library(knitr) 
library(rmarkdown) 
library(markdown)
library(tidyverse)
library(car)
library(rcompanion)
library(tidyverse)
library(car)
library(Hmisc)

Descriptif

Descriptif total

population décrite : tous les patients adressés pour un possible traitement par valves

Descriptif_total_V2 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Descriptif_total_V2.csv", stringsAsFactors=TRUE)
describe(Descriptif_total_V2,num.desc=c("mean","median","sd","valid.n"),xname=NA,horizontal=FALSE)
## Descriptif_total_V2 
## 
##  121  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
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##      191        0        7 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                         1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##      191        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##      191        0        9 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : AEG                                 Raison clinique : Atcd chir                          
## highest: Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                        Raison clinique :Traitement non optimal              
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct 
##      191        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé
## highest: Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##      191        0        5 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## highest:                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##      191        0        6 
## 
## lowest :                                                         Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti 
## highest: Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti  Raison paraclinique imagerie :pas de cible scinti seule
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##      191        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##      191        0        5 
## 
## lowest :                                                    14 Raison scissure perméable : StratX 1/ Chartis 2 4 Raison scissure perméable : StratX 1/ Chartis 2  Raison scissure perméable : Chartis                Raison scissure perméable : StratX                
## highest:                                                    14 Raison scissure perméable : StratX 1/ Chartis 2 4 Raison scissure perméable : StratX 1/ Chartis 2  Raison scissure perméable : Chartis                Raison scissure perméable : StratX                
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##      191        0        3 
## 
## (180, 0.942), Raison clinique cardio : Cardiopathie (3, 0.016), Raison clinique
## cardio : HTAP (8, 0.042)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##      191        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##      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 
##       49      142       48        1    447.1    741.3     -408     -288 
##      .25      .50      .75      .90      .95 
##      -50      300      840     1254     1530 
## 
## lowest : -870 -550 -440 -360 -320, highest: 1310 1410 1610 1760 2630
## --------------------------------------------------------------------------------
## 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 
##       40      151       37        1    390.4    131.7    180.0    245.0 
##      .25      .50      .75      .90      .95 
##    313.5    398.5    471.2    506.8    581.3 
## 
## lowest : 160 180 200 250 265, 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 
##       45      146        4    0.798    1.844    1.434 
##                                   
## Value          0     1     2     3
## Frequency     14     4     2    25
## Proportion 0.311 0.089 0.044 0.556
## --------------------------------------------------------------------------------
## 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 
##       26      165        4    0.933    2.346    1.283 
##                                   
## Value          1     2     3     4
## Frequency      8     6     7     5
## Proportion 0.308 0.231 0.269 0.192
## --------------------------------------------------------------------------------
## 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                                                          
## --------------------------------------------------------------------------------

Total : patient traités par valves

Description de tous les patients adressés au service qui ont bénéficié d’au moins 1 pose de valve

valves_total <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/valves_total.csv", stringsAsFactors=FALSE)
describe (valves_total)
## valves_total 
## 
##  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
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##        6       50        3 
##                                                                 
## Value      Antécédents : cardiopathie         Antécédents : HTAP
## Frequency                           4                          1
## Proportion                      0.667                      0.167
##                                      
## Value         Antécédents : pneumonie
## Frequency                           1
## Proportion                      0.167
## --------------------------------------------------------------------------------
## 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 
##       55        1        2 
##                                                       
## Value          sissures étanches sissures intermediare
## Frequency                     41                    14
## Proportion                 0.745                 0.255
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       53        3       12 
## 
## lowest : LID            LID_LIG        LIG            LM             LSD           
## highest: LSD_LIG        LSD_LSG        LSD_LSG_LIG_LM LSG            pas de cible  
## 
## LID (2, 0.038), LID_LIG (10, 0.189), LIG (9, 0.170), LM (1, 0.019), LSD (8,
## 0.151), LSD LM (3, 0.057), LSD LM_LSG (2, 0.038), LSD_LIG (1, 0.019), LSD_LSG
## (12, 0.226), LSD_LSG_LIG_LM (1, 0.019), LSG (3, 0.057), pas de cible (1, 0.019)
## --------------------------------------------------------------------------------
## 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 
##       54        2        2 
##                                 
## Value      Hètérogène   Homogène
## Frequency          31         23
## Proportion      0.574      0.426
## --------------------------------------------------------------------------------
## 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 
##       52        4        3 
##                                                        
## Value      Autre anomalie           HTAP        Normale
## Frequency               3              9             40
## Proportion          0.058          0.173          0.769
## --------------------------------------------------------------------------------
## 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     Info     Mean      Gmd      .05      .10 
##       56        0       43    0.999    258.5    48.63    204.5    212.0 
##      .25      .50      .75      .90      .95 
##    230.0    248.5    289.0    319.5    332.8 
## 
## 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 
##       54        2        3 
##                                         
## Value       Complete Incomplet  Non Fait
## Frequency         44         1         9
## Proportion     0.815     0.019     0.167
## --------------------------------------------------------------------------------
## 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 
##       18       38        7 
## 
## lowest :  Exacerbation BPCO  Autre               Majoration dyspnée  Pneumatocèle        Pneumomédiastin    
## highest: Majoration dyspnée  Pneumatocèle        Pneumomédiastin     Pneumonie           Pneumothorax       
## 
## Exacerbation BPCO (9, 0.500), Autre (2, 0.111), Majoration dyspnée (1, 0.056),
## Pneumatocèle (1, 0.056), Pneumomédiastin (1, 0.056), Pneumonie (1, 0.056),
## Pneumothorax (3, 0.167)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       13       43       13 
## 
## lowest : 01/04/2021 01/08/2019 03/08/2019 06/04/2022 08/04/2021
## highest: 18/02/2020 19/09/2019 19/10/2021 24/08/2019 29/01/2020
## 
## 01/04/2021 (1, 0.077), 01/08/2019 (1, 0.077), 03/08/2019 (1, 0.077), 06/04/2022
## (1, 0.077), 08/04/2021 (1, 0.077), 08/09/2021 (1, 0.077), 11/01/2019 (1,
## 0.077), 17/04/2021 (1, 0.077), 18/02/2020 (1, 0.077), 19/09/2019 (1, 0.077),
## 19/10/2021 (1, 0.077), 24/08/2019 (1, 0.077), 29/01/2020 (1, 0.077)
## --------------------------------------------------------------------------------
## 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 
##       18       38       18 
## 
## lowest : aerosols                                                  AEROSOLS                                                  AEROSOLS, a la 2e pose du LID                             ATB                                                       ATB IV                                                   
## 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 
##       17       39        7 
## 
## lowest :  Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée  Mort               
## highest: Hémoptysie          Majoration dyspnée  Mort                Pneumonie           Pneumothorax       
## 
## Exacerbation BPCO (7, 0.412), Autre (1, 0.059), Hémoptysie (1, 0.059),
## Majoration dyspnée (1, 0.059), Mort (2, 0.118), Pneumonie (1, 0.059),
## Pneumothorax (4, 0.235)
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications 
##        n  missing distinct 
##       13       43       13 
## 
## lowest : 01/03/2022 01/10/2019 06/05/2022 07/04/2020 07/10/2019
## highest: 17/10/2021 18/09/2020 25/07/2019 27/07/2021 29/06/2019
## 
## 01/03/2022 (1, 0.077), 01/10/2019 (1, 0.077), 06/05/2022 (1, 0.077), 07/04/2020
## (1, 0.077), 07/10/2019 (1, 0.077), 09/02/2019 (1, 0.077), 09/12/2020 (1,
## 0.077), 16/06/2021 (1, 0.077), 17/10/2021 (1, 0.077), 18/09/2020 (1, 0.077),
## 25/07/2019 (1, 0.077), 27/07/2021 (1, 0.077), 29/06/2019 (1, 0.077)
## --------------------------------------------------------------------------------
## 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 
##       17       39       17 
## 
## lowest : aerosols                                            AEROSOLS 4SEM                                       AEROSOLS CTC                                        ATB                                                 atb ctc                                            
## 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 
##       49        7       48        1    447.1    741.3     -408     -288 
##      .25      .50      .75      .90      .95 
##      -50      300      840     1254     1530 
## 
## lowest : -870 -550 -440 -360 -320, highest: 1310 1410 1610 1760 2630
## --------------------------------------------------------------------------------
## 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 
##       40       16       37        1    390.4    131.7    180.0    245.0 
##      .25      .50      .75      .90      .95 
##    313.5    398.5    471.2    506.8    581.3 
## 
## lowest : 160 180 200 250 265, 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 
##       28       28        6 
## 
## lowest :  Exacerbation BPCO   Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie           
## highest: Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie            Pneumothorax        
##                                                                          
## Value         Exacerbation BPCO Douleurs thoraciques     Engluement valve
## Frequency                    10                    4                    3
## Proportion                0.357                0.143                0.107
##                                                                          
## Value        Majoration dyspnée            Pneumonie         Pneumothorax
## Frequency                     7                    2                    2
## Proportion                0.250                0.071                0.071
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##        8       48        5 
## 
## lowest :  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
## highest:  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
##                                                                    
## Value       Exacerbation BPCO              Autre   Engluement valve
## Frequency                   3                  1                  1
## Proportion              0.375              0.125              0.125
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   2                  1
## Proportion              0.250              0.125
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       26       30       26 
## 
## lowest : 1 exa, en rehab // retrait valves                                              ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE AEROSOLS                                                                       AEROSOLS DOMICILE                                                              atb au domicile, multiples exacerbation chez un patient colo à achromo        
## 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 
##       45       11        4    0.798    1.844    1.434 
##                                   
## Value          0     1     2     3
## Frequency     14     4     2    25
## Proportion 0.311 0.089 0.044 0.556
## --------------------------------------------------------------------------------
## 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 
##       26       30        4    0.933    2.346    1.283 
##                                   
## Value          1     2     3     4
## Frequency      8     6     7     5
## Proportion 0.308 0.231 0.269 0.192
## --------------------------------------------------------------------------------
## 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 
##       12       44        5 
## 
## lowest :  Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée  Pneumonie          
## highest:  Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée  Pneumonie          
##                                                                    
## Value       Exacerbation BPCO              Autre         Hémoptysie
## Frequency                   6                  2                  1
## Proportion              0.500              0.167              0.083
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   1                  2
## Proportion              0.083              0.167
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##        2       54        2 
##                                             
## Value      Migration valve     Pneumothorax 
## Frequency                 1                1
## Proportion              0.5              0.5
## --------------------------------------------------------------------------------
## 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 
##       13       43       13 
## 
## 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                                                 Hemopt et projet de greffe                                              
## 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                                                          
## --------------------------------------------------------------------------------

Total : patients non traités par valves

Description de tous les patients n’ayant pas été traités par valves

 NoValves_total <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/NoValves_total.csv", stringsAsFactors=TRUE)
summary(NoValves_total)
##       Groupe    age_Cs_initiale Sexe           Adressé_par Vu_en_Cs  Vu_en_HDS
##  Groupe_1: 24   Min.   :44.71   F:55                 : 1      :  1      : 1   
##  Groupe_2:111   1st Qu.:56.14   H:80   Hopital public:40   Non: 24   Non:38   
##                 Median :63.30          Privé         :49   Oui:110   Oui:96   
##                 Mean   :62.57          Suivi CHUT    :23                      
##                 3rd Qu.:69.54          Ville         :22                      
##                 Max.   :82.24                                                 
##                                                                               
##  Critères_AMM_remplis Pose_valves Nbre.de.raison 
##  Non:55               Non:135     Min.   :1.000  
##  Oui:80                           1st Qu.:1.000  
##                                   Median :2.000  
##                                   Mean   :1.836  
##                                   3rd Qu.:2.000  
##                                   Max.   :4.000  
##                                   NA's   :1      
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               : 1     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                       : 4     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :57     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :14     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:28     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :27     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 4     
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :57     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :28     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :20     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:18     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 7     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 5     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :105    
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :  7    
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 10    
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:  9    
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :  2    
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            :  2    
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :130    
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :  1    
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :  1    
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:  3    
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :65     
##  Raison clinique : Exacerbation                       :26     
##  Raison clinique : peu symptomatique (mMRC trop elevé):13     
##  Raison clinique :  Pas de rehab                      : 7     
##  Raison clinique :  Refus du patient                  : 7     
##  Raison clinique : Atcd chir                          : 7     
##  (Other)                                              :10     
##                                              Raison.clinique_2
##                                                       :115    
##  Raison clinique :  Pas de rehab                      : 10    
##  Raison clinique :  Refus du patient                  :  3    
##  Raison clinique : Exacerbation                       :  3    
##  Raison clinique : peu symptomatique (mMRC trop elevé):  3    
##  Raison clinique :Tabac actif 2                       :  1    
##                                                               
##                                              Raison.clinique_3
##                                                       :132    
##  Raison clinique : AEG                                :  1    
##  Raison clinique : peu symptomatique (mMRC trop elevé):  1    
##  Raison clinique :Traitement non optimal              :  1    
##                                                               
##                                                               
##                                                               
##                              Raison_paraclinique._EFR_1
##                                           :99          
##  Raison paraclinique EFR : DLCO trop basse: 2          
##  Raison paraclinique EFR : TM6 trop altéré: 4          
##  Raison paraclinique EFR : VEMS trop bas  : 2          
##  Raison paraclinique EFR : VEMS trop élevé:12          
##  Raison paraclinique EFR :VR trop bas     :16          
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :125         
##  Raison paraclinique EFR : DLCO trop basse:  1         
##  Raison paraclinique EFR : TM6 trop altéré:  3         
##  Raison paraclinique EFR : VEMS trop élevé:  1         
##  Raison paraclinique EFR :VR trop bas     :  5         
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :81            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 5            
##  Raison paraclinique imagerie : nodule suspect          : 6            
##  Raison paraclinique imagerie : pas de cible TDM        :12            
##  Raison paraclinique imagerie : pas de cible TDM-scinti :26            
##  Raison paraclinique imagerie :pas de cible scinti seule: 5            
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :131           
##  Raison paraclinique imagerie : nodule suspect          :  2           
##  Raison paraclinique imagerie : pas de cible TDM-scinti :  1           
##  Raison paraclinique imagerie :pas de cible scinti seule:  1           
##                                                                        
##                                                                        
##                                                                        
##                                       Raison_scissure_perméable
##                                                    :99         
##  14 Raison scissure perméable : StratX 1/ Chartis 2: 1         
##  4 Raison scissure perméable : StratX 1/ Chartis 2 : 1         
##  Raison scissure perméable : Chartis               :14         
##  Raison scissure perméable : StratX                :20         
##                                                                
##                                                                
##                            Raison_clinique_cardio
##                                       :124       
##  Raison clinique cardio : Cardiopathie:  3       
##  Raison clinique cardio : HTAP        :  8       
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents    Satut_Tabagique
##                                            :111             :  2   
##  Antécédents : cancer pulmonaire ou nodule :  2   actif     : 10   
##  Antécédents : cardiopathie                : 11   Non_fumeur:  6   
##  Antécédents : HTAP                        :  5   Sevré     :117   
##  Antécédents : pneumonie                   :  6                    
##                                                                    
##                                                                    
##  Déficit_alpha     taille          poids             BMI       
##     :  2       Min.   :1.500   Min.   : 38.00   Min.   :14.84  
##  Non:123       1st Qu.:1.613   1st Qu.: 57.00   1st Qu.:20.05  
##  Oui: 10       Median :1.690   Median : 65.00   Median :22.81  
##                Mean   :1.684   Mean   : 66.25   Mean   :23.24  
##                3rd Qu.:1.750   3rd Qu.: 73.75   3rd Qu.:25.74  
##                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.   :1.000              : 3                : 2               :  5  
##  1st Qu.:3.000        A     : 5             Non:91            Non:119  
##  Median :3.000        A OU B: 4             Oui:42            Oui: 11  
##  Mean   :3.274        B     :79                                        
##  3rd Qu.:4.000        C     : 2                                        
##  Max.   :4.000        D     :42                                        
##                                                                        
##   Score.MMRC_0   Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :0.000      :  6                         : 3                    
##  1st Qu.:2.000   Non: 18                      Non:48                    
##  Median :3.000   Oui:111                      Oui:84                    
##  Mean   :2.683                                                          
##  3rd Qu.:3.000                                                          
##  Max.   :4.000                                                          
##  NA's   :12                                                             
##              Ttt_BPCO_médicamenteux     OLD            Réhab_réalisée
##                         : 14              : 7                 : 9    
##  Non                    :  9        Effort:25   ACTIF         :11    
##  Oui                    :111        Non   :48   Apres dressage: 5    
##  PAS D ANTICHOLINERGIQUE:  1        Repos :55   Non           :24    
##                                                 Oui           :86    
##                                                                      
##                                                                      
##         Intervention_ttt_emphysème_préalable   Rsltats_scanr_STRATX
##                           :  1               Pas de cible:37       
##  Non                      :130               LSD         :24       
##  Oui                      :  2               LSD_LSG     :17       
##  RESECTION APICALE SUR PNO:  1                           :10       
##  SYMPHYSE G POUR PNO      :  1               LIG         :10       
##                                              LSG         :10       
##                                              (Other)     :27       
##               Résultats_StratX     Résultats.scinti pourc_perfusion_lobe_traité
##                       :48      pas de cible:39      Min.   : 1.00              
##  sissures étanches    :35                  :32      1st Qu.: 3.00              
##  sissures incompletes :16      LSD_LSG     :18      Median :10.30              
##  sissures intermediare:36      LSD         :16      Mean   :10.93              
##                                LIG         :13      3rd Qu.:14.50              
##                                LID         : 4      Max.   :38.00              
##                                (Other)     :13      NA's   :114                
##  Stratx...Homogène..15.0_Hétérogène.1   TM6_.m._0     TM6_.nadir.sat.PCT._0
##            :47                        Min.   :  0.0   Min.   :38.00        
##  Hètérogène:42                        1st Qu.:217.2   1st Qu.:79.00        
##  Homogène  :46                        Median :336.0   Median :84.00        
##                                       Mean   :322.4   Mean   :83.18        
##                                       3rd Qu.:456.5   3rd Qu.:88.75        
##                                       Max.   :650.0   Max.   :95.00        
##                                       NA's   :29      NA's   :29           
##  TM6_.score.Borg._0 BODE_calcul_0                ETT     PaO2_AA.mmHg._0
##  Min.   : 0.000     Min.   : 0.000                 :35   Min.   :35.00  
##  1st Qu.: 5.000     1st Qu.: 4.000   Autre anomalie: 7   1st Qu.:62.00  
##  Median : 7.000     Median : 6.000   HTAP          :19   Median :67.90  
##  Mean   : 6.649     Mean   : 5.615   Normale       :74   Mean   :67.19  
##  3rd Qu.: 8.000     3rd Qu.: 7.000                       3rd Qu.:73.00  
##  Max.   :10.000     Max.   :10.000                       Max.   :90.00  
##  NA's   :34         NA's   :31                           NA's   :44     
##  PaCO2_.mmHg._0    VEMS._mL_0       VEMS_PCT_0       VR_ml_0        VR_PCT_0  
##  Min.   :28.50   Min.   : 400.0   Min.   :13.00   Min.   :1810          :  7  
##  1st Qu.:35.00   1st Qu.: 690.0   1st Qu.:27.00   1st Qu.:3900   250    :  5  
##  Median :38.00   Median : 900.0   Median :33.00   Median :4760   183    :  4  
##  Mean   :39.29   Mean   : 996.8   Mean   :35.78   Mean   :4825   240    :  4  
##  3rd Qu.:42.35   3rd Qu.:1200.0   3rd Qu.:42.00   3rd Qu.:5868   244    :  4  
##  Max.   :59.00   Max.   :2400.0   Max.   :92.00   Max.   :9800   213    :  3  
##  NA's   :40      NA's   :16       NA's   :2       NA's   :29     (Other):108  
##     CVF_ml_0      CVF_PCT_0         CPT_ml_0       CPT_PCT_0    
##  Min.   : 950   Min.   : 35.00   Min.   :   10   Min.   : 69.0  
##  1st Qu.:1730   1st Qu.: 54.00   1st Qu.: 6200   1st Qu.:117.8  
##  Median :2205   Median : 68.00   Median : 7400   Median :132.0  
##  Mean   :2372   Mean   : 70.77   Mean   : 7302   Mean   :130.8  
##  3rd Qu.:2905   3rd Qu.: 85.00   3rd Qu.: 8615   3rd Qu.:143.2  
##  Max.   :5000   Max.   :135.00   Max.   :11000   Max.   :179.0  
##  NA's   :23     NA's   :20       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                   :126    
##  1st Qu.:56.00   1st Qu.:27.00   1st Qu.:0          Incomplet:  9    
##  Median :63.00   Median :33.50   Median :0                           
##  Mean   :62.68   Mean   :35.39   Mean   :0                           
##  3rd Qu.:71.00   3rd Qu.:41.00   3rd Qu.:0                           
##  Max.   :86.00   Max.   :89.00   Max.   :0                           
##  NA's   :28      NA's   :35      NA's   :4
describe(NoValves_total)
## NoValves_total 
## 
##  63  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
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##      135        0        7 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                         1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##      135        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##      135        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##      135        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##      135        0        9 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : AEG                                 Raison clinique : Atcd chir                          
## highest: Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                        Raison clinique :Traitement non optimal              
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##      135        0        6 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct 
##      135        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##      135        0        6 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé
## highest: Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##      135        0        5 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## highest:                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##      135        0        6 
## 
## lowest :                                                         Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti 
## highest: Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti  Raison paraclinique imagerie :pas de cible scinti seule
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##      135        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##      135        0        5 
## 
## lowest :                                                    14 Raison scissure perméable : StratX 1/ Chartis 2 4 Raison scissure perméable : StratX 1/ Chartis 2  Raison scissure perméable : Chartis                Raison scissure perméable : StratX                
## highest:                                                    14 Raison scissure perméable : StratX 1/ Chartis 2 4 Raison scissure perméable : StratX 1/ Chartis 2  Raison scissure perméable : Chartis                Raison scissure perméable : StratX                
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##      135        0        3 
## 
## (124, 0.919), Raison clinique cardio : Cardiopathie (3, 0.022), Raison clinique
## cardio : HTAP (8, 0.059)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##      135        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##      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
## --------------------------------------------------------------------------------

