
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       13    0.998    215.8     41.2    173.4    186.3 
##      .25      .50      .75      .90      .95 
##    191.8    209.0    243.5    261.4    271.1 
## 
## lowest : 150 186 187 191 194, highest: 222 236 246 268 277
##                                                                             
## Value        150   186   187   191   194   200   207   211   222   236   246
## Frequency      1     1     1     1     1     1     1     1     1     1     2
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.143
##                       
## Value        268   277
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       14        1   -770.7    855.1    -1898    -1856 
##      .25      .50      .75      .90      .95 
##    -1122     -760     -140       -3       63 
## 
## lowest : -1930 -1880 -1800 -1130 -1100, highest:  -260  -100   -10     0   180
##                                                                             
## Value      -1930 -1880 -1800 -1130 -1100  -930  -920  -600  -310  -260  -100
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        -10     0   180
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd 
##        8        9        8        1    385.6    127.2 
## 
## lowest : 160 276 375 420 425, highest: 420 425 467 476 486
##                                                           
## Value        160   276   375   420   425   467   476   486
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd 
##        8        9        6    0.976    85.25      6.5 
## 
## lowest : 79 80 84 85 90, highest: 80 84 85 90 92
##                                               
## Value         79    80    84    85    90    92
## Frequency      1     2     1     1     1     2
## Proportion 0.125 0.250 0.125 0.125 0.125 0.250
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd 
##        8        9        5     0.94    6.125    1.893 
## 
## lowest : 3 5 6 7 8, highest: 3 5 6 7 8
##                                         
## Value          3     5     6     7     8
## Frequency      1     1     3     1     2
## Proportion 0.125 0.125 0.375 0.125 0.250
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd 
##        8        9        8        1    79.25    98.21 
## 
## lowest : -45 -24  63  68  77, highest:  68  77 160 165 170
##                                                           
## Value        -45   -24    63    68    77   160   165   170
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##        7       10        4    0.911    2.571    1.143 
##                                   
## Value          1     2     3     4
## Frequency      1     2     3     1
## Proportion 0.143 0.286 0.429 0.143
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        3       12    0.996    21.76    3.427    17.30    18.30 
##      .25      .50      .75      .90      .95 
##    19.62    22.00    23.73    25.00    25.35 
## 
## lowest : 16.0 18.0 19.0 19.5 20.0, highest: 23.0 23.5 23.8 25.0 26.0
##                                                                             
## Value       16.0  18.0  19.0  19.5  20.0  21.9  22.0  23.0  23.5  23.8  25.0
## Frequency      1     1     1     1     1     1     2     1     1     1     2
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.143 0.071 0.071 0.071 0.143
##                 
## Value       26.0
## Frequency      1
## Proportion 0.071
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##        7       10        5    0.964    3.714    2.381 
## 
## lowest : 0 2 4 5 6, highest: 0 2 4 5 6
##                                         
## Value          0     2     4     5     6
## Frequency      1     1     2     2     1
## Proportion 0.143 0.143 0.286 0.286 0.143
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       17        0        6 
## 
## lowest :                       Exacerbation BPCO   Douleurs thoraciques Majoration dyspnée   Pneumonie           
## highest:  Exacerbation BPCO   Douleurs thoraciques Majoration dyspnée   Pneumonie            Pneumothorax        
##                                                                          
## Value                              Exacerbation BPCO Douleurs thoraciques
## Frequency                     8                    1                    2
## Proportion                0.471                0.059                0.118
##                                                                          
## Value        Majoration dyspnée            Pneumonie         Pneumothorax
## Frequency                     4                    1                    1
## Proportion                0.235                0.059                0.059
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       17        0        5 
## 
## lowest :                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
## highest:                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  13                  1                  1
## Proportion              0.765              0.059              0.059
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   1                  1
## Proportion              0.059              0.059
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       17        0        9 
