total_V4 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/analyse_complementaire/total_V4.csv", stringsAsFactors=TRUE)
summary(total_V4)
##       Groupe    age_Cs_initiale Sexe            Adressé_par Vu_en_Cs  Vu_en_HDS
##  Groupe_1: 42   Min.   :44.71   F: 82                 : 1      :  1      :  1  
##  Groupe_2:149   1st Qu.:56.40   H:109   Hopital public:60   Non: 33   Non: 46  
##                 Median :62.95           Privé         :60   Oui:157   Oui:144  
##                 Mean   :62.31           Suivi CHUT    :37                      
##                 3rd Qu.:68.56           Ville         :33                      
##                 Max.   :82.24                                                  
##                                                                                
##  Critères_AMM_remplis Pose_valves Nbre.de.raison    Satut_Tabagique
##  Non: 66              Non:135     Min.   :1.000             :  2   
##  Oui:125              Oui: 56     1st Qu.:1.000   actif     : 12   
##                                   Median :2.000   Non_fumeur:  6   
##                                   Mean   :1.836   Sevré     :171   
##                                   3rd Qu.:2.000                    
##                                   Max.   :4.000                    
##                                   NA's   :57                       
##  Déficit_alpha     taille          poids             BMI       
##     :  2       Min.   :1.500   Min.   : 38.00   Min.   :14.20  
##  Non:171       1st Qu.:1.613   1st Qu.: 55.25   1st Qu.:20.07  
##  Oui: 18       Median :1.690   Median : 65.00   Median :22.74  
##                Mean   :1.684   Mean   : 65.63   Mean   :23.04  
##                3rd Qu.:1.750   3rd Qu.: 73.00   3rd Qu.:25.54  
##                Max.   :1.900   Max.   :120.00   Max.   :40.04  
##                NA's   :13      NA's   :13       NA's   :11     
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB     
##  Min.   :1.00               :  3               :  2              :  5  
##  1st Qu.:3.00         A     :  5            Non:132           Non:173  
##  Median :3.00         A OU B:  4            Oui: 57           Oui: 13  
##  Mean   :3.33         B     :119                                       
##  3rd Qu.:4.00         C     :  2                                       
##  Max.   :4.00         D     : 58                                       
##                                                                        
##   Score.MMRC_0   Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :0.000      :  6                         :  3                   
##  1st Qu.:2.000   Non: 18                      Non: 63                   
##  Median :3.000   Oui:167                      Oui:125                   
##  Mean   :2.788                                                          
##  3rd Qu.:3.000                                                          
##  Max.   :4.000                                                          
##  NA's   :12                                                             
##              Ttt_BPCO_médicamenteux     OLD            Réhab_réalisée
##                         : 14              : 7                 :  9   
##  Non                    :  9        Effort:43   ACTIF         : 11   
##  Oui                    :167        Non   :60   Apres dressage: 10   
##  PAS D ANTICHOLINERGIQUE:  1        Repos :81   Non           : 34   
##                                                 Oui           :127   
##                                                                      
##                                                                      
##    Intervention_ttt_emphysème_préalable   Rsltats_scanr_STRATX
##  Non                 :182               Pas de cible:38       
##  Oui                 :  2               LSD         :35       
##  SYMPHYSE G POUR PNO :  2               LSD_LSG     :25       
##                      :  1               LIG         :21       
##  AIRFLOW             :  1               LSG         :18       
##  BULLECTOMIE LSD     :  1               LID_LIG     :14       
##  (Other)             :  2               (Other)     :40       
##               Résultats_StratX     Résultats.scinti pourc_perfusion_lobe_traité
##                       :49      pas de cible:40      Min.   : 0.00              
##  sissures étanches    :76                  :35      1st Qu.: 6.00              
##  sissures incompletes :16      LSD_LSG     :30      Median :11.00              
##  sissures intermediare:50      LSD         :24      Mean   :12.47              
##                                LIG         :22      3rd Qu.:17.50              
##                                LID_LIG     :14      Max.   :38.00              
##                                (Other)     :26      NA's   :128                
##  Stratx...Homogène..15.0_Hétérogène.1   TM6_.m._0     TM6_.nadir.sat.PCT._0
##            :49                        Min.   :  0.0   Min.   :38.00        
##  Hètérogène:73                        1st Qu.:224.8   1st Qu.:79.00        
##  Homogène  :69                        Median :333.0   Median :84.00        
##                                       Mean   :323.1   Mean   :83.14        
##                                       3rd Qu.:432.8   3rd Qu.:89.00        
##                                       Max.   :650.0   Max.   :95.00        
##                                       NA's   :31      NA's   :31           
##  TM6_.score.Borg._0 BODE_calcul_0                ETT      PaO2_AA.mmHg._0
##  Min.   : 0.000     Min.   : 0.000                 : 39   Min.   :35.00  
##  1st Qu.: 5.000     1st Qu.: 4.000   Autre anomalie: 10   1st Qu.:62.00  
##  Median : 7.000     Median : 6.000   HTAP          : 28   Median :68.00  
##  Mean   : 6.819     Mean   : 5.741   Normale       :114   Mean   :67.75  
##  3rd Qu.: 8.000     3rd Qu.: 7.000                        3rd Qu.:73.15  
##  Max.   :10.000     Max.   :10.000                        Max.   :91.00  
##  NA's   :36         NA's   :33                            NA's   :52     
##  PaCO2_.mmHg._0    VEMS._mL_0     VEMS_PCT_0       VR_ml_0        VR_PCT_0  
##  Min.   :28.50   Min.   : 400   Min.   :13.00   Min.   :1810          :  7  
##  1st Qu.:36.00   1st Qu.: 700   1st Qu.:26.00   1st Qu.:4200   220    :  5  
##  Median :38.70   Median : 870   Median :32.50   Median :5100   240    :  5  
##  Mean   :39.74   Mean   : 947   Mean   :34.39   Mean   :5088   250    :  5  
##  3rd Qu.:43.00   3rd Qu.:1100   3rd Qu.:41.00   3rd Qu.:5998   183    :  4  
##  Max.   :59.00   Max.   :2400   Max.   :92.00   Max.   :9800   206    :  4  
##  NA's   :46      NA's   :16     NA's   :2       NA's   :29     (Other):161  
##     CVF_ml_0      CVF_PCT_0         CPT_ml_0       CPT_PCT_0    
##  Min.   : 950   Min.   : 30.00   Min.   :   10   Min.   : 69.0  
##  1st Qu.:1692   1st Qu.: 52.75   1st Qu.: 6462   1st Qu.:121.8  
##  Median :2185   Median : 67.50   Median : 7705   Median :134.0  
##  Mean   :2295   Mean   : 68.54   Mean   : 7555   Mean   :133.0  
##  3rd Qu.:2768   3rd Qu.: 81.25   3rd Qu.: 8820   3rd Qu.:144.2  
##  Max.   :5000   Max.   :135.00   Max.   :11000   Max.   :184.0  
##  NA's   :25     NA's   :23       NA's   :27      NA's   :23     
##     VR_CPT_0        DLCO_PCT_0    Nbre_valves_posées Résultats_Chartis
##  Min.   : 20.00   Min.   :17.00   Min.   : 0.00               :128    
##  1st Qu.: 58.00   1st Qu.:27.00   1st Qu.: 0.00      Complete : 44    
##  Median : 65.00   Median :33.00   Median : 0.00      Incomplet: 10    
##  Mean   : 65.52   Mean   :34.36   Mean   : 1.78      Non Fait :  9    
##  3rd Qu.: 73.40   3rd Qu.:39.20   3rd Qu.: 3.75                       
##  Max.   :172.00   Max.   :89.00   Max.   :15.00                       
##  NA's   :28       NA's   :40      NA's   :5                           
##   Lobe_choisi  Date.de.la.pose.de.la.valve.N.1          Complications.pose_0
##         :135             :135                                     :173      
##  LIG    : 15   31/03/2021:  3                   Exacerbation BPCO :  9      
##  LSD    : 15   02/06/2021:  2                  Pneumothorax       :  3      
##  LSG    : 12   14/12/2018:  2                  Autre              :  2      
##  LID    :  6   24/03/2021:  2                  Majoration dyspnée :  1      
##  LSD LM :  4   30/07/2019:  2                  Pneumatocèle       :  1      
##  (Other):  4   (Other)   : 45                  (Other)            :  2      
##  date.de.survenue.des.complications_0
##            :178                      
##  01/04/2021:  1                      
##  01/08/2019:  1                      
##  03/08/2019:  1                      
##  06/04/2022:  1                      
##  08/04/2021:  1                      
##  (Other)   :  8                      
##  Délai.de.survenue.des.complications..jours.
##  Min.   : 0.00                              
##  1st Qu.: 0.75                              
##  Median : 1.00                              
##  Mean   : 7.50                              
##  3rd Qu.: 6.50                              
##  Max.   :34.00                              
##  NA's   :175                                
##              PEC.en.charge.des.complications_0           Complications.pose
##                               :173                                :174     
##  aerosols                     :  1              Exacerbation BPCO :  7     
##  AEROSOLS                     :  1             Pneumothorax       :  4     
##  AEROSOLS, a la 2e pose du LID:  1             Mort               :  2     
##  ATB                          :  1             Autre              :  1     
##  ATB IV                       :  1             Hémoptysie         :  1     
##  (Other)                      : 13             (Other)            :  2     
##  date.de.survenue.des.complications
##            :178                    
##  01/03/2022:  1                    
##  01/10/2019:  1                    
##  06/05/2022:  1                    
##  07/04/2020:  1                    
##  07/10/2019:  1                    
##  (Other)   :  8                    
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : 0.00                                      
##  1st Qu.: 2.00                                      
##  Median : 6.00                                      
##  Mean   :12.62                                      
##  3rd Qu.:28.00                                      
##  Max.   :48.00                                      
##  NA's   :178                                        
##  PEC.en.charge.des.complications_1...retrait.valve..drainage.  VEMS_.ml._1    
##               :174                                            Min.   : 500.0  
##  aerosols     :  1                                            1st Qu.: 802.5  
##  AEROSOLS 4SEM:  1                                            Median : 945.0  
##  AEROSOLS CTC :  1                                            Mean   :1036.2  
##  ATB          :  1                                            3rd Qu.:1200.0  
##  atb ctc      :  1                                            Max.   :2630.0  
##  (Other)      : 12                                            NA's   :141     
##   VEMS_.PCT._1    Gain_VEMS_1       CVF_.ml._1    CVF_.PCT._1    
##  Min.   :21.00   Min.   :-390.0   Min.   :1310   Min.   : 38.00  
##  1st Qu.:30.50   1st Qu.:  -7.5   1st Qu.:2080   1st Qu.: 60.80  
##  Median :36.00   Median : 180.0   Median :2470   Median : 78.00  
##  Mean   :38.45   Mean   : 182.0   Mean   :2506   Mean   : 76.96  
##  3rd Qu.:43.75   3rd Qu.: 320.0   3rd Qu.:2980   3rd Qu.: 91.00  
##  Max.   :76.00   Max.   :1830.0   Max.   :5200   Max.   :129.00  
##  NA's   :141     NA's   :141      NA's   :142    NA's   :142     
##    Gain_CVF_1       CPT_.ml._1     CPT_.PCT._1       Gain_CPT      
##  Min.   :-870.0   Min.   : 5300   Min.   : 43.0   Min.   :-1570.0  
##  1st Qu.: -57.5   1st Qu.: 6452   1st Qu.:123.0   1st Qu.: -847.5  
##  Median : 295.0   Median : 7520   Median :130.0   Median : -220.5  
##  Mean   : 401.6   Mean   : 7668   Mean   :130.3   Mean   : -299.9  
##  3rd Qu.: 772.5   3rd Qu.: 8788   3rd Qu.:138.5   3rd Qu.:  185.0  
##  Max.   :1760.0   Max.   :10400   Max.   :167.0   Max.   : 1060.0  
##  NA's   :143      NA's   :141     NA's   :141     NA's   :141      
##    VR..ml._1      VR..PCT._1      Gain_VR_1         TM6_.m._1    
##  Min.   :2100   Min.   :137.0   Min.   :-2620.0   Min.   :180.0  
##  1st Qu.:4000   1st Qu.:188.0   1st Qu.:-1252.5   1st Qu.:343.5  
##  Median :4705   Median :217.5   Median : -605.0   Median :409.0  
##  Mean   :4810   Mean   :221.1   Mean   : -704.6   Mean   :402.0  
##  3rd Qu.:5512   3rd Qu.:246.0   3rd Qu.: -137.5   3rd Qu.:471.8  
##  Max.   :8660   Max.   :313.0   Max.   : 1960.0   Max.   :630.0  
##  NA's   :141    NA's   :141     NA's   :141       NA's   :153    
##  TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1          mMRC_1     
##  Min.   :70.00   Min.   :2.500      Min.   :-230.00   Min.   :1.000  
##  1st Qu.:79.00   1st Qu.:5.000      1st Qu.: -17.75   1st Qu.:1.000  
##  Median :84.00   Median :6.000      Median :  52.50   Median :2.000  
##  Mean   :83.05   Mean   :6.037      Mean   :  41.83   Mean   :2.098  
##  3rd Qu.:85.75   3rd Qu.:8.000      3rd Qu.:  89.25   3rd Qu.:3.000  
##  Max.   :92.00   Max.   :9.000      Max.   : 442.00   Max.   :4.000  
##  NA's   :151     NA's   :151        NA's   :151       NA's   :150    
##      IMC_1       BODE.calculé_1         Complications_a_distance_1
##  Min.   :14.00   Min.   :0.000                       :163         
##  1st Qu.:20.18   1st Qu.:2.500    Exacerbation BPCO  : 10         
##  Median :22.70   Median :4.000   Douleurs thoraciques:  4         
##  Mean   :22.62   Mean   :3.923   Engluement valve    :  3         
##  3rd Qu.:25.00   3rd Qu.:5.000   Majoration dyspnée  :  7         
##  Max.   :32.00   Max.   :8.000   Pneumonie           :  2         
##  NA's   :141     NA's   :152     Pneumothorax        :  2         
##        Complications_a_distance_2
##                     :183         
##   Exacerbation BPCO :  3         
##  Autre              :  1         
##  Engluement valve   :  1         
##  Majoration dyspnée :  2         
##  Pneumonie          :  1         
##                                  
##                                                                Prise_en_charge_complications_1
##                                                                                :165           
##  1 exa, en rehab // retrait valves                                             :  1           
##  ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE:  1           
##  AEROSOLS                                                                      :  1           
##  AEROSOLS DOMICILE                                                             :  1           
##  atb au domicile, multiples exacerbation chez un patient colo à achromo        :  1           
##  (Other)                                                                       : 21           
##   VEMS_.ml._2    VEMS_.PCT._2    Gain_VEMS_2       CVF_.ml._2  
##  Min.   : 490   Min.   :17.00   Min.   :-500.0   Min.   :1480  
##  1st Qu.: 725   1st Qu.:26.75   1st Qu.: -45.0   1st Qu.:1930  
##  Median : 960   Median :36.00   Median : 125.0   Median :2310  
##  Mean   : 957   Mean   :35.50   Mean   : 111.3   Mean   :2314  
##  3rd Qu.:1100   3rd Qu.:41.00   3rd Qu.: 252.5   3rd Qu.:2652  
##  Max.   :1900   Max.   :59.00   Max.   : 550.0   Max.   :3600  
##  NA's   :161    NA's   :163     NA's   :161      NA's   :163   
##   CVF_.PCT._2       Gain_CVF_2        CPT_.ml._2     CPT_.PCT._2   
##  Min.   : 40.00   Min.   :-1230.0   Min.   : 5150   Min.   :107.0  
##  1st Qu.: 55.00   1st Qu.:   17.5   1st Qu.: 6475   1st Qu.:123.5  
##  Median : 67.50   Median :  285.0   Median : 7650   Median :133.5  
##  Mean   : 71.75   Mean   :  306.0   Mean   : 7823   Mean   :139.3  
##  3rd Qu.: 84.50   3rd Qu.:  715.0   3rd Qu.: 8925   3rd Qu.:144.0  
##  Max.   :108.00   Max.   : 2060.0   Max.   :10800   Max.   :294.0  
##  NA's   :163      NA's   :163       NA's   :163     NA's   :163    
##    Gain_CPT_2        VR_.ml._2      VR_.PCT._2      Gain_VR_2      
##  Min.   :-1530.0   Min.   :2860   Min.   : 88.0   Min.   :-2910.0  
##  1st Qu.: -805.0   1st Qu.:3968   1st Qu.:181.2   1st Qu.:-1300.0  
##  Median : -225.0   Median :4810   Median :211.0   Median : -490.0  
##  Mean   : -228.8   Mean   :5054   Mean   :221.6   Mean   : -548.9  
##  3rd Qu.:  286.5   3rd Qu.:6168   3rd Qu.:259.0   3rd Qu.:   22.5  
##  Max.   : 1060.0   Max.   :8900   Max.   :334.0   Max.   : 2790.0  
##  NA's   :163       NA's   :163    NA's   :163     NA's   :163      
##  TM6_sat_.PCT._2   TM6_.m._2   TM6_.score.borg._2 Calcul_BODE_TM6_2
##  Min.   :69.00   Min.   : 28   Min.   :2.000      Min.   :0.00     
##  1st Qu.:80.00   1st Qu.:339   1st Qu.:6.500      1st Qu.:0.00     
##  Median :82.00   Median :393   Median :8.000      Median :0.00     
##  Mean   :83.67   Mean   :406   Mean   :7.125      Mean   :0.92     
##  3rd Qu.:88.00   3rd Qu.:480   3rd Qu.:8.125      3rd Qu.:2.00     
##  Max.   :94.00   Max.   :660   Max.   :9.000      Max.   :3.00     
##  NA's   :170     NA's   :170   NA's   :171        NA's   :166      
##    Gain.TM6_2          mMRC_2          IMC_2       calcul.bode_2   
##  Min.   :-155.00   Min.   :1.000   Min.   :14.00   Min.   : 1.000  
##  1st Qu.: -72.00   1st Qu.:1.000   1st Qu.:20.50   1st Qu.: 2.000  
##  Median :  58.00   Median :2.000   Median :23.00   Median : 3.000  
##  Mean   :  30.62   Mean   :2.227   Mean   :23.12   Mean   : 4.048  
##  3rd Qu.: 118.00   3rd Qu.:3.000   3rd Qu.:25.50   3rd Qu.: 6.000  
##  Max.   : 187.00   Max.   :4.000   Max.   :32.00   Max.   :10.000  
##  NA's   :170       NA's   :169     NA's   :162     NA's   :170     
##       Complications_a_distance_1.1   Complications_a_distance_2.1 Retrait_valve
##                     :179                           :189              :135      
##   Exacerbation BPCO :  6           Migration valve :  1           Non: 43      
##  Autre              :  2           Pneumothorax    :  1           Oui: 13      
##  Hémoptysie         :  1                                                       
##  Majoration dyspnée :  1                                                       
##  Pneumonie          :  2                                                       
##                                                                                
##           type_retrait delais_retrait_valve_mois
##                 :135   Min.   : 1.400           
##  Non            : 43   1st Qu.: 4.330           
##  retrait complet:  7   Median : 7.030           
##  retrait partiel:  6   Mean   : 8.748           
##                        3rd Qu.:13.370           
##                        Max.   :18.800           
##                        NA's   :178              
##                                            Raison.retrait.valves
##                                                       :178      
##  ABCES PULM 5/6 RETIREES                              :  1      
##  Dégradation post T2, retrait 1 valves                :  1      
##  DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG :  1      
##  EFR et dyspnée inchangés                             :  1      
##  Hemopt et projet de greffe                           :  1      
##  (Other)                                              :  8
library(knitr) 
library(rmarkdown) 
library(markdown)
library(tidyverse)
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
## ✔ ggplot2 3.3.6      ✔ purrr   0.3.4 
## ✔ tibble  3.1.8      ✔ dplyr   1.0.10
## ✔ tidyr   1.2.0      ✔ stringr 1.4.1 
## ✔ readr   2.1.2      ✔ forcats 0.5.2 
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
library(car)
## Le chargement a nécessité le package : carData
## 
## Attachement du package : 'car'
## 
## L'objet suivant est masqué depuis 'package:dplyr':
## 
##     recode
## 
## L'objet suivant est masqué depuis 'package:purrr':
## 
##     some
library(rcompanion)
library(tidyverse)
library(car)
library(Hmisc)
## Le chargement a nécessité le package : lattice
## Le chargement a nécessité le package : survival
## Le chargement a nécessité le package : Formula
## 
## Attachement du package : 'Hmisc'
## 
## Les objets suivants sont masqués depuis 'package:dplyr':
## 
##     src, summarize
## 
## Les objets suivants sont masqués depuis 'package:base':
## 
##     format.pval, units