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

Groupe 1 : total patients

Descriptif de tous les patients adressés entre le 01/01/2018 au 27/06/2019 pour un possible traitement par valves

Groupe1_total <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Groupe_1/Groupe1_total.csv", stringsAsFactors=TRUE)
describe(Groupe1_total,num.desc=c("mean","median","sd","valid.n"),xname=NA,horizontal=FALSE)
## Groupe1_total 
## 
##  121  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
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##       42        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##       42        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##       42        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##       42        0        2 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##       42        0        6 
## 
## lowest :                                                       Raison clinique :  Refus du patient                   Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Refus du patient                   Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##       42        0        3 
##                                                                           
## Value                                      Raison clinique :  Pas de rehab
## Frequency                               39                               2
## Proportion                           0.929                           0.048
##                                           
## Value       Raison clinique : Exacerbation
## Frequency                                1
## Proportion                           0.024
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##       42        0        3 
## 
## (37, 0.881), Raison paraclinique EFR : VEMS trop élevé (3, 0.071), Raison
## paraclinique EFR :VR trop bas (2, 0.048)
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##       42        0        2 
##                                                
## Value                                          
## Frequency                                    40
## Proportion                                0.952
##                                                
## Value      Raison paraclinique EFR :VR trop bas
## Frequency                                     2
## Proportion                                0.048
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##       42        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##       42        0        2 
##                                                                  
## Value                                                            
## Frequency                                           41           
## Proportion                                          0.976        
##                                                                  
## Value      Raison paraclinique imagerie : pas de cible TDM-scinti
## Frequency                                            1           
## Proportion                                          0.024        
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##       42        0        2 
##                                               
## Value                                         
## Frequency                                   35
## Proportion                               0.833
##                                               
## Value      Raison scissure perméable : Chartis
## Frequency                                    7
## Proportion                               0.167
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##       42        0        3 
## 
## (38, 0.905), Raison clinique cardio : Cardiopathie (2, 0.048), Raison clinique
## cardio : HTAP (2, 0.048)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       42        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       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     Info     Mean      Gmd      .05      .10 
##       42        0       39        1    241.3    66.53    167.2    180.2 
##      .25      .50      .75      .90      .95 
##    214.5    238.0    263.0    308.6    364.3 
## 
## lowest :  73 149 167 171 180, highest: 309 332 366 385 400
## --------------------------------------------------------------------------------
## 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 
##       17       25       17        1    408.2    842.6     -462     -282 
##      .25      .50      .75      .90      .95 
##       70      210      700     1124     1574 
## 
## lowest : -870 -360 -230 -160   70, highest:  700  930 1000 1310 2630
##                                                                             
## Value       -870  -360  -230  -160    70   120   130   140   210   290   360
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        670   700   930  1000  1310  2630
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17       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 
##       14       28       14        1    347.3    139.1    193.0    215.0 
##      .25      .50      .75      .90      .95 
##    268.2    329.0    410.0    484.1    545.5 
## 
## lowest : 180 200 250 265 278, highest: 380 420 447 500 630
##                                                                             
## Value        180   200   250   265   278   309   315   343   345   380   420
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        447   500   630
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14       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 
##       17       25        4    0.836    1.882    1.426 
##                                   
## Value          0     1     2     3
## Frequency      4     3     1     9
## Proportion 0.235 0.176 0.059 0.529
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       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 
##       11       31        4    0.927    2.727    1.273 
##                                   
## Value          1     2     3     4
## Frequency      2     2     4     3
## Proportion 0.182 0.182 0.364 0.273
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11       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
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Raison.clinique_3

Groupe 1 : patients traités par valves

Descriptif des patients adressés entre le 01/01/2018 au 27/06/2019 qui ont bénéficié d’un traitement par valves