## 
## lowest :                                                                       AEROSOLS                                                              ATB IV                                                                DECOMP CARDIAQUE G, HOSPIT                                            EN 05/2022 MAJ DYSPNEE ET PROBABLE DYSFONCTION VALVE AVEC REEXPANSION
## highest: EN 05/2022 MAJ DYSPNEE ET PROBABLE DYSFONCTION VALVE AVEC REEXPANSION HOSPIT,PNP LID PUIS PNO DRAIN RETRAIT VALVES                          RETRAIT VALVES (TOUX AUSSI)                                           révision valves : remplacement de 2 valves non fonctionnelles         VALVES DYSFONCTIONNELLES, 1 REMPLAC2E PAR 2                          
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1     1027    333.3 
##                             
## Value        800   980  1300
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1    30.33        6 
##                             
## Value         27    28    36
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        2     0.75    106.7    13.33 
##                       
## Value        100   120
## Frequency      2     1
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1     2517    633.3 
##                             
## Value       2000  2600  2950
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1    59.33    7.333 
##                             
## Value         55    57    66
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1    76.67    886.7 
##                             
## Value       -600   100   730
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1     9277     1220 
##                             
## Value       8400  9200 10230
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1      133    10.67 
##                             
## Value        126   131   142
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1    69.67     1021 
##                             
## Value       -911   500   620
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1     5813      560 
##                             
## Value       5300  6000  6140
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1    186.7    111.3 
##                             
## Value         88   217   255
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1   -286.7     1067 
##                             
## Value      -1100  -260   500
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##        1       16        1        0       88       NA 
##              
## Value      88
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd 
##        1       16        1        0      363       NA 
##               
## Value      363
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##        1       16        1        0        7       NA 
##             
## Value      7
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       11        6        2     0.25    2.727   0.5455 
##                       
## Value          0     3
## Frequency      1    10
## Proportion 0.091 0.909
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##        1       16        1        0        1       NA 
##             
## Value      1
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##        2       15        2        1      2.5        1 
##                   
## Value        2   3
## Frequency    1   1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd 
##        3       14        3        1    19.93      2.4 
##                             
## Value       18.4  19.4  22.0
## Frequency      1     1     1
## Proportion 0.333 0.333 0.333
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##        1       16        1        0        5       NA 
##             
## Value      5
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       17        0        2 
##                       
## Value        Non   Oui
## Frequency     13     4
## Proportion 0.765 0.235
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       17        0        3 
##                                                           
## Value                  Non retrait complet retrait partiel
## Frequency               13               2               2
## Proportion           0.765           0.118           0.118
## --------------------------------------------------------------------------------
## Date_retrait 
##        n  missing distinct 
##       17        0        5 
## 
## lowest :            01/03/2022 11/01/2022 25/05/2021 sept-21   
## highest:            01/03/2022 11/01/2022 25/05/2021 sept-21   
##                                                                  
## Value                 01/03/2022 11/01/2022 25/05/2021    sept-21
## Frequency          13          1          1          1          1
## Proportion      0.765      0.059      0.059      0.059      0.059
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        4       13        4        1     2.34    1.537 
##                               
## Value      1.40 1.60 2.03 4.33
## Frequency     1    1    1    1
## Proportion 0.25 0.25 0.25 0.25
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##       17        0        5 
## 
## lowest :                                       Dégradation post T2, retrait 1 valves MAJ DYSPNEE, DEGRADATION VEMS, TOUX   PNO DRAINE ET PNP                     PNO LES 2 FOIS                       
## highest:                                       Dégradation post T2, retrait 1 valves MAJ DYSPNEE, DEGRADATION VEMS, TOUX   PNO DRAINE ET PNP                     PNO LES 2 FOIS                       
## 
## (13, 0.765), Dégradation post T2, retrait 1 valves (1, 0.059), MAJ DYSPNEE,
## DEGRADATION VEMS, TOUX (1, 0.059), PNO DRAINE ET PNP (1, 0.059), PNO LES 2 FOIS
## (1, 0.059)
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Complications_a_distance_1.1 Complications_a_distance_2.1