Description de la population totale

describe(total_V4)
## total_V4 
## 
##  107  Variables      191  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct 
##      191        0        2 
##                             
## Value      Groupe_1 Groupe_2
## Frequency        42      149
## Proportion     0.22     0.78
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      191        0      186        1    62.31    9.435    48.39    50.93 
##      .25      .50      .75      .90      .95 
##    56.39    62.95    68.56    71.76    76.56 
## 
## lowest : 44.71 46.38 46.64 46.77 47.17, highest: 78.00 79.09 79.12 81.12 82.24
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##      191        0        2 
##                       
## Value          F     H
## Frequency     82   109
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##      191        0        5 
## 
## lowest :                Hopital public Privé          Suivi CHUT     Ville         
## highest:                Hopital public Privé          Suivi CHUT     Ville         
##                                                                       
## Value                     Hopital public          Privé     Suivi CHUT
## Frequency               1             60             60             37
## Proportion          0.005          0.314          0.314          0.194
##                          
## Value               Ville
## Frequency              33
## Proportion          0.173
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      1    33   157
## Proportion 0.005 0.173 0.822
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      1    46   144
## Proportion 0.005 0.241 0.754
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##      191        0        2 
##                       
## Value        Non   Oui
## Frequency     66   125
## Proportion 0.346 0.654
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct 
##      191        0        2 
##                       
## Value        Non   Oui
## Frequency    135    56
## Proportion 0.707 0.293
## --------------------------------------------------------------------------------
## Nbre.de.raison 
##        n  missing distinct     Info     Mean      Gmd 
##      134       57        4    0.873    1.836    0.915 
##                                   
## Value          1     2     3     4
## Frequency     57    47    25     5
## Proportion 0.425 0.351 0.187 0.037
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##      191        0        4 
##                                                       
## Value                      actif Non_fumeur      Sevré
## Frequency           2         12          6        171
## Proportion      0.010      0.063      0.031      0.895
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      2   171    18
## Proportion 0.010 0.895 0.094
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      178       13       35    0.998    1.684  0.09609    1.550    1.580 
##      .25      .50      .75      .90      .95 
##    1.613    1.690    1.750    1.800    1.812 
## 
## lowest : 1.50 1.51 1.53 1.54 1.55, highest: 1.82 1.83 1.84 1.85 1.90
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      178       13       53    0.998    65.63     15.8    44.00    48.00 
##      .25      .50      .75      .90      .95 
##    55.25    65.00    73.00    81.00    90.00 
## 
## lowest :  38.0  42.0  43.0  44.0  44.1, highest:  97.0 100.0 109.0 119.0 120.0
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      180       11      160        1    23.04    4.742    16.50    18.36 
##      .25      .50      .75      .90      .95 
##    20.07    22.74    25.54    28.04    31.14 
## 
## lowest : 14.20 14.84 14.88 15.41 15.44, highest: 32.05 33.59 35.15 37.04 40.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##      191        0        4    0.809     3.33   0.6764 
##                                   
## Value          1     2     3     4
## Frequency      2    15    92    82
## Proportion 0.010 0.079 0.482 0.429
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##      191        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       3      5      4    119      2     58
## Proportion  0.016  0.026  0.021  0.623  0.010  0.304
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      2   132    57
## Proportion 0.010 0.691 0.298
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      5   173    13
## Proportion 0.026 0.906 0.068
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##      179       12        5    0.877    2.788   0.9357 
## 
## lowest : 0 1 2 3 4, highest: 0 1 2 3 4
##                                         
## Value          0     1     2     3     4
## Frequency      2    11    47    82    37
## Proportion 0.011 0.061 0.263 0.458 0.207
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      6    18   167
## Proportion 0.031 0.094 0.874
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency      3    63   125
## Proportion 0.016 0.330 0.654
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##      191        0        4 
##                                                           
## Value                                                  Non
## Frequency                       14                       9
## Proportion                   0.073                   0.047
##                                                           
## Value                          Oui PAS D ANTICHOLINERGIQUE
## Frequency                      167                       1
## Proportion                   0.874                   0.005
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##      191        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       7     43     60     81
## Proportion  0.037  0.225  0.314  0.424
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##      191        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               9             11             10             34
## Proportion          0.047          0.058          0.052          0.178
##                          
## Value                 Oui
## Frequency             127
## Proportion          0.665
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##      191        0        8 
## 
## lowest :                              AIRFLOW                      BULLECTOMIE LSD              Non                          Oui                         
## highest: Non                          Oui                          RESECTION APICALE SUR PNO    SEGMENTECTOMIE LSD POUR NDUL SYMPHYSE G POUR PNO         
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##      191        0       15 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD_LSD LM_LSG LSD_LSG        LSG            LSG_LM         Pas de cible  
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##      191        0        4 
##                                                                             
## Value                                sissures étanches  sissures incompletes
## Frequency                     49                    76                    16
## Proportion                 0.257                 0.398                 0.084
##                                 
## Value      sissures intermediare
## Frequency                     50
## Proportion                 0.262
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##      191        0       13 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD_LIG        LSD_LSG        LSD_LSG_LIG_LM LSG            pas de cible  
## 
## (35, 0.183), LID (6, 0.031), LID_LIG (14, 0.073), LIG (22, 0.115), LM (2,
## 0.010), LSD (24, 0.126), LSD LM (6, 0.031), LSD LM_LSG (3, 0.016), LSD_LIG (2,
## 0.010), LSD_LSG (30, 0.157), LSD_LSG_LIG_LM (1, 0.005), LSG (6, 0.031), pas de
## cible (40, 0.209)
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       63      128       36    0.998    12.47     9.74     1.00     1.40 
##      .25      .50      .75      .90      .95 
##     6.00    11.00    17.50    22.40    30.65 
## 
## lowest :  0.0  1.0  1.3  1.4  1.5, highest: 24.0 27.5 31.0 34.0 38.0
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##      191        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency          49         73         69
## Proportion      0.257      0.382      0.361
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      160       31      123        1    323.1    170.2     60.0    119.1 
##      .25      .50      .75      .90      .95 
##    224.8    333.0    432.8    513.5    546.4 
## 
## lowest :   0  30  40  42  43, highest: 568 576 585 590 650
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      160       31       30    0.998    83.14    7.908     72.0     75.0 
##      .25      .50      .75      .90      .95 
##     79.0     84.0     89.0     91.1     93.0 
## 
## lowest : 38 62 63 66 69, highest: 91 92 93 94 95
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      155       36       18    0.984    6.819      2.3        3        4 
##      .25      .50      .75      .90      .95 
##        5        7        8        9       10 
## 
## lowest :  0.0  1.0  2.0  3.0  3.5, highest:  8.0  8.5  9.0  9.5 10.0
##                                                                             
## Value        0.0   1.0   2.0   3.0   3.5   4.0   4.5   5.0   5.5   6.0   6.5
## Frequency      1     1     2     5     2    10     1    19     2    14     8
## Proportion 0.006 0.006 0.013 0.032 0.013 0.065 0.006 0.123 0.013 0.090 0.052
##                                                     
## Value        7.0   7.5   8.0   8.5   9.0   9.5  10.0
## Frequency     20     2    32     6    18     1    11
## Proportion 0.129 0.013 0.206 0.039 0.116 0.006 0.071
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      158       33       11    0.972    5.741    2.249     2.85     4.00 
##      .25      .50      .75      .90      .95 
##     4.00     6.00     7.00     9.00     9.00 
## 
## lowest :  0  1  2  3  4, highest:  6  7  8  9 10
##                                                                             
## Value          0     1     2     3     4     5     6     7     8     9    10
## Frequency      2     1     5     7    26    35    34    16    14    12     6
## Proportion 0.013 0.006 0.032 0.044 0.165 0.222 0.215 0.101 0.089 0.076 0.038
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##      191        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency              39             10             28            114
## Proportion          0.204          0.052          0.147          0.597
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      139       52       69    0.999    67.75     10.4    52.81    55.48 
##      .25      .50      .75      .90      .95 
##    62.00    68.00    73.15    79.00    85.46 
## 
## lowest : 35.0 44.0 45.0 50.4 51.0, highest: 86.0 88.8 89.0 90.0 91.0
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      145       46       64    0.998    39.74    6.467    31.02    33.00 
##      .25      .50      .75      .90      .95 
##    36.00    38.70    43.00    47.36    49.88 
## 
## lowest : 28.5 28.7 30.4 30.5 31.0, highest: 53.0 54.0 55.8 57.0 59.0
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      175       16       75    0.998      947    401.9      500      594 
##      .25      .50      .75      .90      .95 
##      700      870     1100     1488     1793 
## 
## lowest :  400  430  450  470  490, highest: 2000 2100 2160 2360 2400
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      189        2       59    0.999    34.39    13.33     19.0     21.0 
##      .25      .50      .75      .90      .95 
##     26.0     32.5     41.0     49.0     57.0 
## 
## lowest : 13 14 15 16 18, highest: 67 68 70 82 92
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      162       29      104        1     5088     1528     2905     3500 
##      .25      .50      .75      .90      .95 
##     4200     5100     5998     6700     7240 
## 
## lowest : 1810 1840 1910 2060 2240, highest: 7600 7800 7870 7900 9800
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##      191        0      114 
## 
## lowest :      >150 100  128  133 , highest: 400  466  73   86   94  
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      166       25      112        1     2295      902     1215     1390 
##      .25      .50      .75      .90      .95 
##     1692     2185     2768     3345     3742 
## 
## lowest :  950 1020 1090 1100 1140, highest: 4330 4480 4500 4600 5000
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      168       23       75        1    68.54    22.98    39.00    44.40 
##      .25      .50      .75      .90      .95 
##    52.75    67.50    81.25    95.30   104.30 
## 
## lowest :  30.0  34.0  35.0  37.5  38.0, highest: 108.0 113.0 123.0 124.0 135.0
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      164       27      111        1     7555     1898     5202     5702 
##      .25      .50      .75      .90      .95 
##     6462     7705     8820     9588     9794 
## 
## lowest :    10    60  1060  1190  4240, highest: 10111 10180 10190 10510 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      168       23       69        1      133    20.83    103.7    112.0 
##      .25      .50      .75      .90      .95 
##    121.8    134.0    144.2    156.6    163.0 
## 
## lowest :  69  87  89  90  91, highest: 167 169 171 179 184
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      163       28       53    0.999    65.52    13.13     48.0     52.0 
##      .25      .50      .75      .90      .95 
##     58.0     65.0     73.4     77.8     80.0 
## 
## lowest :  20.00  31.00  35.00  36.00  40.00, highest:  82.00  83.88  86.00  88.00 172.00
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      151       40       45    0.998    34.36    11.67     20.0     22.8 
##      .25      .50      .75      .90      .95 
##     27.0     33.0     39.2     49.0     54.0 
## 
## lowest : 17 18 19 20 21, highest: 59 60 64 76 89
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      186        5       13     0.65     1.78    2.755     0.00     0.00 
##      .25      .50      .75      .90      .95 
##     0.00     0.00     3.75     6.00     8.00 
## 
## lowest :  0  2  3  4  5, highest:  9 10 11 12 15
##                                                                             
## Value          0     2     3     4     5     6     7     8     9    10    11
## Frequency    131     1     7     9     7    13     5     5     4     1     1
## Proportion 0.704 0.005 0.038 0.048 0.038 0.070 0.027 0.027 0.022 0.005 0.005
##                       
## Value         12    15
## Frequency      1     1
## Proportion 0.005 0.005
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##      191        0        4 
##                                                   
## Value                 Complete Incomplet  Non Fait
## Frequency        128        44        10         9
## Proportion     0.670     0.230     0.052     0.047
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##      191        0        9 
## 
## lowest :         LID     LID_LIG LIG     LM     
## highest: LM      LSD     LSD LM  LSD_LSG LSG    
##                                                                           
## Value                  LID LID_LIG     LIG      LM     LSD  LSD LM LSD_LSG
## Frequency      135       6       2      15       1      15       4       1
## Proportion   0.707   0.031   0.010   0.079   0.005   0.079   0.021   0.005
##                   
## Value          LSG
## Frequency       12
## Proportion   0.063
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##      191        0       51 
## 
## lowest :            01/07/2020 01/09/2021 02/06/2021 03/02/2021
## highest: 29/01/2020 30/06/2021 30/07/2019 30/07/2020 31/03/2021
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##      191        0        8 
## 
## lowest :                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumatocèle       
## highest: Majoration dyspnée  Pneumatocèle        Pneumomédiastin     Pneumonie           Pneumothorax       
## 
## (173, 0.906), Exacerbation BPCO (9, 0.047), Autre (2, 0.010), Majoration
## dyspnée (1, 0.005), Pneumatocèle (1, 0.005), Pneumomédiastin (1, 0.005),
## Pneumonie (1, 0.005), Pneumothorax (3, 0.016)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##      191        0       14 
## 
## lowest :            01/04/2021 01/08/2019 03/08/2019 06/04/2022
## highest: 18/02/2020 19/09/2019 19/10/2021 24/08/2019 29/01/2020
## 
## (178, 0.932), 01/04/2021 (1, 0.005), 01/08/2019 (1, 0.005), 03/08/2019 (1,
## 0.005), 06/04/2022 (1, 0.005), 08/04/2021 (1, 0.005), 08/09/2021 (1, 0.005),
## 11/01/2019 (1, 0.005), 17/04/2021 (1, 0.005), 18/02/2020 (1, 0.005), 19/09/2019
## (1, 0.005), 19/10/2021 (1, 0.005), 24/08/2019 (1, 0.005), 29/01/2020 (1, 0.005)
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##       16      175        8    0.954      7.5    11.43 
## 
## lowest :  0  1  2  3 17, highest:  3 17 27 30 34
##                                                           
## Value          0     1     2     3    17    27    30    34
## Frequency      4     5     2     1     1     1     1     1
## Proportion 0.250 0.312 0.125 0.062 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0 
##        n  missing distinct 
##      191        0       19 
## 
## lowest :                                                           aerosols                                                  AEROSOLS                                                  AEROSOLS, a la 2e pose du LID                             ATB                                                      
## highest: passage SI, salbu                                         ras                                                       SI OHD ATB, hématopneumatocèle surinfecté avec hemoptysie TOUX + BRONHCORREE sans pnp, trt antipyo                  USI, bronchodilat                                        
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##      191        0        8 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest: Hémoptysie          Majoration dyspnée  Mort                Pneumonie           Pneumothorax       
## 
## (174, 0.911), Exacerbation BPCO (7, 0.037), Autre (1, 0.005), Hémoptysie (1,
## 0.005), Majoration dyspnée (1, 0.005), Mort (2, 0.010), Pneumonie (1, 0.005),
## Pneumothorax (4, 0.021)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##      191        0       14 
## 
## lowest :            01/03/2022 01/10/2019 06/05/2022 07/04/2020
## highest: 17/10/2021 18/09/2020 25/07/2019 27/07/2021 29/06/2019
## 
## (178, 0.932), 01/03/2022 (1, 0.005), 01/10/2019 (1, 0.005), 06/05/2022 (1,
## 0.005), 07/04/2020 (1, 0.005), 07/10/2019 (1, 0.005), 09/02/2019 (1, 0.005),
## 09/12/2020 (1, 0.005), 16/06/2021 (1, 0.005), 17/10/2021 (1, 0.005), 18/09/2020
## (1, 0.005), 25/07/2019 (1, 0.005), 27/07/2021 (1, 0.005), 29/06/2019 (1, 0.005)
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##       13      178        9    0.984    12.62    16.56 
## 
## lowest :  0  2  3  4  6, highest:  6  7 28 30 48
##                                                                 
## Value          0     2     3     4     6     7    28    30    48
## Frequency      3     1     1     1     2     1     1     2     1
## Proportion 0.231 0.077 0.077 0.077 0.154 0.077 0.077 0.154 0.077
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##      191        0       18 
## 
## lowest :                                                     aerosols                                            AEROSOLS 4SEM                                       AEROSOLS CTC                                        ATB                                                
## highest: O2, atb                                             Pneumothorax, drainé, tamponnade gazeuse avec deces retrait valves                                      SUR GRANULOME, ENDOS                                SURVEILLANCE                                       
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       41    0.999     1036    392.6    604.5    639.0 
##      .25      .50      .75      .90      .95 
##    802.5    945.0   1200.0   1410.0   1732.0 
## 
## lowest :  500  520  600  610  630, highest: 1500 1600 1840 1900 2630
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       29    0.998    38.45    13.54    22.00    23.90 
##      .25      .50      .75      .90      .95 
##    30.50    36.00    43.75    56.10    60.00 
## 
## lowest : 21 22 23 24 25, highest: 56 57 60 62 76
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       38    0.999      182    305.8   -200.0   -141.0 
##      .25      .50      .75      .90      .95 
##     -7.5    180.0    320.0    410.0    505.5 
## 
## lowest : -390 -320 -200 -150 -140, highest:  400  500  510  520 1830
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49      142       46        1     2506    788.6     1442     1674 
##      .25      .50      .75      .90      .95 
##     2080     2470     2980     3320     3492 
## 
## lowest : 1310 1400 1430 1460 1610, highest: 3400 3450 3520 3630 5200
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49      142       39    0.999    76.96    23.67     46.0     51.0 
##      .25      .50      .75      .90      .95 
##     60.8     78.0     91.0    105.2    107.2 
## 
## lowest :  38  43  44  49  51, highest: 105 106 108 116 129
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       48      143       47        1    401.6    678.1   -412.0   -292.0 
##      .25      .50      .75      .90      .95 
##    -57.5    295.0    772.5   1226.0   1375.0 
## 
## lowest : -870 -550 -440 -360 -320, highest: 1240 1310 1410 1610 1760
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       46        1     7668     1636     5600     5874 
##      .25      .50      .75      .90      .95 
##     6452     7520     8788     9804     9901 
## 
## lowest :  5300  5600  5640  5900  5940, highest:  9840  9890  9910 10140 10400
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       32    0.997    130.3    17.14    111.9    115.8 
##      .25      .50      .75      .90      .95 
##    123.0    130.0    138.5    149.1    152.6 
## 
## lowest :  43 106 111 113 114, highest: 150 152 153 158 167
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       45        1   -299.9    681.9  -1111.0  -1014.0 
##      .25      .50      .75      .90      .95 
##   -847.5   -220.5    185.0    400.0    498.3 
## 
## lowest : -1570 -1530 -1120 -1100 -1050, highest:   400   440   546   580  1060
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       47        1     4810     1420     2790     3316 
##      .25      .50      .75      .90      .95 
##     4000     4705     5512     6424     6827 
## 
## lowest : 2100 2620 2700 2900 3190, highest: 6640 6750 6890 7110 8660
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       42        1    221.1    47.75    164.0    173.0 
##      .25      .50      .75      .90      .95 
##    188.0    217.5    246.0    277.3    298.1 
## 
## lowest : 137 150 164 173 176, highest: 280 297 299 310 313
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       48        1   -704.6     1061  -2177.0  -1941.0 
##      .25      .50      .75      .90      .95 
##  -1252.5   -605.0   -137.5    312.0    843.5 
## 
## lowest : -2620 -2380 -2240 -2100 -2040, highest:   420   640  1010  1120  1960
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38      153       36        1      402      121    242.5    272.7 
##      .25      .50      .75      .90      .95 
##    343.5    409.0    471.8    510.4    585.9 
## 
## lowest : 180 200 250 265 276, highest: 505 523 579 625 630
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40      151       18    0.992    83.05    6.331    73.85    76.90 
##      .25      .50      .75      .90      .95 
##    79.00    84.00    85.75    90.10    92.00 
## 
## lowest : 70 71 74 76 77, highest: 88 89 90 91 92
##                                                                             
## Value         70    71    74    76    77    78    79    80    81    82    83
## Frequency      1     1     1     1     2     1     4     3     1     2     2
## Proportion 0.025 0.025 0.025 0.025 0.050 0.025 0.100 0.075 0.025 0.050 0.050
##                                                     
## Value         84    85    88    89    90    91    92
## Frequency      5     6     1     3     2     1     3
## Proportion 0.125 0.150 0.025 0.075 0.050 0.025 0.075
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40      151       12    0.973    6.037    1.983     3.00     3.95 
##      .25      .50      .75      .90      .95 
##     5.00     6.00     8.00     8.00     8.05 
## 
## lowest : 2.5 3.0 3.5 4.0 4.5, highest: 6.0 7.0 7.5 8.0 9.0
##                                                                             
## Value        2.5   3.0   3.5   4.0   4.5   5.0   5.5   6.0   7.0   7.5   8.0
## Frequency      1     2     1     2     3     6     1     9     3     1     9
## Proportion 0.025 0.050 0.025 0.050 0.075 0.150 0.025 0.225 0.075 0.025 0.225
##                 
## Value        9.0
## Frequency      2
## Proportion 0.050
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40      151       40        1    41.83    116.9  -125.90   -53.30 
##      .25      .50      .75      .90      .95 
##   -17.75    52.50    89.25   160.50   170.50 
## 
## lowest : -230 -219 -121  -92  -49, highest:  160  165  170  180  442
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       41      150        4    0.892    2.098    1.068 
##                                   
## Value          1     2     3     4
## Frequency     15     9    15     2
## Proportion 0.366 0.220 0.366 0.049
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50      141       33    0.998    22.62    4.235    16.45    18.45 
##      .25      .50      .75      .90      .95 
##    20.18    22.70    25.00    26.64    29.27 
## 
## lowest : 14.0 15.2 16.0 17.0 18.0, highest: 27.0 29.0 29.5 31.0 32.0
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       39      152        9    0.972    3.923    2.081 
## 
## lowest : 0 1 2 3 4, highest: 4 5 6 7 8
##                                                                 
## Value          0     1     2     3     4     5     6     7     8
## Frequency      1     1     8     7     8     5     6     2     1
## Proportion 0.026 0.026 0.205 0.179 0.205 0.128 0.154 0.051 0.026
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##      191        0        7 
## 
## lowest :                       Exacerbation BPCO   Douleurs thoraciques Engluement valve     Majoration dyspnée  
## highest: Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie            Pneumothorax        
## 
## (163, 0.853), Exacerbation BPCO (10, 0.052), Douleurs thoraciques (4, 0.021),
## Engluement valve (3, 0.016), Majoration dyspnée (7, 0.037), Pneumonie (2,
## 0.010), Pneumothorax (2, 0.010)
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                      Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée 
## highest:  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                 183                  3                  1
## Proportion              0.958              0.016              0.005
##                                                                    
## Value        Engluement valve Majoration dyspnée          Pneumonie
## Frequency                   1                  2                  1
## Proportion              0.005              0.010              0.005
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##      191        0       27 
## 
## lowest :                                                                                1 exa, en rehab // retrait valves                                              ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE AEROSOLS                                                                       AEROSOLS DOMICILE                                                             
## highest: REVISION VALVE ET TRT LSG  en 2 temps mars et jein 2021, ajout 5 valves        révision valves : remplacement de 2 valves non fonctionnelles                  surinf bronchique à repet                                                      SURINF PYO, ATB                                                                VALVES DYSFONCTIONNELLES, 1 REMPLAC2E PAR 2                                   
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30      161       23    0.998      957    356.7    494.5    500.0 
##      .25      .50      .75      .90      .95 
##    725.0    960.0   1100.0   1303.0   1341.0 
## 
## lowest :  490  500  600  650  700, highest: 1250 1300 1330 1350 1900
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       18    0.994     35.5    13.78    18.35    19.70 
##      .25      .50      .75      .90      .95 
##    26.75    36.00    41.00    56.00    56.65 
## 
## lowest : 17 18 19 20 23, highest: 43 48 56 57 59
##                                                                             
## Value         17    18    19    20    23    26    27    28    30    34    36
## Frequency      1     1     1     1     1     2     1     1     3     1     2
## Proportion 0.036 0.036 0.036 0.036 0.036 0.071 0.036 0.036 0.107 0.036 0.071
##                                                     
## Value         38    41    43    48    56    57    59
## Frequency      4     3     1     1     2     1     1
## Proportion 0.143 0.107 0.036 0.036 0.071 0.036 0.036
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30      161       23    0.998    111.3    259.6   -222.0   -173.0 
##      .25      .50      .75      .90      .95 
##    -45.0    125.0    252.5    390.0    412.0 
## 
## lowest : -500 -240 -200 -170 -110, highest:  350  370  390  430  550
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       26    0.999     2314    597.8     1654     1707 
##      .25      .50      .75      .90      .95 
##     1930     2310     2652     2983     3196 
## 
## lowest : 1480 1630 1700 1710 1730, highest: 2710 2950 3060 3270 3600
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       24    0.999    71.75    24.61     41.7     45.8 
##      .25      .50      .75      .90      .95 
##     55.0     67.5     84.5    102.5    106.6 
## 
## lowest :  40  41  43  47  48, highest:  94 101 106 107 108
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       27        1      306    752.9   -796.0   -651.0 
##      .25      .50      .75      .90      .95 
##     17.5    285.0    715.0   1023.0   1127.5 
## 
## lowest : -1230  -810  -770  -600  -200, highest:   910  1020  1030  1180  2060
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       28        1     7823     1798     5779     6101 
##      .25      .50      .75      .90      .95 
##     6475     7650     8925     9789    10321 
## 
## lowest :  5150  5730  5870  6200  6310, highest:  9430  9600 10230 10370 10800
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       24    0.999    139.3     27.1    114.0    116.1 
##      .25      .50      .75      .90      .95 
##    123.5    133.5    144.0    155.9    161.2 
## 
## lowest : 107.0 114.0 117.0 120.0 121.0, highest: 153.7 155.0 158.0 163.0 294.0
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       26    0.999   -228.8    754.1  -1261.5  -1032.0 
##      .25      .50      .75      .90      .95 
##   -805.0   -225.0    286.5    575.0    616.5 
## 
## lowest : -1530 -1370 -1060 -1020  -911, highest:   500   560   610   620  1060
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       26    0.999     5054     1756     3142     3200 
##      .25      .50      .75      .90      .95 
##     3968     4810     6168     6946     7392 
## 
## lowest : 2860 3110 3200 3300 3570, highest: 6340 6880 7100 7550 8900
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       27        1    221.6    63.19    160.4    164.4 
##      .25      .50      .75      .90      .95 
##    181.2    211.0    259.0    290.8    302.8 
## 
## lowest :  88 159 163 165 172, highest: 281 289 295 307 334
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28      163       26    0.999   -548.9     1265  -1983.5  -1681.0 
##      .25      .50      .75      .90      .95 
##  -1300.0   -490.0     22.5    724.0    825.5 
## 
## lowest : -2910 -2120 -1730 -1660 -1600, highest:   590   700   780   850  2790
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21      170       12    0.987    83.67    6.676       77       79 
##      .25      .50      .75      .90      .95 
##       80       82       88       90       92 
## 
## lowest : 69 77 79 80 81, highest: 88 89 90 92 94
##                                                                             
## Value         69    77    79    80    81    82    86    88    89    90    92
## Frequency      1     1     1     4     3     2     1     3     1     2     1
## Proportion 0.048 0.048 0.048 0.190 0.143 0.095 0.048 0.143 0.048 0.095 0.048
##                 
## Value         94
## Frequency      1
## Proportion 0.048
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21      170       21        1      406      168      219      228 
##      .25      .50      .75      .90      .95 
##      339      393      480      588      633 
## 
## lowest :  28 219 228 285 331, highest: 498 560 588 633 660
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##       20      171        7    0.959    7.125    1.934 
## 
## 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    4    3    1    6    2    3
## Proportion 0.05 0.20 0.15 0.05 0.30 0.10 0.15
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       25      166        4    0.813     0.92    1.267 
##                               
## Value         0    1    2    3
## Frequency    14    4    2    5
## Proportion 0.56 0.16 0.08 0.20
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21      170       21        1    30.62    123.3     -136      -84 
##      .25      .50      .75      .90      .95 
##      -72       58      118      159      180 
## 
## lowest : -155 -136  -84  -80  -77, highest:  120  126  159  180  187
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       22      169        4    0.913    2.227    1.251 
##                                   
## Value          1     2     3     4
## Frequency      8     4     7     3
## Proportion 0.364 0.182 0.318 0.136
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       29      162       24    0.998    23.12    5.103    15.92    18.12 
##      .25      .50      .75      .90      .95 
##    20.50    23.00    25.50    29.00    30.20 
## 
## lowest : 14.0 15.2 17.0 18.4 18.5, highest: 27.0 27.1 29.0 31.0 32.0
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##       21      170        8    0.966    4.048    2.829 
## 
## lowest :  1  2  3  5  6, highest:  5  6  7  8 10
##                                                           
## Value          1     2     3     5     6     7     8    10
## Frequency      2     6     4     3     2     2     1     1
## Proportion 0.095 0.286 0.190 0.143 0.095 0.095 0.048 0.048
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest:  Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                 179                  6                  2
## Proportion              0.937              0.031              0.010
##                                                                    
## Value              Hémoptysie Majoration dyspnée          Pneumonie
## Frequency                   1                  1                  2
## Proportion              0.005              0.005              0.010
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##      191        0        3 
##                                                           
## Value                      Migration valve    Pneumothorax
## Frequency              189               1               1
## Proportion           0.990           0.005           0.005
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##      191        0        3 
##                             
## Value              Non   Oui
## Frequency    135    43    13
## Proportion 0.707 0.225 0.068
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##      191        0        4 
##                                                                           
## Value                                  Non retrait complet retrait partiel
## Frequency              135              43               7               6
## Proportion           0.707           0.225           0.037           0.031
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13      178       13        1    8.748      7.3    1.520    1.686 
##      .25      .50      .75      .90      .95 
##    4.330    7.030   13.370   16.924   17.738 
## 
## lowest :  1.40  1.60  2.03  4.33  5.17, highest: 12.77 13.37 16.50 17.03 18.80
##                                                                             
## Value       1.40  1.60  2.03  4.33  5.17  5.37  7.03  8.33 12.77 13.37 16.50
## 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      17.03 18.80
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##      191        0       14 
## 
## lowest :                                                                          ABCES PULM 5/6 RETIREES                                                  Dégradation post T2, retrait 1 valves                                    DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG                     EFR et dyspnée inchangés                                                
## highest: MAJ DYSPNEE, DEGRADATION VEMS, TOUX                                      PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE                PNO DRAINE ET PNP                                                        PNO LES 2 FOIS                                                          
## --------------------------------------------------------------------------------