Groupe1_Valves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Groupe_1/Groupe1_Valves.csv", stringsAsFactors=TRUE)
G1_V<-Groupe1_Valves
summary(G1_V)
##       Groupe   age_Cs_initiale Sexe           Adressé_par Vu_en_Cs Vu_en_HDS
##  Groupe_1:18   Min.   :48.83   F: 4   Hopital public:6    Oui:18   Non: 4   
##                1st Qu.:54.64   H:14   Privé         :3             Oui:14   
##                Median :58.57          Suivi CHUT    :5                      
##                Mean   :60.78          Ville         :4                      
##                3rd Qu.:67.97                                                
##                Max.   :71.58                                                
##                                                                             
##  Critères_AMM_remplis Pose_valves                     Antécédents
##  Non: 4               Oui:18                                :16  
##  Oui:14                           Antécédents : cardiopathie: 2  
##                                                                  
##                                                                  
##                                                                  
##                                                                  
##                                                                  
##  Satut_Tabagique Déficit_alpha     taille          poids            BMI       
##  actif: 1        Non:16        Min.   :1.580   Min.   :42.00   Min.   :14.20  
##  Sevré:17        Oui: 2        1st Qu.:1.692   1st Qu.:59.00   1st Qu.:20.68  
##                                Median :1.710   Median :70.00   Median :23.34  
##                                Mean   :1.716   Mean   :68.06   Mean   :23.04  
##                                3rd Qu.:1.750   3rd Qu.:78.50   3rd Qu.:26.37  
##                                Max.   :1.830   Max.   :93.00   Max.   :29.35  
##                                                                               
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB    
##  Min.   :3.000        B:14                  Non:14            Non:17  
##  1st Qu.:3.000        D: 4                  Oui: 4            Oui: 1  
##  Median :3.000                                                        
##  Mean   :3.444                                                        
##  3rd Qu.:4.000                                                        
##  Max.   :4.000                                                        
##                                                                       
##   Score.MMRC_0 Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :2     Oui:18                       Non: 6                    
##  1st Qu.:3                                  Oui:12                    
##  Median :3                                                            
##  Mean   :3                                                            
##  3rd Qu.:3                                                            
##  Max.   :4                                                            
##                                                                       
##  Ttt_BPCO_médicamenteux     OLD           Réhab_réalisée
##  Oui:18                 Effort:8   Apres dressage: 2    
##                         Non   :5   Non           : 4    
##                         Repos :5   Oui           :12    
##                                                         
##                                                         
##                                                         
##                                                         
##            Intervention_ttt_emphysème_préalable Rsltats_scanr_STRATX
##  Non                         :16                LIG       :4        
##  SEGMENTECTOMIE LSD POUR NDUL: 1                LSG       :4        
##  SYMPHYSE G POUR PNO         : 1                LSD       :3        
##                                                 LID_LIG   :2        
##                                                 LSD LM    :2        
##                                                 LSD LM_LSG:1        
##                                                 (Other)   :2        
##               Résultats_StratX Résultats.scinti pourc_perfusion_lobe_traité
##  sissures étanches    :12      LSD    :4        Min.   : 1.00              
##  sissures intermediare: 6      LID_LIG:3        1st Qu.: 1.85              
##                                       :2        Median : 8.00              
##                                LIG    :2        Mean   : 9.15              
##                                LSD_LSG:2        3rd Qu.:15.00              
##                                LSG    :2        Max.   :20.00              
##                                (Other):3        NA's   :6                  
##  Stratx...Homogène..15.0_Hétérogène.1   TM6_.m._0     TM6_.nadir.sat.PCT._0
##  Hètérogène:9                         Min.   :135.0   Min.   :63.00        
##  Homogène  :9                         1st Qu.:258.0   1st Qu.:76.00        
##                                       Median :312.0   Median :82.00        
##                                       Mean   :337.5   Mean   :82.82        
##                                       3rd Qu.:380.0   3rd Qu.:90.00        
##                                       Max.   :546.0   Max.   :95.00        
##                                       NA's   :1       NA's   :1            
##  TM6_.score.Borg._0 BODE_calcul_0        ETT     PaO2_AA.mmHg._0 PaCO2_.mmHg._0
##  Min.   :4.000      Min.   :3.000          : 3   Min.   :51.00   Min.   :34.0  
##  1st Qu.:7.000      1st Qu.:5.000   HTAP   : 2   1st Qu.:65.00   1st Qu.:37.5  
##  Median :8.000      Median :5.000   Normale:13   Median :68.00   Median :41.0  
##  Mean   :7.559      Mean   :5.765                Mean   :69.52   Mean   :40.3  
##  3rd Qu.:9.000      3rd Qu.:7.000                3rd Qu.:76.00   3rd Qu.:42.0  
##  Max.   :9.000      Max.   :9.000                Max.   :91.00   Max.   :48.0  
##  NA's   :1          NA's   :1                    NA's   :1       NA's   :2     
##    VEMS._mL_0     VEMS_PCT_0       VR_ml_0        VR_PCT_0        CVF_ml_0   
##  Min.   : 530   Min.   :19.90   Min.   :3950   Min.   :190.0   Min.   :1230  
##  1st Qu.: 800   1st Qu.:23.00   1st Qu.:4885   1st Qu.:231.5   1st Qu.:1730  
##  Median : 845   Median :29.50   Median :5950   Median :240.0   Median :2240  
##  Mean   : 890   Mean   :29.24   Mean   :5799   Mean   :259.9   Mean   :2285  
##  3rd Qu.:1000   3rd Qu.:35.75   3rd Qu.:6655   3rd Qu.:289.0   3rd Qu.:2730  
##  Max.   :1470   Max.   :38.00   Max.   :7870   Max.   :400.0   Max.   :3230  
##                                                                NA's   :1     
##    CVF_PCT_0        CPT_ml_0       CPT_PCT_0        VR_CPT_0    
##  Min.   :38.00   Min.   : 5650   Min.   :106.7   Min.   :57.00  
##  1st Qu.:49.40   1st Qu.: 7600   1st Qu.:122.8   1st Qu.:63.00  
##  Median :58.00   Median : 8315   Median :133.0   Median :68.50  
##  Mean   :61.33   Mean   : 8321   Mean   :131.2   Mean   :69.41  
##  3rd Qu.:73.28   3rd Qu.: 9525   3rd Qu.:139.5   3rd Qu.:75.75  
##  Max.   :85.00   Max.   :10000   Max.   :150.0   Max.   :83.88  
##  NA's   :2                                                      
##    DLCO_PCT_0    Nbre_valves_posées Résultats_Chartis  Lobe_choisi
##  Min.   :22.00   Min.   : 5.000             :1        LID    :1   
##  1st Qu.:29.75   1st Qu.: 5.250     Complete:8        LID_LIG:1   
##  Median :33.00   Median : 6.000     Non Fait:9        LIG    :5   
##  Mean   :34.50   Mean   : 6.889                       LSD    :3   
##  3rd Qu.:38.00   3rd Qu.: 7.750                       LSD LM :2   
##  Max.   :55.00   Max.   :15.000                       LSG    :6   
##  NA's   :2                                                        
##           Complications.pose_0 date.de.survenue.des.complications_0
##                     :12                  :15                       
##   Exacerbation BPCO : 4        01/08/2019: 1                       
##  Autre              : 1        03/08/2019: 1                       
##  Majoration dyspnée : 1        11/01/2019: 1                       
##                                                                    
##                                                                    
##                                                                    
##  Délai.de.survenue.des.complications..jours.
##  Min.   : 1.00                              
##  1st Qu.: 1.00                              
##  Median :14.00                              
##  Mean   :14.75                              
##  3rd Qu.:27.75                              
##  Max.   :30.00                              
##  NA's   :14                                 
##                                           PEC.en.charge.des.complications_0
##                                                            :12             
##  aerosols                                                  : 1             
##  AEROSOLS, a la 2e pose du LID                             : 1             
##  Décompensation avec part cardiaque : furo atb ctc aerosols: 1             
##  EMBOLIE PULM                                              : 1             
##  passage SI, salbu                                         : 1             
##  USI, bronchodilat                                         : 1             
##            Complications.pose
##                     :10      
##   Exacerbation BPCO : 3      
##  Autre              : 1      
##  Hémoptysie         : 1      
##  Majoration dyspnée : 1      
##  Pneumonie          : 1      
##  Pneumothorax       : 1      
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : 0.00                                      
##  1st Qu.: 2.50                                      
##  Median : 5.00                                      
##  Mean   :14.67                                      
##  3rd Qu.:22.50                                      
##  Max.   :48.00                                      
##  NA's   :12                                         
##                      PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                    :10                           
##  aerosols                                          : 1                           
##  AEROSOLS 4SEM                                     : 1                           
##  ATB                                               : 1                           
##  DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE : 1                           
##  FIEVRE, ATB PROLONGEE                             : 1                           
##  (Other)                                           : 3                           
##   VEMS_.ml._1    VEMS_.PCT._1    Gain_VEMS_1       CVF_.ml._1    CVF_.PCT._1   
##  Min.   : 520   Min.   :21.00   Min.   :-320.0   Min.   :1430   Min.   :44.00  
##  1st Qu.: 800   1st Qu.:27.60   1st Qu.: -10.0   1st Qu.:2230   1st Qu.:60.80  
##  Median : 900   Median :36.00   Median : 100.0   Median :2500   Median :69.00  
##  Mean   :1091   Mean   :35.09   Mean   : 218.8   Mean   :2561   Mean   :68.41  
##  3rd Qu.:1220   3rd Qu.:42.00   3rd Qu.: 370.0   3rd Qu.:3160   3rd Qu.:79.00  
##  Max.   :2630   Max.   :60.00   Max.   :1830.0   Max.   :3520   Max.   :91.00  
##  NA's   :1      NA's   :1       NA's   :1        NA's   :1      NA's   :1      
##    Gain_CVF_1       CPT_.ml._1     CPT_.PCT._1       Gain_CPT       
##  Min.   :-870.0   Min.   : 5640   Min.   :106.0   Min.   :-1530.00  
##  1st Qu.:  70.0   1st Qu.: 7330   1st Qu.:124.0   1st Qu.: -320.00  
##  Median : 210.0   Median : 8420   Median :133.0   Median :  140.00  
##  Mean   : 408.2   Mean   : 8291   Mean   :130.4   Mean   :  -76.71  
##  3rd Qu.: 700.0   3rd Qu.: 9100   3rd Qu.:137.0   3rd Qu.:  260.00  
##  Max.   :2630.0   Max.   :10400   Max.   :152.0   Max.   : 1060.00  
##  NA's   :1        NA's   :1       NA's   :1       NA's   :1         
##    VR..ml._1      VR..PCT._1      Gain_VR_1         TM6_.m._1    
##  Min.   :3870   Min.   :173.0   Min.   :-2380.0   Min.   :180.0  
##  1st Qu.:4600   1st Qu.:217.0   1st Qu.:-1110.0   1st Qu.:268.2  
##  Median :5540   Median :234.0   Median : -160.0   Median :329.0  
##  Mean   :5609   Mean   :239.5   Mean   : -249.4   Mean   :347.3  
##  3rd Qu.:6400   3rd Qu.:262.0   3rd Qu.:  420.0   3rd Qu.:410.0  
##  Max.   :8660   Max.   :310.0   Max.   : 1960.0   Max.   :630.0  
##  NA's   :1      NA's   :1       NA's   :1         NA's   :4      
##  TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1          mMRC_1     
##  Min.   :74.00   Min.   :2.500      Min.   :-219.00   Min.   :1.000  
##  1st Qu.:78.25   1st Qu.:6.000      1st Qu.: -14.00   1st Qu.:1.000  
##  Median :83.50   Median :8.000      Median :  23.50   Median :2.000  
##  Mean   :83.64   Mean   :6.893      Mean   :  12.00   Mean   :2.125  
##  3rd Qu.:89.00   3rd Qu.:8.000      3rd Qu.:  64.25   3rd Qu.:3.000  
##  Max.   :92.00   Max.   :9.000      Max.   : 180.00   Max.   :4.000  
##  NA's   :4       NA's   :4          NA's   :4         NA's   :2      
##      IMC_1       BODE.calculé_1       Complications_a_distance_1
##  Min.   :14.00   Min.   :2.00                      :9           
##  1st Qu.:21.00   1st Qu.:3.25    Exacerbation BPCO :6           
##  Median :24.00   Median :4.00   Engluement valve   :2           
##  Mean   :22.89   Mean   :4.50   Majoration dyspnée :1           
##  3rd Qu.:25.00   3rd Qu.:6.00                                   
##  Max.   :31.00   Max.   :8.00                                   
##  NA's   :1       NA's   :4                                      
##       Complications_a_distance_2
##                    :17          
##  Majoration dyspnée: 1          
##                                 
##                                 
##                                 
##                                 
##                                 
##                                                        Prise_en_charge_complications_1
##                                                                        :9             
##  1 exa, en rehab // retrait valves                                     :1             
##  AEROSOLS DOMICILE                                                     :1             
##  atb au domicile, multiples exacerbation chez un patient colo à achromo:1             
##  consult                                                               :1             
##  CTC ATB, PLUSIEURS EXA                                                :1             
##  (Other)                                                               :4             
##   VEMS_.ml._2      VEMS_.PCT._2    Gain_VEMS_2        CVF_.ml._2  
##  Min.   : 490.0   Min.   :17.00   Min.   :-500.00   Min.   :1630  
##  1st Qu.: 637.5   1st Qu.:21.50   1st Qu.:-132.50   1st Qu.:1720  
##  Median :1000.0   Median :30.00   Median :  35.00   Median :2140  
##  Mean   : 950.8   Mean   :30.36   Mean   :  78.33   Mean   :2282  
##  3rd Qu.:1092.5   3rd Qu.:38.00   3rd Qu.: 390.00   3rd Qu.:2555  
##  Max.   :1900.0   Max.   :48.00   Max.   : 550.00   Max.   :3600  
##  NA's   :6        NA's   :7       NA's   :6         NA's   :7     
##   CVF_.PCT._2      Gain_CVF_2        CPT_.ml._2     CPT_.PCT._2   
##  Min.   :40.00   Min.   :-1230.0   Min.   : 5730   Min.   :107.0  
##  1st Qu.:50.00   1st Qu.: -430.0   1st Qu.: 7515   1st Qu.:117.0  
##  Median :58.00   Median :  250.0   Median : 8560   Median :130.0  
##  Mean   :59.73   Mean   :  197.3   Mean   : 8359   Mean   :142.4  
##  3rd Qu.:67.50   3rd Qu.:  640.0   3rd Qu.: 9250   3rd Qu.:138.5  
##  Max.   :83.00   Max.   : 2060.0   Max.   :10800   Max.   :294.0  
##  NA's   :7       NA's   :7         NA's   :7       NA's   :7      
##    Gain_CPT_2         VR_.ml._2      VR_.PCT._2    Gain_VR_2      
##  Min.   :-1020.00   Min.   :3600   Min.   :179   Min.   :-2910.0  
##  1st Qu.: -610.00   1st Qu.:4175   1st Qu.:191   1st Qu.:-1135.0  
##  Median :   20.00   Median :5500   Median :245   Median : -180.0  
##  Mean   :  -66.73   Mean   :5633   Mean   :240   Mean   : -231.8  
##  3rd Qu.:  433.00   3rd Qu.:6610   3rd Qu.:282   3rd Qu.:  740.0  
##  Max.   : 1060.00   Max.   :8900   Max.   :334   Max.   : 2790.0  
##  NA's   :7          NA's   :7      NA's   :7     NA's   :7        
##  TM6_sat_.PCT._2   TM6_.m._2     TM6_.score.borg._2 Calcul_BODE_TM6_2
##  Min.   :77.0    Min.   :219.0   Min.   :5.000      Min.   :0.000    
##  1st Qu.:80.0    1st Qu.:319.5   1st Qu.:5.000      1st Qu.:1.000    
##  Median :80.5    Median :349.5   Median :8.000      Median :3.000    
##  Mean   :83.0    Mean   :389.1   Mean   :7.188      Mean   :1.882    
##  3rd Qu.:84.0    3rd Qu.:460.5   3rd Qu.:8.625      3rd Qu.:3.000    
##  Max.   :94.0    Max.   :633.0   Max.   :9.000      Max.   :3.000    
##  NA's   :10      NA's   :10      NA's   :10         NA's   :1        
##    Gain.TM6_2          mMRC_2          IMC_2       calcul.bode_2  
##  Min.   :-136.00   Min.   :1.000   Min.   :14.00   Min.   :2.000  
##  1st Qu.: -44.75   1st Qu.:2.000   1st Qu.:20.10   1st Qu.:2.750  
##  Median :  30.00   Median :3.000   Median :23.00   Median :5.000  
##  Mean   :  19.50   Mean   :2.727   Mean   :22.99   Mean   :4.625  
##  3rd Qu.: 109.75   3rd Qu.:3.500   3rd Qu.:26.25   3rd Qu.:6.000  
##  Max.   : 120.00   Max.   :4.000   Max.   :31.00   Max.   :8.000  
##  NA's   :10        NA's   :7       NA's   :7       NA's   :10     
##       Complications_a_distance_1.1   Complications_a_distance_2.1 Retrait_valve
##                     :12                            :17            Non:14       
##   Exacerbation BPCO : 5            Migration valve : 1            Oui: 4       
##  Hémoptysie         : 1                                                        
##                                                                                
##                                                                                
##                                                                                
##                                                                                
##           type_retrait delais_retrait_valve_mois
##  Non            :14    Min.   : 5.17            
##  retrait complet: 3    1st Qu.: 7.54            
##  retrait partiel: 1    Median :10.55            
##                        Mean   :10.69            
##                        3rd Qu.:13.70            
##                        Max.   :16.50            
##                        NA's   :14               
##                                                Raison.retrait.valves
##                                                           :14       
##  DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG     : 1       
##  EFR et dyspnée inchangés                                 : 1       
##  Hemopt et projet de greffe                               : 1       
##  PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE: 1       
##                                                                     
## 
describe(G1_V)
## G1_V 
## 
##  105  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
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       18        0        2 
##                                                                 
## Value                                 Antécédents : cardiopathie
## Frequency                          16                          2
## Proportion                      0.889                      0.111
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       18        0        2 
##                       
## Value      actif Sevré
## Frequency      1    17
## Proportion 0.056 0.944
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     16     2
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       13    0.988    1.716  0.07059    1.614    1.641 
##      .25      .50      .75      .90      .95 
##    1.693    1.710    1.750    1.786    1.804 
## 
## lowest : 1.58 1.62 1.65 1.68 1.69, highest: 1.75 1.77 1.78 1.80 1.83
##                                                                             
## Value       1.58  1.62  1.65  1.68  1.69  1.70  1.72  1.74  1.75  1.77  1.78
## Frequency      1     1     1     1     1     4     2     1     2     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.222 0.111 0.056 0.111 0.056 0.056
##                       
## Value       1.80  1.83
## Frequency      1     1
## Proportion 0.056 0.056
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       14    0.994    68.06    17.12    46.25    47.70 
##      .25      .50      .75      .90      .95 
##    59.00    70.00    78.50    87.20    90.45 
## 
## lowest : 42 47 48 59 62, highest: 80 81 86 90 93
##                                                                             
## Value         42    47    48    59    62    70    71    72    74    80    81
## Frequency      1     1     1     3     2     2     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.167 0.111 0.111 0.056 0.056 0.056 0.056 0.056
##                             
## Value         86    90    93
## Frequency      1     1     1
## Proportion 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       18        0       18        1    23.04    5.054    16.12    17.74 
##      .25      .50      .75      .90      .95 
##    20.68    23.34    26.37    28.34    29.11 
## 
## lowest : 14.20 16.46 18.29 18.83 20.42, highest: 26.42 26.87 28.03 29.07 29.35
##                                                                             
## Value      14.20 16.46 18.29 18.83 20.42 21.45 21.60 21.67 23.18 23.51 24.22
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056 0.056
##                                                     
## Value      24.84 26.22 26.42 26.87 28.03 29.07 29.35
## Frequency      1     1     1     1     1     1     1
## Proportion 0.056 0.056 0.056 0.056 0.056 0.056 0.056
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       18        0        2    0.743    3.444   0.5229 
##                       
## Value          3     4
## Frequency     10     8
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       18        0        2 
##                       
## Value          B     D
## Frequency     14     4
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     14     4
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     17     1
## Proportion 0.944 0.056
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       18        0        3    0.809        3    0.732 
##                             
## Value          2     3     4
## Frequency      4    10     4
## Proportion 0.222 0.556 0.222
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct    value 
##       18        0        1      Oui 
##               
## Value      Oui
## Frequency   18
## Proportion   1
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency      6    12
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct    value 
##       18        0        1      Oui 
##               
## Value      Oui
## Frequency   18
## Proportion   1
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       18        0        3 
##                                
## Value      Effort    Non  Repos
## Frequency       8      5      5
## Proportion  0.444  0.278  0.278
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       18        0        3 
##                                                        
## Value      Apres dressage            Non            Oui
## Frequency               2              4             12
## Proportion          0.111          0.222          0.667
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       18        0        3 
##                                                                     
## Value                               Non SEGMENTECTOMIE LSD POUR NDUL
## Frequency                            16                            1
## Proportion                        0.889                        0.056
##                                        
## Value               SYMPHYSE G POUR PNO
## Frequency                             1
## Proportion                        0.056
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## date.de.survenue.des.complications_0 
##        n  missing distinct 
##       18        0        4 
##                                                       
## Value                 01/08/2019 03/08/2019 11/01/2019
## Frequency          15          1          1          1
## Proportion      0.833      0.056      0.056      0.056
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours. 
##        n  missing distinct     Info     Mean      Gmd 
##        4       14        3      0.9    14.75    18.83 
##                          
## Value         1   27   30
## Frequency     2    1    1
## Proportion 0.50 0.25 0.25
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0 
##        n  missing distinct 
##       18        0        7 
## 
## lowest :                                                            aerosols                                                   AEROSOLS, a la 2e pose du LID                              Décompensation avec part cardiaque : furo atb ctc aerosols EMBOLIE PULM                                              
## highest: AEROSOLS, a la 2e pose du LID                              Décompensation avec part cardiaque : furo atb ctc aerosols EMBOLIE PULM                                               passage SI, salbu                                          USI, bronchodilat                                         
## --------------------------------------------------------------------------------
## Complications.pose 
##        n  missing distinct 
##       18        0        7 
## 
## lowest :                      Exacerbation BPCO  Autre               Hémoptysie          Majoration dyspnée 
## highest: Autre               Hémoptysie          Majoration dyspnée  Pneumonie           Pneumothorax       
## 
## (10, 0.556), Exacerbation BPCO (3, 0.167), Autre (1, 0.056), Hémoptysie (1,
## 0.056), Majoration dyspnée (1, 0.056), Pneumonie (1, 0.056), Pneumothorax (1,
## 0.056)
## --------------------------------------------------------------------------------
## Délai.de.survenue.des.complications..jours._valve.2 
##        n  missing distinct     Info     Mean      Gmd 
##        6       12        6        1    14.67    21.33 
## 
## lowest :  0  2  4  6 28, highest:  2  4  6 28 48
##                                               
## Value          0     2     4     6    28    48
## Frequency      1     1     1     1     1     1
## Proportion 0.167 0.167 0.167 0.167 0.167 0.167
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##       18        0        9 