Amelioration et Evolution clinique des patients Groupe 3

G3_valves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/Groupe_3/G3_valves.csv", stringsAsFactors=TRUE)

VEMS à 3 mois

t.test(G3_valves$VEMS._mL_0,G3_valves$VEMS_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$VEMS._mL_0 and G3_valves$VEMS_.ml._1
## t = -1.5739, df = 13, p-value = 0.1395
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -220.31323   34.59895
## sample estimates:
## mean of the differences 
##               -92.85714

VEMS à 1 an

t.test(G3_valves$VEMS._mL_0,G3_valves$VEMS_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$VEMS._mL_0 and G3_valves$VEMS_.ml._2
## t = -16, df = 2, p-value = 0.003884
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -135.35102  -77.98232
## sample estimates:
## mean of the differences 
##               -106.6667

TM6 à 3 mois

t.test(G3_valves$TM6_.m._0,G3_valves$TM6_.m._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$TM6_.m._0 and G3_valves$TM6_.m._1
## t = -2.1633, df = 6, p-value = 0.07374
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -144.306767    8.878195
## sample estimates:
## mean of the differences 
##               -67.71429

TM6 à 1 an

pas assez d’observation pour faire une analyse exploitable

VR à 3 mois

t.test(G3_valves$VR_ml_0,G3_valves$VR..ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$VR_ml_0 and G3_valves$VR..ml._1
## t = 3.9447, df = 13, p-value = 0.001678
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   348.6171 1192.8115
## sample estimates:
## mean of the differences 
##                770.7143

VR à 1 an

t.test(G3_valves$VR_ml_0,G3_valves$VR_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$VR_ml_0 and G3_valves$VR_.ml._2
## t = 0.62039, df = 2, p-value = 0.5983
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1701.471  2274.805
## sample estimates:
## mean of the differences 
##                286.6667

CVF à 3 mois

t.test(G3_valves$CVF_ml_0,G3_valves$CVF_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$CVF_ml_0 and G3_valves$CVF_.ml._1
## t = -2.3031, df = 11, p-value = 0.0418
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -749.67365  -16.99302
## sample estimates:
## mean of the differences 
##               -383.3333

CVF à 1 an

t.test(G3_valves$CVF_ml_0,G3_valves$CVF_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$CVF_ml_0 and G3_valves$CVF_.ml._2
## t = -0.19959, df = 2, p-value = 0.8603
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1729.381  1576.047
## sample estimates:
## mean of the differences 
##               -76.66667

CPT à 3 mois

t.test(G3_valves$CPT_ml_0,G3_valves$CPT_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$CPT_ml_0 and G3_valves$CPT_.ml._1
## t = 2.0072, df = 13, p-value = 0.06598
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -23.54647 640.83219
## sample estimates:
## mean of the differences 
##                308.6429

CPT à 1 an

t.test(G3_valves$CPT_ml_0,G3_valves$CPT_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G3_valves$CPT_ml_0 and G3_valves$CPT_.ml._2
## t = -0.14173, df = 2, p-value = 0.9003
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -2184.659  2045.326
## sample estimates:
## mean of the differences 
##               -69.66667

Comparaisonentre le groupe 2 et le groupe 3

G1_G2 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/G1_G2.csv", stringsAsFactors=TRUE)

VEMS_1 à 3 mois

t.test(G1_G2$Gain_VEMS_1~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_VEMS_1 by G1_G2$Groupe
## t = 0.034634, df = 34, p-value = 0.9726
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -235.7085  243.8818
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               218.8235               214.7368

VEMS_2 à 1 an

t.test(G1_G2$Gain_VEMS_2~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_VEMS_2 by G1_G2$Groupe
## t = -0.63362, df = 25, p-value = 0.5321
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -256.4425  135.7758
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               78.33333              138.66667

CVF_1 à 3 mois

t.test(G1_G2$Gain_CVF_1 ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_CVF_1 by G1_G2$Groupe
## t = -0.22876, df = 34, p-value = 0.8204
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -521.5223  415.9928
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               408.2353               461.0000

CVF_2 à 1 an

t.test(G1_G2$Gain_CVF_2~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_CVF_2 by G1_G2$Groupe
## t = -0.87427, df = 23, p-value = 0.391
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -819.2242  332.4839
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               197.2727               440.6429

CPT_1 à 3 mois

t.test(G1_G2$Gain_CPT ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_CPT by G1_G2$Groupe
## t = 2.1515, df = 34, p-value = 0.03863
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   23.08816 809.81586
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -76.70588             -493.15789