Description totale patients traités Vs patients non traités

by(total_V4, total_V4$Pose_valves, Hmisc::describe)
## total_V4$Pose_valves: Non
## data[x, , drop = FALSE] 
## 
##  107  Variables      135  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct 
##      135        0        2 
##                             
## Value      Groupe_1 Groupe_2
## Frequency        24      111
## Proportion    0.178    0.822
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      135        0      133        1    62.57    10.04    48.09    50.21 
##      .25      .50      .75      .90      .95 
##    56.14    63.30    69.54    72.43    77.16 
## 
## lowest : 44.71 46.38 46.64 46.77 47.17, highest: 77.84 78.00 79.12 81.12 82.24
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##      135        0        2 
##                       
## Value          F     H
## Frequency     55    80
## Proportion 0.407 0.593
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##      135        0        5 
## 
## lowest :                Hopital public Privé          Suivi CHUT     Ville         
## highest:                Hopital public Privé          Suivi CHUT     Ville         
##                                                                       
## Value                     Hopital public          Privé     Suivi CHUT
## Frequency               1             40             49             23
## Proportion          0.007          0.296          0.363          0.170
##                          
## Value               Ville
## Frequency              22
## Proportion          0.163
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      1    24   110
## Proportion 0.007 0.178 0.815
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      1    38    96
## Proportion 0.007 0.281 0.711
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##      135        0        2 
##                       
## Value        Non   Oui
## Frequency     55    80
## Proportion 0.407 0.593
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##      135        0        1      Non 
##               
## Value      Non
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Nbre.de.raison 
##        n  missing distinct     Info     Mean      Gmd 
##      134        1        4    0.873    1.836    0.915 
##                                   
## Value          1     2     3     4
## Frequency     57    47    25     5
## Proportion 0.425 0.351 0.187 0.037
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##      135        0        4 
##                                                       
## Value                      actif Non_fumeur      Sevré
## Frequency           2         10          6        117
## Proportion      0.015      0.074      0.044      0.867
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      2   123    10
## Proportion 0.015 0.911 0.074
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      122       13       34    0.998    1.684  0.09729    1.551    1.580 
##      .25      .50      .75      .90      .95 
##    1.613    1.690    1.750    1.800    1.820 
## 
## lowest : 1.50 1.51 1.53 1.54 1.55, highest: 1.81 1.82 1.83 1.84 1.90
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      122       13       48    0.999    66.25    16.17    44.00    48.10 
##      .25      .50      .75      .90      .95 
##    57.00    65.00    73.75    80.90    89.80 
## 
## lowest :  38.0  42.0  43.0  44.0  44.1, highest:  97.0 100.0 109.0 119.0 120.0
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      124       11      113        1    23.24    4.946    16.59    18.51 
##      .25      .50      .75      .90      .95 
##    20.05    22.81    25.74    28.10    31.58 
## 
## lowest : 14.84 15.41 15.44 15.62 15.92, highest: 32.05 33.59 35.15 37.04 40.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##      135        0        4    0.825    3.274   0.7264 
##                                   
## Value          1     2     3     4
## Frequency      2    14    64    55
## Proportion 0.015 0.104 0.474 0.407
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##      135        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       3      5      4     79      2     42
## Proportion  0.022  0.037  0.030  0.585  0.015  0.311
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      2    91    42
## Proportion 0.015 0.674 0.311
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      5   119    11
## Proportion 0.037 0.881 0.081
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##      123       12        5    0.892    2.683    1.005 
## 
## lowest : 0 1 2 3 4, highest: 0 1 2 3 4
##                                         
## Value          0     1     2     3     4
## Frequency      2    11    34    53    23
## Proportion 0.016 0.089 0.276 0.431 0.187
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      6    18   111
## Proportion 0.044 0.133 0.822
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##      135        0        3 
##                             
## Value              Non   Oui
## Frequency      3    48    84
## Proportion 0.022 0.356 0.622
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##      135        0        4 
##                                                           
## Value                                                  Non
## Frequency                       14                       9
## Proportion                   0.104                   0.067
##                                                           
## Value                          Oui PAS D ANTICHOLINERGIQUE
## Frequency                      111                       1
## Proportion                   0.822                   0.007
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##      135        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       7     25     48     55
## Proportion  0.052  0.185  0.356  0.407
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##      135        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               9             11              5             24
## Proportion          0.067          0.081          0.037          0.178
##                          
## Value                 Oui
## Frequency              86
## Proportion          0.637
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##      135        0        5 
## 
## lowest :                           Non                       Oui                       RESECTION APICALE SUR PNO SYMPHYSE G POUR PNO      
## highest:                           Non                       Oui                       RESECTION APICALE SUR PNO SYMPHYSE G POUR PNO      
## 
## (1, 0.007), Non (130, 0.963), Oui (2, 0.015), RESECTION APICALE SUR PNO (1,
## 0.007), SYMPHYSE G POUR PNO (1, 0.007)
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##      135        0       13 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD_LSD LM_LSG LSD_LSG        LSG            LSG_LM         Pas de cible  
## 
## (10, 0.074), LID (8, 0.059), LID_LIG (7, 0.052), LIG (10, 0.074), LM (1,
## 0.007), LSD (24, 0.178), LSD LM (6, 0.044), LSD_LSD LM (2, 0.015), LSD_LSD
## LM_LSG (2, 0.015), LSD_LSG (17, 0.126), LSG (10, 0.074), LSG_LM (1, 0.007), Pas
## de cible (37, 0.274)
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##      135        0        4 
##                                                                             
## Value                                sissures étanches  sissures incompletes
## Frequency                     48                    35                    16
## Proportion                 0.356                 0.259                 0.119
##                                 
## Value      sissures intermediare
## Frequency                     36
## Proportion                 0.267
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##      135        0       12 
## 
## lowest :              LID          LID_LIG      LIG          LM          
## highest: LSD LM_LSG   LSD_LIG      LSD_LSG      LSG          pas de cible
## 
## (32, 0.237), LID (4, 0.030), LID_LIG (4, 0.030), LIG (13, 0.096), LM (1,
## 0.007), LSD (16, 0.119), LSD LM (3, 0.022), LSD LM_LSG (1, 0.007), LSD_LIG (1,
## 0.007), LSD_LSG (18, 0.133), LSG (3, 0.022), pas de cible (39, 0.289)
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21      114       18    0.998    10.93    10.05      1.0      1.3 
##      .25      .50      .75      .90      .95 
##      3.0     10.3     14.5     22.0     24.0 
## 
## lowest :  1.0  1.3  1.5  2.0  3.0, highest: 15.0 17.0 22.0 24.0 38.0
##                                                                             
## Value        1.0   1.3   1.5   2.0   3.0   4.0   6.0   9.0  10.0  10.3  11.0
## Frequency      2     1     1     1     1     1     1     1     1     1     2
## Proportion 0.095 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.048 0.095
##                                                     
## Value       14.0  14.5  15.0  17.0  22.0  24.0  38.0
## Frequency      2     1     1     1     1     1     1
## Proportion 0.095 0.048 0.048 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##      135        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency          47         42         46
## Proportion      0.348      0.311      0.341
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      106       29       90        1    322.4    180.3    48.75   106.50 
##      .25      .50      .75      .90      .95 
##   217.25   336.00   456.50   523.00   551.75 
## 
## lowest :   0  30  40  42  43, highest: 558 576 585 590 650
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      106       29       29    0.998    83.18    8.165    72.00    75.00 
##      .25      .50      .75      .90      .95 
##    79.00    84.00    88.75    91.50    93.00 
## 
## lowest : 38 62 66 69 71, highest: 91 92 93 94 95
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      101       34       16    0.986    6.649    2.484        3        4 
##      .25      .50      .75      .90      .95 
##        5        7        8        9       10 
## 
## lowest :  0.0  1.0  2.0  3.0  3.5, highest:  7.5  8.0  8.5  9.0 10.0
##                                                                             
## Value        0.0   1.0   2.0   3.0   3.5   4.0   5.0   5.5   6.0   6.5   7.0
## Frequency      1     1     2     4     2     8    12     1     9     5    13
## Proportion 0.010 0.010 0.020 0.040 0.020 0.079 0.119 0.010 0.089 0.050 0.129
##                                         
## Value        7.5   8.0   8.5   9.0  10.0
## Frequency      1    19     4    11     8
## Proportion 0.010 0.188 0.040 0.109 0.079
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      104       31       11    0.973    5.615    2.298        2        3 
##      .25      .50      .75      .90      .95 
##        4        6        7        8        9 
## 
## lowest :  0  1  2  3  4, highest:  6  7  8  9 10
##                                                                             
## Value          0     1     2     3     4     5     6     7     8     9    10
## Frequency      2     1     4     5    17    21    24    10    10     7     3
## Proportion 0.019 0.010 0.038 0.048 0.163 0.202 0.231 0.096 0.096 0.067 0.029
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##      135        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency              35              7             19             74
## Proportion          0.259          0.052          0.141          0.548
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       91       44       56    0.999    67.19    11.41     51.5     53.9 
##      .25      .50      .75      .90      .95 
##     62.0     67.9     73.0     79.0     86.0 
## 
## lowest : 35.0 44.0 45.0 50.4 51.0, highest: 83.0 86.0 88.8 89.0 90.0
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       95       40       50    0.997    39.29    6.755    31.00    32.00 
##      .25      .50      .75      .90      .95 
##    35.00    38.00    42.35    47.90    49.58 
## 
## lowest : 28.5 28.7 30.5 31.0 32.0, highest: 50.0 51.0 53.0 57.0 59.0
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      119       16       62    0.998    996.8    460.8      500      598 
##      .25      .50      .75      .90      .95 
##      690      900     1200     1612     1885 
## 
## lowest :  400  430  450  470  490, highest: 2000 2100 2160 2360 2400
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      133        2       50    0.999    35.78    14.54     19.0     21.2 
##      .25      .50      .75      .90      .95 
##     27.0     33.0     42.0     55.8     61.0 
## 
## lowest : 13 14 15 18 19, highest: 67 68 70 82 92
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      106       29       75        1     4825     1560     2502     3090 
##      .25      .50      .75      .90      .95 
##     3900     4760     5868     6355     6760 
## 
## lowest : 1810 1840 1910 2060 2240, highest: 7140 7230 7600 7900 9800
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##      135        0       93 
## 
## lowest :      >150 100  128  133 , highest: 391  466  73   86   94  
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      112       23       83        1     2372    982.6     1243     1400 
##      .25      .50      .75      .90      .95 
##     1730     2205     2905     3700     3894 
## 
## lowest :  950 1090 1100 1140 1150, highest: 4330 4480 4500 4600 5000
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      115       20       64    0.999    70.77    23.86     40.7     46.4 
##      .25      .50      .75      .90      .95 
##     54.0     68.0     85.0    100.2    109.5 
## 
## lowest :  35.0  37.5  38.0  39.0  40.0, highest: 108.0 113.0 123.0 124.0 135.0
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      108       27       77        1     7302     2084     4935     5546 
##      .25      .50      .75      .90      .95 
##     6200     7400     8615     9505     9700 
## 
## lowest :    10    60  1060  1190  4240, highest:  9700 10180 10190 10510 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      112       23       59    0.999    130.8    22.64    92.65   109.00 
##      .25      .50      .75      .90      .95 
##   117.75   132.00   143.25   158.90   162.35 
## 
## lowest :  69  87  89  90  91, highest: 164 165 169 171 179
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      107       28       46    0.999    62.68    12.92     43.3     50.0 
##      .25      .50      .75      .90      .95 
##     56.0     63.0     71.0     76.0     79.7 
## 
## lowest : 20 31 35 36 40, highest: 79 80 81 82 86
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      100       35       40    0.998    35.39       13    20.00    22.90 
##      .25      .50      .75      .90      .95 
##    27.00    33.50    41.00    50.10    58.05 
## 
## lowest : 17 19 20 21 22, highest: 59 60 64 76 89
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##      131        4        1        0        0        0 
##               
## Value        0
## Frequency  131
## Proportion   1
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##      135        0        2 
##                               
## Value                Incomplet
## Frequency        126         9
## Proportion     0.933     0.067
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## Proportion   1
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct    value 
##      135        0        1          
##               
## Value         
## Frequency  135
## 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                          
## ------------------------------------------------------------ 
## total_V4$Pose_valves: Oui
## data[x, , drop = FALSE] 
## 
##  107  Variables      56  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct 
##       56        0        2 
##                             
## Value      Groupe_1 Groupe_2
## Frequency        18       38
## Proportion    0.321    0.679
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       56        1    61.68    7.956    50.25    52.56 
##      .25      .50      .75      .90      .95 
##    57.16    61.66    67.67    70.00    70.99 
## 
## lowest : 48.83 48.88 49.46 50.51 50.96, highest: 70.39 70.80 71.58 72.26 79.09
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       56        0        2 
##                       
## Value          F     H
## Frequency     27    29
## Proportion 0.482 0.518
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       56        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              20             11             14             11
## Proportion          0.357          0.196          0.250          0.196
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency      9    47
## Proportion 0.161 0.839
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency      8    48
## Proportion 0.143 0.857
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency     11    45
## Proportion 0.196 0.804
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       56        0        1      Oui 
##               
## Value      Oui
## Frequency   56
## Proportion   1
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       56        0        2 
##                       
## Value      actif Sevré
## Frequency      2    54
## Proportion 0.036 0.964
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency     48     8
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       28    0.997    1.684  0.09455    1.548    1.570 
##      .25      .50      .75      .90      .95 
##    1.615    1.695    1.750    1.790    1.803 
## 
## lowest : 1.53 1.54 1.55 1.57 1.58, highest: 1.79 1.80 1.81 1.83 1.85
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       32    0.998    64.26    15.09    46.50    48.50 
##      .25      .50      .75      .90      .95 
##    53.00    62.50    72.25    80.50    87.00 
## 
## lowest : 42 45 47 48 49, highest: 80 81 86 90 93
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       56        1    22.58    4.331    16.36    18.27 
##      .25      .50      .75      .90      .95 
##    20.20    22.41    24.96    27.45    29.39 
## 
## lowest : 14.20 14.88 16.07 16.46 17.36, highest: 29.07 29.35 29.52 30.11 31.25
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       56        0        3    0.763    3.464   0.5442 
##                             
## Value          2     3     4
## Frequency      1    28    27
## Proportion 0.018 0.500 0.482
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       56        0        2 
##                       
## Value          B     D
## Frequency     40    16
## Proportion 0.714 0.286
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency     41    15
## Proportion 0.732 0.268
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency     54     2
## Proportion 0.964 0.036
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       56        0        3    0.833    3.018   0.7448 
##                             
## Value          2     3     4
## Frequency     13    29    14
## Proportion 0.232 0.518 0.250
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct    value 
##       56        0        1      Oui 
##               
## Value      Oui
## Frequency   56
## Proportion   1
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency     15    41
## Proportion 0.268 0.732
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct    value 
##       56        0        1      Oui 
##               
## Value      Oui
## Frequency   56
## Proportion   1
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       56        0        3 
##                                
## Value      Effort    Non  Repos
## Frequency      18     12     26
## Proportion  0.321  0.214  0.464
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       56        0        3 
##                                                        
## Value      Apres dressage            Non            Oui
## Frequency               5             10             41
## Proportion          0.089          0.179          0.732
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       56        0        5 
## 
## lowest : AIRFLOW                      BULLECTOMIE LSD              Non                          SEGMENTECTOMIE LSD POUR NDUL SYMPHYSE G POUR PNO         
## highest: AIRFLOW                      BULLECTOMIE LSD              Non                          SEGMENTECTOMIE LSD POUR NDUL SYMPHYSE G POUR PNO         
## 
## AIRFLOW (1, 0.018), BULLECTOMIE LSD (1, 0.018), Non (52, 0.929), SEGMENTECTOMIE
## LSD POUR NDUL (1, 0.018), SYMPHYSE G POUR PNO (1, 0.018)
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##       56        0       11 
## 
## lowest : LID          LID_LIG      LIG          LM           LSD         
## highest: LSD LM_LSG   LSD_LM       LSD_LSG      LSG          Pas de cible
## 
## LID (3, 0.054), LID_LIG (7, 0.125), LIG (11, 0.196), LM (1, 0.018), LSD (11,
## 0.196), LSD LM (3, 0.054), LSD LM_LSG (2, 0.036), LSD_LM (1, 0.018), LSD_LSG
## (8, 0.143), LSG (8, 0.143), Pas de cible (1, 0.018)
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##       56        0        3 
##                                                                             
## Value                                sissures étanches sissures intermediare
## Frequency                      1                    41                    14
## Proportion                 0.018                 0.732                 0.250
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       56        0       13 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD_LIG        LSD_LSG        LSD_LSG_LIG_LM LSG            pas de cible  
## 
## (3, 0.054), LID (2, 0.036), LID_LIG (10, 0.179), LIG (9, 0.161), LM (1, 0.018),
## LSD (8, 0.143), LSD LM (3, 0.054), LSD LM_LSG (2, 0.036), LSD_LIG (1, 0.018),
## LSD_LSG (12, 0.214), LSD_LSG_LIG_LM (1, 0.018), LSG (3, 0.054), pas de cible
## (1, 0.018)
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       42       14       27    0.998    13.24    9.581    1.020    1.460 
##      .25      .50      .75      .90      .95 
##    7.175   13.000   18.000   22.250   30.825 
## 
## lowest :  0.0  1.0  1.4  2.0  5.0, highest: 20.0 22.5 27.5 31.0 34.0
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       56        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           2         31         23
## Proportion      0.036      0.554      0.411
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       54        2       48        1    324.4    151.6    95.95   124.50 
##      .25      .50      .75      .90      .95 
##   252.25   321.00   410.00   493.60   542.75 
## 
## lowest :  60  68 111 120 135, highest: 510 541 546 554 568
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       54        2       23    0.997    83.06    7.498    74.00    75.00 
##      .25      .50      .75      .90      .95 
##    79.00    83.00    88.75    91.00    92.00 
## 
## lowest : 63 72 74 75 76, highest: 90 91 92 94 95
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       54        2       14    0.979    7.139    1.943    4.325    5.000 
##      .25      .50      .75      .90      .95 
##    6.000    7.250    8.000    9.000    9.675 
## 
## lowest :  3.0  4.0  4.5  5.0  5.5, highest:  8.0  8.5  9.0  9.5 10.0
##                                                                             
## Value        3.0   4.0   4.5   5.0   5.5   6.0   6.5   7.0   7.5   8.0   8.5
## Frequency      1     2     1     7     1     5     3     7     1    13     2
## Proportion 0.019 0.037 0.019 0.130 0.019 0.093 0.056 0.130 0.019 0.241 0.037
##                             
## Value        9.0   9.5  10.0
## Frequency      7     1     3
## Proportion 0.130 0.019 0.056
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd 
##       54        2        9    0.969    5.981    2.174 
## 
## lowest :  2  3  4  5  6, highest:  6  7  8  9 10
##                                                                 
## Value          2     3     4     5     6     7     8     9    10
## Frequency      1     2     9    14    10     6     4     5     3
## Proportion 0.019 0.037 0.167 0.259 0.185 0.111 0.074 0.093 0.056
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       56        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency               4              3              9             40
## Proportion          0.071          0.054          0.161          0.714
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       48        8       30    0.996     68.8     8.47    57.00    60.70 
##      .25      .50      .75      .90      .95 
##    65.00    68.55    74.00    77.79    80.65 
## 
## lowest : 51.0 55.6 57.0 60.0 61.0, highest: 78.0 80.0 81.0 85.4 91.0
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       30    0.996     40.6    5.672    32.45    34.00 
##      .25      .50      .75      .90      .95 
##    37.40    41.00    43.00    47.00    49.10 
## 
## lowest : 30.4 31.1 32.0 33.0 34.0, highest: 47.0 48.0 50.0 54.0 55.8
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       28    0.995    841.1    253.1    515.0    575.0 
##      .25      .50      .75      .90      .95 
##    700.0    820.0    992.5   1120.0   1200.0 
## 
## lowest :  400  470  530  550  600, highest: 1140 1180 1200 1470 1500
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       34    0.998    31.11    9.969    19.42    20.50 
##      .25      .50      .75      .90      .95 
##    24.00    31.50    36.00    42.00    46.25 
## 
## lowest : 14.0 16.0 18.0 19.9 20.0, highest: 44.0 46.0 47.0 47.5 57.0
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       44        1     5586     1322     3938     4190 
##      .25      .50      .75      .90      .95 
##     4700     5500     6540     7150     7500 
## 
## lowest : 3300 3800 3900 3950 4000, highest: 7240 7490 7500 7800 7870
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##       56        0       43 
## 
## lowest : 190 192 200 206 211, highest: 327 332 335 351 400
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       54        2       48        1     2133    714.4     1216     1386 
##      .25      .50      .75      .90      .95 
##     1592     2180     2570     2888     3191 
## 
## lowest : 1020 1100 1190 1230 1350, highest: 3020 3170 3230 3440 3600
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       53        3       37    0.999    63.69    20.63     36.8     41.0 
##      .25      .50      .75      .90      .95 
##     50.0     64.0     77.0     88.2     92.0 
## 
## lowest :  30  34  35  38  39, highest:  89  90  92  95 100
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       50    0.999     8045     1446     5950     6310 
##      .25      .50      .75      .90      .95 
##     7108     8275     8900     9720     9845 
## 
## lowest :  5400  5650  5800  6000  6140, highest:  9760  9800  9980 10000 10111
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       37    0.999    137.2    16.38    116.0    121.5 
##      .25      .50      .75      .90      .95 
##    127.0    137.0    146.5    153.5    160.2 
## 
## lowest : 106.7 108.0 116.0 120.0 121.0, highest: 156.0 158.0 167.0 169.0 184.0
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        0       27    0.995    70.94    12.09    57.75    61.70 
##      .25      .50      .75      .90      .95 
##    63.00    68.50    76.00    79.00    81.72 
## 
## lowest :  54.00  57.00  58.00  61.00  61.50, highest:  80.00  81.00  83.88  88.00 172.00
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       51        5       29    0.998    32.35    8.933     20.5     22.8 
##      .25      .50      .75      .90      .95 
##     26.5     32.0     37.0     42.0     45.0 
## 
## lowest : 18.0 20.0 21.0 22.0 22.8, highest: 42.0 43.0 47.0 50.0 55.0
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       55        1       12    0.977    6.018    2.718      3.0      3.0 
##      .25      .50      .75      .90      .95 
##      4.0      6.0      7.0      9.0     10.3 
## 
## lowest :  2  3  4  5  6, highest:  9 10 11 12 15
##                                                                             
## Value          2     3     4     5     6     7     8     9    10    11    12
## Frequency      1     7     9     7    13     5     5     4     1     1     1
## Proportion 0.018 0.127 0.164 0.127 0.236 0.091 0.091 0.073 0.018 0.018 0.018
##                 
## Value         15
## Frequency      1
## Proportion 0.018
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       56        0        4 
##                                                   
## Value                 Complete Incomplet  Non Fait
## Frequency          2        44         1         9
## Proportion     0.036     0.786     0.018     0.161
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##       56        0        8 
## 
## lowest : LID     LID_LIG LIG     LM      LSD    
## highest: LM      LSD     LSD LM  LSD_LSG LSG    
##                                                                           
## Value          LID LID_LIG     LIG      LM     LSD  LSD LM LSD_LSG     LSG
## Frequency        6       2      15       1      15       4       1      12
## Proportion   0.107   0.036   0.268   0.018   0.268   0.071   0.018   0.214
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##       56        0       50 
## 
## lowest : 01/07/2020 01/09/2021 02/06/2021 03/02/2021 03/07/2019
## highest: 29/01/2020 30/06/2021 30/07/2019 30/07/2020 31/03/2021
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##       56        0        8 
## 
## lowest :                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumatocèle       
## highest: Majoration dyspnée  Pneumatocèle        Pneumomédiastin     Pneumonie           Pneumothorax       
## 
## (38, 0.679), Exacerbation BPCO (9, 0.161), Autre (2, 0.036), Majoration dyspnée
## (1, 0.018), Pneumatocèle (1, 0.018), Pneumomédiastin (1, 0.018), Pneumonie (1,
## 0.018), Pneumothorax (3, 0.054)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       56        0       14 
## 
## lowest :            01/04/2021 01/08/2019 03/08/2019 06/04/2022
## highest: 18/02/2020 19/09/2019 19/10/2021 24/08/2019 29/01/2020
## 
## (43, 0.768), 01/04/2021 (1, 0.018), 01/08/2019 (1, 0.018), 03/08/2019 (1,
## 0.018), 06/04/2022 (1, 0.018), 08/04/2021 (1, 0.018), 08/09/2021 (1, 0.018),
## 11/01/2019 (1, 0.018), 17/04/2021 (1, 0.018), 18/02/2020 (1, 0.018), 19/09/2019
## (1, 0.018), 19/10/2021 (1, 0.018), 24/08/2019 (1, 0.018), 29/01/2020 (1, 0.018)
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##       16       40        8    0.954      7.5    11.43 
## 
## lowest :  0  1  2  3 17, highest:  3 17 27 30 34
##                                                           
## Value          0     1     2     3    17    27    30    34
## Frequency      4     5     2     1     1     1     1     1
## Proportion 0.250 0.312 0.125 0.062 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0 
##        n  missing distinct 
##       56        0       19 
## 
## lowest :                                                           aerosols                                                  AEROSOLS                                                  AEROSOLS, a la 2e pose du LID                             ATB                                                      
## highest: passage SI, salbu                                         ras                                                       SI OHD ATB, hématopneumatocèle surinfecté avec hemoptysie TOUX + BRONHCORREE sans pnp, trt antipyo                  USI, bronchodilat                                        
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##       56        0        8 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest: Hémoptysie          Majoration dyspnée  Mort                Pneumonie           Pneumothorax       
## 
## (39, 0.696), Exacerbation BPCO (7, 0.125), Autre (1, 0.018), Hémoptysie (1,
## 0.018), Majoration dyspnée (1, 0.018), Mort (2, 0.036), Pneumonie (1, 0.018),
## Pneumothorax (4, 0.071)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##       56        0       14 
## 
## lowest :            01/03/2022 01/10/2019 06/05/2022 07/04/2020
## highest: 17/10/2021 18/09/2020 25/07/2019 27/07/2021 29/06/2019
## 
## (43, 0.768), 01/03/2022 (1, 0.018), 01/10/2019 (1, 0.018), 06/05/2022 (1,
## 0.018), 07/04/2020 (1, 0.018), 07/10/2019 (1, 0.018), 09/02/2019 (1, 0.018),
## 09/12/2020 (1, 0.018), 16/06/2021 (1, 0.018), 17/10/2021 (1, 0.018), 18/09/2020
## (1, 0.018), 25/07/2019 (1, 0.018), 27/07/2021 (1, 0.018), 29/06/2019 (1, 0.018)
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##       13       43        9    0.984    12.62    16.56 
## 
## lowest :  0  2  3  4  6, highest:  6  7 28 30 48
##                                                                 
## Value          0     2     3     4     6     7    28    30    48
## Frequency      3     1     1     1     2     1     1     2     1
## Proportion 0.231 0.077 0.077 0.077 0.154 0.077 0.077 0.154 0.077
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##       56        0       18 
## 
## lowest :                                                     aerosols                                            AEROSOLS 4SEM                                       AEROSOLS CTC                                        ATB                                                
## highest: O2, atb                                             Pneumothorax, drainé, tamponnade gazeuse avec deces retrait valves                                      SUR GRANULOME, ENDOS                                SURVEILLANCE                                       
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       41    0.999     1036    392.6    604.5    639.0 
##      .25      .50      .75      .90      .95 
##    802.5    945.0   1200.0   1410.0   1732.0 
## 
## lowest :  500  520  600  610  630, highest: 1500 1600 1840 1900 2630
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       29    0.998    38.45    13.54    22.00    23.90 
##      .25      .50      .75      .90      .95 
##    30.50    36.00    43.75    56.10    60.00 
## 
## lowest : 21 22 23 24 25, highest: 56 57 60 62 76
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       38    0.999      182    305.8   -200.0   -141.0 
##      .25      .50      .75      .90      .95 
##     -7.5    180.0    320.0    410.0    505.5 
## 
## lowest : -390 -320 -200 -150 -140, highest:  400  500  510  520 1830
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49        7       46        1     2506    788.6     1442     1674 
##      .25      .50      .75      .90      .95 
##     2080     2470     2980     3320     3492 
## 
## lowest : 1310 1400 1430 1460 1610, highest: 3400 3450 3520 3630 5200
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       49        7       39    0.999    76.96    23.67     46.0     51.0 
##      .25      .50      .75      .90      .95 
##     60.8     78.0     91.0    105.2    107.2 
## 
## lowest :  38  43  44  49  51, highest: 105 106 108 116 129
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       48        8       47        1    401.6    678.1   -412.0   -292.0 
##      .25      .50      .75      .90      .95 
##    -57.5    295.0    772.5   1226.0   1375.0 
## 
## lowest : -870 -550 -440 -360 -320, highest: 1240 1310 1410 1610 1760
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       46        1     7668     1636     5600     5874 
##      .25      .50      .75      .90      .95 
##     6452     7520     8788     9804     9901 
## 
## lowest :  5300  5600  5640  5900  5940, highest:  9840  9890  9910 10140 10400
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       32    0.997    130.3    17.14    111.9    115.8 
##      .25      .50      .75      .90      .95 
##    123.0    130.0    138.5    149.1    152.6 
## 
## lowest :  43 106 111 113 114, highest: 150 152 153 158 167
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       45        1   -299.9    681.9  -1111.0  -1014.0 
##      .25      .50      .75      .90      .95 
##   -847.5   -220.5    185.0    400.0    498.3 
## 
## lowest : -1570 -1530 -1120 -1100 -1050, highest:   400   440   546   580  1060
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       47        1     4810     1420     2790     3316 
##      .25      .50      .75      .90      .95 
##     4000     4705     5512     6424     6827 
## 
## lowest : 2100 2620 2700 2900 3190, highest: 6640 6750 6890 7110 8660
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       42        1    221.1    47.75    164.0    173.0 
##      .25      .50      .75      .90      .95 
##    188.0    217.5    246.0    277.3    298.1 
## 
## lowest : 137 150 164 173 176, highest: 280 297 299 310 313
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       48        1   -704.6     1061  -2177.0  -1941.0 
##      .25      .50      .75      .90      .95 
##  -1252.5   -605.0   -137.5    312.0    843.5 
## 
## lowest : -2620 -2380 -2240 -2100 -2040, highest:   420   640  1010  1120  1960
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38       18       36        1      402      121    242.5    272.7 
##      .25      .50      .75      .90      .95 
##    343.5    409.0    471.8    510.4    585.9 
## 
## lowest : 180 200 250 265 276, highest: 505 523 579 625 630
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40       16       18    0.992    83.05    6.331    73.85    76.90 
##      .25      .50      .75      .90      .95 
##    79.00    84.00    85.75    90.10    92.00 
## 
## lowest : 70 71 74 76 77, highest: 88 89 90 91 92
##                                                                             
## Value         70    71    74    76    77    78    79    80    81    82    83
## Frequency      1     1     1     1     2     1     4     3     1     2     2
## Proportion 0.025 0.025 0.025 0.025 0.050 0.025 0.100 0.075 0.025 0.050 0.050
##                                                     
## Value         84    85    88    89    90    91    92
## Frequency      5     6     1     3     2     1     3
## Proportion 0.125 0.150 0.025 0.075 0.050 0.025 0.075
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40       16       12    0.973    6.037    1.983     3.00     3.95 
##      .25      .50      .75      .90      .95 
##     5.00     6.00     8.00     8.00     8.05 
## 
## lowest : 2.5 3.0 3.5 4.0 4.5, highest: 6.0 7.0 7.5 8.0 9.0
##                                                                             
## Value        2.5   3.0   3.5   4.0   4.5   5.0   5.5   6.0   7.0   7.5   8.0
## Frequency      1     2     1     2     3     6     1     9     3     1     9
## Proportion 0.025 0.050 0.025 0.050 0.075 0.150 0.025 0.225 0.075 0.025 0.225
##                 
## Value        9.0
## Frequency      2
## Proportion 0.050
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40       16       40        1    41.83    116.9  -125.90   -53.30 
##      .25      .50      .75      .90      .95 
##   -17.75    52.50    89.25   160.50   170.50 
## 
## lowest : -230 -219 -121  -92  -49, highest:  160  165  170  180  442
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       41       15        4    0.892    2.098    1.068 
##                                   
## Value          1     2     3     4
## Frequency     15     9    15     2
## Proportion 0.366 0.220 0.366 0.049
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        6       33    0.998    22.62    4.235    16.45    18.45 
##      .25      .50      .75      .90      .95 
##    20.18    22.70    25.00    26.64    29.27 
## 
## lowest : 14.0 15.2 16.0 17.0 18.0, highest: 27.0 29.0 29.5 31.0 32.0
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       39       17        9    0.972    3.923    2.081 
## 
## lowest : 0 1 2 3 4, highest: 4 5 6 7 8
##                                                                 
## Value          0     1     2     3     4     5     6     7     8
## Frequency      1     1     8     7     8     5     6     2     1
## Proportion 0.026 0.026 0.205 0.179 0.205 0.128 0.154 0.051 0.026
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       56        0        7 
## 
## lowest :                       Exacerbation BPCO   Douleurs thoraciques Engluement valve     Majoration dyspnée  
## highest: Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie            Pneumothorax        
## 
## (28, 0.500), Exacerbation BPCO (10, 0.179), Douleurs thoraciques (4, 0.071),
## Engluement valve (3, 0.054), Majoration dyspnée (7, 0.125), Pneumonie (2,
## 0.036), Pneumothorax (2, 0.036)
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       56        0        6 
## 
## lowest :                      Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée 
## highest:  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  48                  3                  1
## Proportion              0.857              0.054              0.018
##                                                                    
## Value        Engluement valve Majoration dyspnée          Pneumonie
## Frequency                   1                  2                  1
## Proportion              0.018              0.036              0.018
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       56        0       27 
## 
## lowest :                                                                                1 exa, en rehab // retrait valves                                              ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE AEROSOLS                                                                       AEROSOLS DOMICILE                                                             
## highest: REVISION VALVE ET TRT LSG  en 2 temps mars et jein 2021, ajout 5 valves        révision valves : remplacement de 2 valves non fonctionnelles                  surinf bronchique à repet                                                      SURINF PYO, ATB                                                                VALVES DYSFONCTIONNELLES, 1 REMPLAC2E PAR 2                                   
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30       26       23    0.998      957    356.7    494.5    500.0 
##      .25      .50      .75      .90      .95 
##    725.0    960.0   1100.0   1303.0   1341.0 
## 
## lowest :  490  500  600  650  700, highest: 1250 1300 1330 1350 1900
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       18    0.994     35.5    13.78    18.35    19.70 
##      .25      .50      .75      .90      .95 
##    26.75    36.00    41.00    56.00    56.65 
## 
## lowest : 17 18 19 20 23, highest: 43 48 56 57 59
##                                                                             
## Value         17    18    19    20    23    26    27    28    30    34    36
## Frequency      1     1     1     1     1     2     1     1     3     1     2
## Proportion 0.036 0.036 0.036 0.036 0.036 0.071 0.036 0.036 0.107 0.036 0.071
##                                                     
## Value         38    41    43    48    56    57    59
## Frequency      4     3     1     1     2     1     1
## Proportion 0.143 0.107 0.036 0.036 0.071 0.036 0.036
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30       26       23    0.998    111.3    259.6   -222.0   -173.0 
##      .25      .50      .75      .90      .95 
##    -45.0    125.0    252.5    390.0    412.0 
## 
## lowest : -500 -240 -200 -170 -110, highest:  350  370  390  430  550
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       26    0.999     2314    597.8     1654     1707 
##      .25      .50      .75      .90      .95 
##     1930     2310     2652     2983     3196 
## 
## lowest : 1480 1630 1700 1710 1730, highest: 2710 2950 3060 3270 3600
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       24    0.999    71.75    24.61     41.7     45.8 
##      .25      .50      .75      .90      .95 
##     55.0     67.5     84.5    102.5    106.6 
## 
## lowest :  40  41  43  47  48, highest:  94 101 106 107 108
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       27        1      306    752.9   -796.0   -651.0 
##      .25      .50      .75      .90      .95 
##     17.5    285.0    715.0   1023.0   1127.5 
## 
## lowest : -1230  -810  -770  -600  -200, highest:   910  1020  1030  1180  2060
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       28        1     7823     1798     5779     6101 
##      .25      .50      .75      .90      .95 
##     6475     7650     8925     9789    10321 
## 
## lowest :  5150  5730  5870  6200  6310, highest:  9430  9600 10230 10370 10800
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       24    0.999    139.3     27.1    114.0    116.1 
##      .25      .50      .75      .90      .95 
##    123.5    133.5    144.0    155.9    161.2 
## 
## lowest : 107.0 114.0 117.0 120.0 121.0, highest: 153.7 155.0 158.0 163.0 294.0
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       26    0.999   -228.8    754.1  -1261.5  -1032.0 
##      .25      .50      .75      .90      .95 
##   -805.0   -225.0    286.5    575.0    616.5 
## 
## lowest : -1530 -1370 -1060 -1020  -911, highest:   500   560   610   620  1060
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       26    0.999     5054     1756     3142     3200 
##      .25      .50      .75      .90      .95 
##     3968     4810     6168     6946     7392 
## 
## lowest : 2860 3110 3200 3300 3570, highest: 6340 6880 7100 7550 8900
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       27        1    221.6    63.19    160.4    164.4 
##      .25      .50      .75      .90      .95 
##    181.2    211.0    259.0    290.8    302.8 
## 
## lowest :  88 159 163 165 172, highest: 281 289 295 307 334
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28       28       26    0.999   -548.9     1265  -1983.5  -1681.0 
##      .25      .50      .75      .90      .95 
##  -1300.0   -490.0     22.5    724.0    825.5 
## 
## lowest : -2910 -2120 -1730 -1660 -1600, highest:   590   700   780   850  2790
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21       35       12    0.987    83.67    6.676       77       79 
##      .25      .50      .75      .90      .95 
##       80       82       88       90       92 
## 
## lowest : 69 77 79 80 81, highest: 88 89 90 92 94
##                                                                             
## Value         69    77    79    80    81    82    86    88    89    90    92
## Frequency      1     1     1     4     3     2     1     3     1     2     1
## Proportion 0.048 0.048 0.048 0.190 0.143 0.095 0.048 0.143 0.048 0.095 0.048
##                 
## Value         94
## Frequency      1
## Proportion 0.048
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21       35       21        1      406      168      219      228 
##      .25      .50      .75      .90      .95 
##      339      393      480      588      633 
## 
## lowest :  28 219 228 285 331, highest: 498 560 588 633 660
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##       20       36        7    0.959    7.125    1.934 
## 
## 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    4    3    1    6    2    3
## Proportion 0.05 0.20 0.15 0.05 0.30 0.10 0.15
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       25       31        4    0.813     0.92    1.267 
##                               
## Value         0    1    2    3
## Frequency    14    4    2    5
## Proportion 0.56 0.16 0.08 0.20
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21       35       21        1    30.62    123.3     -136      -84 
##      .25      .50      .75      .90      .95 
##      -72       58      118      159      180 
## 
## lowest : -155 -136  -84  -80  -77, highest:  120  126  159  180  187
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       22       34        4    0.913    2.227    1.251 
##                                   
## Value          1     2     3     4
## Frequency      8     4     7     3
## Proportion 0.364 0.182 0.318 0.136
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       29       27       24    0.998    23.12    5.103    15.92    18.12 
##      .25      .50      .75      .90      .95 
##    20.50    23.00    25.50    29.00    30.20 
## 
## lowest : 14.0 15.2 17.0 18.4 18.5, highest: 27.0 27.1 29.0 31.0 32.0
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##       21       35        8    0.966    4.048    2.829 
## 
## lowest :  1  2  3  5  6, highest:  5  6  7  8 10
##                                                           
## Value          1     2     3     5     6     7     8    10
## Frequency      2     6     4     3     2     2     1     1
## Proportion 0.095 0.286 0.190 0.143 0.095 0.095 0.048 0.048
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##       56        0        6 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest:  Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  44                  6                  2
## Proportion              0.786              0.107              0.036
##                                                                    
## Value              Hémoptysie Majoration dyspnée          Pneumonie
## Frequency                   1                  1                  2
## Proportion              0.018              0.018              0.036
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##       56        0        3 
##                                                           
## Value                      Migration valve    Pneumothorax
## Frequency               54               1               1
## Proportion           0.964           0.018           0.018
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       56        0        2 
##                       
## Value        Non   Oui
## Frequency     43    13
## Proportion 0.768 0.232
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       56        0        3 
##                                                           
## Value                  Non retrait complet retrait partiel
## Frequency               43               7               6
## Proportion           0.768           0.125           0.107
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13       43       13        1    8.748      7.3    1.520    1.686 
##      .25      .50      .75      .90      .95 
##    4.330    7.030   13.370   16.924   17.738 
## 
## lowest :  1.40  1.60  2.03  4.33  5.17, highest: 12.77 13.37 16.50 17.03 18.80
##                                                                             
## Value       1.40  1.60  2.03  4.33  5.17  5.37  7.03  8.33 12.77 13.37 16.50
## 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      17.03 18.80
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##       56        0       14 
## 
## lowest :                                                                          ABCES PULM 5/6 RETIREES                                                  Dégradation post T2, retrait 1 valves                                    DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG                     EFR et dyspnée inchangés                                                
## highest: MAJ DYSPNEE, DEGRADATION VEMS, TOUX                                      PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE                PNO DRAINE ET PNP                                                        PNO LES 2 FOIS                                                          
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Nbre.de.raison