## 
## lowest :                                                    aerosols                                           AEROSOLS 4SEM                                      ATB                                                DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE 
## highest: DRAINAGE SI, RETRAIT D UNE VALVE, REPOSEE ENSUITE  FIEVRE, ATB PROLONGEE                              O2, atb                                            retrait valves                                     SUR GRANULOME, ENDOS                              
## --------------------------------------------------------------------------------
## VEMS_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     1091    514.3      584      654 
##      .25      .50      .75      .90      .95 
##      800      900     1220     1516     1998 
## 
## lowest :  520  600  690  790  800, highest: 1220 1240 1300 1840 2630
##                                                                             
## Value        520   600   690   790   800   820   890   900  1040  1160  1200
## Frequency      1     1     1     1     1     1     1     2     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059
##                                         
## Value       1220  1240  1300  1840  2630
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VEMS_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       14    0.996    35.09    12.02     21.8     22.0 
##      .25      .50      .75      .90      .95 
##     27.6     36.0     42.0     45.0     50.4 
## 
## lowest : 21.0 22.0 23.0 27.6 29.0, highest: 40.0 42.0 43.0 48.0 60.0
##                                                                             
## Value       21.0  22.0  23.0  27.6  29.0  33.0  34.0  36.0  38.0  40.0  42.0
## Frequency      1     2     1     1     1     1     1     2     1     1     2
## Proportion 0.059 0.118 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.118
##                             
## Value       43.0  48.0  60.0
## Frequency      1     1     1
## Proportion 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_VEMS_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999    218.8    456.8     -224     -146 
##      .25      .50      .75      .90      .95 
##      -10      100      370      514      782 
## 
## lowest : -320 -200 -110  -60  -10, highest:  370  390  510  520 1830
##                                                                             
## Value       -320  -200  -110   -60   -10     0    20    60   100   230   290
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059
##                                         
## Value        370   390   510   520  1830
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     2561    750.3     1662     1750 
##      .25      .50      .75      .90      .95 
##     2230     2500     3160     3340     3424 
## 
## lowest : 1430 1720 1770 1800 2230, highest: 3160 3170 3300 3400 3520
##                                                                             
## Value       1430  1720  1770  1800  2230  2350  2470  2500  2630  2840  2900
## Frequency      1     1     1     1     1     2     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       3160  3170  3300  3400  3520
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CVF_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1    68.41    15.37    48.00    50.20 
##      .25      .50      .75      .90      .95 
##    60.80    69.00    79.00    81.32    84.12 
## 
## lowest : 44.0 49.0 51.0 59.5 60.8, highest: 79.0 80.0 80.6 82.4 91.0
##                                                                             
## Value       44.0  49.0  51.0  59.5  60.8  61.0  63.0  66.0  69.0  73.0  76.6
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value       77.0  79.0  80.0  80.6  82.4  91.0
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CVF_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1    408.2    842.6     -462     -282 
##      .25      .50      .75      .90      .95 
##       70      210      700     1124     1574 
## 
## lowest : -870 -360 -230 -160   70, highest:  700  930 1000 1310 2630
##                                                                             
## Value       -870  -360  -230  -160    70   120   130   140   210   290   360
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        670   700   930  1000  1310  2630
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999     8291     1567     6344     6742 
##      .25      .50      .75      .90      .95 
##     7330     8420     9100     9990    10192 
## 
## lowest :  5640  6520  6890  6900  7330, highest:  9020  9100  9890 10140 10400
##                                                                             
## Value       5640  6520  6890  6900  7330  7340  8200  8280  8420  8870  8910
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                         
## Value       9020  9100  9890 10140 10400
## Frequency      1     2     1     1     1
## Proportion 0.059 0.118 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## CPT_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       15    0.998    130.4    13.58    112.4    115.2 
##      .25      .50      .75      .90      .95 
##    124.0    133.0    137.0    142.0    145.3 
## 
## lowest : 106.0 114.0 116.0 123.0 124.0, highest: 136.0 137.0 141.0 143.6 152.0
##                                                                             
## Value      106.0 114.0 116.0 123.0 124.0 128.0 129.0 133.0 134.0 135.5 136.0
## Frequency      1     1     1     1     2     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059 0.059 0.059 0.059
##                                   
## Value      137.0 141.0 143.6 152.0
## Frequency      1     2     1     1
## Proportion 0.059 0.118 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_CPT 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1   -76.71    719.3  -1082.0   -922.0 
##      .25      .50      .75      .90      .95 
##   -320.0    140.0    260.0    458.4    648.8 
## 
## lowest : -1530  -970  -890  -880  -320, highest:   260   380   400   546  1060
##                                                                             
## Value      -1530  -970  -890  -880  -320   -50   -10    40   140   150   170
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value        200   260   380   400   546  1060
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR..ml._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1     5609     1448     4166     4384 
##      .25      .50      .75      .90      .95 
##     4600     5540     6400     6894     7420 
## 
## lowest : 3870 4240 4480 4490 4600, highest: 6400 6640 6750 7110 8660
##                                                                             
## Value       3870  4240  4480  4490  4600  4670  4680  4960  5540  5900  6160
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059
##                                               
## Value       6200  6400  6640  6750  7110  8660
## Frequency      1     1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## VR..PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       16    0.999    239.5    48.56    180.2    182.6 
##      .25      .50      .75      .90      .95 
##    217.0    234.0    262.0    297.8    301.2 
## 
## lowest : 173 182 183 208 217, highest: 262 280 297 299 310
##                                                                             
## Value        173   182   183   208   217   221   228   232   234   253   258
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059
##                                         
## Value        262   280   297   299   310
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Gain_VR_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       17        1   -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 
##       14        4       14        1    347.3    139.1    193.0    215.0 
##      .25      .50      .75      .90      .95 
##    268.2    329.0    410.0    484.1    545.5 
## 
## lowest : 180 200 250 265 278, highest: 380 420 447 500 630
##                                                                             
## Value        180   200   250   265   278   309   315   343   345   380   420
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value        447   500   630
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_sat_.PCT._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        4       13    0.998    83.64     7.33    75.30    76.30 
##      .25      .50      .75      .90      .95 
##    78.25    83.50    89.00    90.70    91.35 
## 
## lowest : 74 76 77 78 79, highest: 88 89 90 91 92
##                                                                             
## Value         74    76    77    78    79    81    82    85    88    89    90
## Frequency      1     1     1     1     1     1     1     1     1     2     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.143 0.071
##                       
## Value         91    92
## Frequency      1     1
## Proportion 0.071 0.071
## --------------------------------------------------------------------------------
## TM6_.score.borg._1 
##        n  missing distinct     Info     Mean      Gmd 
##       14        4        5     0.91    6.893    2.038 
## 
## lowest : 2.5 5.0 6.0 8.0 9.0, highest: 2.5 5.0 6.0 8.0 9.0
##                                         
## Value        2.5   5.0   6.0   8.0   9.0
## Frequency      1     2     3     6     2
## Proportion 0.071 0.143 0.214 0.429 0.143
## --------------------------------------------------------------------------------
## Gain_TM6_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       14        4       14        1       12    104.9  -155.30   -95.80 
##      .25      .50      .75      .90      .95 
##   -14.00    23.50    64.25    88.90   122.15 
## 
## lowest : -219 -121  -37  -20    4, highest:   50   69   84   91  180
##                                                                             
## Value       -219  -121   -37   -20     4     7    21    26    33    50    69
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
##                             
## Value         84    91   180
## Frequency      1     1     1
## Proportion 0.071 0.071 0.071
## --------------------------------------------------------------------------------
## mMRC_1 
##        n  missing distinct     Info     Mean      Gmd 
##       16        2        4    0.891    2.125     1.15 
##                                   
## Value          1     2     3     4
## Frequency      6     3     6     1
## Proportion 0.375 0.188 0.375 0.062
## --------------------------------------------------------------------------------
## IMC_1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        1       15    0.998    22.89    5.196    14.96    17.18 
##      .25      .50      .75      .90      .95 
##    21.00    24.00    25.00    27.80    29.40 
## 
## lowest : 14.0 15.2 18.5 19.8 21.0, highest: 25.0 26.6 27.0 29.0 31.0
##                                                                             
## Value       14.0  15.2  18.5  19.8  21.0  21.1  21.5  22.0  24.0  24.5  25.0
## Frequency      1     1     1     1     1     1     1     1     2     1     2
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.118
##                                   
## Value       26.6  27.0  29.0  31.0
## Frequency      1     1     1     1
## Proportion 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## BODE.calculé_1 
##        n  missing distinct     Info     Mean      Gmd 
##       14        4        6    0.952      4.5    2.011 
## 
## lowest : 2 3 4 5 6, highest: 3 4 5 6 8
##                                               
## Value          2     3     4     5     6     8
## Frequency      2     2     4     1     4     1
## Proportion 0.143 0.143 0.286 0.071 0.286 0.071
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       18        0        4 
##                                                                    
## Value                          Exacerbation BPCO   Engluement valve
## Frequency                   9                  6                  2
## Proportion              0.500              0.333              0.111
##                              
## Value      Majoration dyspnée
## Frequency                   1
## Proportion              0.056
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##       18        0        2 
##                                                 
## Value                         Majoration dyspnée
## Frequency                  17                  1
## Proportion              0.944              0.056
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       18        0       10 
## 
## lowest :                                                                          1 exa, en rehab // retrait valves                                        AEROSOLS DOMICILE                                                        atb au domicile, multiples exacerbation chez un patient colo à achromo   consult                                                                 
## highest: CTC ATB, PLUSIEURS EXA                                                   Fibro apsi                                                               HOSPIT ATB CTC AEROSOLS X2 + AJOUT AZITHRO                               mauvais tlvr, chgt de 2 valves disfonctionnelles : atelectasie retrouvée Retrait 3 valves lingula                                                
## --------------------------------------------------------------------------------
## VEMS_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        6       12        1    950.8    449.5    495.5    510.0 
##      .25      .50      .75      .90      .95 
##    637.5   1000.0   1092.5   1280.0   1570.0 
## 
## lowest :  490  500  600  650  700, highest: 1080 1090 1100 1300 1900
##                                                                             
## Value        490   500   600   650   700   940  1060  1080  1090  1100  1300
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083
##                 
## Value       1900
## Frequency      1
## Proportion 0.083
## --------------------------------------------------------------------------------
## VEMS_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd 
##       11        7        8    0.977    30.36    11.89 
## 
## lowest : 17 19 20 23 30, highest: 23 30 38 41 48
##                                                           
## Value         17    19    20    23    30    38    41    48
## Frequency      1     1     1     1     3     2     1     1
## Proportion 0.091 0.091 0.091 0.091 0.273 0.182 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_VEMS_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       12        6       11    0.997    78.33    384.2   -357.0   -236.0 
##      .25      .50      .75      .90      .95 
##   -132.5     35.0    390.0    426.0    484.0 
## 
## lowest : -500 -240 -200 -110 -100, highest:   70  260  390  430  550
##                                                                             
## Value       -500  -240  -200  -110  -100     0    70   260   390   430   550
## Frequency      1     1     1     1     1     1     1     1     2     1     1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.167 0.083 0.083
## --------------------------------------------------------------------------------
## CVF_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1     2282    747.6     1665     1700 
##      .25      .50      .75      .90      .95 
##     1720     2140     2555     3270     3435 
## 
## lowest : 1630 1700 1710 1730 2060, highest: 2150 2400 2710 3270 3600
##                                                                             
## Value       1630  1700  1710  1730  2060  2140  2150  2400  2710  3270  3600
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## CVF_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1    59.73    15.38     43.5     47.0 
##      .25      .50      .75      .90      .95 
##     50.0     58.0     67.5     74.0     78.5 
## 
## lowest : 40 47 48 52 55, highest: 65 67 68 74 83
##                                                                             
## Value         40    47    48    52    55    58    65    67    68    74    83
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_CVF_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1    197.3     1117    -1020     -810 
##      .25      .50      .75      .90      .95 
##     -430      250      640     1180     1620 
## 
## lowest : -1230  -810  -770   -90   -20, highest:   320   370   910  1180  2060
##                                                                             
## Value      -1230  -810  -770   -90   -20   250   320   370   910  1180  2060
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## CPT_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1     8359     1895     5965     6200 
##      .25      .50      .75      .90      .95 
##     7515     8560     9250    10370    10585 
## 
## lowest :  5730  6200  7430  7600  7900, highest:  8860  8900  9600 10370 10800
##                                                                             
## Value       5730  6200  7430  7600  7900  8560  8860  8900  9600 10370 10800
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## CPT_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       10    0.995    142.4    44.28    110.5    114.0 
##      .25      .50      .75      .90      .95 
##    117.0    130.0    138.5    153.7    223.8 
## 
## lowest : 107.0 114.0 120.0 124.0 130.0, highest: 133.0 134.0 143.0 153.7 294.0
##                                                                       
## Value      107.0 114.0 120.0 124.0 130.0 133.0 134.0 143.0 153.7 294.0
## Frequency      1     2     1     1     1     1     1     1     1     1
## Proportion 0.091 0.182 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_CPT_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1   -66.73    807.7     -945     -870 
##      .25      .50      .75      .90      .95 
##     -610       20      433      610      835 
## 
## lowest : -1020  -870  -820  -400  -260, highest:    80   306   560   610  1060
##                                                                             
## Value      -1020  -870  -820  -400  -260    20    80   306   560   610  1060
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## VR_.ml._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1     5633     1988     3845     4090 
##      .25      .50      .75      .90      .95 
##     4175     5500     6610     7550     8225 
## 
## lowest : 3600 4090 4150 4200 4450, highest: 6300 6340 6880 7550 8900
##                                                                             
## Value       3600  4090  4150  4200  4450  5500  6300  6340  6880  7550  8900
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## VR_.PCT._2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1      240    63.64    180.5    182.0 
##      .25      .50      .75      .90      .95 
##    191.0    245.0    282.0    295.0    314.5 
## 
## lowest : 179 182 189 193 200, highest: 259 275 289 295 334
##                                                                             
## Value        179   182   189   193   200   245   259   275   289   295   334
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## Gain_VR_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       11        1   -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       10        6    0.952       83    6.286 
## 
## lowest : 77 80 81 82 90, highest: 80 81 82 90 94
##                                               
## Value         77    80    81    82    90    94
## Frequency      1     3     1     1     1     1
## Proportion 0.125 0.375 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## TM6_.m._2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        8        1    389.1    154.8 
## 
## lowest : 219 285 331 339 360, highest: 339 360 448 498 633
##                                                           
## Value        219   285   331   339   360   448   498   633
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## TM6_.score.borg._2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        4    0.929    7.188    2.089 
##                                   
## Value        5.0   8.0   8.5   9.0
## Frequency      3     2     1     2
## Proportion 0.375 0.250 0.125 0.250
## --------------------------------------------------------------------------------
## Calcul_BODE_TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##       17        1        4    0.836    1.882    1.426 
##                                   
## Value          0     1     2     3
## Frequency      4     3     1     9
## Proportion 0.235 0.176 0.059 0.529
## --------------------------------------------------------------------------------
## Gain.TM6_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        8        1     19.5    118.4 
## 
## lowest : -136  -80  -33  -27   87, highest:  -27   87  107  118  120
##                                                           
## Value       -136   -80   -33   -27    87   107   118   120
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       11        7        4    0.927    2.727    1.273 
##                                   
## Value          1     2     3     4
## Frequency      2     2     4     3
## Proportion 0.182 0.182 0.364 0.273
## --------------------------------------------------------------------------------
## IMC_2 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       11        7       10    0.995    22.99    6.375    14.60    15.20 
##      .25      .50      .75      .90      .95 
##    20.10    23.00    26.25    29.00    30.00 
## 
## lowest : 14.0 15.2 18.5 21.7 23.0, highest: 25.0 25.5 27.0 29.0 31.0
##                                                                       
## Value       14.0  15.2  18.5  21.7  23.0  25.0  25.5  27.0  29.0  31.0
## Frequency      1     1     1     1     2     1     1     1     1     1
## Proportion 0.091 0.091 0.091 0.091 0.182 0.091 0.091 0.091 0.091 0.091
## --------------------------------------------------------------------------------
## calcul.bode_2 
##        n  missing distinct     Info     Mean      Gmd 
##        8       10        5    0.964    4.625    2.536 
## 
## lowest : 2 3 5 6 8, highest: 2 3 5 6 8
##                                         
## Value          2     3     5     6     8
## Frequency      2     1     2     2     1
## Proportion 0.250 0.125 0.250 0.250 0.125
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##       18        0        3 
##                                                                 
## Value                        Exacerbation BPCO        Hémoptysie
## Frequency                 12                 5                 1
## Proportion             0.667             0.278             0.056
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##        n  missing distinct 
##       18        0        2 
##                                           
## Value                      Migration valve
## Frequency               17               1
## Proportion           0.944           0.056
## --------------------------------------------------------------------------------
## Retrait_valve 
##        n  missing distinct 
##       18        0        2 
##                       
## Value        Non   Oui
## Frequency     14     4
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## type_retrait 
##        n  missing distinct 
##       18        0        3 
##                                                           
## Value                  Non retrait complet retrait partiel
## Frequency               14               3               1
## Proportion           0.778           0.167           0.056
## --------------------------------------------------------------------------------
## delais_retrait_valve_mois 
##        n  missing distinct     Info     Mean      Gmd 
##        4       14        4        1    10.69    6.405 
##                                   
## Value       5.17  8.33 12.77 16.50
## Frequency      1     1     1     1
## Proportion  0.25  0.25  0.25  0.25
## --------------------------------------------------------------------------------
## Raison.retrait.valves 
##        n  missing distinct 
##       18        0        5 
## 
## lowest :                                                           DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG      EFR et dyspnée inchangés                                  Hemopt et projet de greffe                                PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE
## highest:                                                           DEGRADATION RESPI SOUS VALVES, 3 restantes car CI AG      EFR et dyspnée inchangés                                  Hemopt et projet de greffe                                PAS DE REDUCTION DE VOLUME ET D AMLIORATION FONCTIONNELLE
## --------------------------------------------------------------------------------