CPT_2 à 1 an

t.test(G1_G2$Gain_CPT_2 ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_CPT_2 by G1_G2$Groupe
## t = 1.4087, df = 23, p-value = 0.1723
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -165.5145  872.0599
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -66.72727             -420.00000

VR_1 à 3 mois

t.test(G1_G2$Gain_VR_1 ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_VR_1 by G1_G2$Groupe
## t = 2.8146, df = 34, p-value = 0.008064
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   256.2803 1587.6826
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -141.1765             -1063.1579

VR_2 à 1 an

t.test(G1_G2$Gain_VR_2 ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_VR_2 by G1_G2$Groupe
## t = 1.6725, df = 23, p-value = 0.108
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -187.0833 1766.5638
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -64.54545             -854.28571

TM6_1 à 3 mois

t.test(G1_G2$Gain_TM6_1 ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_TM6_1 by G1_G2$Groupe
## t = -0.86476, df = 30, p-value = 0.394
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -122.32691   49.54913
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               12.00000               48.38889

TM6_2 à 1 an

t.test(G1_G2$Gain_TM6_2 ~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$Gain_TM6_2 by G1_G2$Groupe
## t = -0.41705, df = 18, p-value = 0.6816
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -126.78829   84.78829
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##                   19.5                   40.5

BODE_1 à 3 mois

t.test(G1_G2$BODE.calculé_1~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$BODE.calculé_1 by G1_G2$Groupe
## t = 1.4977, df = 30, p-value = 0.1447
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.3433997  2.2322886
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               4.500000               3.555556

BODE_2 à 1 an

t.test(G1_G2$calcul.bode_2~ G1_G2$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G2$calcul.bode_2 by G1_G2$Groupe
## t = 0.88098, df = 18, p-value = 0.3899
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1.442448  3.525781
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               4.625000               3.583333

Comparaisonentre le groupe 2 et le groupe 3

G2_G3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/G2_G3.csv", stringsAsFactors=TRUE)

VEMS_1 à 3 mois

t.test(G2_G3$Gain_VEMS_1~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_VEMS_1 by G2_G3$Groupe
## t = 1.7535, df = 31, p-value = 0.08939
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -19.87719 263.63659
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##              214.73684               92.85714

VEMS_2 à 1 an

t.test(G2_G3$Gain_VEMS_2~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_VEMS_2 by G2_G3$Groupe
## t = 0.34149, df = 16, p-value = 0.7372
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -166.6499  230.6499
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##               138.6667               106.6667

CVF_1 à 3 mois

t.test(G2_G3$Gain_CVF_1 ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_CVF_1 by G2_G3$Groupe
## t = -0.075252, df = 30, p-value = 0.9405
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -469.7081  436.3235
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##               461.0000               477.6923

CVF_2 à 1 an

t.test(G2_G3$Gain_CVF_2~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_CVF_2 by G2_G3$Groupe
## t = 1.3347, df = 15, p-value = 0.2019
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -217.2692  945.2216
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##              440.64286               76.66667

CPT_1 à 3 mois

t.test(G2_G3$Gain_CPT ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_CPT by G2_G3$Groupe
## t = -0.97372, df = 31, p-value = 0.3377
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -570.9933  201.9632
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##              -493.1579              -308.6429

CPT_2 à 1 an

t.test(G2_G3$Gain_CPT_2 ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_CPT_2 by G2_G3$Groupe
## t = -1.2375, df = 15, p-value = 0.2349
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1333.0628   353.7295
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##             -420.00000               69.66667

VR_1 à 3 mois

t.test(G2_G3$Gain_VR_1 ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_VR_1 by G2_G3$Groupe
## t = -1.1276, df = 31, p-value = 0.2681
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -821.3922  236.5050
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##             -1063.1579              -770.7143

VR_2 à 1 an

t.test(G2_G3$Gain_VR_2 ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_VR_2 by G2_G3$Groupe
## t = -1.1373, df = 15, p-value = 0.2733
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1631.450   496.212
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##              -854.2857              -286.6667

TM6_1 à 3 mois

t.test(G2_G3$Gain_TM6_1 ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_TM6_1 by G2_G3$Groupe
## t = -0.60375, df = 24, p-value = 0.5517
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -136.35909   74.63687
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##               48.38889               79.25000