Description totale par groupe

by(total_V4, total_V4$Groupe, Hmisc::describe)
## total_V4$Groupe: Groupe_1
## data[x, , drop = FALSE] 
## 
##  107  Variables      42  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       42        0        1 Groupe_1 
##                    
## Value      Groupe_1
## Frequency        42
## Proportion        1
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       42        0       42        1    61.62    9.906    48.86    50.53 
##      .25      .50      .75      .90      .95 
##    54.68    62.62    69.13    71.08    71.57 
## 
## lowest : 46.38 48.06 48.83 49.46 50.51, highest: 71.11 71.44 71.58 72.46 81.12
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       42        0        2 
##                       
## Value          F     H
## Frequency     11    31
## Proportion 0.262 0.738
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       42        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              16             11              8              7
## Proportion          0.381          0.262          0.190          0.167
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency      5    37
## Proportion 0.119 0.881
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency      5    37
## Proportion 0.119 0.881
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency     12    30
## Proportion 0.286 0.714
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency     24    18
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Nbre.de.raison 
##        n  missing distinct     Info     Mean      Gmd 
##       24       18        4    0.847     1.75   0.9493 
##                                   
## Value          1     2     3     4
## Frequency     12     7     4     1
## Proportion 0.500 0.292 0.167 0.042
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       42        0        3 
##                                            
## Value           actif Non_fumeur      Sevré
## Frequency           3          1         38
## Proportion      0.071      0.024      0.905
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency     39     3
## Proportion 0.929 0.071
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       41        1       23    0.997    1.713  0.09771     1.55     1.58 
##      .25      .50      .75      .90      .95 
##     1.67     1.72     1.78     1.82     1.82 
## 
## lowest : 1.51 1.53 1.55 1.58 1.61, highest: 1.79 1.80 1.82 1.83 1.84
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       41        1       26    0.997    67.78    17.11       43       48 
##      .25      .50      .75      .90      .95 
##       59       65       78       86       93 
## 
## lowest :  42  43  47  48  49, highest:  86  90  93  97 109
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       41        1       39        1    22.98    4.811    18.29    18.42 
##      .25      .50      .75      .90      .95 
##    19.79    22.43    25.25    28.03    29.28 
## 
## lowest : 14.20 16.46 18.29 18.37 18.42, highest: 28.03 29.07 29.28 29.35 40.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       42        0        3    0.801    3.286   0.6597 
##                             
## Value          2     3     4
## Frequency      4    22    16
## Proportion 0.095 0.524 0.381
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       42        0        4 
##                                   
## Value          A     B     C     D
## Frequency      1    29     1    11
## Proportion 0.024 0.690 0.024 0.262
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency     30    12
## Proportion 0.714 0.286
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency     38     4
## Proportion 0.905 0.095
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       41        1        4    0.844    2.854   0.8415 
##                                   
## Value          1     2     3     4
## Frequency      2    10    21     8
## Proportion 0.049 0.244 0.512 0.195
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##       42        0        2 
##                       
## Value        Non   Oui
## Frequency      4    38
## Proportion 0.095 0.905
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       42        0        2 
##                     
## Value       Non  Oui
## Frequency    13   29
## Proportion 0.31 0.69
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##       42        0        3 
##                             
## Value              Non   Oui
## Frequency      2     3    37
## Proportion 0.048 0.071 0.881
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       42        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       1     12     14     15
## Proportion  0.024  0.286  0.333  0.357
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       42        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               1              3              4              5
## Proportion          0.024          0.071          0.095          0.119
##                          
## Value                 Oui
## Frequency              29
## Proportion          0.690
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       42        0        4 
##                                                                     
## Value                               Non                          Oui
## Frequency                            39                            1
## Proportion                        0.929                        0.024
##                                                                     
## Value      SEGMENTECTOMIE LSD POUR NDUL          SYMPHYSE G POUR PNO
## Frequency                             1                            1
## Proportion                        0.024                        0.024
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##       42        0       10 
## 
## lowest : LID          LID_LIG      LIG          LSD          LSD LM      
## highest: LSD LM_LSG   LSD_LM       LSD_LSG      LSG          Pas de cible
##                                                                            
## Value               LID      LID_LIG          LIG          LSD       LSD LM
## Frequency             2            2            5            9            4
## Proportion        0.048        0.048        0.119        0.214        0.095
##                                                                            
## Value        LSD LM_LSG       LSD_LM      LSD_LSG          LSG Pas de cible
## Frequency             1            1            5            6            7
## Proportion        0.024        0.024        0.119        0.143        0.167
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##       42        0        4 
##                                                                             
## Value                                sissures étanches  sissures incompletes
## Frequency                      9                    18                     1
## Proportion                 0.214                 0.429                 0.024
##                                 
## Value      sissures intermediare
## Frequency                     14
## Proportion                 0.333
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       42        0       10 
## 
## lowest :              LID          LID_LIG      LIG          LSD         
## highest: LSD LM       LSD_LIG      LSD_LSG      LSG          pas de cible
##                                                                            
## Value                            LID      LID_LIG          LIG          LSD
## Frequency             4            2            3            3            9
## Proportion        0.095        0.048        0.071        0.071        0.214
##                                                                            
## Value            LSD LM      LSD_LIG      LSD_LSG          LSG pas de cible
## Frequency             1            1            8            2            9
## Proportion        0.024        0.024        0.190        0.048        0.214
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12       30       10    0.993     9.15    8.494     1.22     1.40 
##      .25      .50      .75      .90      .95 
##     1.85     8.00    15.00    18.00    18.90 
## 
## lowest :  1.0  1.4  2.0  5.0  7.0, highest:  9.0 13.0 14.0 18.0 20.0
##                                                                       
## Value        1.0   1.4   2.0   5.0   7.0   9.0  13.0  14.0  18.0  20.0
## Frequency      1     2     1     1     1     1     1     1     2     1
## Proportion 0.083 0.167 0.083 0.083 0.083 0.083 0.083 0.083 0.167 0.083
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       42        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           9         17         16
## Proportion      0.214      0.405      0.381
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        3       37        1    345.3    143.4    133.5    215.2 
##      .25      .50      .75      .90      .95 
##    264.0    325.0    408.5    542.0    559.8 
## 
## lowest : 120 135 180 224 240, highest: 541 546 558 576 585
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        3       19    0.996    82.31    8.802     65.7     74.2 
##      .25      .50      .75      .90      .95 
##     77.5     83.0     88.0     91.0     91.4 
## 
## lowest : 62 63 66 71 75, highest: 87 89 90 91 95
##                                                                             
## Value         62    63    66    71    75    76    79    80    81    82    83
## Frequency      1     1     1     1     3     3     1     1     2     4     2
## Proportion 0.026 0.026 0.026 0.026 0.077 0.077 0.026 0.026 0.051 0.103 0.051
##                                                           
## Value         84    85    86    87    89    90    91    95
## Frequency      2     2     3     2     3     2     3     2
## Proportion 0.051 0.051 0.077 0.051 0.077 0.051 0.077 0.051
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        3       14    0.982    7.026    2.236     3.45     4.40 
##      .25      .50      .75      .90      .95 
##     6.00     8.00     8.50     9.00     9.00 
## 
## lowest :  1.0  3.0  3.5  4.0  4.5, highest:  7.5  8.0  8.5  9.0 10.0
##                                                                             
## Value        1.0   3.0   3.5   4.0   4.5   5.0   6.0   6.5   7.0   7.5   8.0
## Frequency      1     1     1     1     1     4     4     1     4     1     7
## Proportion 0.026 0.026 0.026 0.026 0.026 0.103 0.103 0.026 0.103 0.026 0.179
##                             
## Value        8.5   9.0  10.0
## Frequency      4     8     1
## Proportion 0.103 0.205 0.026
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd 
##       39        3        8    0.928    5.538    1.682 
## 
## lowest :  2  3  4  5  6, highest:  5  6  7  9 10
##                                                           
## Value          2     3     4     5     6     7     9    10
## Frequency      1     2     4    15     9     5     2     1
## Proportion 0.026 0.051 0.103 0.385 0.231 0.128 0.051 0.026
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       42        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency               5              3              6             28
## Proportion          0.119          0.071          0.143          0.667
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        9       26    0.998    68.79    11.79     51.0     55.4 
##      .25      .50      .75      .90      .95 
##     65.0     68.0     76.0     80.8     85.4 
## 
## lowest : 45 51 55 57 60, highest: 80 81 83 89 91
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       35        7       22    0.993    39.32    6.109    30.85    34.00 
##      .25      .50      .75      .90      .95 
##    35.85    38.30    41.50    46.20    48.90 
## 
## lowest : 28.5 30.5 31.0 34.0 34.7, highest: 45.0 47.0 48.0 51.0 57.0
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       41        1       28    0.997     1015    441.7      590      600 
##      .25      .50      .75      .90      .95 
##      760      900     1200     1550     1790 
## 
## lowest :  430  530  590  600  630, highest: 1550 1700 1790 2160 2360
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       42        0       27    0.997    33.96    12.45    20.08    23.00 
##      .25      .50      .75      .90      .95 
##    25.25    33.00    37.75    44.00    58.90 
## 
## lowest : 19.0 19.9 20.0 21.6 23.0, highest: 44.0 57.0 59.0 68.0 70.0
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       41        1       36        1     5298     1493     3500     3650 
##      .25      .50      .75      .90      .95 
##     4300     5310     6110     6800     7230 
## 
## lowest : 1840 3340 3500 3600 3650, highest: 6800 7060 7230 7490 7870
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##       42        0       39 
## 
## lowest : 149 167 171 180 182, highest: 332 366 385 400 73 
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        3       37        1     2485    982.3     1266     1396 
##      .25      .50      .75      .90      .95 
##     1770     2510     3045     3704     3853 
## 
## lowest : 1210 1230 1270 1340 1410, highest: 3700 3720 3800 4330 4480
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        5       26    0.998    68.47    20.75     40.4     44.6 
##      .25      .50      .75      .90      .95 
##     54.0     70.0     85.0     90.6     93.8 
## 
## lowest :  37.5  38.0  41.0  47.0  47.6, highest:  88.0  89.0  93.0  97.0 103.0
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       41        1       41        1     7906     1966     5420     6080 
##      .25      .50      .75      .90      .95 
##     7040     8160     9200     9800    10000 
## 
## lowest :    60  5330  5420  5650  6080, highest:  9800  9980 10000 10180 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       42        0       31    0.999    131.1    18.53    106.8    112.0 
##      .25      .50      .75      .90      .95 
##    121.0    133.0    141.8    150.9    152.0 
## 
## lowest :  87.0 105.0 106.7 108.0 112.0, highest: 150.0 151.0 152.0 156.0 159.0
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       40        2       31    0.997    65.29    11.97    47.75    54.50 
##      .25      .50      .75      .90      .95 
##    60.75    63.50    72.08    79.10    81.14 
## 
## lowest : 35.00 43.00 48.00 50.00 55.00, highest: 79.00 80.00 81.00 83.88 86.00
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        5       21    0.996    33.35    7.465     23.8     26.6 
##      .25      .50      .75      .90      .95 
##     29.0     33.0     37.0     41.4     45.4 
## 
## lowest : 22 23 24 26 27, highest: 41 42 45 47 55
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       42        0        7    0.809    2.952    3.868 
## 
## lowest :  0  5  6  7  8, highest:  6  7  8  9 15
##                                                     
## Value          0     5     6     7     8     9    15
## Frequency     24     5     6     2     2     2     1
## Proportion 0.571 0.119 0.143 0.048 0.048 0.048 0.024
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       42        0        4 
##                                                   
## Value                 Complete Incomplet  Non Fait
## Frequency         20         8         5         9
## Proportion     0.476     0.190     0.119     0.214
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##       42        0        7 
## 
## lowest :         LID     LID_LIG LIG     LSD    
## highest: LID_LIG LIG     LSD     LSD LM  LSG    
##                                                                   
## Value                  LID LID_LIG     LIG     LSD  LSD LM     LSG
## Frequency       24       1       1       5       3       2       6
## Proportion   0.571   0.024   0.024   0.119   0.071   0.048   0.143
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##       42        0       17 
## 
## lowest :            03/02/2021 03/07/2019 05/06/2019 09/01/2019
## highest: 25/06/2019 26/03/2019 27/02/2019 29/01/2019 30/07/2019
## 
## (24, 0.571), 03/02/2021 (1, 0.024), 03/07/2019 (1, 0.024), 05/06/2019 (1,
## 0.024), 09/01/2019 (1, 0.024), 09/10/2019 (1, 0.024), 11/09/2019 (1, 0.024),
## 12/06/2019 (1, 0.024), 13/02/2019 (1, 0.024), 14/05/2019 (1, 0.024), 14/12/2018
## (2, 0.048), 21/06/2019 (1, 0.024), 25/06/2019 (1, 0.024), 26/03/2019 (1,
## 0.024), 27/02/2019 (1, 0.024), 29/01/2019 (1, 0.024), 30/07/2019 (2, 0.048)
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##       42        0        4 
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  36                  4                  1
## Proportion              0.857              0.095              0.024
##                              
## Value      Majoration dyspnée
## Frequency                   1
## Proportion              0.024
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       42        0        4 
##                                                       
## Value                 01/08/2019 03/08/2019 11/01/2019
## Frequency          39          1          1          1
## Proportion      0.929      0.024      0.024      0.024
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##        4       38        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 
##        n  missing distinct 
##       42        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                                         
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##       42        0        7 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest: Autre               Hémoptysie          Majoration dyspnée  Pneumonie           Pneumothorax       
## 
## (34, 0.810), Exacerbation BPCO (3, 0.071), Autre (1, 0.024), Hémoptysie (1,
## 0.024), Majoration dyspnée (1, 0.024), Pneumonie (1, 0.024), Pneumothorax (1,
## 0.024)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##       42        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          36          1          1          1          1          1
## Proportion      0.857      0.024      0.024      0.024      0.024      0.024
##                      
## Value      29/06/2019
## Frequency           1
## Proportion      0.024
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        6       36        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 
##       42        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       25       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       25       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       25       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       25       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       25       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 
##       16       26       16        1    269.4    640.2   -487.5   -295.0 
##      .25      .50      .75      .90      .95 
##     12.5    175.0    677.5    965.0   1077.5 
## 
## lowest : -870 -360 -230 -160   70, highest:  670  700  930 1000 1310
##                                                                             
## 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 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                                         
## Value        670   700   930  1000  1310
## Frequency      1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       25       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       25       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       25       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       25       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       25       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       25       17        1   -249.4     1315    -1812    -1622 
##      .25      .50      .75      .90      .95 
##    -1110     -160      420     1054     1288 
## 
## lowest : -2380 -1670 -1590 -1430 -1110, highest:   420   640  1010  1120  1960
##                                                                             
## Value      -2380 -1670 -1590 -1430 -1110  -470  -360  -330  -160  -130   -60
## 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        300   420   640  1010  1120  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 
##       13       29       13        1    360.2    132.2    230.0    253.0 
##      .25      .50      .75      .90      .95 
##    278.0    343.0    420.0    489.4    552.0 
## 
## lowest : 200 250 265 278 309, highest: 380 420 447 500 630
##                                                                             
## Value        200   250   265   278   309   315   343   345   380   420   447
## 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        500   630
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14       28       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       28        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       28       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       26        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       25       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       28        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 
##       42        0        4 
##                                                                    
## Value                          Exacerbation BPCO   Engluement valve
## Frequency                  33                  6                  2
## Proportion              0.786              0.143              0.048
##                              
## Value      Majoration dyspnée
## Frequency                   1
## Proportion              0.024
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       42        0        2 
##                                                 
## Value                         Majoration dyspnée
## Frequency                  41                  1
## Proportion              0.976              0.024
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       42        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       30       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       31        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       30       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       31       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       31       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       31       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       31       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       31       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       31       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       31       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       31       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       31       11        1   -231.8     1758    -2185    -1460 
##      .25      .50      .75      .90      .95 
##    -1135     -180      740      850     1820 
## 
## lowest : -2910 -1460 -1300  -970  -940, highest:    90   700   780   850  2790
##                                                                             
## Value      -2910 -1460 -1300  -970  -940  -180    90   700   780   850  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       34        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       34        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       34        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 
##       10       32        4    0.909      1.1    1.356 
##                           
## Value        0   1   2   3
## Frequency    4   3   1   2
## Proportion 0.4 0.3 0.1 0.2
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       34        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 
##        9       33        4      0.9    2.667    1.278 
##                                   
## Value          1     2     3     4
## Frequency      2     1     4     2
## Proportion 0.222 0.111 0.444 0.222
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11       31       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       34        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 
##       42        0        3 
##                                                                 
## Value                        Exacerbation BPCO        Hémoptysie
## Frequency                 36                 5                 1
## Proportion             0.857             0.119             0.024
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##       42        0        2 
##                                           
## Value                      Migration valve
## Frequency               41               1
## Proportion           0.976           0.024
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       42        0        3 
##                             
## Value              Non   Oui
## Frequency     24    14     4
## Proportion 0.571 0.333 0.095
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       42        0        4 
##                                                                           
## Value                                  Non retrait complet retrait partiel
## Frequency               24              14               3               1
## Proportion           0.571           0.333           0.071           0.024
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        4       38        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 
##       42        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
## --------------------------------------------------------------------------------
## ------------------------------------------------------------ 
## total_V4$Groupe: Groupe_2
## data[x, , drop = FALSE] 
## 
##  107  Variables      149  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##      149        0        1 Groupe_2 
##                    
## Value      Groupe_2
## Frequency       149
## Proportion        1
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      149        0      144        1     62.5    9.313    48.39    51.29 
##      .25      .50      .75      .90      .95 
##    57.27    62.95    68.06    71.97    76.94 
## 
## lowest : 44.71 46.64 46.77 47.17 47.60, highest: 77.84 78.00 79.09 79.12 82.24
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##      149        0        2 
##                       
## Value          F     H
## Frequency     71    78
## Proportion 0.477 0.523
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##      149        0        5 
## 
## lowest :                Hopital public Privé          Suivi CHUT     Ville         
## highest:                Hopital public Privé          Suivi CHUT     Ville         
##                                                                       
## Value                     Hopital public          Privé     Suivi CHUT
## Frequency               1             44             49             29
## Proportion          0.007          0.295          0.329          0.195
##                          
## Value               Ville
## Frequency              26
## Proportion          0.174
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      1    28   120
## Proportion 0.007 0.188 0.805
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      1    41   107
## Proportion 0.007 0.275 0.718
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##      149        0        2 
##                       
## Value        Non   Oui
## Frequency     54    95
## Proportion 0.362 0.638
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct 
##      149        0        2 
##                       
## Value        Non   Oui
## Frequency    111    38
## Proportion 0.745 0.255
## --------------------------------------------------------------------------------
## Nbre.de.raison 
##        n  missing distinct     Info     Mean      Gmd 
##      110       39        4    0.877    1.855   0.9131 
##                                   
## Value          1     2     3     4
## Frequency     45    40    21     4
## Proportion 0.409 0.364 0.191 0.036
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##      149        0        4 
##                                                       
## Value                      actif Non_fumeur      Sevré
## Frequency           2          9          5        133
## Proportion      0.013      0.060      0.034      0.893
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      2   132    15
## Proportion 0.013 0.886 0.101
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      137       12       33    0.998    1.675  0.09281    1.550    1.576 
##      .25      .50      .75      .90      .95 
##    1.600    1.680    1.730    1.790    1.800 
## 
## lowest : 1.50 1.53 1.54 1.55 1.57, highest: 1.81 1.83 1.84 1.85 1.90
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      137       12       50    0.998    64.98    15.42    44.08    48.60 
##      .25      .50      .75      .90      .95 
##    54.80    64.00    73.00    80.00    86.00 
## 
## 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 
##      139       10      128        1    23.05    4.747    16.46    18.10 
##      .25      .50      .75      .90      .95 
##    20.14    22.79    25.63    28.05    31.22 
## 
## lowest : 14.84 14.88 15.41 15.44 15.62, highest: 31.92 32.05 33.59 35.15 37.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##      149        0        4    0.809    3.342   0.6838 
##                                   
## Value          1     2     3     4
## Frequency      2    11    70    66
## Proportion 0.013 0.074 0.470 0.443
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##      149        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       3      4      4     90      1     47
## Proportion  0.020  0.027  0.027  0.604  0.007  0.315
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      2   102    45
## Proportion 0.013 0.685 0.302
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      5   135     9
## Proportion 0.034 0.906 0.060
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##      138       11        5    0.885    2.768   0.9679 
## 
## lowest : 0 1 2 3 4, highest: 0 1 2 3 4
##                                         
## Value          0     1     2     3     4
## Frequency      2     9    37    61    29
## Proportion 0.014 0.065 0.268 0.442 0.210
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      6    14   129
## Proportion 0.040 0.094 0.866
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency      3    50    96
## Proportion 0.020 0.336 0.644
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##      149        0        4 
##                                                           
## Value                                                  Non
## Frequency                       12                       6
## Proportion                   0.081                   0.040
##                                                           
## Value                          Oui PAS D ANTICHOLINERGIQUE
## Frequency                      130                       1
## Proportion                   0.872                   0.007
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##      149        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       6     31     46     66
## Proportion  0.040  0.208  0.309  0.443
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##      149        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               8              8              6             29
## Proportion          0.054          0.054          0.040          0.195
##                          
## Value                 Oui
## Frequency              98
## Proportion          0.658
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##      149        0        7 
## 
## lowest :                           AIRFLOW                   BULLECTOMIE LSD           Non                       Oui                      
## highest: BULLECTOMIE LSD           Non                       Oui                       RESECTION APICALE SUR PNO SYMPHYSE G POUR PNO      
## 
## (1, 0.007), AIRFLOW (1, 0.007), BULLECTOMIE LSD (1, 0.007), Non (143, 0.960),
## Oui (1, 0.007), RESECTION APICALE SUR PNO (1, 0.007), SYMPHYSE G POUR PNO (1,
## 0.007)
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##      149        0       14 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD_LSD LM_LSG LSD_LSG        LSG            LSG_LM         Pas de cible  
## 
## (10, 0.067), LID (9, 0.060), LID_LIG (12, 0.081), LIG (16, 0.107), LM (2,
## 0.013), LSD (26, 0.174), LSD LM (5, 0.034), LSD LM_LSG (1, 0.007), LSD_LSD LM
## (2, 0.013), LSD_LSD LM_LSG (2, 0.013), LSD_LSG (20, 0.134), LSG (12, 0.081),
## LSG_LM (1, 0.007), Pas de cible (31, 0.208)
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##      149        0        4 
##                                                                             
## Value                                sissures étanches  sissures incompletes
## Frequency                     40                    58                    15
## Proportion                 0.268                 0.389                 0.101
##                                 
## Value      sissures intermediare
## Frequency                     36
## Proportion                 0.242
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##      149        0       13 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD_LIG        LSD_LSG        LSD_LSG_LIG_LM LSG            pas de cible  
## 
## (31, 0.208), LID (4, 0.027), LID_LIG (11, 0.074), LIG (19, 0.128), LM (2,
## 0.013), LSD (15, 0.101), LSD LM (5, 0.034), LSD LM_LSG (3, 0.020), LSD_LIG (1,
## 0.007), LSD_LSG (22, 0.148), LSD_LSG_LIG_LM (1, 0.007), LSG (4, 0.027), pas de
## cible (31, 0.208)
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       51       98       34    0.998    13.25    9.965     1.00     1.50 