Groupe 1 : patients non traités par valves

Descriptif des patients adressés entre le 01/01/2018 au 27/06/2019 qui n’ont pas bénéficié d’un traitement par valves

Groupe1_NoValves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Groupe_1/Groupe1_NoValves.csv", stringsAsFactors=TRUE)
G1_NV<-Groupe1_NoValves
describe(G1_NV)
## G1_NV 
## 
##  63  Variables      24  Observations
## --------------------------------------------------------------------------------
## Groupe 
##        n  missing distinct    value 
##       24        0        1 Groupe_1 
##                    
## Value      Groupe_1
## Frequency        24
## Proportion        1
## --------------------------------------------------------------------------------
## age_Cs_initiale 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       24        1    62.25     10.7    48.46    50.90 
##      .25      .50      .75      .90      .95 
##    54.90    63.29    69.58    71.34    72.31 
## 
## lowest : 46.38 48.06 50.73 51.30 52.76, highest: 70.79 71.11 71.44 72.46 81.12
## --------------------------------------------------------------------------------
## Sexe 
##        n  missing distinct 
##       24        0        2 
##                       
## Value          F     H
## Frequency      7    17
## Proportion 0.292 0.708
## --------------------------------------------------------------------------------
## Adressé_par 
##        n  missing distinct 
##       24        0        4 
##                                                                       
## Value      Hopital public          Privé     Suivi CHUT          Ville
## Frequency              10              8              3              3
## Proportion          0.417          0.333          0.125          0.125
## --------------------------------------------------------------------------------
## Vu_en_Cs 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      5    19
## Proportion 0.208 0.792
## --------------------------------------------------------------------------------
## Vu_en_HDS 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      1    23
## Proportion 0.042 0.958
## --------------------------------------------------------------------------------
## Critères_AMM_remplis 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      8    16
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Pose_valves 
##        n  missing distinct    value 
##       24        0        1      Non 
##               
## Value      Non
## Frequency   24
## Proportion   1
## --------------------------------------------------------------------------------
## Nbre.de.raison 
##        n  missing distinct     Info     Mean      Gmd 
##       24        0        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
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## highest:                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##       24        0        2 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##       24        0        6 
## 
## lowest :                                                       Raison clinique :  Refus du patient                   Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Refus du patient                   Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##       24        0        3 
##                                                                           
## Value                                      Raison clinique :  Pas de rehab
## Frequency                               21                               2
## Proportion                           0.875                           0.083
##                                           
## Value       Raison clinique : Exacerbation
## Frequency                                1
## Proportion                           0.042
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##       24        0        3 
## 
## (19, 0.792), Raison paraclinique EFR : VEMS trop élevé (3, 0.125), Raison
## paraclinique EFR :VR trop bas (2, 0.083)
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##       24        0        2 
##                                                
## Value                                          
## Frequency                                    22
## Proportion                                0.917
##                                                
## Value      Raison paraclinique EFR :VR trop bas
## Frequency                                     2
## Proportion                                0.083
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##       24        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##       24        0        2 
##                                                                  
## Value                                                            
## Frequency                                           23           
## Proportion                                          0.958        
##                                                                  
## Value      Raison paraclinique imagerie : pas de cible TDM-scinti
## Frequency                                            1           
## Proportion                                          0.042        
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##       24        0        2 
##                                               
## Value                                         
## Frequency                                   17
## Proportion                               0.708
##                                               
## Value      Raison scissure perméable : Chartis
## Frequency                                    7
## Proportion                               0.292
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##       24        0        3 
## 
## (20, 0.833), Raison clinique cardio : Cardiopathie (2, 0.083), Raison clinique
## cardio : HTAP (2, 0.083)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##       24        0        3 
##                                            
## Value           actif Non_fumeur      Sevré
## Frequency           2          1         21
## Proportion      0.083      0.042      0.875
## --------------------------------------------------------------------------------
## Déficit_alpha 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     23     1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## taille 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       18    0.997    1.712   0.1168    1.532    1.556 
##      .25      .50      .75      .90      .95 
##    1.640    1.750    1.790    1.820    1.820 
## 
## lowest : 1.51 1.53 1.55 1.58 1.61, highest: 1.78 1.79 1.80 1.82 1.84
##                                                                             
## Value       1.51  1.53  1.55  1.58  1.61  1.63  1.65  1.67  1.68  1.69  1.75
## Frequency      1     1     1     1     1     1     1     1     1     1     2
## Proportion 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.087
##                                                     
## Value       1.76  1.77  1.78  1.79  1.80  1.82  1.84
## Frequency      1     1     2     2     1     3     1
## Proportion 0.043 0.043 0.087 0.087 0.043 0.130 0.043
## --------------------------------------------------------------------------------
## poids 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       18    0.994    67.57    17.59     43.6     50.2 
##      .25      .50      .75      .90      .95 
##     59.0     65.0     76.0     84.8     95.9 
## 
## lowest :  42  43  49  55  56, highest:  78  80  86  97 109
##                                                                             
## Value         42    43    49    55    56    58    60    62    64    65    67
## Frequency      1     1     1     1     1     1     1     2     1     4     1
## Proportion 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.087 0.043 0.174 0.043
##                                                     
## Value         72    74    78    80    86    97   109
## Frequency      1     1     1     2     1     1     1
## Proportion 0.043 0.043 0.043 0.087 0.043 0.043 0.043
## --------------------------------------------------------------------------------
## BMI 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       22        1    22.94     4.66    18.45    18.76 
##      .25      .50      .75      .90      .95 
##    19.77    22.34    23.84    27.26    29.13 
## 
## lowest : 18.37 18.42 18.73 18.90 19.20, highest: 24.14 25.25 27.76 29.28 40.04
## --------------------------------------------------------------------------------
## Stade_BPCO_GOLD_VEMS 
##        n  missing distinct     Info     Mean      Gmd 
##       24        0        3    0.835    3.167   0.7536 
##                             
## Value          2     3     4
## Frequency      4    12     8
## Proportion 0.167 0.500 0.333
## --------------------------------------------------------------------------------
## Stade_BPCO_Gold._ABCD 
##        n  missing distinct 
##       24        0        4 
##                                   
## Value          A     B     C     D
## Frequency      1    15     1     7
## Proportion 0.042 0.625 0.042 0.292
## --------------------------------------------------------------------------------
## Exacerbateur..2an 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     16     8
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## DDB 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     21     3
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## Score.MMRC_0 
##        n  missing distinct     Info     Mean      Gmd 
##       23        1        4    0.869    2.739   0.9407 
##                                   
## Value          1     2     3     4
## Frequency      2     6    11     4
## Proportion 0.087 0.261 0.478 0.174
## --------------------------------------------------------------------------------
## Distention.thoracique_VR.175 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      4    20
## Proportion 0.167 0.833
## --------------------------------------------------------------------------------
## Emphysème_hétérogène_.scan 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency      7    17
## Proportion 0.292 0.708
## --------------------------------------------------------------------------------
## Ttt_BPCO_médicamenteux 
##        n  missing distinct 
##       24        0        3 
##                             
## Value              Non   Oui
## Frequency      2     3    19
## Proportion 0.083 0.125 0.792
## --------------------------------------------------------------------------------
## OLD 
##        n  missing distinct 
##       24        0        4 
##                                       
## Value             Effort    Non  Repos
## Frequency       1      4      9     10
## Proportion  0.042  0.167  0.375  0.417
## --------------------------------------------------------------------------------
## Réhab_réalisée 
##        n  missing distinct 
##       24        0        5 
## 
## lowest :                ACTIF          Apres dressage Non            Oui           
## highest:                ACTIF          Apres dressage Non            Oui           
##                                                                       
## Value                              ACTIF Apres dressage            Non
## Frequency               1              3              2              1
## Proportion          0.042          0.125          0.083          0.042
##                          
## Value                 Oui
## Frequency              17
## Proportion          0.708
## --------------------------------------------------------------------------------
## Intervention_ttt_emphysème_préalable 
##        n  missing distinct 
##       24        0        2 
##                       
## Value        Non   Oui
## Frequency     23     1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## Rsltats_scanr_STRATX 
##        n  missing distinct 
##       24        0        7 
## 
## lowest : LID          LIG          LSD          LSD LM       LSD_LSG     
## highest: LSD          LSD LM       LSD_LSG      LSG          Pas de cible
##                                                                            
## Value               LID          LIG          LSD       LSD LM      LSD_LSG
## Frequency             2            1            6            2            5
## Proportion        0.083        0.042        0.250        0.083        0.208
##                                     
## Value               LSG Pas de cible
## Frequency             2            6
## Proportion        0.083        0.250
## --------------------------------------------------------------------------------
## Résultats_StratX 
##        n  missing distinct 
##       24        0        4 
##                                                                             
## Value                                sissures étanches  sissures incompletes
## Frequency                      9                     6                     1
## Proportion                 0.375                 0.250                 0.042
##                                 
## Value      sissures intermediare
## Frequency                      8
## Proportion                 0.333
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       24        0        6 
## 
## lowest :              LID          LIG          LSD          LSD_LSG     
## highest: LID          LIG          LSD          LSD_LSG      pas de cible
##                                                                            
## Value                            LID          LIG          LSD      LSD_LSG
## Frequency             2            2            1            5            6
## Proportion        0.083        0.083        0.042        0.208        0.250
##                        
## Value      pas de cible
## Frequency             8
## Proportion        0.333
## --------------------------------------------------------------------------------
## Stratx...Homogène..15.0_Hétérogène.1 
##        n  missing distinct 
##       24        0        3 
##                                            
## Value                 Hètérogène   Homogène
## Frequency           9          8          7
## Proportion      0.375      0.333      0.292
## --------------------------------------------------------------------------------
## TM6_.m._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       21    0.999    351.4    158.8    123.0    186.0 
##      .25      .50      .75      .90      .95 
##    276.8    331.0    412.8    555.9    575.1 
## 
## lowest : 120 180 240 258 275, highest: 530 537 558 576 585
## --------------------------------------------------------------------------------
## TM6_.nadir.sat.PCT._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       16    0.994    81.91    8.823    66.25    71.40 
##      .25      .50      .75      .90      .95 
##    79.25    83.50    86.00    89.00    90.90 
## 
## lowest : 62 66 71 75 76, highest: 85 86 89 91 95
##                                                                             
## Value         62    66    71    75    76    79    80    81    82    83    84
## Frequency      1     1     1     1     1     1     1     1     1     2     2
## Proportion 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.091 0.091
##                                         
## Value         85    86    89    91    95
## Frequency      1     3     3     1     1
## Proportion 0.045 0.136 0.136 0.045 0.045
## --------------------------------------------------------------------------------
## TM6_.score.Borg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       10    0.983    6.614    2.587    3.025    3.650 
##      .25      .50      .75      .90      .95 
##    5.000    7.000    8.375    9.000    9.000 
## 
## lowest :  1.0  3.0  3.5  5.0  6.0, highest:  7.0  8.0  8.5  9.0 10.0
##                                                                       
## Value        1.0   3.0   3.5   5.0   6.0   7.0   8.0   8.5   9.0  10.0
## Frequency      1     1     1     4     3     2     4     2     3     1
## Proportion 0.045 0.045 0.045 0.182 0.136 0.091 0.182 0.091 0.136 0.045
## --------------------------------------------------------------------------------
## BODE_calcul_0 
##        n  missing distinct     Info     Mean      Gmd 
##       22        2        7    0.934    5.364    1.671 
## 
## lowest :  2  3  4  5  6, highest:  4  5  6  7 10
##                                                     
## Value          2     3     4     5     6     7    10
## Frequency      1     1     3     7     7     2     1
## Proportion 0.045 0.045 0.136 0.318 0.318 0.091 0.045
## --------------------------------------------------------------------------------
## ETT 
##        n  missing distinct 
##       24        0        4 
##                                                                       
## Value                     Autre anomalie           HTAP        Normale
## Frequency               2              3              4             15
## Proportion          0.083          0.125          0.167          0.625
## --------------------------------------------------------------------------------
## PaO2_AA.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       16        8       15    0.999    68.01    12.88    49.50    53.00 
##      .25      .50      .75      .90      .95 
##    65.00    67.50    74.17    80.50    84.50 
## 
## lowest : 45.0 51.0 55.0 65.0 65.2, highest: 73.0 77.7 78.0 83.0 89.0
##                                                                             
## Value       45.0  51.0  55.0  65.0  65.2  65.3  66.0  69.0  70.0  71.0  73.0
## Frequency      1     1     1     2     1     1     1     1     1     1     1
## Proportion 0.062 0.062 0.062 0.125 0.062 0.062 0.062 0.062 0.062 0.062 0.062
##                                   
## Value       77.7  78.0  83.0  89.0
## Frequency      1     1     1     1
## Proportion 0.062 0.062 0.062 0.062
## --------------------------------------------------------------------------------
## PaCO2_.mmHg._0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        5       15     0.99    38.49    6.945    30.30    30.90 
##      .25      .50      .75      .90      .95 
##    35.35    38.00    40.50    43.96    51.60 
## 
## lowest : 28.5 30.5 31.0 34.7 35.0, highest: 40.0 41.0 42.2 51.0 57.0
##                                                                             
## Value       28.5  30.5  31.0  34.7  35.0  35.7  36.0  37.1  38.0  38.7  40.0
## Frequency      1     1     1     1     1     1     1     1     4     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.211 0.053 0.053
##                                   
## Value       41.0  42.2  51.0  57.0
## Frequency      2     1     1     1
## Proportion 0.105 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS._mL_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       20    0.998     1113    569.6      591      600 
##      .25      .50      .75      .90      .95 
##      750     1000     1290     1772     2123 
## 
## lowest :  430  590  600  630  740, highest: 1550 1700 1790 2160 2360
##                                                                             
## Value        430   590   600   630   740   760   800   860   900  1000  1100
## Frequency      1     1     2     1     1     1     1     1     1     3     1
## Proportion 0.043 0.043 0.087 0.043 0.043 0.043 0.043 0.043 0.043 0.130 0.043
##                                                                 
## Value       1200  1250  1280  1300  1550  1700  1790  2160  2360
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043 0.043
## --------------------------------------------------------------------------------
## VEMS_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       17    0.994     37.5    14.84    23.15    24.30 
##      .25      .50      .75      .90      .95 
##    29.00    33.00    43.25    58.40    66.65 
## 
## lowest : 19 23 24 25 27, highest: 44 57 59 68 70
##                                                                             
## Value         19    23    24    25    27    29    30    31    33    38    39
## Frequency      1     1     1     1     1     2     1     2     4     2     1
## Proportion 0.042 0.042 0.042 0.042 0.042 0.083 0.042 0.083 0.167 0.083 0.042
##                                               
## Value         43    44    57    59    68    70
## Frequency      1     2     1     1     1     1
## Proportion 0.042 0.083 0.042 0.042 0.042 0.042
## --------------------------------------------------------------------------------
## VR_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       20    0.999     4905     1477     3356     3520 
##      .25      .50      .75      .90      .95 
##     4200     4700     5900     6520     6636 
## 
## lowest : 1840 3340 3500 3600 3650, highest: 6100 6200 6600 6640 7230
##                                                                             
## Value       1840  3340  3500  3600  3650  4200  4300  4490  4600  4700  4820
## Frequency      1     1     1     1     1     2     1     1     2     1     1
## Proportion 0.043 0.043 0.043 0.043 0.043 0.087 0.043 0.043 0.087 0.043 0.043
##                                                                 
## Value       5290  5310  5800  5900  6100  6200  6600  6640  7230
## Frequency      1     1     1     2     1     1     1     1     1
## Proportion 0.043 0.043 0.043 0.087 0.043 0.043 0.043 0.043 0.043
## --------------------------------------------------------------------------------
## VR_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       24        1    227.4    72.24    151.7    168.2 
##      .25      .50      .75      .90      .95 
##    182.8    222.5    253.8    291.5    355.9 
## 
## lowest :  73 149 167 171 180, highest: 263 274 299 366 385
## --------------------------------------------------------------------------------
## CVF_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       22        1     2640     1151     1274     1349 
##      .25      .50      .75      .90      .95 
##     1812     2695     3175     3792     4304 
## 
## lowest : 1210 1270 1340 1430 1690, highest: 3700 3720 3800 4330 4480
## --------------------------------------------------------------------------------
## CVF_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        3       16    0.997     73.9    20.54       47       52 
##      .25      .50      .75      .90      .95 
##       65       71       88       93       97 
## 
## lowest :  37.5  47.0  52.0  54.0  60.0, highest:  88.0  89.0  93.0  97.0 103.0
##                                                                             
## Value       37.5  47.0  52.0  54.0  60.0  65.0  70.0  71.0  73.0  79.0  86.5
## Frequency      1     1     1     1     1     2     2     2     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048 0.095 0.095 0.095 0.048 0.048 0.048
##                                         
## Value       88.0  89.0  93.0  97.0 103.0
## Frequency      2     1     2     1     1
## Proportion 0.095 0.048 0.095 0.048 0.048
## --------------------------------------------------------------------------------
## CPT_ml_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       23        1       23        1     7582     2366     5339     5552 
##      .25      .50      .75      .90      .95 
##     6420     7900     9050     9626    10128 
## 
## lowest :    60  5330  5420  6080  6200, highest:  9400  9490  9660 10180 11000
## --------------------------------------------------------------------------------
## CPT_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       24        0       21    0.999      131    21.14    106.0    112.0 
##      .25      .50      .75      .90      .95 
##    116.0    133.0    144.8    152.0    155.4 
## 
## lowest :  87 105 112 113 116, highest: 147 151 152 156 159
## --------------------------------------------------------------------------------
## VR_CPT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       22        2       20    0.999    61.93    13.55    43.25    48.20 
##      .25      .50      .75      .90      .95 
##    56.23    62.00    66.75    78.48    80.90 
## 
## lowest : 35.0 43.0 48.0 50.0 55.0, highest: 70.0 73.8 79.0 81.0 86.0
##                                                                             
## Value       35.0  43.0  48.0  50.0  55.0  56.0  56.9  60.0  61.0  62.0  62.7
## Frequency      1     1     1     1     1     1     1     2     1     2     1
## Proportion 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.091 0.045 0.091 0.045
##                                                                 
## Value       63.0  65.0  66.0  67.0  70.0  73.8  79.0  81.0  86.0
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045
## --------------------------------------------------------------------------------
## DLCO_PCT_0 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       21        3       16    0.997    32.48     6.19       26       27 
##      .25      .50      .75      .90      .95 
##       29       32       35       39       41 
## 
## lowest : 23 26 27 28 29, highest: 37 38 39 41 45
##                                                                             
## Value         23    26    27    28    29    30    31    32    33    34    35
## Frequency      1     1     2     1     2     1     2     1     2     2     1
## Proportion 0.048 0.048 0.095 0.048 0.095 0.048 0.095 0.048 0.095 0.095 0.048
##                                         
## Value         37    38    39    41    45
## Frequency      1     1     1     1     1
## Proportion 0.048 0.048 0.048 0.048 0.048
## --------------------------------------------------------------------------------
## Nbre_valves_posées 
##        n  missing distinct     Info     Mean      Gmd 
##       24        0        1        0        0        0 
##              
## Value       0
## Frequency  24
## Proportion  1
## --------------------------------------------------------------------------------
## Résultats_Chartis 
##        n  missing distinct 
##       24        0        2 
##                               
## Value                Incomplet
## Frequency         19         5
## Proportion     0.792     0.208
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Raison.clinique_3           pourc_perfusion_lobe_traité

2ème groupe 01/07/2019-> Fin 2021

Groupe 2 : total patients

Descriptif de tous les patients adressés entre le 01/07/2019 à fin 2021 pour un possible traitement par valves