TM6_2 à 1 an

t.test(G2_G3$Gain_TM6_2 ~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$Gain_TM6_2 by G2_G3$Groupe
## t = 0.32712, df = 11, p-value = 0.7497
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -226.2691  305.2691
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##                   40.5                    1.0

BODE_1 à 3 mois

t.test(G2_G3$BODE.calculé_1~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$BODE.calculé_1 by G2_G3$Groupe
## t = -0.19122, df = 23, p-value = 0.85
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1.875885  1.558425
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##               3.555556               3.714286

BODE_2 à 1 an

t.test(G2_G3$calcul.bode_2~ G2_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G2_G3$calcul.bode_2 by G2_G3$Groupe
## t = -0.47873, df = 11, p-value = 0.6415
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -7.929852  5.096518
## sample estimates:
## mean in group Groupe_2 mean in group Groupe_3 
##               3.583333               5.000000

Comparaisonentre le groupe 1 et le groupe 3

G1_G3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/G1_G3.csv", stringsAsFactors=TRUE)

VEMS_1 à 3 mois

t.test(G1_G3$Gain_VEMS_1~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_VEMS_1 by G1_G3$Groupe
## t = 0.90567, df = 29, p-value = 0.3726
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -158.4968  410.4295
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##              218.82353               92.85714

VEMS_2 à 1 an

t.test(G1_G3$Gain_VEMS_2~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_VEMS_2 by G1_G3$Groupe
## t = -0.14691, df = 13, p-value = 0.8855
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -444.9731  388.3064
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##               78.33333              106.66667

CVF_1 à 3 mois

t.test(G1_G3$Gain_CVF_1 ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_CVF_1 by G1_G3$Groupe
## t = -0.25818, df = 28, p-value = 0.7982
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -620.5231  481.6091
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##               408.2353               477.6923

CVF_2 à 1 an

t.test(G1_G3$Gain_CVF_2~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_CVF_2 by G1_G3$Groupe
## t = 0.20291, df = 12, p-value = 0.8426
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1174.469  1415.681
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##              197.27273               76.66667

CPT_1 à 3 mois

t.test(G1_G3$Gain_CPT ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_CPT by G1_G3$Groupe
## t = 1.0405, df = 29, p-value = 0.3067
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -223.9602  687.8342
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##              -76.70588             -308.64286

CPT_2 à 1 an

t.test(G1_G3$Gain_CPT_2 ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_CPT_2 by G1_G3$Groupe
## t = -0.29595, df = 12, p-value = 0.7723
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1140.5351   867.7472
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##              -66.72727               69.66667

VR_1 à 3 mois

t.test(G1_G3$Gain_VR_1 ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_VR_1 by G1_G3$Groupe
## t = 1.7202, df = 29, p-value = 0.09606
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -118.9687 1378.0444
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##              -141.1765              -770.7143

VR_2 à 1 an

t.test(G1_G3$Gain_VR_2 ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_VR_2 by G1_G3$Groupe
## t = 0.23664, df = 12, p-value = 0.8169
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1823.014  2267.256
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##              -64.54545             -286.66667

TM6_1 à 3 mois

t.test(G1_G3$Gain_TM6_1 ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_TM6_1 by G1_G3$Groupe
## t = -1.6545, df = 20, p-value = 0.1136
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -152.03959   17.53959
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##                  12.00                  79.25

TM6_2 à 1 an

t.test(G1_G3$Gain_TM6_2 ~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$Gain_TM6_2 by G1_G3$Groupe
## t = 0.17317, df = 7, p-value = 0.8674
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -234.1163  271.1163
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##                   19.5                    1.0

BODE_1 à 3 mois

t.test(G1_G3$BODE.calculé_1~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$BODE.calculé_1 by G1_G3$Groupe
## t = 0.91818, df = 19, p-value = 0.37
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1.005353  2.576782
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##               4.500000               3.714286

BODE_2 à 1 an

t.test(G1_G3$calcul.bode_2~ G1_G3$Groupe, var.equal=TRUE)
## 
##  Two Sample t-test
## 
## data:  G1_G3$calcul.bode_2 by G1_G3$Groupe
## t = -0.16568, df = 7, p-value = 0.8731
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -5.72698  4.97698
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_3 
##                  4.625                  5.000