##      .25      .50      .75      .90      .95 
##     7.35    12.00    17.50    24.00    31.00 
## 
## lowest :  0.0  1.0  1.3  1.5  2.0, highest: 24.0 27.5 31.0 34.0 38.0
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##      149        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency          40         56         53
## Proportion      0.268      0.376      0.356
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      121       28       96        1    315.9    177.7       60       95 
##      .25      .50      .75      .90      .95 
##      198      336      446      507      540 
## 
## lowest :   0  30  40  42  43, highest: 545 554 568 590 650
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      121       28       26    0.998     83.4    7.643       74       76 
##      .25      .50      .75      .90      .95 
##       79       84       89       92       93 
## 
## lowest : 38 69 72 73 74, highest: 91 92 93 94 95
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      116       33       16    0.983     6.75    2.323        3        4 
##      .25      .50      .75      .90      .95 
##        5        7        8        9       10 
## 
## lowest :  0.0  2.0  3.0  3.5  4.0, highest:  8.0  8.5  9.0  9.5 10.0
##                                                                             
## Value        0.0   2.0   3.0   3.5   4.0   5.0   5.5   6.0   6.5   7.0   7.5
## Frequency      1     2     4     1     9    15     2    10     7    16     1
## Proportion 0.009 0.017 0.034 0.009 0.078 0.129 0.017 0.086 0.060 0.138 0.009
##                                         
## Value        8.0   8.5   9.0   9.5  10.0
## Frequency     25     2    10     1    10
## Proportion 0.216 0.017 0.086 0.009 0.086
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      119       30       11    0.977    5.807    2.414      2.0      3.8 
##      .25      .50      .75      .90      .95 
##      4.0      6.0      7.0      9.0      9.0 
## 
## lowest :  0  1  2  3  4, highest:  6  7  8  9 10
##                                                                             
## Value          0     1     2     3     4     5     6     7     8     9    10
## Frequency      2     1     4     5    22    20    25    11    14    10     5
## Proportion 0.017 0.008 0.034 0.042 0.185 0.168 0.210 0.092 0.118 0.084 0.042
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##      149        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency              34              7             22             86
## Proportion          0.228          0.047          0.148          0.577
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      106       43       60    0.999    67.42       10    53.00    55.80 
##      .25      .50      .75      .90      .95 
##    62.00    68.00    73.00    77.85    84.55 
## 
## lowest : 35.0 44.0 50.4 52.0 52.9, highest: 82.0 85.4 86.0 88.8 90.0
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      110       39       53    0.998    39.88    6.603    31.51    32.90 
##      .25      .50      .75      .90      .95 
##    36.65    38.85    43.00    47.65    49.73 
## 
## lowest : 28.7 30.4 31.0 31.1 32.0, highest: 50.0 53.0 54.0 55.8 59.0
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      134       15       60    0.998    926.1    390.1    496.5    569.0 
##      .25      .50      .75      .90      .95 
##    700.0    840.0   1100.0   1414.0   1735.0 
## 
## lowest :  400  450  470  490  500, highest: 1880 1930 2000 2100 2400
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      147        2       53    0.999    34.52    13.62     18.3     20.6 
##      .25      .50      .75      .90      .95 
##     27.0     32.0     42.0     49.0     57.0 
## 
## lowest : 13 14 15 16 18, highest: 64 65 67 82 92
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      121       28       84        1     5018     1540     2750     3300 
##      .25      .50      .75      .90      .95 
##     4200     5000     5900     6680     7240 
## 
## lowest : 1810 1910 2060 2240 2430, highest: 7500 7600 7800 7900 9800
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct 
##      149        0       94 
## 
## lowest :      >150 100  128  133 , highest: 374  391  466  86   94  
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      127       22       93        1     2236    869.7     1162     1392 
##      .25      .50      .75      .90      .95 
##     1685     2121     2630     3274     3707 
## 
## lowest :  950 1020 1090 1100 1140, highest: 3890 3900 4500 4600 5000
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      131       18       67        1    68.55    23.69       39       45 
##      .25      .50      .75      .90      .95 
##       52       67       81       97      108 
## 
## lowest :  30  34  35  38  39, highest: 108 113 123 124 135
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      123       26       84        1     7438     1864     5162     5688 
##      .25      .50      .75      .90      .95 
##     6300     7460     8695     9380     9691 
## 
## lowest :    10  1060  1190  4240  4900, highest:  9700 10111 10190 10510 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      126       23       64    0.999    133.6    21.63    97.75   114.00 
##      .25      .50      .75      .90      .95 
##   122.00   134.00   145.00   159.50   165.00 
## 
## lowest :  69  87  89  90  91, highest: 167 169 171 179 184
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      123       26       44    0.999    65.59    13.57     48.2     52.0 
##      .25      .50      .75      .90      .95 
##     58.0     65.0     73.5     77.0     79.9 
## 
## lowest :  20  31  36  40  44, highest:  80  81  82  88 172
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      114       35       43    0.999    34.69    12.93    20.00    21.30 
##      .25      .50      .75      .90      .95 
##    26.00    33.50    40.75    49.70    57.28 
## 
## lowest : 17 18 19 20 21, highest: 59 60 64 76 89
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      144        5       12    0.589    1.438     2.33     0.00     0.00 
##      .25      .50      .75      .90      .95 
##     0.00     0.00     2.25     6.00     7.85 
## 
## lowest :  0  2  3  4  5, highest:  8  9 10 11 12
##                                                                             
## Value          0     2     3     4     5     6     7     8     9    10    11
## Frequency    107     1     7     9     2     7     3     3     2     1     1
## Proportion 0.743 0.007 0.049 0.062 0.014 0.049 0.021 0.021 0.014 0.007 0.007
##                 
## Value         12
## Frequency      1
## Proportion 0.007
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##      149        0        3 
##                                         
## Value                 Complete Incomplet
## Frequency        108        36         5
## Proportion     0.725     0.242     0.034
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##      149        0        9 
## 
## lowest :         LID     LID_LIG LIG     LM     
## highest: LM      LSD     LSD LM  LSD_LSG LSG    
##                                                                           
## Value                  LID LID_LIG     LIG      LM     LSD  LSD LM LSD_LSG
## Frequency      111       5       1      10       1      12       2       1
## Proportion   0.745   0.034   0.007   0.067   0.007   0.081   0.013   0.007
##                   
## Value          LSG
## Frequency        6
## Proportion   0.040
## --------------------------------------------------------------------------------
## Date.de.la.pose.de.la.valve.N.1 
##        n  missing distinct 
##      149        0       35 
## 
## lowest :            01/07/2020 01/09/2021 02/06/2021 03/08/2021
## highest: 27/10/2021 29/01/2020 30/06/2021 30/07/2020 31/03/2021
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##      149        0        7 
## 
## lowest :                      Exacerbation BPCO  Autre               Pneumatocèle        Pneumomédiastin    
## highest: Autre               Pneumatocèle        Pneumomédiastin     Pneumonie           Pneumothorax       
## 
## (137, 0.919), Exacerbation BPCO (5, 0.034), Autre (1, 0.007), Pneumatocèle (1,
## 0.007), Pneumomédiastin (1, 0.007), Pneumonie (1, 0.007), Pneumothorax (3,
## 0.020)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##      149        0       11 
## 
## lowest :            01/04/2021 06/04/2022 08/04/2021 08/09/2021
## highest: 18/02/2020 19/09/2019 19/10/2021 24/08/2019 29/01/2020
##                                                                             
## Value                 01/04/2021 06/04/2022 08/04/2021 08/09/2021 17/04/2021
## Frequency         139          1          1          1          1          1
## Proportion      0.933      0.007      0.007      0.007      0.007      0.007
##                                                                  
## Value      18/02/2020 19/09/2019 19/10/2021 24/08/2019 29/01/2020
## Frequency           1          1          1          1          1
## Proportion      0.007      0.007      0.007      0.007      0.007
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##       12      137        6    0.948    5.083      8.5 
## 
## lowest :  0  1  2  3 17, highest:  1  2  3 17 34
##                                               
## Value          0     1     2     3    17    34
## Frequency      4     3     2     1     1     1
## Proportion 0.333 0.250 0.167 0.083 0.083 0.083
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0 
##        n  missing distinct 
##      149        0       13 
## 
## lowest :                                                           AEROSOLS                                                  ATB                                                       ATB IV                                                    CORTICO AEROSOLS                                         
## highest: HOSPIT CTC AEROSOLS                                       Inhalation durant fibro, atb                              ras                                                       SI OHD ATB, hématopneumatocèle surinfecté avec hemoptysie TOUX + BRONHCORREE sans pnp, trt antipyo                 
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##      149        0        4 
##                                                                 
## Value                        Exacerbation BPCO              Mort
## Frequency                140                 4                 2
## Proportion             0.940             0.027             0.013
##                             
## Value           Pneumothorax
## Frequency                  3
## Proportion             0.020
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##      149        0        8 
## 
## lowest :            01/03/2022 06/05/2022 09/12/2020 16/06/2021
## highest: 09/12/2020 16/06/2021 17/10/2021 18/09/2020 27/07/2021
##                                                                             
## Value                 01/03/2022 06/05/2022 09/12/2020 16/06/2021 17/10/2021
## Frequency         142          1          1          1          1          1
## Proportion      0.953      0.007      0.007      0.007      0.007      0.007
##                                 
## Value      18/09/2020 27/07/2021
## Frequency           1          1
## Proportion      0.007      0.007
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        7      142        5    0.964    10.86    14.67 
## 
## lowest :  0  3  6  7 30, highest:  0  3  6  7 30
##                                         
## Value          0     3     6     7    30
## Frequency      2     1     1     1     2
## Proportion 0.286 0.143 0.143 0.143 0.286
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##      149        0       10 
## 
## lowest :                                                                                    AEROSOLS CTC                                                                       atb ctc                                                                            ATB CTC                                                                            ATB IV POUR SURINF A PYO                                                          
## highest: DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI  DRAINAGE SI, RETRAIT D UNE VALVE                                                   DRAINAGE, PAS DE REEXPANSION DONC RETRAIT VALVE                                    Pneumothorax, drainé, tamponnade gazeuse avec deces                                SURVEILLANCE                                                                      
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       28    0.999     1008    338.3      622      654 
##      .25      .50      .75      .90      .95 
##      810      960     1170     1390     1540 
## 
## lowest :  500  610  630  640  710, highest: 1350 1400 1500 1600 1900
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       24    0.997    40.18    14.25     24.6     27.0 
##      .25      .50      .75      .90      .95 
##     32.0     36.0     45.0     56.8     60.8 
## 
## lowest : 21 24 25 27 29, highest: 56 57 60 62 76
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       25    0.998      163    229.1     -170     -122 
##      .25      .50      .75      .90      .95 
##       80      190      320      388      440 
## 
## lowest : -390 -200 -150 -140  -50, highest:  320  330  340  400  500
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       32      117       31        1     2476    819.4     1433     1618 
##      .25      .50      .75      .90      .95 
##     2072     2350     2860     3194     3531 
## 
## lowest : 1310 1400 1460 1610 1690, highest: 3140 3200 3450 3630 5200
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       32      117       26    0.998     81.5    26.11    47.40    52.30 
##      .25      .50      .75      .90      .95 
##    62.25    81.50   100.00   106.00   111.60 
## 
## lowest :  38  43  51  52  55, highest: 105 106 108 116 129
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       32      117       32        1    467.8      701   -374.0   -278.0 
##      .25      .50      .75      .90      .95 
##    -57.5    420.0    842.5   1238.0   1500.0 
## 
## lowest : -550 -440 -320 -280 -260, highest: 1220 1240 1410 1610 1760
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       31    0.999     7347     1555     5600     5660 
##      .25      .50      .75      .90      .95 
##     6370     7200     8190     9488     9816 
## 
## lowest : 5300 5600 5900 5940 6200, highest: 9480 9490 9800 9840 9910
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       23    0.996    130.2    19.28    112.2    118.4 
##      .25      .50      .75      .90      .95 
##    123.0    130.0    139.0    149.8    155.0 
## 
## lowest :  43 111 113 118 120, highest: 149 150 153 158 167
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       30    0.999   -414.9      623    -1108    -1042 
##      .25      .50      .75      .90      .95 
##     -860     -380     -100      286      416 
## 
## lowest : -1570 -1120 -1100 -1050 -1010, highest:   230   300   400   440   580
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       31        1     4399     1224     2668     2958 
##      .25      .50      .75      .90      .95 
##     3750     4490     4980     5542     6028 
## 
## lowest : 2100 2620 2700 2900 3190, highest: 5430 5570 5880 6250 6890
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       28    0.999    211.6    44.53    158.4    165.8 
##      .25      .50      .75      .90      .95 
##    186.0    207.0    240.0    261.0    271.6 
## 
## lowest : 137 150 164 173 176, highest: 246 261 268 277 313
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       31        1   -939.1    846.4    -2156    -2018 
##      .25      .50      .75      .90      .95 
##    -1270     -920     -450      -28       72 
## 
## lowest : -2620 -2240 -2100 -2040 -1930, highest:  -100   -10     0   180   210
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       25      124       25        1    423.7    106.7    278.4    310.8 
##      .25      .50      .75      .90      .95 
##    375.0    425.0    476.0    515.8    567.8 
## 
## lowest : 180 276 288 345 355, highest: 488 505 523 579 625
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       26      123       12    0.983    82.73    5.769     72.5     78.0 
##      .25      .50      .75      .90      .95 
##     80.0     84.0     85.0     89.5     91.5 
## 
## lowest : 70 71 77 79 80, highest: 84 85 89 90 92
##                                                                             
## Value         70    71    77    79    80    82    83    84    85    89    90
## Frequency      1     1     1     3     3     1     2     5     5     1     1
## Proportion 0.038 0.038 0.038 0.115 0.115 0.038 0.077 0.192 0.192 0.038 0.038
##                 
## Value         92
## Frequency      2
## Proportion 0.077
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       26      123       10     0.98    5.577    1.732    3.125    3.750 
##      .25      .50      .75      .90      .95 
##    4.500    5.750    6.750    7.750    8.000 
## 
## 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      2     1     2     3     4     1     6     3     1     3
## Proportion 0.077 0.038 0.077 0.115 0.154 0.038 0.231 0.115 0.038 0.115
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       26      123       26        1    57.88    123.2   -81.25   -47.00 
##      .25      .50      .75      .90      .95 
##   -13.00    65.50    93.00   162.50   168.75 
## 
## lowest : -230  -92  -49  -45  -35, highest:  145  160  165  170  442
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       25      124        4    0.894     2.08     1.06 
##                               
## Value         1    2    3    4
## Frequency     9    6    9    1
## Proportion 0.36 0.24 0.36 0.04
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33      116       22    0.997    22.47    3.795    17.60    18.60 
##      .25      .50      .75      .90      .95 
##    20.00    22.70    25.00    25.96    27.40 
## 
## lowest : 16.0 17.0 18.0 18.5 19.0, highest: 25.0 25.8 26.0 29.5 32.0
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       25      124        8     0.97      3.6    2.093 
## 
## lowest : 0 1 2 3 4, highest: 3 4 5 6 7
##                                                   
## Value         0    1    2    3    4    5    6    7
## Frequency     1    1    6    5    4    4    2    2
## Proportion 0.04 0.04 0.24 0.20 0.16 0.16 0.08 0.08
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##      149        0        7 
## 
## lowest :                       Exacerbation BPCO   Douleurs thoraciques Engluement valve     Majoration dyspnée  
## highest: Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie            Pneumothorax        
## 
## (130, 0.872), Exacerbation BPCO (4, 0.027), Douleurs thoraciques (4, 0.027),
## Engluement valve (1, 0.007), Majoration dyspnée (6, 0.040), Pneumonie (2,
## 0.013), Pneumothorax (2, 0.013)
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##      149        0        6 
## 
## lowest :                      Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée 
## highest:  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                 142                  3                  1
## Proportion              0.953              0.020              0.007
##                                                                    
## Value        Engluement valve Majoration dyspnée          Pneumonie
## Frequency                   1                  1                  1
## Proportion              0.007              0.007              0.007
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##      149        0       18 
## 
## lowest :                                                                                ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE AEROSOLS                                                                       ATB IV                                                                         COVID + INF PYO                                                               
## highest: REVISION VALVE ET TRT LSG  en 2 temps mars et jein 2021, ajout 5 valves        révision valves : remplacement de 2 valves non fonctionnelles                  surinf bronchique à repet                                                      SURINF PYO, ATB                                                                VALVES DYSFONCTIONNELLES, 1 REMPLAC2E PAR 2                                   
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18      131       17    0.999    961.1    303.7    498.5    605.0 
##      .25      .50      .75      .90      .95 
##    812.5    960.0   1137.5   1309.0   1333.0 
## 
## lowest :  490  500  650  800  850, highest: 1150 1250 1300 1330 1350
##                                                                             
## Value        490   500   650   800   850   880   900   940   980  1000  1030
## Frequency      1     1     1     2     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.111 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                               
## Value       1100  1150  1250  1300  1330  1350
## Frequency      1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       12    0.994    38.82    14.16     24.4     26.0 
##      .25      .50      .75      .90      .95 
##     28.0     38.0     43.0     56.4     57.4 
## 
## lowest : 18 26 27 28 34, highest: 41 43 56 57 59
##                                                                             
## Value         18    26    27    28    34    36    38    41    43    56    57
## Frequency      1     2     1     1     1     2     2     2     1     2     1
## Proportion 0.059 0.118 0.059 0.059 0.059 0.118 0.118 0.118 0.059 0.118 0.059
##                 
## Value         59
## Frequency      1
## Proportion 0.059
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18      131       13    0.991    133.3    159.5   -110.5    -72.0 
##      .25      .50      .75      .90      .95 
##    100.0    135.0    187.5    350.0    353.0 
## 
## lowest : -170 -100  -60   90  100, highest:  150  200  230  350  370
##                                                                             
## Value       -170  -100   -60    90   100   120   130   140   150   200   230
## Frequency      1     1     1     1     3     1     1     1     3     1     1
## Proportion 0.056 0.056 0.056 0.056 0.167 0.056 0.056 0.056 0.167 0.056 0.056
##                       
## Value        350   370
## Frequency      2     1
## Proportion 0.111 0.056
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       16    0.999     2335    502.1     1720     1816 
##      .25      .50      .75      .90      .95 
##     2000     2400     2650     2800     2972 
## 
## lowest : 1480 1780 1840 1960 2000, highest: 2650 2660 2700 2950 3060
##                                                                             
## Value       1480  1780  1840  1960  2000  2100  2230  2390  2400  2500  2600
## 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       2650  2660  2700  2950  3060
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       15    0.998    79.53    25.84     42.6     50.2 
##      .25      .50      .75      .90      .95 
##     66.0     79.0    101.0    106.4    107.2 
## 
## lowest :  41  43  55  57  66, highest:  94 101 106 107 108
##                                                                             
## Value         41    43    55    57    66    67    78    79    82    89    94
## 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        101   106   107   108
## Frequency      2     1     1     1
## Proportion 0.118 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       17        1    376.4    508.2     -280      -62 
##      .25      .50      .75      .90      .95 
##      100      379      710      948     1022 
## 
## lowest : -600 -200   30   80  100, highest:  710  730  900 1020 1030
##                                                                             
## Value       -600  -200    30    80   100   200   210   250   379   420   500
## 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        640   710   730   900  1020  1030
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       17        1     7476     1682     5726     6134 
##      .25      .50      .75      .90      .95 
##     6400     7080     8870     9292     9590 
## 
## lowest :  5150  5870  6310  6340  6400, highest:  8870  9000  9200  9430 10230
##                                                                             
## 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 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value       8400  8870  9000  9200  9430 10230
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       16    0.999    137.4    16.07    120.2    121.6 
##      .25      .50      .75      .90      .95 
##    127.0    135.0    147.0    156.2    159.0 
## 
## lowest : 117 121 122 126 127, highest: 147 153 155 158 163
##                                                                             
## Value        117   121   122   126   127   130   131   134   135   139   142
## 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        147   153   155   158   163
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       16    0.999   -333.6    737.7    -1402    -1184 
##      .25      .50      .75      .90      .95 
##     -800     -250       90      428      524 
## 
## lowest : -1530 -1370 -1060  -911  -800, highest:    90   280   380   500   620
##                                                                             
## Value      -1530 -1370 -1060  -911  -800  -450  -400  -320  -250  -200   -50
## Frequency      1     1     1     1     1     1     1     1     1     2     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059
##                                         
## Value         90   280   380   500   620
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       16    0.999     4680     1558     3060     3164 
##      .25      .50      .75      .90      .95 
##     3300     4620     5940     6184     6420 
## 
## lowest : 2860 3110 3200 3300 3570, highest: 5940 6000 6140 6250 7100
##                                                                             
## Value       2860  3110  3200  3300  3570  4200  4500  4620  5000  5270  5300
## Frequency      1     1     2     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       5940  6000  6140  6250  7100
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       17        1    209.7    62.35    144.8    161.4 
##      .25      .50      .75      .90      .95 
##    172.0    205.0    255.0    267.8    286.2 
## 
## lowest :  88 159 163 165 172, highest: 255 256 259 281 307
##                                                                             
## Value         88   159   163   165   172   174   198   199   205   217   230
## 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        237   255   256   259   281   307
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17      132       16    0.999   -754.1    927.9    -1808    -1688 
##      .25      .50      .75      .90      .95 
##    -1300     -540     -260      200      518 
## 
## lowest : -2120 -1730 -1660 -1600 -1300, highest:  -260  -100     0   500   590
##                                                                             
## Value      -2120 -1730 -1660 -1600 -1300 -1130 -1100  -540  -440  -430  -400
## 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       -260  -100     0   500   590
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13      136       10    0.986    84.08    6.923     75.0     79.2 
##      .25      .50      .75      .90      .95 
##     81.0     86.0     88.0     89.8     90.8 
## 
## 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     3     1     1     1
## Proportion 0.077 0.077 0.077 0.154 0.077 0.077 0.231 0.077 0.077 0.077
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13      136       13        1    416.4    181.3    148.0    250.8 
##      .25      .50      .75      .90      .95 
##    363.0    453.0    480.0    582.4    616.8 
## 
## lowest :  28 228 342 363 380, highest: 470 480 560 588 660
##                                                                             
## Value         28   228   342   363   380   393   453   468   470   480   560
## 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        588   660
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##       12      137        7    0.951    7.083    1.879 
## 
## 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     3     1     4     1     1
## Proportion 0.083 0.083 0.250 0.083 0.333 0.083 0.083
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       15      134        4    0.698      0.8    1.238 
##                                   
## Value          0     1     2     3
## Frequency     10     1     1     3
## Proportion 0.667 0.067 0.067 0.200
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13      136       13        1    37.46    132.4   -112.4    -82.6 
##      .25      .50      .75      .90      .95 
##    -72.0     58.0    126.0    175.8    182.8 
## 
## lowest : -155  -84  -77  -72    0, highest:   92  126  159  180  187
##                                                                             
## Value       -155   -84   -77   -72     0     1    58    72    92   126   159
## 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        180   187
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13      136        4    0.882    1.923    1.154 
##                                   
## Value          1     2     3     4
## Frequency      6     3     3     1
## Proportion 0.462 0.231 0.231 0.077
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18      131       17    0.999     23.2    4.519    18.19    18.82 
##      .25      .50      .75      .90      .95 
##    20.55    23.15    25.00    27.67    29.45 
## 
## lowest : 17.0 18.4 19.0 19.4 20.5, highest: 25.0 26.5 27.1 29.0 32.0
##                                                                             
## Value       17.0  18.4  19.0  19.4  20.5  20.7  21.2  22.0  23.0  23.3  23.7
## 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       24.8  25.0  26.5  27.1  29.0  32.0
## Frequency      1     2     1     1     1     1
## Proportion 0.056 0.111 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13      136        6    0.956    3.692    2.974 
## 
## lowest :  1  2  3  5  7, highest:  2  3  5  7 10
##                                               
## Value          1     2     3     5     7    10
## Frequency      2     4     3     1     2     1
## Proportion 0.154 0.308 0.231 0.077 0.154 0.077
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##      149        0        5 
## 
## lowest :                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
## highest:                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                 143                  1                  2
## Proportion              0.960              0.007              0.013
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   1                  2
## Proportion              0.007              0.013
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##      149        0        2 
##                                     
## Value                   Pneumothorax
## Frequency           148            1
## Proportion        0.993        0.007
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##      149        0        3 
##                             
## Value              Non   Oui
## Frequency    111    29     9
## Proportion 0.745 0.195 0.060
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##      149        0        4 
##                                                                           
## Value                                  Non retrait complet retrait partiel
## Frequency              111              29               4               5
## Proportion           0.745           0.195           0.027           0.034
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        9      140        9        1    7.884    7.848 
## 
## lowest :  1.40  1.60  2.03  4.33  5.37, highest:  5.37  7.03 13.37 17.03 18.80
##                                                                 
## Value       1.40  1.60  2.03  4.33  5.37  7.03 13.37 17.03 18.80
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.111 0.111 0.111 0.111 0.111 0.111 0.111 0.111 0.111
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##      149        0       10 
## 
## lowest :                                                                                               ABCES PULM 5/6 RETIREES                                                                       Dégradation post T2, retrait 1 valves                                                         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                            
## highest: MAJ DYSPNEE APRES 2E POSE                                                                     MAJ DYSPNEE, DEGRADATION VEMS, TOUX                                                           PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE                      PNO DRAINE ET PNP                                                                             PNO LES 2 FOIS                                                                               
## --------------------------------------------------------------------------------