Groupe2_total <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Groupe_2/Groupe2_total.csv", stringsAsFactors=TRUE)
describe(Groupe2_total)
## Groupe2_total 
## 
##  118  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
## --------------------------------------------------------------------------------
## Raison_non.pose_1 
##        n  missing distinct 
##      149        0        7 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                         1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_2 
##        n  missing distinct 
##      149        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_3 
##        n  missing distinct 
##      149        0        6 
## 
## lowest :                                                                                                                                                                1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            
## highest:  1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8   2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                             3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5 4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                             5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            
## --------------------------------------------------------------------------------
## Raison_non.pose_4 
##        n  missing distinct 
##      149        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_clinique_1 
##        n  missing distinct 
##      149        0        9 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : AEG                                 Raison clinique : Atcd chir                          
## highest: Raison clinique : Atcd chir                           Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                        Raison clinique :Traitement non optimal              
## --------------------------------------------------------------------------------
## Raison.clinique_2 
##        n  missing distinct 
##      149        0        6 
## 
## lowest :                                                       Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé)
## highest: Raison clinique :  Pas de rehab                       Raison clinique :  Refus du patient                   Raison clinique : Exacerbation                        Raison clinique : peu symptomatique (mMRC trop elevé) Raison clinique :Tabac actif 2                       
## --------------------------------------------------------------------------------
## Raison.clinique_3 
##        n  missing distinct 
##      149        0        4 
## 
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_1 
##        n  missing distinct 
##      149        0        6 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé
## highest: Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop bas   Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._EFR_2 
##        n  missing distinct 
##      149        0        5 
## 
## lowest :                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## highest:                                           Raison paraclinique EFR : DLCO trop basse Raison paraclinique EFR : TM6 trop altéré Raison paraclinique EFR : VEMS trop élevé Raison paraclinique EFR :VR trop bas     
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_1 
##        n  missing distinct 
##      149        0        6 
## 
## lowest :                                                         Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti 
## highest: Raison paraclinique imagerie :  bulle lobe ipsilatéral  Raison paraclinique imagerie : nodule suspect           Raison paraclinique imagerie : pas de cible TDM         Raison paraclinique imagerie : pas de cible TDM-scinti  Raison paraclinique imagerie :pas de cible scinti seule
## --------------------------------------------------------------------------------
## Raison_paraclinique._Imagerie_2 
##        n  missing distinct 
##      149        0        3 
## 
## (146, 0.980), Raison paraclinique imagerie : nodule suspect (2, 0.013), Raison
## paraclinique imagerie :pas de cible scinti seule (1, 0.007)
## --------------------------------------------------------------------------------
## Raison_scissure_perméable 
##        n  missing distinct 
##      149        0        5 
## 
## lowest :                                                    14 Raison scissure perméable : StratX 1/ Chartis 2 4 Raison scissure perméable : StratX 1/ Chartis 2  Raison scissure perméable : Chartis                Raison scissure perméable : StratX                
## highest:                                                    14 Raison scissure perméable : StratX 1/ Chartis 2 4 Raison scissure perméable : StratX 1/ Chartis 2  Raison scissure perméable : Chartis                Raison scissure perméable : StratX                
## --------------------------------------------------------------------------------
## Raison_clinique_cardio 
##        n  missing distinct 
##      149        0        3 
## 
## (142, 0.953), Raison clinique cardio : Cardiopathie (1, 0.007), Raison clinique
## cardio : HTAP (6, 0.040)
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##      149        0        5 
## 
## lowest :                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## highest:                                            Antécédents : cancer pulmonaire ou nodule  Antécédents : cardiopathie                 Antécédents : HTAP                         Antécédents : pneumonie                   
## --------------------------------------------------------------------------------
## Satut_Tabagique 
##        n  missing distinct 
##      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
## --------------------------------------------------------------------------------
## 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)
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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 
##       26      123       26        1    413.6    118.7    204.0    282.0 
##      .25      .50      .75      .90      .95 
##    369.0    422.5    475.0    514.0    565.0 
## 
## lowest : 160 180 276 288 345, 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 
##       28      121        4    0.769    1.821    1.479 
##                                   
## Value          0     1     2     3
## Frequency     10     1     1    16
## Proportion 0.357 0.036 0.036 0.571
## --------------------------------------------------------------------------------
## 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 
##       15      134        4    0.911    2.067    1.238 
##                                   
## Value          1     2     3     4
## Frequency      6     4     3     2
## Proportion 0.400 0.267 0.200 0.133
## --------------------------------------------------------------------------------
## 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                                                                               
## --------------------------------------------------------------------------------
summary(Groupe2_total)
##       Groupe    age_Cs_initiale Sexe           Adressé_par Vu_en_Cs  Vu_en_HDS
##  Groupe_2:149   Min.   :44.71   F:71                 : 1      :  1      :  1  
##                 1st Qu.:57.27   H:78   Hopital public:44   Non: 28   Non: 41  
##                 Median :62.95          Privé         :49   Oui:120   Oui:107  
##                 Mean   :62.50          Suivi CHUT    :29                      
##                 3rd Qu.:68.06          Ville         :26                      
##                 Max.   :82.24                                                 
##                                                                               
##  Critères_AMM_remplis Pose_valves Nbre.de.raison 
##  Non:54               Non:111     Min.   :1.000  
##  Oui:95               Oui: 38     1st Qu.:1.000  
##                                   Median :2.000  
##                                   Mean   :1.855  
##                                   3rd Qu.:2.000  
##                                   Max.   :4.000  
##                                   NA's   :39     
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               :39     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                       : 4     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :48     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :11     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:25     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :20     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 2     
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :83     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :24     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :19     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:12     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 7     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 4     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :124    
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :  6    
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :  8    
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:  8    
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :  2    
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            :  1    
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :145    
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :  1    
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :  1    
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:  2    
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :90     
##  Raison clinique : Exacerbation                       :23     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 9     
##  Raison clinique :  Pas de rehab                      : 7     
##  Raison clinique :  Refus du patient                  : 6     
##  Raison clinique : Atcd chir                          : 5     
##  (Other)                                              : 9     
##                                              Raison.clinique_2
##                                                       :132    
##  Raison clinique :  Pas de rehab                      :  8    
##  Raison clinique :  Refus du patient                  :  3    
##  Raison clinique : Exacerbation                       :  2    
##  Raison clinique : peu symptomatique (mMRC trop elevé):  3    
##  Raison clinique :Tabac actif 2                       :  1    
##                                                               
##                                              Raison.clinique_3
##                                                       :146    
##  Raison clinique : AEG                                :  1    
##  Raison clinique : peu symptomatique (mMRC trop elevé):  1    
##  Raison clinique :Traitement non optimal              :  1    
##                                                               
##                                                               
##                                                               
##                              Raison_paraclinique._EFR_1
##                                           :118         
##  Raison paraclinique EFR : DLCO trop basse:  2         
##  Raison paraclinique EFR : TM6 trop altéré:  4         
##  Raison paraclinique EFR : VEMS trop bas  :  2         
##  Raison paraclinique EFR : VEMS trop élevé:  9         
##  Raison paraclinique EFR :VR trop bas     : 14         
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :141         
##  Raison paraclinique EFR : DLCO trop basse:  1         
##  Raison paraclinique EFR : TM6 trop altéré:  3         
##  Raison paraclinique EFR : VEMS trop élevé:  1         
##  Raison paraclinique EFR :VR trop bas     :  3         
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :105           
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral :  4           
##  Raison paraclinique imagerie : nodule suspect          :  4           
##  Raison paraclinique imagerie : pas de cible TDM        : 12           
##  Raison paraclinique imagerie : pas de cible TDM-scinti : 19           
##  Raison paraclinique imagerie :pas de cible scinti seule:  5           
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :146           
##  Raison paraclinique imagerie : nodule suspect          :  2           
##  Raison paraclinique imagerie :pas de cible scinti seule:  1           
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                       Raison_scissure_perméable
##                                                    :120        
##  14 Raison scissure perméable : StratX 1/ Chartis 2:  1        
##  4 Raison scissure perméable : StratX 1/ Chartis 2 :  1        
##  Raison scissure perméable : Chartis               :  7        
##  Raison scissure perméable : StratX                : 20        
##                                                                
##                                                                
##                            Raison_clinique_cardio
##                                       :142       
##  Raison clinique cardio : Cardiopathie:  1       
##  Raison clinique cardio : HTAP        :  6       
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents    Satut_Tabagique
##                                            :127             :  2   
##  Antécédents : cancer pulmonaire ou nodule :  1   actif     :  9   
##  Antécédents : cardiopathie                : 11   Non_fumeur:  5   
##  Antécédents : HTAP                        :  4   Sevré     :133   
##  Antécédents : pneumonie                   :  6                    
##                                                                    
##                                                                    
##  Déficit_alpha     taille          poids             BMI       
##     :  2       Min.   :1.500   Min.   : 38.00   Min.   :14.84  
##  Non:132       1st Qu.:1.600   1st Qu.: 54.80   1st Qu.:20.14  
##  Oui: 15       Median :1.680   Median : 64.00   Median :22.79  
##                Mean   :1.675   Mean   : 64.98   Mean   :23.05  
##                3rd Qu.:1.730   3rd Qu.: 73.00   3rd Qu.:25.64  
##                Max.   :1.900   Max.   :120.00   Max.   :37.04  
##                NA's   :12      NA's   :12       NA's   :10     
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB     