Patients traités

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

## Description par groupe

library(Hmisc)
by(Ttt_V, Ttt_V$Groupe, Hmisc::describe)
## Ttt_V$Groupe: Groupe_1
## data[x, , drop = FALSE] 
## 
##  113  Variables      18  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       18        0        1 Groupe_1 
##                    
## Value      Groupe_1
## Frequency        18
## Proportion        1
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##       18        0        8 
## 
## lowest : LID_LIG      LIG          LSD          LSD LM       LSD LM_LSG  
## highest: LSD LM       LSD LM_LSG   LSD_LM       LSG          Pas de cible
##                                                                            
## Value           LID_LIG          LIG          LSD       LSD LM   LSD LM_LSG
## Frequency             2            4            3            2            1
## Proportion        0.111        0.222        0.167        0.111        0.056
##                                                  
## Value            LSD_LM          LSG Pas de cible
## Frequency             1            4            1
## Proportion        0.056        0.222        0.056
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##       18        0        2 
##                                                       
## Value          sissures étanches sissures intermediare
## Frequency                     12                     6
## Proportion                 0.667                 0.333
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       18        0        9 
## 
## lowest :              LID_LIG      LIG          LSD          LSD LM      
## highest: LSD LM       LSD_LIG      LSD_LSG      LSG          pas de cible
##                                                                            
## Value                        LID_LIG          LIG          LSD       LSD LM
## Frequency             2            3            2            4            1
## Proportion        0.111        0.167        0.111        0.222        0.056
##                                                               
## Value           LSD_LIG      LSD_LSG          LSG pas de cible
## Frequency             1            2            2            1
## Proportion        0.056        0.111        0.111        0.056
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        6       10    0.993     9.15    8.494     1.22     1.40 
##      .25      .50      .75      .90      .95 
##     1.85     8.00    15.00    18.00    18.90 
## 
## lowest :  1.0  1.4  2.0  5.0  7.0, highest:  9.0 13.0 14.0 18.0 20.0
##                                                                       
## Value        1.0   1.4   2.0   5.0   7.0   9.0  13.0  14.0  18.0  20.0
## Frequency      1     2     1     1     1     1     1     1     2     1
## Proportion 0.083 0.167 0.083 0.083 0.083 0.083 0.083 0.083 0.167 0.083
## --------------------------------------------------------------------------------
## 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_0 
##        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     5799     1385     3992     4126 
##      .25      .50      .75      .90      .95 
##     4885     5950     6655     7189     7547 
## 
## lowest : 3950 4000 4180 4570 4800, highest: 6700 6800 7060 7490 7870
##                                                                             
## Value       3950  4000  4180  4570  4800  5140  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        6 
## 
## lowest : LID     LID_LIG LIG     LSD     LSD LM 
## highest: LID_LIG LIG     LSD     LSD LM  LSG    
##                                                           
## Value          LID LID_LIG     LIG     LSD  LSD LM     LSG
## Frequency        1       1       5       3       2       6
## Proportion   0.056   0.056   0.278   0.167   0.111   0.333
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## pourcentage_gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1    28.06    58.38  -23.619  -14.600 
##      .25      .50      .75      .90      .95 
##   -1.429    9.091   33.333   83.062  122.731 
## 
## lowest : -38.095238 -20.000000 -11.000000  -7.058824  -1.428571
## highest:  33.333333  42.857143  74.285714  96.226415 228.750000
## 
## -38.0952381 (1, 0.059), -20 (1, 0.059), -11 (1, 0.059), -7.058823529 (1,
## 0.059), -1.428571429 (1, 0.059), 0 (1, 0.059), 2.5 (1, 0.059), 7.142857143 (1,
## 0.059), 9.090909091 (1, 0.059), 12.5 (1, 0.059), 22.77227723 (1, 0.059),
## 25.17006803 (1, 0.059), 33.33333333 (1, 0.059), 42.85714286 (1, 0.059),
## 74.28571429 (1, 0.059), 96.22641509 (1, 0.059), 228.75 (1, 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 
##       16        2       16        1    269.4    640.2   -487.5   -295.0 
##      .25      .50      .75      .90      .95 
##     12.5    175.0    677.5    965.0   1077.5 
## 
## lowest : -870 -360 -230 -160   70, highest:  670  700  930 1000 1310
##                                                                             
## 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 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                                         
## Value        670   700   930  1000  1310
## Frequency      1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## pourcentage_gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        2       16        1    16.51     35.3  -18.900  -10.555 
##      .25      .50      .75      .90      .95 
##    1.445    8.240   27.102   61.410   82.380 
## 
## lowest : -37.83 -12.59  -8.52  -6.37   4.05, highest:  25.53  31.82  41.52  81.30  85.62
##                                                                          
## Value      -37.83 -12.59  -8.52  -6.37   4.05   4.10   4.64   7.50   8.98
## Frequency       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
##                                                            
## Value        9.81  24.54  25.53  31.82  41.52  81.30  85.62
## Frequency       1      1      1      1      1      1      1
## Proportion  0.062  0.062  0.062  0.062  0.062  0.062  0.062
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## pourcentage_gain_CPT_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1  -0.7701     8.37  -12.984  -10.124 
##      .25      .50      .75      .90      .95 
##   -4.432    1.540    3.186    4.953    7.821 
## 
## lowest : -18.171 -11.687  -9.082  -8.818  -4.432
## highest:   3.186   3.893   4.000   6.383  13.572
## 
## -18.171 (1, 0.059), -11.687 (1, 0.059), -9.082 (1, 0.059), -8.818 (1, 0.059),
## -4.432 (1, 0.059), -0.6 (1, 0.059), -0.177 (1, 0.059), 0.548 (1, 0.059), 1.54
## (1, 0.059), 1.577 (1, 0.059), 2.5 (1, 0.059), 2.677 (1, 0.059), 3.186 (1,
## 0.059), 3.893 (1, 0.059), 4 (1, 0.059), 6.383 (1, 0.059), 13.572 (1, 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   -249.4     1315    -1812    -1622 
##      .25      .50      .75      .90      .95 
##    -1110     -160      420     1054     1288 
## 
## lowest : -2380 -1670 -1590 -1430 -1110, highest:   420   640  1010  1120  1960
##                                                                             
## Value      -2380 -1670 -1590 -1430 -1110  -470  -360  -330  -160  -130   -60
## 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        300   420   640  1010  1120  1960
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## pourcentage_gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1   -2.928    20.99   -26.10   -22.42 
##      .25      .50      .75      .90      .95 
##   -19.82    -3.25    10.05    21.45    26.31 
## 
## lowest : -33.71 -24.20 -21.23 -21.22 -19.82, highest:  10.05  10.47  18.70  25.57  29.25
##                                                                          
## Value      -33.71 -24.20 -21.23 -21.22 -19.82  -9.14  -7.22  -5.52  -3.25
## Frequency       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
##                                                                   
## Value       -2.35  -1.07   4.92  10.05  10.47  18.70  25.57  29.25
## Frequency       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
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13        5       13        1    360.2    132.2    230.0    253.0 
##      .25      .50      .75      .90      .95 
##    278.0    343.0    420.0    489.4    552.0 
## 
## lowest : 200 250 265 278 309, highest: 380 420 447 500 630
##                                                                             
## Value        200   250   265   278   309   315   343   345   380   420   447
## 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        500   630
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## 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 
##       13        5       13        1  -0.9231    92.21   -160.2   -104.2 
##      .25      .50      .75      .90      .95 
##    -20.0     21.0     50.0     81.0     86.8 
## 
## lowest : -219 -121  -37  -20    4, highest:   33   50   69   84   91
##                                                                             
## 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 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##                       
## Value         84    91
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## pourcentage_gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        4       14        1    2.096    23.35  -32.831  -18.577 
##      .25      .50      .75      .90      .95 
##   -5.556    5.002   14.008   17.393   26.084 
## 
## lowest : -52.267303 -22.365989  -9.736842  -7.407407   0.000000
## highest:  10.576923  15.151515  15.384615  18.253968  40.625000
## 
## -52.2673031 (1, 0.071), -22.36598891 (1, 0.071), -9.736842105 (1, 0.071),
## -7.407407407 (1, 0.071), 0 (1, 0.071), 0.806451613 (1, 0.071), 2.713178295 (1,
## 0.071), 7.291666667 (1, 0.071), 10.31746032 (1, 0.071), 10.57692308 (1, 0.071),
## 15.15151515 (1, 0.071), 15.38461538 (1, 0.071), 18.25396825 (1, 0.071), 40.625
## (1, 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
## --------------------------------------------------------------------------------
## Gain_MMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       16        2        4    0.865  -0.8125    0.975 
##                                   
## Value         -3    -2    -1     0
## Frequency      1     2     6     7
## Proportion 0.062 0.125 0.375 0.438
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## Gain_BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       13        5        4    0.832   -1.231        2 
##                                   
## Value         -6    -3    -1     1
## Frequency      1     2     7     3
## Proportion 0.077 0.154 0.538 0.231
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## pourcentage_gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        6       12        1     11.6    50.03  -38.213  -28.066 
##      .25      .50      .75      .90      .95 
##  -19.630    4.025   35.090   54.425   77.337 
## 
## lowest : -50.00 -28.57 -23.53 -18.33 -12.50, highest:  29.25  32.50  42.86  55.71 103.77
##                                                                          
## Value      -50.00 -28.57 -23.53 -18.33 -12.50   0.00   8.05  29.25  32.50
## Frequency       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
##                                
## Value       42.86  55.71 103.77
## Frequency       1      1      1
## Proportion  0.083  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
## --------------------------------------------------------------------------------
## pourcentage_gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       10        8       10        1    8.879    47.02   -38.18   -33.34 
##      .25      .50      .75      .90      .95 
##   -19.22     3.56    19.89    74.29    75.71 
## 
## lowest : -43.01 -32.27 -24.29  -4.02  -1.16, highest:   8.28  11.46  22.70  73.98  77.12
##                                                                          
## Value      -43.01 -32.27 -24.29  -4.02  -1.16   8.28  11.46  22.70  73.98
## Frequency       1      1      1      1      1      1      1      1      1
## Proportion    0.1    0.1    0.1    0.1    0.1    0.1    0.1    0.1    0.1
##                  
## Value       77.12
## Frequency       1
## Proportion    0.1
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## pourcentage_gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1   -1.107    9.553  -12.305  -10.480 
##      .25      .50      .75      .90      .95 
##   -6.870    0.230    4.915    7.000    8.940 
## 
## lowest : -14.13 -10.48  -9.74  -4.00  -3.19, highest:   1.42   3.58   6.25   7.00  10.88
##                                                                          
## Value      -14.13 -10.48  -9.74  -4.00  -3.19   0.23   1.42   3.58   6.25
## Frequency       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
##                         
## Value        7.00  10.88
## Frequency       1      1
## Proportion  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   -231.8     1758    -2185    -1460 
##      .25      .50      .75      .90      .95 
##    -1135     -180      740      850     1820 
## 
## lowest : -2910 -1460 -1300  -970  -940, highest:    90   700   780   850  2790
##                                                                             
## Value      -2910 -1460 -1300  -970  -940  -180    90   700   780   850  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
## --------------------------------------------------------------------------------
## pourcentage_gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1   -3.766       28   -32.96   -24.70 
##      .25      .50      .75      .90      .95 
##   -20.18    -2.76    12.59    12.79    29.22 
## 
## lowest : -41.22 -24.70 -21.23 -19.12 -18.29, highest:   2.25  12.50  12.69  12.79  45.66
##                                                                          
## Value      -41.22 -24.70 -21.23 -19.12 -18.29  -2.76   2.25  12.50  12.69
## Frequency       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
##                         
## Value       12.79  45.66
## Frequency       1      1
## Proportion  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 
##       10        8        4    0.909      1.1    1.356 
##                           
## Value        0   1   2   3
## Frequency    4   3   1   2
## Proportion 0.4 0.3 0.1 0.2
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## pourcentage_gain_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        8        1    7.869    34.28 
## 
## lowest : -27.42 -19.09 -13.10  -8.65  15.93, highest:  -8.65  15.93  31.75  35.76  47.77
##                                                                   
## Value      -27.42 -19.09 -13.10  -8.65  15.93  31.75  35.76  47.77
## 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 
##        9        9        4      0.9    2.667    1.278 
##                                   
## Value          1     2     3     4
## Frequency      2     1     4     2
## Proportion 0.222 0.111 0.444 0.222
## --------------------------------------------------------------------------------
## Gain_mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##        9        9        3      0.7  -0.4444   0.7222 
##                             
## Value         -2    -1     0
## Frequency      1     2     6
## Proportion 0.111 0.222 0.667
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## Gain_BODE_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        5    0.964   -1.125    2.393 
## 
## lowest : -4 -2 -1  0  1, highest: -4 -2 -1  0  1
##                                         
## Value         -4    -2    -1     0     1
## Frequency      2     1     1     2     2
## Proportion 0.250 0.125 0.125 0.250 0.250
## --------------------------------------------------------------------------------
## Complications_a_distance_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 
##        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] Nbre.de.raison X             
## ------------------------------------------------------------ 
## Ttt_V$Groupe: Groupe_2
## data[x, , drop = FALSE] 
## 
##  113  Variables      38  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       38        0        1 Groupe_2 
##                    
## Value      Groupe_2
## Frequency        38
## Proportion        1
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       38        1    62.11    7.365    51.33    54.12 
##      .25      .50      .75      .90      .95 
##    57.84    62.42    65.67    69.57    71.02 
## 
## lowest : 48.88 50.96 51.39 53.75 54.28, highest: 69.42 69.91 70.80 72.26 79.09
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       38        0        2 
##                       
## Value          F     H
## Frequency     23    15
## Proportion 0.605 0.395
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       38        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              14              8              9              7
## Proportion          0.368          0.211          0.237          0.184
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency      9    29
## Proportion 0.237 0.763
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency      4    34
## Proportion 0.105 0.895
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency      7    31
## Proportion 0.184 0.816
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       38        0        1      Oui 
##               
## Value      Oui
## Frequency   38
## Proportion   1
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       38        0        2 
##                       
## Value      actif Sevré
## Frequency      1    37
## Proportion 0.026 0.974
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency     32     6
## Proportion 0.842 0.158
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       22    0.997    1.668   0.1007    1.540    1.564 
##      .25      .50      .75      .90      .95 
##    1.593    1.680    1.727    1.790    1.802 
## 
## lowest : 1.53 1.54 1.55 1.57 1.58, highest: 1.76 1.79 1.80 1.81 1.85
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       25    0.997    62.46    13.93    46.70    49.00 
##      .25      .50      .75      .90      .95 
##    52.25    61.50    70.00    80.00    80.90 
## 
## lowest : 42 45 47 49 50, highest: 73 77 80 86 90
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       38        1    22.37    4.017    17.17    18.44 
##      .25      .50      .75      .90      .95 
##    20.11    22.14    24.02    26.11    29.61 
## 
## lowest : 14.88 16.07 17.36 18.26 18.52, highest: 26.03 26.30 29.52 30.11 31.25
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       38        0        3    0.769    3.474   0.5661 
##                             
## Value          2     3     4
## Frequency      1    18    19
## Proportion 0.026 0.474 0.500
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       38        0        2 
##                       
## Value          B     D
## Frequency     26    12
## Proportion 0.684 0.316
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency     27    11
## Proportion 0.711 0.289
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency     37     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       38        0        3    0.844    3.026   0.7696 
##                             
## Value          2     3     4
## Frequency      9    19    10
## Proportion 0.237 0.500 0.263
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct    value 
##       38        0        1      Oui 
##               
## Value      Oui
## Frequency   38
## Proportion   1
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency      9    29
## Proportion 0.237 0.763
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct    value 
##       38        0        1      Oui 
##               
## Value      Oui
## Frequency   38
## Proportion   1
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       38        0        3 
##                                
## Value      Effort    Non  Repos
## Frequency      10      7     21
## Proportion  0.263  0.184  0.553
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       38        0        3 
##                                                        
## Value      Apres dressage            Non            Oui
## Frequency               3              6             29
## Proportion          0.079          0.158          0.763
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       38        0        3 
##                                                           
## Value              AIRFLOW BULLECTOMIE LSD             Non
## Frequency                1               1              36
## Proportion           0.026           0.026           0.947
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##       38        0        9 
## 
## lowest : LID        LID_LIG    LIG        LM         LSD       
## highest: LSD        LSD LM     LSD LM_LSG LSD_LSG    LSG       
##                                                                             
## Value             LID    LID_LIG        LIG         LM        LSD     LSD LM
## Frequency           3          5          7          1          8          1
## Proportion      0.079      0.132      0.184      0.026      0.211      0.026
##                                            
## Value      LSD LM_LSG    LSD_LSG        LSG
## Frequency           1          8          4
## Proportion      0.026      0.211      0.105
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##       38        0        3 
##                                                                             
## Value                                sissures étanches sissures intermediare
## Frequency                      1                    29                     8
## Proportion                 0.026                 0.763                 0.211
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       38        0       11 
## 
## lowest :                LID            LID_LIG        LIG            LM            
## highest: LSD LM         LSD LM_LSG     LSD_LSG        LSD_LSG_LIG_LM LSG           
## 
## (1, 0.026), LID (2, 0.053), LID_LIG (7, 0.184), LIG (7, 0.184), LM (1, 0.026),
## LSD (4, 0.105), LSD LM (2, 0.053), LSD LM_LSG (2, 0.053), LSD_LSG (10, 0.263),
## LSD_LSG_LIG_LM (1, 0.026), LSG (1, 0.026)
## --------------------------------------------------------------------------------
## pourc_perfusion_lobe_traité 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        8       23    0.998    14.88    9.587    3.025    5.950 
##      .25      .50      .75      .90      .95 
##   10.000   13.500   19.750   27.850   31.000 
## 
## lowest :  0.0  1.0  5.5  6.0  7.0, highest: 20.0 22.5 27.5 31.0 34.0
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       38        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           2         22         14
## Proportion      0.053      0.579      0.368
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       32    0.999    318.4    162.6     66.4    116.4 
##      .25      .50      .75      .90      .95 
##    216.0    336.0    410.0    477.2    518.8 
## 
## lowest :  60  68 111 120 177, highest: 470 488 510 554 568
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       21    0.997    83.16    6.892     74.0     75.6 
##      .25      .50      .75      .90      .95 
##     79.0     83.0     88.0     91.4     92.0 
## 
## lowest : 72 74 75 76 77, highest: 89 90 91 92 94
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       11     0.97    6.946    2.005      4.8      5.0 
##      .25      .50      .75      .90      .95 
##      5.5      7.0      8.0      9.2     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   6.5   7.0   8.0   9.0   9.5  10.0
## Frequency      1     1     7     1     4     2     5    10     2     1     3
## Proportion 0.027 0.027 0.189 0.027 0.108 0.054 0.135 0.270 0.054 0.027 0.081
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd 
##       37        1        9    0.973    6.081    2.375 
## 
## lowest :  2  3  4  5  6, highest:  6  7  8  9 10
##                                                                 
## Value          2     3     4     5     6     7     8     9    10
## Frequency      1     1     8     6     8     3     4     3     3
## Proportion 0.027 0.027 0.216 0.162 0.216 0.081 0.108 0.081 0.081
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       38        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency               1              3              7             27
## Proportion          0.026          0.079          0.184          0.711
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       31        7       19    0.993    68.41    6.946    59.00    61.00 
##      .25      .50      .75      .90      .95 
##    65.00    69.00    72.50    74.00    75.85 
## 
## lowest : 55.6 57.0 61.0 61.2 63.4, highest: 71.6 73.4 74.0 77.7 85.4
##                                                                             
## Value       55.6  57.0  61.0  61.2  63.4  64.2  65.0  65.2  66.0  68.0  69.0
## Frequency      1     1     2     1     1     1     4     1     1     1     2
## Proportion 0.032 0.032 0.065 0.032 0.032 0.032 0.129 0.032 0.032 0.032 0.065
##                                                           
## Value       69.5  70.0  71.0  71.6  73.4  74.0  77.7  85.4
## Frequency      2     1     3     1     1     5     1     1
## Proportion 0.065 0.032 0.097 0.032 0.032 0.161 0.032 0.032
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       34        4       25    0.997    40.74    6.137    31.69    33.60 
##      .25      .50      .75      .90      .95 
##    37.40    41.00    43.00    46.40    51.40 
## 
## lowest : 30.4 31.1 32.0 33.0 35.0, highest: 45.0 47.0 50.0 54.0 55.8
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       22    0.994    817.9    258.3    459.5    550.0 
##      .25      .50      .75      .90      .95 
##    700.0    805.0    962.5   1112.0   1183.0 
## 
## lowest :  400  470  550  600  700, highest: 1100 1140 1180 1200 1500
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       28    0.998    31.99    10.88    17.70    20.70 
##      .25      .50      .75      .90      .95 
##    25.00    31.50    38.25    44.60    47.08 
## 
## lowest : 14.0 16.0 18.0 20.0 21.0, highest: 44.0 46.0 47.0 47.5 57.0
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       30    0.999     5486     1297     3885     4200 
##      .25      .50      .75      .90      .95 
##     4700     5325     6402     7072     7500 
## 
## lowest : 3300 3800 3900 4200 4300, highest: 6730 7000 7240 7500 7800
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       28    0.998    257.9    46.51    205.1    209.5 
##      .25      .50      .75      .90      .95 
##    230.0    255.5    286.0    317.7    328.2 
## 
## lowest : 192 200 206 211 213, highest: 315 324 327 335 351
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       34        1     2064    703.6     1172     1368 
##      .25      .50      .75      .90      .95 
##     1580     2121     2500     2676     3008 
## 
## lowest : 1020 1100 1190 1350 1380, highest: 2660 2700 2900 3440 3600
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       31    0.999    64.72    21.67     34.8     40.2 
##      .25      .50      .75      .90      .95 
##     53.0     65.0     78.0     90.8     92.6 
## 
## lowest :  30  34  35  39  41, highest:  89  90  92  95 100
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       33    0.998     7913     1447     5970     6252 
##      .25      .50      .75      .90      .95 
##     6922     8075     8900     9430     9624 
## 
## lowest :  5400  5800  6000  6140  6300, highest:  9400  9500  9610  9700 10111
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       31    0.999    140.1     16.3    121.7    123.4 
##      .25      .50      .75      .90      .95 
##    129.2    137.0    148.8    156.6    167.3 
## 
## lowest : 116 120 122 124 126, highest: 156 158 167 169 184
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       23    0.997    71.67    13.97    57.85    61.35 
##      .25      .50      .75      .90      .95 
##    63.00    68.50    76.50    79.00    82.05 
## 
## lowest :  54.0  57.0  58.0  61.0  61.5, highest:  78.0  79.0  81.0  88.0 172.0
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       35        3       23    0.998    31.37    8.755    20.00    21.72 
##      .25      .50      .75      .90      .95 
##    25.50    32.00    35.50    41.00    42.30 
## 
## lowest : 18.0 20.0 21.0 22.8 23.0, highest: 40.0 41.0 42.0 43.0 50.0
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       11    0.971    5.595    2.757      3.0      3.0 
##      .25      .50      .75      .90      .95 
##      4.0      5.0      7.0      9.0     10.2 
## 
## lowest :  2  3  4  5  6, highest:  8  9 10 11 12
##                                                                             
## Value          2     3     4     5     6     7     8     9    10    11    12
## Frequency      1     7     9     2     7     3     3     2     1     1     1
## Proportion 0.027 0.189 0.243 0.054 0.189 0.081 0.081 0.054 0.027 0.027 0.027
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       38        0        3 