##  Min.   :1.000              : 3                :  2              :  5  
##  1st Qu.:3.000        A     : 4             Non:102           Non:135  
##  Median :3.000        A OU B: 4             Oui: 45           Oui:  9  
##  Mean   :3.342        B     :90                                        
##  3rd Qu.:4.000        C     : 1                                        
##  Max.   :4.000        D     :47                                        
##                                                                        
##   Score.MMRC_0   Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :0.000      :  6                         : 3                    
##  1st Qu.:2.000   Non: 14                      Non:50                    
##  Median :3.000   Oui:129                      Oui:96                    
##  Mean   :2.768                                                          
##  3rd Qu.:3.000                                                          
##  Max.   :4.000                                                          
##  NA's   :11                                                             
##              Ttt_BPCO_médicamenteux     OLD            Réhab_réalisée
##                         : 12              : 6                 : 8    
##  Non                    :  6        Effort:31   ACTIF         : 8    
##  Oui                    :130        Non   :46   Apres dressage: 6    
##  PAS D ANTICHOLINERGIQUE:  1        Repos :66   Non           :29    
##                                                 Oui           :98    
##                                                                      
##                                                                      
##         Intervention_ttt_emphysème_préalable   Rsltats_scanr_STRATX
##                           :  1               Pas de cible:31       
##  AIRFLOW                  :  1               LSD         :26       
##  BULLECTOMIE LSD          :  1               LSD_LSG     :20       
##  Non                      :143               LIG         :16       
##  Oui                      :  1               LID_LIG     :12       
##  RESECTION APICALE SUR PNO:  1               LSG         :12       
##  SYMPHYSE G POUR PNO      :  1               (Other)     :32       
##               Résultats_StratX     Résultats.scinti pourc_perfusion_lobe_traité
##                       :40                  :31      Min.   : 0.00              
##  sissures étanches    :58      pas de cible:31      1st Qu.: 7.35              
##  sissures incompletes :15      LSD_LSG     :22      Median :12.00              
##  sissures intermediare:36      LIG         :19      Mean   :13.25              
##                                LSD         :15      3rd Qu.:17.50              
##                                LID_LIG     :11      Max.   :38.00              
##                                (Other)     :20      NA's   :98                 
##  Stratx...Homogène..15.0_Hétérogène.1   TM6_.m._0     TM6_.nadir.sat.PCT._0
##            :40                        Min.   :  0.0   Min.   :38.0         
##  Hètérogène:56                        1st Qu.:198.0   1st Qu.:79.0         
##  Homogène  :53                        Median :336.0   Median :84.0         
##                                       Mean   :315.9   Mean   :83.4         
##                                       3rd Qu.:446.0   3rd Qu.:89.0         
##                                       Max.   :650.0   Max.   :95.0         
##                                       NA's   :28      NA's   :28           
##  TM6_.score.Borg._0 BODE_calcul_0                ETT     PaO2_AA.mmHg._0
##  Min.   : 0.00      Min.   : 0.000                 :34   Min.   :35.00  
##  1st Qu.: 5.00      1st Qu.: 4.000   Autre anomalie: 7   1st Qu.:62.00  
##  Median : 7.00      Median : 6.000   HTAP          :22   Median :68.00  
##  Mean   : 6.75      Mean   : 5.807   Normale       :86   Mean   :67.42  
##  3rd Qu.: 8.00      3rd Qu.: 7.000                       3rd Qu.:73.00  
##  Max.   :10.00      Max.   :10.000                       Max.   :90.00  
##  NA's   :33         NA's   :30                           NA's   :43     
##  PaCO2_.mmHg._0    VEMS._mL_0       VEMS_PCT_0       VR_ml_0        VR_PCT_0  
##  Min.   :28.70   Min.   : 400.0   Min.   :13.00   Min.   :1810          :  7  
##  1st Qu.:36.65   1st Qu.: 700.0   1st Qu.:27.00   1st Qu.:4200   213    :  4  
##  Median :38.85   Median : 840.0   Median :32.00   Median :5000   240    :  4  
##  Mean   :39.88   Mean   : 926.1   Mean   :34.52   Mean   :5018   250    :  4  
##  3rd Qu.:43.00   3rd Qu.:1100.0   3rd Qu.:42.00   3rd Qu.:5900   270    :  4  
##  Max.   :59.00   Max.   :2400.0   Max.   :92.00   Max.   :9800   183    :  3  
##  NA's   :39      NA's   :15       NA's   :2       NA's   :28     (Other):123  
##     CVF_ml_0      CVF_PCT_0         CPT_ml_0       CPT_PCT_0    
##  Min.   : 950   Min.   : 30.00   Min.   :   10   Min.   : 69.0  
##  1st Qu.:1685   1st Qu.: 52.00   1st Qu.: 6300   1st Qu.:122.0  
##  Median :2121   Median : 67.00   Median : 7460   Median :134.0  
##  Mean   :2236   Mean   : 68.55   Mean   : 7438   Mean   :133.6  
##  3rd Qu.:2630   3rd Qu.: 81.00   3rd Qu.: 8695   3rd Qu.:145.0  
##  Max.   :5000   Max.   :135.00   Max.   :11000   Max.   :184.0  
##  NA's   :22     NA's   :18       NA's   :26      NA's   :23     
##     VR_CPT_0        DLCO_PCT_0    Nbre_valves_posées Résultats_Chartis
##  Min.   : 20.00   Min.   :17.00   Min.   : 0.000              :108    
##  1st Qu.: 58.00   1st Qu.:26.00   1st Qu.: 0.000     Complete : 36    
##  Median : 65.00   Median :33.50   Median : 0.000     Incomplet:  5    
##  Mean   : 65.59   Mean   :34.69   Mean   : 1.438                      
##  3rd Qu.: 73.50   3rd Qu.:40.75   3rd Qu.: 2.250                      
##  Max.   :172.00   Max.   :89.00   Max.   :12.000                      
##  NA's   :26       NA's   :35      NA's   :5                           
##   Lobe_choisi           Complications.pose_0
##         :111                      :137      
##  LSD    : 12    Exacerbation BPCO :  5      
##  LIG    : 10   Autre              :  1      
##  LSG    :  6   Pneumatocèle       :  1      
##  LID    :  5   Pneumomédiastin    :  1      
##  LSD LM :  2   Pneumonie          :  1      
##  (Other):  3   Pneumothorax       :  3      
##  Délai.de.survenue.des.complications..jours. PEC.en.charge.des.complications_0
##  Min.   : 0.000                                              :137             
##  1st Qu.: 0.000                              AEROSOLS        :  1             
##  Median : 1.000                              ATB             :  1             
##  Mean   : 5.083                              ATB IV          :  1             
##  3rd Qu.: 2.250                              CORTICO AEROSOLS:  1             
##  Max.   :34.000                              Drainage        :  1             
##  NA's   :137                                 (Other)         :  7             
##            Complications.pose
##                     :140     
##   Exacerbation BPCO :  4     
##  Mort               :  2     
##  Pneumothorax       :  3     
##                              
##                              
##                              
##  Délai.de.survenue.des.complications..jours._valve.2
##  Min.   : 0.00                                      
##  1st Qu.: 1.50                                      
##  Median : 6.00                                      
##  Mean   :10.86                                      
##  3rd Qu.:18.50                                      
##  Max.   :30.00                                      
##  NA's   :142                                        
##                                                      PEC.en.charge.des.complications_1...retrait.valve..drainage.
##                                                                                    :140                          
##  AEROSOLS CTC                                                                      :  1                          
##  atb ctc                                                                           :  1                          
##  ATB CTC                                                                           :  1                          
##  ATB IV POUR SURINF A PYO                                                          :  1                          
##  DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI :  1                          
##  (Other)                                                                           :  4                          
##   VEMS_.ml._1    VEMS_.PCT._1    Gain_VEMS_1     CVF_.ml._1    CVF_.PCT._1    
##  Min.   : 500   Min.   :21.00   Min.   :-390   Min.   :1310   Min.   : 38.00  
##  1st Qu.: 810   1st Qu.:32.00   1st Qu.:  80   1st Qu.:2072   1st Qu.: 62.25  
##  Median : 960   Median :36.00   Median : 190   Median :2350   Median : 81.50  
##  Mean   :1008   Mean   :40.18   Mean   : 163   Mean   :2476   Mean   : 81.50  
##  3rd Qu.:1170   3rd Qu.:45.00   3rd Qu.: 320   3rd Qu.:2860   3rd Qu.:100.00  
##  Max.   :1900   Max.   :76.00   Max.   : 500   Max.   :5200   Max.   :129.00  
##  NA's   :116    NA's   :116     NA's   :116    NA's   :117    NA's   :117     
##    Gain_CVF_1       CPT_.ml._1    CPT_.PCT._1       Gain_CPT      
##  Min.   :-550.0   Min.   :5300   Min.   : 43.0   Min.   :-1570.0  
##  1st Qu.: -57.5   1st Qu.:6370   1st Qu.:123.0   1st Qu.: -860.0  
##  Median : 420.0   Median :7200   Median :130.0   Median : -380.0  
##  Mean   : 467.8   Mean   :7347   Mean   :130.2   Mean   : -414.9  
##  3rd Qu.: 842.5   3rd Qu.:8190   3rd Qu.:139.0   3rd Qu.: -100.0  
##  Max.   :1760.0   Max.   :9910   Max.   :167.0   Max.   :  580.0  
##  NA's   :117      NA's   :116    NA's   :116     NA's   :116      
##    VR..ml._1      VR..PCT._1      Gain_VR_1         TM6_.m._1    
##  Min.   :2100   Min.   :137.0   Min.   :-2620.0   Min.   :160.0  
##  1st Qu.:3750   1st Qu.:186.0   1st Qu.:-1270.0   1st Qu.:369.0  
##  Median :4490   Median :207.0   Median : -920.0   Median :422.5  
##  Mean   :4399   Mean   :211.6   Mean   : -939.1   Mean   :413.6  
##  3rd Qu.:4980   3rd Qu.:240.0   3rd Qu.: -450.0   3rd Qu.:475.0  
##  Max.   :6890   Max.   :313.0   Max.   :  210.0   Max.   :625.0  
##  NA's   :116    NA's   :116     NA's   :116       NA's   :123    
##  TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1          mMRC_1    
##  Min.   :70.00   Min.   :3.000      Min.   :-230.00   Min.   :1.00  
##  1st Qu.:80.00   1st Qu.:4.500      1st Qu.: -13.00   1st Qu.:1.00  
##  Median :84.00   Median :5.750      Median :  65.50   Median :2.00  
##  Mean   :82.73   Mean   :5.577      Mean   :  57.88   Mean   :2.08  
##  3rd Qu.:85.00   3rd Qu.:6.750      3rd Qu.:  93.00   3rd Qu.:3.00  
##  Max.   :92.00   Max.   :8.000      Max.   : 442.00   Max.   :4.00  
##  NA's   :123     NA's   :123        NA's   :123       NA's   :124   
##      IMC_1       BODE.calculé_1        Complications_a_distance_1
##  Min.   :16.00   Min.   :0.0                        :130         
##  1st Qu.:20.00   1st Qu.:2.0     Exacerbation BPCO  :  4         
##  Median :22.70   Median :3.0    Douleurs thoraciques:  4         
##  Mean   :22.47   Mean   :3.6    Engluement valve    :  1         
##  3rd Qu.:25.00   3rd Qu.:5.0    Majoration dyspnée  :  6         
##  Max.   :32.00   Max.   :7.0    Pneumonie           :  2         
##  NA's   :116     NA's   :124    Pneumothorax        :  2         
##        Complications_a_distance_2
##                     :142         
##   Exacerbation BPCO :  3         
##  Autre              :  1         
##  Engluement valve   :  1         
##  Majoration dyspnée :  1         
##  Pneumonie          :  1         
##                                  
##                                                                Prise_en_charge_complications_1
##                                                                                :132           
##  ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE:  1           
##  AEROSOLS                                                                      :  1           
##  ATB IV                                                                        :  1           
##  COVID + INF PYO                                                               :  1           
##  CTC ATB pas hospit                                                            :  1           
##  (Other)                                                                       : 12           
##   VEMS_.ml._2      VEMS_.PCT._2    Gain_VEMS_2       CVF_.ml._2  
##  Min.   : 490.0   Min.   :18.00   Min.   :-170.0   Min.   :1480  
##  1st Qu.: 812.5   1st Qu.:28.00   1st Qu.: 100.0   1st Qu.:2000  
##  Median : 960.0   Median :38.00   Median : 135.0   Median :2400  
##  Mean   : 961.1   Mean   :38.82   Mean   : 133.3   Mean   :2335  
##  3rd Qu.:1137.5   3rd Qu.:43.00   3rd Qu.: 187.5   3rd Qu.:2650  
##  Max.   :1350.0   Max.   :59.00   Max.   : 370.0   Max.   :3060  
##  NA's   :131      NA's   :132     NA's   :131      NA's   :132   
##   CVF_.PCT._2       Gain_CVF_2       CPT_.ml._2     CPT_.PCT._2   
##  Min.   : 41.00   Min.   :-600.0   Min.   : 5150   Min.   :117.0  
##  1st Qu.: 66.00   1st Qu.: 100.0   1st Qu.: 6400   1st Qu.:127.0  
##  Median : 79.00   Median : 379.0   Median : 7080   Median :135.0  
##  Mean   : 79.53   Mean   : 376.4   Mean   : 7476   Mean   :137.4  
##  3rd Qu.:101.00   3rd Qu.: 710.0   3rd Qu.: 8870   3rd Qu.:147.0  
##  Max.   :108.00   Max.   :1030.0   Max.   :10230   Max.   :163.0  
##  NA's   :132      NA's   :132      NA's   :132     NA's   :132    
##    Gain_CPT_2        VR_.ml._2      VR_.PCT._2      Gain_VR_2      
##  Min.   :-1530.0   Min.   :2860   Min.   : 88.0   Min.   :-2120.0  
##  1st Qu.: -800.0   1st Qu.:3300   1st Qu.:172.0   1st Qu.:-1300.0  
##  Median : -250.0   Median :4620   Median :205.0   Median : -540.0  
##  Mean   : -333.6   Mean   :4680   Mean   :209.7   Mean   : -754.1  
##  3rd Qu.:   90.0   3rd Qu.:5940   3rd Qu.:255.0   3rd Qu.: -260.0  
##  Max.   :  620.0   Max.   :7100   Max.   :307.0   Max.   :  590.0  
##  NA's   :132       NA's   :132    NA's   :132     NA's   :132      
##  TM6_sat_.PCT._2   TM6_.m._2     TM6_.score.borg._2 Calcul_BODE_TM6_2
##  Min.   :69.00   Min.   : 28.0   Min.   :2.000      Min.   :0.000    
##  1st Qu.:81.00   1st Qu.:363.0   1st Qu.:7.000      1st Qu.:0.000    
##  Median :86.00   Median :453.0   Median :7.750      Median :3.000    
##  Mean   :84.08   Mean   :416.4   Mean   :7.083      Mean   :1.821    
##  3rd Qu.:88.00   3rd Qu.:480.0   3rd Qu.:8.000      3rd Qu.:3.000    
##  Max.   :92.00   Max.   :660.0   Max.   :9.000      Max.   :3.000    
##  NA's   :136     NA's   :136     NA's   :137        NA's   :121      
##    Gain.TM6_2          mMRC_2          IMC_2       calcul.bode_2   
##  Min.   :-155.00   Min.   :1.000   Min.   :17.00   Min.   : 1.000  
##  1st Qu.: -72.00   1st Qu.:1.000   1st Qu.:20.55   1st Qu.: 2.000  
##  Median :  58.00   Median :2.000   Median :23.15   Median : 3.000  
##  Mean   :  37.46   Mean   :2.067   Mean   :23.20   Mean   : 3.692  
##  3rd Qu.: 126.00   3rd Qu.:3.000   3rd Qu.:25.00   3rd Qu.: 5.000  
##  Max.   : 187.00   Max.   :4.000   Max.   :32.00   Max.   :10.000  
##  NA's   :136       NA's   :134     NA's   :131     NA's   :136     
##       Complications_a_distance_1.1 Complications_a_distance_2.1 Retrait_valve
##                     :143                        :148               :111      
##   Exacerbation BPCO :  1           Pneumothorax :  1            Non: 29      
##  Autre              :  2                                        Oui:  9      
##  Majoration dyspnée :  1                                                     
##  Pneumonie          :  2                                                     
##                                                                              
##                                                                              
##           type_retrait delais_retrait_valve_mois
##                 :111   Min.   : 1.400           
##  Non            : 29   1st Qu.: 2.030           
##  retrait complet:  4   Median : 5.370           
##  retrait partiel:  5   Mean   : 7.884           
##                        3rd Qu.:13.370           
##                        Max.   :18.800           
##                        NA's   :140              
##                                                                                    Raison.retrait.valves
##                                                                                               :140      
##  ABCES PULM 5/6 RETIREES                                                                      :  1      
##  Dégradation post T2, retrait 1 valves                                                        :  1      
##  Infection lid et pno recid, mais degradation clinique au bilan à 1 an donc repose le 30/10/21:  1      
##  Innefficacité clinique, paraclinique et surinf bronchique à repet                            :  1      
##  MAJ DYSPNEE APRES 2E POSE                                                                    :  1      
##  (Other)                                                                                      :  4