##                                         
## Value                 Complete Incomplet
## Frequency          1        36         1
## Proportion     0.026     0.947     0.026
## --------------------------------------------------------------------------------
## Lobe_choisi 
##        n  missing distinct 
##       38        0        8 
## 
## lowest : LID     LID_LIG LIG     LM      LSD    
## highest: LM      LSD     LSD LM  LSD_LSG LSG    
##                                                                           
## Value          LID LID_LIG     LIG      LM     LSD  LSD LM LSD_LSG     LSG
## Frequency        5       1      10       1      12       2       1       6
## Proportion   0.132   0.026   0.263   0.026   0.316   0.053   0.026   0.158
## --------------------------------------------------------------------------------
## Complications.pose_0 
##        n  missing distinct 
##       38        0        7 
## 
## lowest :                      Exacerbation BPCO  Autre               Pneumatocèle        Pneumomédiastin    
## highest: Autre               Pneumatocèle        Pneumomédiastin     Pneumonie           Pneumothorax       
## 
## (26, 0.684), Exacerbation BPCO (5, 0.132), Autre (1, 0.026), Pneumatocèle (1,
## 0.026), Pneumomédiastin (1, 0.026), Pneumonie (1, 0.026), Pneumothorax (3,
## 0.079)
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##       12       26        6    0.948    5.083      8.5 
## 
## lowest :  0  1  2  3 17, highest:  1  2  3 17 34
##                                               
## Value          0     1     2     3    17    34
## Frequency      4     3     2     1     1     1
## Proportion 0.333 0.250 0.167 0.083 0.083 0.083
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        7       31        5    0.964    10.86    14.67 
## 
## lowest :  0  3  6  7 30, highest:  0  3  6  7 30
##                                         
## Value          0     3     6     7    30
## Frequency      2     1     1     1     2
## Proportion 0.286 0.143 0.143 0.143 0.286
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       28    0.999     1008    338.3      622      654 
##      .25      .50      .75      .90      .95 
##      810      960     1170     1390     1540 
## 
## lowest :  500  610  630  640  710, highest: 1350 1400 1500 1600 1900
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       24    0.997    40.18    14.25     24.6     27.0 
##      .25      .50      .75      .90      .95 
##     32.0     36.0     45.0     56.8     60.8 
## 
## lowest : 21 24 25 27 29, highest: 56 57 60 62 76
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       25    0.998      163    229.1     -170     -122 
##      .25      .50      .75      .90      .95 
##       80      190      320      388      440 
## 
## lowest : -390 -200 -150 -140  -50, highest:  320  330  340  400  500
## --------------------------------------------------------------------------------
## pourcentage_gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       31        1    20.79     28.2   -20.43   -10.96 
##      .25      .50      .75      .90      .95 
##    11.02    22.73    36.36    51.33    55.22 
## 
## lowest : -39.000000 -28.571429 -15.000000 -12.280702  -5.681818
## highest:  50.000000  51.666667  55.000000  55.555556  72.340426
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       32        6       31        1     2476    819.4     1433     1618 
##      .25      .50      .75      .90      .95 
##     2072     2350     2860     3194     3531 
## 
## lowest : 1310 1400 1460 1610 1690, highest: 3140 3200 3450 3630 5200
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       32        6       26    0.998     81.5    26.11    47.40    52.30 
##      .25      .50      .75      .90      .95 
##    62.25    81.50   100.00   106.00   111.60 
## 
## lowest :  38  43  51  52  55, highest: 105 106 108 116 129
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       31        7       31        1    430.9    668.5     -380     -280 
##      .25      .50      .75      .90      .95 
##      -65      380      795     1220     1325 
## 
## lowest : -550 -440 -320 -280 -260, highest: 1140 1220 1240 1410 1760
## --------------------------------------------------------------------------------
## pourcentage_gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       31        7       31        1    23.79    34.16   -16.80   -14.81 
##      .25      .50      .75      .90      .95 
##    -2.64    24.05    45.38    63.27    73.06 
## 
## lowest : -20.37 -16.92 -16.67 -14.81  -9.77, highest:  54.07  63.27  63.51  82.61  87.14
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       31    0.999     7347     1555     5600     5660 
##      .25      .50      .75      .90      .95 
##     6370     7200     8190     9488     9816 
## 
## lowest : 5300 5600 5900 5940 6200, highest: 9480 9490 9800 9840 9910
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       23    0.996    130.2    19.28    112.2    118.4 
##      .25      .50      .75      .90      .95 
##    123.0    130.0    139.0    149.8    155.0 
## 
## lowest :  43 111 113 118 120, highest: 149 150 153 158 167
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       30    0.999   -414.9      623    -1108    -1042 
##      .25      .50      .75      .90      .95 
##     -860     -380     -100      286      416 
## 
## lowest : -1570 -1120 -1100 -1050 -1010, highest:   230   300   400   440   580
## --------------------------------------------------------------------------------
## pourcentage_gain_CPT_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       33        1     -5.4    7.813  -15.586  -13.458 
##      .25      .50      .75      .90      .95 
##  -10.658   -5.595   -1.190    3.060    5.524 
## 
## lowest : -17.640 -16.667 -14.865 -13.672 -12.603
## highest:   2.669   3.158   4.862   6.517   6.667
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       31        1     4399     1224     2668     2958 
##      .25      .50      .75      .90      .95 
##     3750     4490     4980     5542     6028 
## 
## lowest : 2100 2620 2700 2900 3190, highest: 5430 5570 5880 6250 6890
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       28    0.999    211.6    44.53    158.4    165.8 
##      .25      .50      .75      .90      .95 
##    186.0    207.0    240.0    261.0    271.6 
## 
## lowest : 137 150 164 173 176, highest: 246 261 268 277 313
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       31        1   -939.1    846.4    -2156    -2018 
##      .25      .50      .75      .90      .95 
##    -1270     -920     -450      -28       72 
## 
## lowest : -2620 -2240 -2100 -2040 -1930, highest:  -100   -10     0   180   210
## --------------------------------------------------------------------------------
## pourcentage_gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       33        1   -17.55     14.9  -41.842  -34.830 
##      .25      .50      .75      .90      .95 
##  -26.660  -16.870   -9.450   -0.536    1.256 
## 
## lowest : -46.15 -46.09 -39.01 -34.93 -34.43, highest:  -2.04  -0.16   0.00   3.14   3.16
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       25       13       25        1    423.7    106.7    278.4    310.8 
##      .25      .50      .75      .90      .95 
##    375.0    425.0    476.0    515.8    567.8 
## 
## lowest : 180 276 288 345 355, highest: 488 505 523 579 625
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       26       12       12    0.983    82.73    5.769     72.5     78.0 
##      .25      .50      .75      .90      .95 
##     80.0     84.0     85.0     89.5     91.5 
## 
## lowest : 70 71 77 79 80, highest: 84 85 89 90 92
##                                                                             
## Value         70    71    77    79    80    82    83    84    85    89    90
## Frequency      1     1     1     3     3     1     2     5     5     1     1
## Proportion 0.038 0.038 0.038 0.115 0.115 0.038 0.077 0.192 0.192 0.038 0.038
##                 
## Value         92
## Frequency      2
## Proportion 0.077
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       26       12       10     0.98    5.577    1.732    3.125    3.750 
##      .25      .50      .75      .90      .95 
##    4.500    5.750    6.750    7.750    8.000 
## 
## 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      2     1     2     3     4     1     6     3     1     3
## Proportion 0.077 0.038 0.077 0.115 0.154 0.038 0.231 0.115 0.038 0.115
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       25       13       25        1     53.8    122.6    -83.4    -47.4 
##      .25      .50      .75      .90      .95 
##    -17.0     63.0     90.0    157.0    169.0 
## 
## lowest : -230  -92  -49  -45  -35, highest:  124  145  165  170  442
## --------------------------------------------------------------------------------
## pourcentage_gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       25       13       25        1    26.91    52.77  -17.802  -10.113 
##      .25      .50      .75      .90      .95 
##   -3.484   16.667   33.333   60.133  132.519 
## 
## lowest : -56.097561 -19.574468 -10.714286  -9.210526  -8.844765
## highest:  42.176871  48.333333  68.000000 148.648649 241.530055
## --------------------------------------------------------------------------------
## MMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       25       13        4    0.894     2.08     1.06 
##                               
## Value         1    2    3    4
## Frequency     9    6    9    1
## Proportion 0.36 0.24 0.36 0.04
## --------------------------------------------------------------------------------
## Gain_MMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       19       19        4    0.868  -0.9474    0.924 
##                                   
## Value         -2    -1     0     1
## Frequency      5     9     4     1
## Proportion 0.263 0.474 0.211 0.053
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33        5       22    0.997    22.47    3.795    17.60    18.60 
##      .25      .50      .75      .90      .95 
##    20.00    22.70    25.00    25.96    27.40 
## 
## lowest : 16.0 17.0 18.0 18.5 19.0, highest: 25.0 25.8 26.0 29.5 32.0
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       25       13        8     0.97      3.6    2.093 
## 
## lowest : 0 1 2 3 4, highest: 3 4 5 6 7
##                                                   
## Value         0    1    2    3    4    5    6    7
## Frequency     1    1    6    5    4    4    2    2
## Proportion 0.04 0.04 0.24 0.20 0.16 0.16 0.08 0.08
## --------------------------------------------------------------------------------
## Gain_BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       24       14        7    0.924   -1.917    1.464 
## 
## lowest : -5 -4 -3 -2 -1, highest: -3 -2 -1  0  2
##                                                     
## Value         -5    -4    -3    -2    -1     0     2
## Frequency      1     1     5     9     6     1     1
## Proportion 0.042 0.042 0.208 0.375 0.250 0.042 0.042
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18       20       17    0.999    961.1    303.7    498.5    605.0 
##      .25      .50      .75      .90      .95 
##    812.5    960.0   1137.5   1309.0   1333.0 
## 
## lowest :  490  500  650  800  850, highest: 1150 1250 1300 1330 1350
##                                                                             
## Value        490   500   650   800   850   880   900   940   980  1000  1030
## Frequency      1     1     1     2     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.111 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                               
## Value       1100  1150  1250  1300  1330  1350
## Frequency      1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       12    0.994    38.82    14.16     24.4     26.0 
##      .25      .50      .75      .90      .95 
##     28.0     38.0     43.0     56.4     57.4 
## 
## lowest : 18 26 27 28 34, highest: 41 43 56 57 59
##                                                                             
## Value         18    26    27    28    34    36    38    41    43    56    57
## Frequency      1     2     1     1     1     2     2     2     1     2     1
## Proportion 0.059 0.118 0.059 0.059 0.059 0.118 0.118 0.118 0.059 0.118 0.059
##                 
## Value         59
## Frequency      1
## Proportion 0.059
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18       20       13    0.991    133.3    159.5   -110.5    -72.0 
##      .25      .50      .75      .90      .95 
##    100.0    135.0    187.5    350.0    353.0 
## 
## lowest : -170 -100  -60   90  100, highest:  150  200  230  350  370
##                                                                             
## Value       -170  -100   -60    90   100   120   130   140   150   200   230
## Frequency      1     1     1     1     3     1     1     1     3     1     1
## Proportion 0.056 0.056 0.056 0.056 0.167 0.056 0.056 0.056 0.167 0.056 0.056
##                       
## Value        350   370
## Frequency      2     1
## Proportion 0.111 0.056
## --------------------------------------------------------------------------------
## pourcentage_gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       15       23       15        1    17.12    20.35  -17.888   -6.046 
##      .25      .50      .75      .90      .95 
##   10.765   17.050   27.380   39.230   42.560 
## 
## lowest : -20.73 -16.67   9.89  10.17  11.36, highest:  21.43  33.33  35.00  42.05  43.75
##                                                                          
## Value      -20.73 -16.67   9.89  10.17  11.36  14.29  16.05  17.05  18.92
## Frequency       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
##                                                     
## Value       20.91  21.43  33.33  35.00  42.05  43.75
## Frequency       1      1      1      1      1      1
## Proportion  0.067  0.067  0.067  0.067  0.067  0.067
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       16    0.999     2335    502.1     1720     1816 
##      .25      .50      .75      .90      .95 
##     2000     2400     2650     2800     2972 
## 
## lowest : 1480 1780 1840 1960 2000, highest: 2650 2660 2700 2950 3060
##                                                                             
## Value       1480  1780  1840  1960  2000  2100  2230  2390  2400  2500  2600
## 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       2650  2660  2700  2950  3060
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       15    0.998    79.53    25.84     42.6     50.2 
##      .25      .50      .75      .90      .95 
##     66.0     79.0    101.0    106.4    107.2 
## 
## lowest :  41  43  55  57  66, highest:  94 101 106 107 108
##                                                                             
## Value         41    43    55    57    66    67    78    79    82    89    94
## 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        101   106   107   108
## Frequency      2     1     1     1
## Proportion 0.118 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       17        1    376.4    508.2     -280      -62 
##      .25      .50      .75      .90      .95 
##      100      379      710      948     1022 
## 
## lowest : -600 -200   30   80  100, highest:  710  730  900 1020 1030
##                                                                             
## Value       -600  -200    30    80   100   200   210   250   379   420   500
## 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        640   710   730   900  1020  1030
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## pourcentage_gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       17        1    22.39    29.38  -10.792   -2.092 
##      .25      .50      .75      .90      .95 
##    5.710   17.870   32.880   60.672   64.126 
## 
## lowest : -23.08  -7.72   1.66   4.00   5.71, highest:  32.88  40.25  60.00  61.68  73.91
##                                                                          
## Value      -23.08  -7.72   1.66   4.00   5.71  10.42  12.00  12.66  17.87
## Frequency       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
##                                                                   
## Value       23.15  25.00  30.21  32.88  40.25  60.00  61.68  73.91
## Frequency       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
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       17        1     7476     1682     5726     6134 
##      .25      .50      .75      .90      .95 
##     6400     7080     8870     9292     9590 
## 
## lowest :  5150  5870  6310  6340  6400, highest:  8870  9000  9200  9430 10230
##                                                                             
## 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 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value       8400  8870  9000  9200  9430 10230
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       16    0.999    137.4    16.07    120.2    121.6 
##      .25      .50      .75      .90      .95 
##    127.0    135.0    147.0    156.2    159.0 
## 
## lowest : 117 121 122 126 127, highest: 147 153 155 158 163
##                                                                             
## Value        117   121   122   126   127   130   131   134   135   139   142
## 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        147   153   155   158   163
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       16    0.999   -333.6    737.7    -1402    -1184 
##      .25      .50      .75      .90      .95 
##     -800     -250       90      428      524 
## 
## lowest : -1530 -1370 -1060  -911  -800, highest:    90   280   380   500   620
##                                                                             
## Value      -1530 -1370 -1060  -911  -800  -450  -400  -320  -250  -200   -50
## Frequency      1     1     1     1     1     1     1     1     1     2     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059
##                                         
## Value         90   280   380   500   620
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## pourcentage_gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       17        1   -4.399    8.901  -16.832  -15.224 
##      .25      .50      .75      .90      .95 
##   -9.010   -4.630    1.290    5.052    6.354 
## 
## lowest : -17.84 -16.58 -14.32 -10.96  -9.01, highest:   1.29   3.26   4.20   6.33   6.45
##                                                                          
## Value      -17.84 -16.58 -14.32 -10.96  -9.01  -7.12  -5.26  -4.76  -4.63
## Frequency       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
##                                                                   
## Value       -2.94  -2.17  -0.73   1.29   3.26   4.20   6.33   6.45
## Frequency       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
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       16    0.999     4680     1558     3060     3164 
##      .25      .50      .75      .90      .95 
##     3300     4620     5940     6184     6420 
## 
## lowest : 2860 3110 3200 3300 3570, highest: 5940 6000 6140 6250 7100
##                                                                             
## Value       2860  3110  3200  3300  3570  4200  4500  4620  5000  5270  5300
## Frequency      1     1     2     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       5940  6000  6140  6250  7100
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       17        1    209.7    62.35    144.8    161.4 
##      .25      .50      .75      .90      .95 
##    172.0    205.0    255.0    267.8    286.2 
## 
## lowest :  88 159 163 165 172, highest: 255 256 259 281 307
##                                                                             
## Value         88   159   163   165   172   174   198   199   205   217   230
## 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        237   255   256   259   281   307
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       16    0.999   -754.1    927.9    -1808    -1688 
##      .25      .50      .75      .90      .95 
##    -1300     -540     -260      200      518 
## 
## lowest : -2120 -1730 -1660 -1600 -1300, highest:  -260  -100     0   500   590
##                                                                             
## Value      -2120 -1730 -1660 -1600 -1300 -1130 -1100  -540  -440  -430  -400
## 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       -260  -100     0   500   590
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## pourcentage_gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       21       17        1   -14.11    17.69  -35.436  -30.620 
##      .25      .50      .75      .90      .95 
##  -25.710  -13.330   -4.150    4.168   10.542 
## 
## lowest : -40.54 -34.16 -28.26 -26.23 -25.71, highest:  -4.15  -1.86   0.00  10.42  11.03
##                                                                          
## Value      -40.54 -34.16 -28.26 -26.23 -25.71 -25.58 -24.04 -15.19 -13.33
## Frequency       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
##                                                                   
## Value      -10.47  -6.44  -5.33  -4.15  -1.86   0.00  10.42  11.03
## Frequency       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
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13       25       10    0.986    84.08    6.923     75.0     79.2 
##      .25      .50      .75      .90      .95 
##     81.0     86.0     88.0     89.8     90.8 
## 
## 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     3     1     1     1
## Proportion 0.077 0.077 0.077 0.154 0.077 0.077 0.231 0.077 0.077 0.077
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13       25       13        1    416.4    181.3    148.0    250.8 
##      .25      .50      .75      .90      .95 
##    363.0    453.0    480.0    582.4    616.8 
## 
## lowest :  28 228 342 363 380, highest: 470 480 560 588 660
##                                                                             
## Value         28   228   342   363   380   393   453   468   470   480   560
## 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        588   660
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##       12       26        7    0.951    7.083    1.879 
## 
## 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     3     1     4     1     1
## Proportion 0.083 0.083 0.250 0.083 0.333 0.083 0.083
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       15       23        4    0.698      0.8    1.238 
##                                   
## Value          0     1     2     3
## Frequency     10     1     1     3
## Proportion 0.667 0.067 0.067 0.200
## --------------------------------------------------------------------------------
## Gain_TM6_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13       25       13        1    37.46    132.4   -112.4    -82.6 
##      .25      .50      .75      .90      .95 
##    -72.0     58.0    126.0    175.8    182.8 
## 
## lowest : -155  -84  -77  -72    0, highest:   92  126  159  180  187
##                                                                             
## Value       -155   -84   -77   -72     0     1    58    72    92   126   159
## 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        180   187
## Frequency      1     1
## Proportion 0.077 0.077
## --------------------------------------------------------------------------------
## pourcentage_gain_TM6_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       13       25       13        1    9.552       46   -48.28   -22.48 
##      .25      .50      .75      .90      .95 
##   -15.16    14.15    46.63    57.48    59.00 
## 
## lowest : -84.70 -24.00 -16.38 -15.16   0.00, highest:  16.20  46.63  54.08  58.33  60.00
##                                                                          
## Value      -84.70 -24.00 -16.38 -15.16   0.00   0.28  14.15  14.75  16.20
## Frequency       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
##                                       
## Value       46.63  54.08  58.33  60.00
## Frequency       1      1      1      1
## Proportion  0.077  0.077  0.077  0.077
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13       25        4    0.882    1.923    1.154 
##                                   
## Value          1     2     3     4
## Frequency      6     3     3     1
## Proportion 0.462 0.231 0.231 0.077
## --------------------------------------------------------------------------------
## Gain_mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13       25        4    0.874       -1        1 
##                                   
## Value         -2    -1     0     1
## Frequency      4     6     2     1
## Proportion 0.308 0.462 0.154 0.077
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18       20       17    0.999     23.2    4.519    18.19    18.82 
##      .25      .50      .75      .90      .95 
##    20.55    23.15    25.00    27.67    29.45 
## 
## lowest : 17.0 18.4 19.0 19.4 20.5, highest: 25.0 26.5 27.1 29.0 32.0
##                                                                             
## Value       17.0  18.4  19.0  19.4  20.5  20.7  21.2  22.0  23.0  23.3  23.7
## 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       24.8  25.0  26.5  27.1  29.0  32.0
## Frequency      1     2     1     1     1     1
## Proportion 0.056 0.111 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13       25        6    0.956    3.692    2.974 
## 
## lowest :  1  2  3  5  7, highest:  2  3  5  7 10
##                                               
## Value          1     2     3     5     7    10
## Frequency      2     4     3     1     2     1
## Proportion 0.154 0.308 0.231 0.077 0.154 0.077
## --------------------------------------------------------------------------------
## Gain_BODE_2 
##        n  missing distinct     Info     Mean      Gmd 
##       13       25        5    0.876   -1.846    1.641 
## 
## lowest : -3 -2 -1  1  2, highest: -3 -2 -1  1  2
##                                         
## Value         -3    -2    -1     1     2
## Frequency      6     4     1     1     1
## Proportion 0.462 0.308 0.077 0.077 0.077
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       38        0        5 
## 
## lowest :                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
## highest:                      Exacerbation BPCO  Autre               Majoration dyspnée  Pneumonie          
##                                                                    
## Value                          Exacerbation BPCO              Autre
## Frequency                  32                  1                  2
## Proportion              0.842              0.026              0.053
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   1                  2
## Proportion              0.026              0.053
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       38        0        2 
##                                     
## Value                   Pneumothorax
## Frequency            37            1
## Proportion        0.974        0.026
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency     29     9
## Proportion 0.763 0.237
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       38        0        3 
##                                                           
## Value                  Non retrait complet retrait partiel
## Frequency               29               4               5
## Proportion           0.763           0.105           0.132
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        9       29        9        1    7.884    7.848 
## 
## lowest :  1.40  1.60  2.03  4.33  5.37, highest:  5.37  7.03 13.37 17.03 18.80
##                                                                 
## Value       1.40  1.60  2.03  4.33  5.37  7.03 13.37 17.03 18.80
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.111 0.111 0.111 0.111 0.111 0.111 0.111 0.111 0.111
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##       38        0       10 
## 
## lowest :                                                                                               ABCES PULM 5/6 RETIREES                                                                       Dégradation post T2, retrait 1 valves                                                         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                            
## highest: MAJ DYSPNEE APRES 2E POSE                                                                     MAJ DYSPNEE, DEGRADATION VEMS, TOUX                                                           PAS D AMELIORATION CLINIQUE, PAS D ATELECTASIE,GRANDE SCISSURE PERMEABLE                      PNO DRAINE ET PNP                                                                             PNO LES 2 FOIS                                                                               
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Nbre.de.raison X

Comparatif G1 Vs G2

Gain BODE_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_BODE.calculé_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_BODE.calculé_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.82463, p-value = 0.01357
shapiro.test(Ttt_V$Gain_BODE.calculé_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_BODE.calculé_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.91571, p-value = 0.04698

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_BODE.calculé_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_BODE.calculé_1 by Ttt_V$Groupe
## F = 1.9374, num df = 12, denom df = 23, p-value = 0.1672
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.7538727 5.8714646
## sample estimates:
## ratio of variances 
##           1.937409

test de variance: accepté

wilcox.test(Ttt_V$Gain_BODE.calculé_1~Ttt_V$Groupe,var.test=TRUE)
## Warning in wilcox.test.default(x = DATA[[1L]], y = DATA[[2L]], ...): impossible
## de calculer la p-value exacte avec des ex-aequos
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Ttt_V$Gain_BODE.calculé_1 by Ttt_V$Groupe
## W = 211, p-value = 0.07303
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Gain BODE_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_BODE_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_BODE_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.87049, p-value = 0.1524
shapiro.test(Ttt_V$Gain_BODE_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_BODE_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.735, p-value = 0.001272

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_BODE_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_BODE_2 by Ttt_V$Groupe
## F = 1.5619, num df = 7, denom df = 12, p-value = 0.4745
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.4330755 7.2875277
## sample estimates:
## ratio of variances 
##           1.561893

test de variance: accepté

wilcox.test(Ttt_V$Gain_BODE_2~Ttt_V$Groupe,var.test=TRUE)
## Warning in wilcox.test.default(x = DATA[[1L]], y = DATA[[2L]], ...): impossible
## de calculer la p-value exacte avec des ex-aequos
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Ttt_V$Gain_BODE_2 by Ttt_V$Groupe
## W = 63.5, p-value = 0.4161
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Gain TM6_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_TM6_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_TM6_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.85375, p-value = 0.03189
shapiro.test(Ttt_V$Gain_TM6_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_TM6_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.89308, p-value = 0.01301

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_TM6_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_TM6_1 by Ttt_V$Groupe
## F = 0.52221, num df = 12, denom df = 24, p-value = 0.2413
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.2055015 1.5764002
## sample estimates:
## ratio of variances 
##          0.5222097

test de variance: accepté

wilcox.test(Ttt_V$Gain_TM6_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Wilcoxon rank sum exact test
## 
## data:  Ttt_V$Gain_TM6_1 by Ttt_V$Groupe
## W = 115, p-value = 0.1499
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Pourcentage Gain TM6_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_TM6_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_TM6_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.92016, p-value = 0.221
shapiro.test(Ttt_V$pourcentage_gain_TM6_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_TM6_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.72756, p-value = 1.752e-05

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_TM6_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_TM6_1 by Ttt_V$Groupe
## F = 0.13854, num df = 13, denom df = 24, p-value = 0.0006201
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.05537502 0.40083637
## sample estimates:
## ratio of variances 
##          0.1385447

test de variance: rejetée

wilcox.test(Ttt_V$pourcentage_gain_TM6_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Wilcoxon rank sum exact test
## 
## data:  Ttt_V$pourcentage_gain_TM6_1 by Ttt_V$Groupe
## W = 120, p-value = 0.1113
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Gain TM6_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_TM6_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_TM6_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.86943, p-value = 0.1488
shapiro.test(Ttt_V$Gain_TM6_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_TM6_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.94426, p-value = 0.5144

la normalité: accepté -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_TM6_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_TM6_2 by Ttt_V$Groupe
## F = 0.81436, num df = 7, denom df = 12, p-value = 0.8146
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.2258029 3.7996724
## sample estimates:
## ratio of variances 
##          0.8143616

test de variance: accepté

t.test(Ttt_V$Gain_TM6_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_TM6_1 by Ttt_V$Groupe
## t = -1.6197, df = 31.955, p-value = 0.1151
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -123.54814   14.10198
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##             -0.9230769             53.8000000

p-value > 0.05 : non significatif

Pourcentage Gain TM6_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_TM6_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_TM6_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.91325, p-value = 0.3775
shapiro.test(Ttt_V$pourcentage_gain_TM6_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_TM6_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.91861, p-value = 0.2402

la normalité: accepté -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_TM6_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_TM6_2 by Ttt_V$Groupe
## F = 0.49155, num df = 7, denom df = 12, p-value = 0.353
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.1362955 2.2934972
## sample estimates:
## ratio of variances 
##          0.4915518

test de variance: accepté

t.test(Ttt_V$pourcentage_gain_TM6_2~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$pourcentage_gain_TM6_2 by Ttt_V$Groupe
## t = -0.1113, df = 18.544, p-value = 0.9126
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -33.39637  30.02925
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               7.868750               9.552308

p-value > 0.05 : non significatif

Gain VEMS_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_VEMS_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VEMS_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.74773, p-value = 0.000424
shapiro.test(Ttt_V$Gain_VEMS_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VEMS_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96165, p-value = 0.2876

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_VEMS_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_VEMS_1 by Ttt_V$Groupe
## F = 5.5371, num df = 16, denom df = 32, p-value = 3.998e-05
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   2.463106 14.137206
## sample estimates:
## ratio of variances 
##           5.537094

test de variance: rejetée

wilcox.test(Ttt_V$Gain_TM6_1~Ttt_V$Groupe,var.test=FALSE)
## 
##  Wilcoxon rank sum exact test
## 
## data:  Ttt_V$Gain_TM6_1 by Ttt_V$Groupe
## W = 115, p-value = 0.1499
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Pourcentage gain VEMS_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_VEMS_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VEMS_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.74691, p-value = 0.0004141
shapiro.test(Ttt_V$pourcentage_gain_VEMS_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VEMS_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.98203, p-value = 0.8451

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_VEMS_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_VEMS_1 by Ttt_V$Groupe
## F = 6.075, num df = 16, denom df = 32, p-value = 1.545e-05
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   2.702375 15.510513
## sample estimates:
## ratio of variances 
##           6.074975

test de variance: rejetée

wilcox.test(Ttt_V$pourcentage_gain_VEMS_1~Ttt_V$Groupe,var.test=FALSE)
## Warning in wilcox.test.default(x = DATA[[1L]], y = DATA[[2L]], ...): impossible
## de calculer la p-value exacte avec des ex-aequos
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Ttt_V$pourcentage_gain_VEMS_1 by Ttt_V$Groupe
## W = 244, p-value = 0.4609
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Gain VEMS_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_VEMS_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VEMS_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.95181, p-value = 0.6636
shapiro.test(Ttt_V$Gain_VEMS_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VEMS_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.92106, p-value = 0.135

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_VEMS_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_VEMS_2 by Ttt_V$Groupe
## F = 5.0678, num df = 11, denom df = 17, p-value = 0.003003
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   1.766003 16.630665
## sample estimates:
## ratio of variances 
##           5.067792

test de variance: rejetée

t.test(Ttt_V$Gain_VEMS_2~Ttt_V$Groupe,var.test=FALSE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_VEMS_2 by Ttt_V$Groupe
## t = -0.55151, df = 13.928, p-value = 0.59
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -268.9949  158.9949
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               78.33333              133.33333

p-value > 0.05 : non significatif

Pourcentage de gain VEMS_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_VEMS_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VEMS_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.95867, p-value = 0.7646
shapiro.test(Ttt_V$pourcentage_gain_VEMS_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VEMS_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.91409, p-value = 0.1564

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_VEMS_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_VEMS_2 by Ttt_V$Groupe
## F = 5.5726, num df = 11, denom df = 14, p-value = 0.003601
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   1.800759 18.717338
## sample estimates:
## ratio of variances 
##           5.572609

test de variance: rejetée

t.test(Ttt_V$pourcentage_gain_VEMS_2~Ttt_V$Groupe,var.test=FALSE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$pourcentage_gain_VEMS_2 by Ttt_V$Groupe
## t = -0.41483, df = 14.156, p-value = 0.6845
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -34.02542  22.98709
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               11.60083               17.12000

p-value > 0.05 : non significatif

Gain VR_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_VR_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VR_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.98264, p-value = 0.9772
shapiro.test(Ttt_V$Gain_VR_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VR_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.95762, p-value = 0.2212

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_VR_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_VR_1 by Ttt_V$Groupe
## F = 2.3431, num df = 16, denom df = 32, p-value = 0.03943
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  1.042300 5.982369
## sample estimates:
## ratio of variances 
##           2.343104

test de variance: rejetée

t.test(Ttt_V$Gain_TM6_1~Ttt_V$Groupe,var.test=FALSE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_TM6_1 by Ttt_V$Groupe
## t = -1.6197, df = 31.955, p-value = 0.1151
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -123.54814   14.10198
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##             -0.9230769             53.8000000

p-value > 0.05 : non significatif

Pourcentage gain VR_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_VR_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VR_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.97042, p-value = 0.8257
shapiro.test(Ttt_V$pourcentage_gain_VR_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VR_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96334, p-value = 0.3205

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_VR_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_VR_1 by Ttt_V$Groupe
## F = 1.8863, num df = 16, denom df = 32, p-value = 0.1239
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.8391144 4.8161693
## sample estimates:
## ratio of variances 
##            1.88634

test de variance: accepté

t.test(Ttt_V$pourcentage_gain_VR_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$pourcentage_gain_VR_1 by Ttt_V$Groupe
## t = 2.9792, df = 25, p-value = 0.006348
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##   4.513916 24.732002
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -2.927647             -17.550606

p-value > 0.05 : p value significative entre le pourcentage de gain de la VR du groupe 1 et le groupe 2

Gain VR_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_VR_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VR_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.9694, p-value = 0.8804
shapiro.test(Ttt_V$Gain_VR_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_VR_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96311, p-value = 0.6905

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_VR_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_VR_2 by Ttt_V$Groupe
## F = 3.6967, num df = 10, denom df = 16, p-value = 0.01986
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   1.237939 12.924628
## sample estimates:
## ratio of variances 
##           3.696689

test de variance: rejetée

wilcox.test(Ttt_V$Gain_VR_2~Ttt_V$Groupe,var.test=FALSE)
## Warning in wilcox.test.default(x = DATA[[1L]], y = DATA[[2L]], ...): impossible
## de calculer la p-value exacte avec des ex-aequos
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Ttt_V$Gain_VR_2 by Ttt_V$Groupe
## W = 120.5, p-value = 0.2124
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Pourcentage gain VR_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_VR_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VR_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.94895, p-value = 0.6305
shapiro.test(Ttt_V$pourcentage_gain_VR_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_VR_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96189, p-value = 0.6673

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_VR_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_VR_2 by Ttt_V$Groupe
## F = 2.5818, num df = 10, denom df = 16, p-value = 0.08804
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.8645849 9.0266440
## sample estimates:
## ratio of variances 
##           2.581792

test de variance: accepté

t.test(Ttt_V$pourcentage_gain_VR_2~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$pourcentage_gain_VR_2 by Ttt_V$Groupe
## t = 1.2646, df = 15.05, p-value = 0.2252
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -7.083894 27.767637
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -3.766364             -14.108235

p-value > 0.05 : non significatif

Gain CVF_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_CVF_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CVF_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.97885, p-value = 0.9538
shapiro.test(Ttt_V$Gain_CVF_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CVF_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.97727, p-value = 0.7332

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_CVF_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_CVF_1 by Ttt_V$Groupe
## F = 0.92296, num df = 15, denom df = 30, p-value = 0.8995
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.4000428 2.4400626
## sample estimates:
## ratio of variances 
##          0.9229602

test de variance: accepté

t.test(Ttt_V$Gain_CVF_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_CVF_1 by Ttt_V$Groupe
## t = -0.93078, df = 31.536, p-value = 0.359
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -515.3263  192.2053
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               269.3750               430.9355

p-value > 0.05 : non significatif

Pourcentage gain CVF_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_CVF_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CVF_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.9075, p-value = 0.106
shapiro.test(Ttt_V$pourcentage_gain_CVF_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CVF_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96054, p-value = 0.3015

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_CVF_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_CVF_1 by Ttt_V$Groupe
## F = 1.1872, num df = 15, denom df = 30, p-value = 0.6653
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.5145663 3.1385996
## sample estimates:
## ratio of variances 
##           1.187184

test de variance: accepté

wilcox.test(Ttt_V$pourcentage_gain_CVF_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Wilcoxon rank sum exact test
## 
## data:  Ttt_V$pourcentage_gain_CVF_1 by Ttt_V$Groupe
## W = 209, p-value = 0.3914
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

Gain CVF_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_CVF_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CVF_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.96943, p-value = 0.8807
shapiro.test(Ttt_V$Gain_CVF_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CVF_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96868, p-value = 0.7949

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_CVF_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_CVF_2 by Ttt_V$Groupe
## F = 4.7267, num df = 10, denom df = 16, p-value = 0.006021
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   1.582853 16.525681
## sample estimates:
## ratio of variances 
##           4.726659

test de variance: rejetée

t.test(Ttt_V$Gain_CVF_2~Ttt_V$Groupe,var.test=FALSE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_CVF_2 by Ttt_V$Groupe
## t = -0.58386, df = 12.776, p-value = 0.5695
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -843.1638  484.8857
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               197.2727               376.4118

p-value > 0.05 : non significatif

Pourcentage gain CVF_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_CVF_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CVF_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.90989, p-value = 0.2802
shapiro.test(Ttt_V$pourcentage_gain_CVF_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CVF_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96357, p-value = 0.6992

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_CVF_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_CVF_2 by Ttt_V$Groupe
## F = 2.5144, num df = 9, denom df = 16, p-value = 0.1033
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.8247337 9.4141932
## sample estimates:
## ratio of variances 
##            2.51441

test de variance: accepté

t.test(Ttt_V$pourcentage_gain_CVF_2~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$pourcentage_gain_CVF_2 by Ttt_V$Groupe
## t = -0.94689, df = 13.294, p-value = 0.3606
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -44.26199  17.24352
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##                8.87900               22.38824

p-value > 0.05 : non significatif

Gain CPT_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_CPT[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CPT[Ttt_V$Groupe == "Groupe_1"]
## W = 0.92005, p-value = 0.148
shapiro.test(Ttt_V$Gain_CPT[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CPT[Ttt_V$Groupe == "Groupe_2"]
## W = 0.97106, p-value = 0.5099

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_CPT~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_CPT by Ttt_V$Groupe
## F = 1.462, num df = 16, denom df = 32, p-value = 0.3513
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.6503416 3.7326916
## sample estimates:
## ratio of variances 
##           1.461977

test de variance: accepté

t.test(Ttt_V$Gain_CPT~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_CPT by Ttt_V$Groupe
## t = 1.8447, df = 27.552, p-value = 0.07586
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -37.6278 713.9736
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -76.70588             -414.87879

p-value > 0.05 : non significatif

Pourcentage gain CPT_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_CPT_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CPT_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.93055, p-value = 0.2223
shapiro.test(Ttt_V$pourcentage_gain_CPT_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CPT_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.96697, p-value = 0.4014

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_CPT_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_CPT_1 by Ttt_V$Groupe
## F = 1.2731, num df = 16, denom df = 32, p-value = 0.5439
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.5663418 3.2505671
## sample estimates:
## ratio of variances 
##           1.273144

test de variance: accepté

t.test(Ttt_V$pourcentage_gain_CPT_1~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$pourcentage_gain_CPT_1 by Ttt_V$Groupe
## t = 2.1219, df = 29.179, p-value = 0.04246
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  0.1685171 9.0906380
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##             -0.7700588             -5.3996364

p-value < 0.05 : significatif

Gain CPT_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_CPT_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CPT_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.96039, p-value = 0.7765
shapiro.test(Ttt_V$Gain_CPT_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_CPT_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.9628, p-value = 0.6845

la normalité: rejetée -> test de stuedent

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_CPT_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_CPT_2 by Ttt_V$Groupe
## F = 1.1405, num df = 10, denom df = 16, p-value = 0.7861
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.381912 3.987328
## sample estimates:
## ratio of variances 
##           1.140451

test de variance: accepté

t.test(Ttt_V$Gain_CPT_2~Ttt_V$Groupe,var.test=TRUE)
## 
##  Welch Two Sample t-test
## 
## data:  Ttt_V$Gain_CPT_2 by Ttt_V$Groupe
## t = 1.0471, df = 20.452, p-value = 0.3073
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -263.9887  797.7106
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -66.72727             -333.58824

p-value > 0.05 : non significatif

Pourcentage gain CPT_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$pourcentage_gain_CPT_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CPT_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.96521, p-value = 0.8345
shapiro.test(Ttt_V$pourcentage_gain_CPT_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$pourcentage_gain_CPT_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.95795, p-value = 0.5933

la normalité: acceptée -> test de Student

Evaluation de l’égalité des variances

var.test(Ttt_V$pourcentage_gain_CPT_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$pourcentage_gain_CPT_2 by Ttt_V$Groupe
## F = 1.1121, num df = 10, denom df = 16, p-value = 0.8198
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.3724145 3.8881696
## sample estimates:
## ratio of variances 
##            1.11209

MMRC_1

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_MMRC_1[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_MMRC_1[Ttt_V$Groupe == "Groupe_1"]
## W = 0.81172, p-value = 0.003913
shapiro.test(Ttt_V$Gain_MMRC_1[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_MMRC_1[Ttt_V$Groupe == "Groupe_2"]
## W = 0.8617, p-value = 0.01046

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_MMRC_1~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_MMRC_1 by Ttt_V$Groupe
## F = 1.1527, num df = 15, denom df = 18, p-value = 0.7651
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.4322705 3.2183553
## sample estimates:
## ratio of variances 
##           1.152744

test de variance: accepté

test comparatif

wilcox.test(Ttt_V$Gain_MMRC_1~Ttt_V$Groupe,var.test=TRUE)
## Warning in wilcox.test.default(x = DATA[[1L]], y = DATA[[2L]], ...): impossible
## de calculer la p-value exacte avec des ex-aequos
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Ttt_V$Gain_MMRC_1 by Ttt_V$Groupe
## W = 174, p-value = 0.4486
## alternative hypothesis: true location shift is not equal to 0

p-value > 0.05 : non significatif

MMRC_2

condition de validité

est de Shapiro fait pour la normalité des données

shapiro.test(Ttt_V$Gain_mMRC_2[Ttt_V$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_mMRC_2[Ttt_V$Groupe == "Groupe_1"]
## W = 0.68429, p-value = 0.00093
shapiro.test(Ttt_V$Gain_mMRC_2[Ttt_V$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Ttt_V$Gain_mMRC_2[Ttt_V$Groupe == "Groupe_2"]
## W = 0.85574, p-value = 0.03387

la normalité: rejetée -> test de Wilcoxon

Evaluation de l’égalité des variances

var.test(Ttt_V$Gain_mMRC_2~Ttt_V$Groupe)
## 
##  F test to compare two variances
## 
## data:  Ttt_V$Gain_mMRC_2 by Ttt_V$Groupe
## F = 0.63333, num df = 8, denom df = 12, p-value = 0.5265
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.1803456 2.6597894
## sample estimates:
## ratio of variances 
##          0.6333333

test de variance: accepté

test comparatif

wilcox.test(Ttt_V$Gain_mMRC_2~Ttt_V$Groupe,var.test=TRUE)
## Warning in wilcox.test.default(x = DATA[[1L]], y = DATA[[2L]], ...): impossible
## de calculer la p-value exacte avec des ex-aequos
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Ttt_V$Gain_mMRC_2 by Ttt_V$Groupe
## W = 82, p-value = 0.1043
## alternative hypothesis: true location shift is not equal to 0

Non significatif