Groupe 2 : patients traités par valves

Descriptif des patients adressés entre le 01/01/2018 au 27/06/2019 qui ont bénéficié d’un traitement par valves

Groupe2_Valves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Groupe_2/Groupe2_Valves.csv", stringsAsFactors=FALSE)
G2_V<-Groupe2_Valves

la description summary est plus adapté aux variables quantitatives

summary(G2_V)
##     Groupe          age_Cs_initiale     Sexe           Adressé_par       
##  Length:38          Min.   :48.88   Length:38          Length:38         
##  Class :character   1st Qu.:57.84   Class :character   Class :character  
##  Mode  :character   Median :62.42   Mode  :character   Mode  :character  
##                     Mean   :62.11                                        
##                     3rd Qu.:65.67                                        
##                     Max.   :79.09                                        
##                                                                          
##    Vu_en_Cs          Vu_en_HDS         Critères_AMM_remplis Pose_valves       
##  Length:38          Length:38          Length:38            Length:38         
##  Class :character   Class :character   Class :character     Class :character  
##  Mode  :character   Mode  :character   Mode  :character     Mode  :character  
##                                                                               
##                                                                               
##                                                                               
##                                                                               
##  Antécédents        Satut_Tabagique    Déficit_alpha          taille     
##  Length:38          Length:38          Length:38          Min.   :1.530  
##  Class :character   Class :character   Class :character   1st Qu.:1.593  
##  Mode  :character   Mode  :character   Mode  :character   Median :1.680  
##                                                           Mean   :1.668  
##                                                           3rd Qu.:1.728  
##                                                           Max.   :1.850  
##                                                                          
##      poids            BMI        Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD
##  Min.   :42.00   Min.   :14.88   Min.   :2.000        Length:38            
##  1st Qu.:52.25   1st Qu.:20.11   1st Qu.:3.000        Class :character     
##  Median :61.50   Median :22.14   Median :3.500        Mode  :character     
##  Mean   :62.46   Mean   :22.37   Mean   :3.474                             
##  3rd Qu.:70.00   3rd Qu.:24.02   3rd Qu.:4.000                             
##  Max.   :90.00   Max.   :31.25   Max.   :4.000                             
##                                                                            
##  Exacerbateur..2an      DDB             Score.MMRC_0  
##  Length:38          Length:38          Min.   :2.000  
##  Class :character   Class :character   1st Qu.:3.000  
##  Mode  :character   Mode  :character   Median :3.000  
##                                        Mean   :3.026  
##                                        3rd Qu.:3.750  
##                                        Max.   :4.000  
##                                                       
##  Distention.thoracique_VR.175 Emphysème_hétérogène_.scan Ttt_BPCO_médicamenteux
##  Length:38                    Length:38                  Length:38             
##  Class :character             Class :character           Class :character      
##  Mode  :character             Mode  :character           Mode  :character      
##                                                                                
##                                                                                
##                                                                                
##                                                                                
##      OLD            Réhab_réalisée     Intervention_ttt_emphysème_préalable
##  Length:38          Length:38          Length:38                           
##  Class :character   Class :character   Class :character                    
##  Mode  :character   Mode  :character   Mode  :character                    
##                                                                            
##                                                                            
##                                                                            
##                                                                            
##  Rsltats_scanr_STRATX Résultats_StratX   Résultats.scinti  
##  Length:38            Length:38          Length:38         
##  Class :character     Class :character   Class :character  
##  Mode  :character     Mode  :character   Mode  :character  
##                                                            
##                                                            
##                                                            
##                                                            
##  pourc_perfusion_lobe_traité Stratx...Homogène..15.0_Hétérogène.1
##  Min.   : 0.00               Length:38                           
##  1st Qu.:10.00               Class :character                    
##  Median :13.50               Mode  :character                    
##  Mean   :14.88                                                   
##  3rd Qu.:19.75                                                   
##  Max.   :34.00                                                   
##  NA's   :8                                                       
##    TM6_.m._0     TM6_.nadir.sat.PCT._0 TM6_.score.Borg._0 BODE_calcul_0   
##  Min.   : 60.0   Min.   :72.00         Min.   : 3.000     Min.   : 2.000  
##  1st Qu.:216.0   1st Qu.:79.00         1st Qu.: 5.500     1st Qu.: 4.000  
##  Median :336.0   Median :83.00         Median : 7.000     Median : 6.000  
##  Mean   :318.4   Mean   :83.16         Mean   : 6.946     Mean   : 6.081  
##  3rd Qu.:410.0   3rd Qu.:88.00         3rd Qu.: 8.000     3rd Qu.: 8.000  
##  Max.   :568.0   Max.   :94.00         Max.   :10.000     Max.   :10.000  
##  NA's   :1       NA's   :1             NA's   :1          NA's   :1       
##      ETT            PaO2_AA.mmHg._0 PaCO2_.mmHg._0    VEMS._mL_0    
##  Length:38          Min.   :55.60   Min.   :30.40   Min.   : 400.0  
##  Class :character   1st Qu.:65.00   1st Qu.:37.40   1st Qu.: 700.0  
##  Mode  :character   Median :69.00   Median :41.00   Median : 805.0  
##                     Mean   :68.41   Mean   :40.74   Mean   : 817.9  
##                     3rd Qu.:72.50   3rd Qu.:43.00   3rd Qu.: 962.5  
##                     Max.   :85.40   Max.   :55.80   Max.   :1500.0  
##                     NA's   :7       NA's   :4                       
##    VEMS_PCT_0       VR_ml_0        VR_PCT_0        CVF_ml_0      CVF_PCT_0     
##  Min.   :14.00   Min.   :3300   Min.   :192.0   Min.   :1020   Min.   : 30.00  
##  1st Qu.:25.00   1st Qu.:4700   1st Qu.:230.0   1st Qu.:1580   1st Qu.: 53.00  
##  Median :31.50   Median :5325   Median :255.5   Median :2121   Median : 65.00  
##  Mean   :31.99   Mean   :5486   Mean   :257.9   Mean   :2064   Mean   : 64.72  
##  3rd Qu.:38.25   3rd Qu.:6402   3rd Qu.:286.0   3rd Qu.:2500   3rd Qu.: 78.00  
##  Max.   :57.00   Max.   :7800   Max.   :351.0   Max.   :3600   Max.   :100.00  
##                                                 NA's   :1      NA's   :1       
##     CPT_ml_0       CPT_PCT_0        VR_CPT_0        DLCO_PCT_0   
##  Min.   : 5400   Min.   :116.0   Min.   : 54.00   Min.   :18.00  
##  1st Qu.: 6922   1st Qu.:129.2   1st Qu.: 63.00   1st Qu.:25.50  
##  Median : 8075   Median :137.0   Median : 68.50   Median :32.00  
##  Mean   : 7913   Mean   :140.1   Mean   : 71.67   Mean   :31.37  
##  3rd Qu.: 8900   3rd Qu.:148.8   3rd Qu.: 76.50   3rd Qu.:35.50  
##  Max.   :10111   Max.   :184.0   Max.   :172.00   Max.   :50.00  
##                                                   NA's   :3      
##  Nbre_valves_posées Résultats_Chartis  Lobe_choisi        Complications.pose_0
##  Min.   : 2.000     Length:38          Length:38          Length:38           
##  1st Qu.: 4.000     Class :character   Class :character   Class :character    
##  Median : 5.000     Mode  :character   Mode  :character   Mode  :character    
##  Mean   : 5.595                                                               
##  3rd Qu.: 7.000                                                               
##  Max.   :12.000                                                               
##  NA's   :1                                                                    
##  Délai.de.survenue.des.complications..jours. PEC.en.charge.des.complications_0
##  Min.   : 0.000                              Length:38                        
##  1st Qu.: 0.000                              Class :character                 
##  Median : 1.000                              Mode  :character                 
##  Mean   : 5.083                                                               
##  3rd Qu.: 2.250                                                               
##  Max.   :34.000                                                               
##  NA's   :26                                                                   
##  Complications.pose Délai.de.survenue.des.complications..jours._valve.2
##  Length:38          Min.   : 0.00                                      
##  Class :character   1st Qu.: 1.50                                      
##  Mode  :character   Median : 6.00                                      
##                     Mean   :10.86                                      
##                     3rd Qu.:18.50                                      
##                     Max.   :30.00                                      
##                     NA's   :31                                         
##  PEC.en.charge.des.complications_1...retrait.valve..drainage.  VEMS_.ml._1  
##  Length:38                                                    Min.   : 500  
##  Class :character                                             1st Qu.: 810  
##  Mode  :character                                             Median : 960  
##                                                               Mean   :1008  
##                                                               3rd Qu.:1170  
##                                                               Max.   :1900  
##                                                               NA's   :5     
##   VEMS_.PCT._1    Gain_VEMS_1     CVF_.ml._1    CVF_.PCT._1    
##  Min.   :21.00   Min.   :-390   Min.   :1310   Min.   : 38.00  
##  1st Qu.:32.00   1st Qu.:  80   1st Qu.:2072   1st Qu.: 62.25  
##  Median :36.00   Median : 190   Median :2350   Median : 81.50  
##  Mean   :40.18   Mean   : 163   Mean   :2476   Mean   : 81.50  
##  3rd Qu.:45.00   3rd Qu.: 320   3rd Qu.:2860   3rd Qu.:100.00  
##  Max.   :76.00   Max.   : 500   Max.   :5200   Max.   :129.00  
##  NA's   :5       NA's   :5      NA's   :6      NA's   :6       
##    Gain_CVF_1       CPT_.ml._1    CPT_.PCT._1       Gain_CPT      
##  Min.   :-550.0   Min.   :5300   Min.   : 43.0   Min.   :-1570.0  
##  1st Qu.: -57.5   1st Qu.:6370   1st Qu.:123.0   1st Qu.: -860.0  
##  Median : 420.0   Median :7200   Median :130.0   Median : -380.0  
##  Mean   : 467.8   Mean   :7347   Mean   :130.2   Mean   : -414.9  
##  3rd Qu.: 842.5   3rd Qu.:8190   3rd Qu.:139.0   3rd Qu.: -100.0  
##  Max.   :1760.0   Max.   :9910   Max.   :167.0   Max.   :  580.0  
##  NA's   :6        NA's   :5      NA's   :5       NA's   :5        
##    VR..ml._1      VR..PCT._1      Gain_VR_1         TM6_.m._1    
##  Min.   :2100   Min.   :137.0   Min.   :-2620.0   Min.   :160.0  
##  1st Qu.:3750   1st Qu.:186.0   1st Qu.:-1270.0   1st Qu.:369.0  
##  Median :4490   Median :207.0   Median : -920.0   Median :422.5  
##  Mean   :4399   Mean   :211.6   Mean   : -939.1   Mean   :413.6  
##  3rd Qu.:4980   3rd Qu.:240.0   3rd Qu.: -450.0   3rd Qu.:475.0  
##  Max.   :6890   Max.   :313.0   Max.   :  210.0   Max.   :625.0  
##  NA's   :5      NA's   :5       NA's   :5         NA's   :12     
##  TM6_sat_.PCT._1 TM6_.score.borg._1   Gain_TM6_1          mMRC_1    
##  Min.   :70.00   Min.   :3.000      Min.   :-230.00   Min.   :1.00  
##  1st Qu.:80.00   1st Qu.:4.500      1st Qu.: -13.00   1st Qu.:1.00  
##  Median :84.00   Median :5.750      Median :  65.50   Median :2.00  
##  Mean   :82.73   Mean   :5.577      Mean   :  57.88   Mean   :2.08  
##  3rd Qu.:85.00   3rd Qu.:6.750      3rd Qu.:  93.00   3rd Qu.:3.00  
##  Max.   :92.00   Max.   :8.000      Max.   : 442.00   Max.   :4.00  
##  NA's   :12      NA's   :12         NA's   :12        NA's   :13    
##      IMC_1       BODE.calculé_1 Complications_a_distance_1
##  Min.   :16.00   Min.   :0.0    Length:38                 
##  1st Qu.:20.00   1st Qu.:2.0    Class :character          
##  Median :22.70   Median :3.0    Mode  :character          
##  Mean   :22.47   Mean   :3.6                              
##  3rd Qu.:25.00   3rd Qu.:5.0                              
##  Max.   :32.00   Max.   :7.0                              
##  NA's   :5       NA's   :13                               
##  Complications_a_distance_2 Prise_en_charge_complications_1  VEMS_.ml._2    
##  Length:38                  Length:38                       Min.   : 490.0  
##  Class :character           Class :character                1st Qu.: 812.5  
##  Mode  :character           Mode  :character                Median : 960.0  
##                                                             Mean   : 961.1  
##                                                             3rd Qu.:1137.5  
##                                                             Max.   :1350.0  
##                                                             NA's   :20      
##   VEMS_.PCT._2    Gain_VEMS_2       CVF_.ml._2    CVF_.PCT._2    
##  Min.   :18.00   Min.   :-170.0   Min.   :1480   Min.   : 41.00  
##  1st Qu.:28.00   1st Qu.: 100.0   1st Qu.:2000   1st Qu.: 66.00  
##  Median :38.00   Median : 135.0   Median :2400   Median : 79.00  
##  Mean   :38.82   Mean   : 133.3   Mean   :2335   Mean   : 79.53  
##  3rd Qu.:43.00   3rd Qu.: 187.5   3rd Qu.:2650   3rd Qu.:101.00  
##  Max.   :59.00   Max.   : 370.0   Max.   :3060   Max.   :108.00  
##  NA's   :21      NA's   :20       NA's   :21     NA's   :21      
##    Gain_CVF_2       CPT_.ml._2     CPT_.PCT._2      Gain_CPT_2     
##  Min.   :-600.0   Min.   : 5150   Min.   :117.0   Min.   :-1530.0  
##  1st Qu.: 100.0   1st Qu.: 6400   1st Qu.:127.0   1st Qu.: -800.0  
##  Median : 379.0   Median : 7080   Median :135.0   Median : -250.0  
##  Mean   : 376.4   Mean   : 7476   Mean   :137.4   Mean   : -333.6  
##  3rd Qu.: 710.0   3rd Qu.: 8870   3rd Qu.:147.0   3rd Qu.:   90.0  
##  Max.   :1030.0   Max.   :10230   Max.   :163.0   Max.   :  620.0  
##  NA's   :21       NA's   :21      NA's   :21      NA's   :21       
##    VR_.ml._2      VR_.PCT._2      Gain_VR_2       TM6_sat_.PCT._2
##  Min.   :2860   Min.   : 88.0   Min.   :-2120.0   Min.   :69.00  
##  1st Qu.:3300   1st Qu.:172.0   1st Qu.:-1300.0   1st Qu.:81.00  
##  Median :4620   Median :205.0   Median : -540.0   Median :86.00  
##  Mean   :4680   Mean   :209.7   Mean   : -754.1   Mean   :84.08  
##  3rd Qu.:5940   3rd Qu.:255.0   3rd Qu.: -260.0   3rd Qu.:88.00  
##  Max.   :7100   Max.   :307.0   Max.   :  590.0   Max.   :92.00  
##  NA's   :21     NA's   :21      NA's   :21        NA's   :25     
##    TM6_.m._2     TM6_.score.borg._2 Calcul_BODE_TM6_2   Gain.TM6_2     
##  Min.   : 28.0   Min.   :2.000      Min.   :0.000     Min.   :-155.00  
##  1st Qu.:363.0   1st Qu.:7.000      1st Qu.:0.000     1st Qu.: -72.00  
##  Median :453.0   Median :7.750      Median :3.000     Median :  58.00  
##  Mean   :416.4   Mean   :7.083      Mean   :1.821     Mean   :  37.46  
##  3rd Qu.:480.0   3rd Qu.:8.000      3rd Qu.:3.000     3rd Qu.: 126.00  
##  Max.   :660.0   Max.   :9.000      Max.   :3.000     Max.   : 187.00  
##  NA's   :25      NA's   :26         NA's   :10        NA's   :25       
##      mMRC_2          IMC_2       calcul.bode_2    Complications_a_distance_1.1
##  Min.   :1.000   Min.   :17.00   Min.   : 1.000   Length:38                   
##  1st Qu.:1.000   1st Qu.:20.55   1st Qu.: 2.000   Class :character            
##  Median :2.000   Median :23.15   Median : 3.000   Mode  :character            
##  Mean   :2.067   Mean   :23.20   Mean   : 3.692                               
##  3rd Qu.:3.000   3rd Qu.:25.00   3rd Qu.: 5.000                               
##  Max.   :4.000   Max.   :32.00   Max.   :10.000                               
##  NA's   :23      NA's   :20      NA's   :25                                   
##  Complications_a_distance_2.1 Retrait_valve      type_retrait      
##  Length:38                    Length:38          Length:38         
##  Class :character             Class :character   Class :character  
##  Mode  :character             Mode  :character   Mode  :character  
##                                                                    
##                                                                    
##                                                                    
##                                                                    
##  delais_retrait_valve_mois Raison.retrait.valves
##  Min.   : 1.400            Length:38            
##  1st Qu.: 2.030            Class :character     
##  Median : 5.370            Mode  :character     
##  Mean   : 7.884                                 
##  3rd Qu.:13.370                                 
##  Max.   :18.800                                 
##  NA's   :29

la variable describe est plus adaptée aux variables qualitatives

describe(G2_V)
## G2_V 
## 
##  104  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
## --------------------------------------------------------------------------------
## Antécédents 
##        n  missing distinct 
##        4       34        3 
##                                                                 
## Value      Antécédents : cardiopathie         Antécédents : HTAP
## Frequency                           2                          1
## Proportion                       0.50                       0.25
##                                      
## Value         Antécédents : pneumonie
## Frequency                           1
## Proportion                       0.25
## --------------------------------------------------------------------------------
## 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 
##       37        1        2 
##                                                       
## Value          sissures étanches sissures intermediare
## Frequency                     29                     8
## Proportion                 0.784                 0.216
## --------------------------------------------------------------------------------
## Résultats.scinti 
##        n  missing distinct 
##       37        1       10 
## 
## lowest : LID            LID_LIG        LIG            LM             LSD           
## highest: LSD LM         LSD LM_LSG     LSD_LSG        LSD_LSG_LIG_LM LSG           
## 
## LID (2, 0.054), LID_LIG (7, 0.189), LIG (7, 0.189), LM (1, 0.027), LSD (4,
## 0.108), LSD LM (2, 0.054), LSD LM_LSG (2, 0.054), LSD_LSG (10, 0.270),
## LSD_LSG_LIG_LM (1, 0.027), LSG (1, 0.027)
## --------------------------------------------------------------------------------
## 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 
##       36        2        2 
##                                 
## Value      Hètérogène   Homogène
## Frequency          22         14
## Proportion      0.611      0.389
## --------------------------------------------------------------------------------
## 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 
##       37        1        3 
##                                                        
## Value      Autre anomalie           HTAP        Normale
## Frequency               3              7             27
## Proportion          0.081          0.189          0.730
## --------------------------------------------------------------------------------
## 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 
##       37        1        2 
##                               
## Value       Complete Incomplet
## Frequency         36         1
## Proportion     0.973     0.027
## --------------------------------------------------------------------------------
## 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 
##       12       26        6 
## 
## lowest :  Exacerbation BPCO  Autre               Pneumatocèle        Pneumomédiastin     Pneumonie          
## highest: Autre               Pneumatocèle        Pneumomédiastin     Pneumonie           Pneumothorax       
##                                                                 
## Value      Exacerbation BPCO             Autre      Pneumatocèle
## Frequency                  5                 1                 1
## Proportion             0.417             0.083             0.083
##                                                                 
## Value        Pneumomédiastin         Pneumonie      Pneumothorax
## Frequency                  1                 1                 3
## Proportion             0.083             0.083             0.250
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_0 
##        n  missing distinct 
##       12       26       12 
## 
## lowest : AEROSOLS                                                  ATB                                                       ATB IV                                                    CORTICO AEROSOLS                                          Drainage                                                 
## 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 
##        9       29        3 
##                                                                 
## Value      Exacerbation BPCO              Mort      Pneumothorax
## Frequency                  4                 2                 3
## Proportion             0.444             0.222             0.333
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## PEC.en.charge.des.complications_1...retrait.valve..drainage. 
##        n  missing distinct 
##        9       29        9 
## 
## lowest : AEROSOLS CTC                                                                       atb ctc                                                                            ATB CTC                                                                            ATB IV POUR SURINF A PYO                                                           DECES SUR HEMOTHORAX POST PNO COMPRESSIF DRAINE, DRA POST EXTUB PUIS 1 MOIS DE SI 
## 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        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
## --------------------------------------------------------------------------------
## 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 
##       32        6       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        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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## TM6_.m._1 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       26       12       26        1    413.6    118.7    204.0    282.0 
##      .25      .50      .75      .90      .95 
##    369.0    422.5    475.0    514.0    565.0 
## 
## lowest : 160 180 276 288 345, 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 
##       26       12       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       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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## Complications_a_distance_1 
##        n  missing distinct 
##       19       19        6 
## 
## lowest :  Exacerbation BPCO   Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie           
## highest: Douleurs thoraciques Engluement valve     Majoration dyspnée   Pneumonie            Pneumothorax        
##                                                                          
## Value         Exacerbation BPCO Douleurs thoraciques     Engluement valve
## Frequency                     4                    4                    1
## Proportion                0.211                0.211                0.053
##                                                                          
## Value        Majoration dyspnée            Pneumonie         Pneumothorax
## Frequency                     6                    2                    2
## Proportion                0.316                0.105                0.105
## --------------------------------------------------------------------------------
## Complications_a_distance_2 
##        n  missing distinct 
##        7       31        5 
## 
## lowest :  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
## highest:  Exacerbation BPCO  Autre               Engluement valve    Majoration dyspnée  Pneumonie          
##                                                                    
## Value       Exacerbation BPCO              Autre   Engluement valve
## Frequency                   3                  1                  1
## Proportion              0.429              0.143              0.143
##                                                 
## Value      Majoration dyspnée          Pneumonie
## Frequency                   1                  1
## Proportion              0.143              0.143
## --------------------------------------------------------------------------------
## Prise_en_charge_complications_1 
##        n  missing distinct 
##       17       21       17 
## 
## lowest : ABCES PULMONAIRE, RETENTIONNEL, RETRAIT 5 VALVES, DERNIERE VALVE NON RETROUVEE AEROSOLS                                                                       ATB IV                                                                         COVID + INF PYO                                                                CTC ATB pas hospit                                                            
## 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       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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## 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 
##       28       10        4    0.769    1.821    1.479 
##                                   
## Value          0     1     2     3
## Frequency     10     1     1    16
## Proportion 0.357 0.036 0.036 0.571
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## mMRC_2 
##        n  missing distinct     Info     Mean      Gmd 
##       15       23        4    0.911    2.067    1.238 
##                                   
## Value          1     2     3     4
## Frequency      6     4     3     2
## Proportion 0.400 0.267 0.200 0.133
## --------------------------------------------------------------------------------
## 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
## --------------------------------------------------------------------------------
## Complications_a_distance_1.1 
##        n  missing distinct 
##        6       32        4 
##                                                                    
## Value       Exacerbation BPCO              Autre Majoration dyspnée
## Frequency                   1                  2                  1
## Proportion              0.167              0.333              0.167
##                              
## Value               Pneumonie
## Frequency                   2
## Proportion              0.333
## --------------------------------------------------------------------------------
## Complications_a_distance_2.1 
##             n       missing      distinct         value 
##             1            37             1 Pneumothorax  
##                         
## Value      Pneumothorax 
## Frequency              1
## Proportion             1
## --------------------------------------------------------------------------------
## 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 
##        9       29        9 
## 
## 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                             MAJ DYSPNEE APRES 2E POSE                                                                    
## 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                                                                               
## --------------------------------------------------------------------------------

Groupe 2 : patients non traités par valves

Descriptif des patients adressés entre le 01/07/2019 à fin 2021 qui n’ont pas bénéficié d’un traitement par valves

Groupe2_NoValves <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/Groupe_2/Groupe2_NoValves.csv", stringsAsFactors=TRUE)
G2_NV<-Groupe2_NoValves
summary(G2_NV)
##       Groupe    age_Cs_initiale Sexe           Adressé_par Vu_en_Cs Vu_en_HDS
##  Groupe_2:111   Min.   :44.71   F:48                 : 1      : 1      : 1   
##                 1st Qu.:56.84   H:63   Hopital public:30   Non:19   Non:37   
##                 Median :63.36          Privé         :41   Oui:91   Oui:73   
##                 Mean   :62.63          Suivi CHUT    :20                     
##                 3rd Qu.:69.49          Ville         :19                     
##                 Max.   :82.24                                                
##                                                                              
##  Critères_AMM_remplis Pose_valves Nbre.de.raison 
##  Non:47               Non:111     Min.   :1.000  
##  Oui:64                           1st Qu.:1.000  
##                                   Median :2.000  
##                                   Mean   :1.855  
##                                   3rd Qu.:2.000  
##                                   Max.   :4.000  
##                                   NA's   :1      
##                                                                                                                                                      Raison_non.pose_1
##                                                                                                                                                               : 1     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7                       : 4     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :48     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :11     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:25     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            :20     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 2     
##                                                                                                                                                      Raison_non.pose_2
##                                                                                                                                                               :45     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :24     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :19     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:12     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 7     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 4     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_3
##                                                                                                                                                               :86     
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  : 6     
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            : 8     
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5: 8     
##  4 Raison scissure perméable : StratX 1/ Chartis 2                                                                                                            : 2     
##  5 Raison clinique cardio : HTAP 1/ Cardiopathie 2                                                                                                            : 1     
##                                                                                                                                                                       
##                                                                                                                                                      Raison_non.pose_4
##                                                                                                                                                               :107    
##   1Raison clinique : Exacerbation 1 / Tabac actif 2 / Atcd chir 3/ AEG 4 / Pas de rehab 5/ Traitement non optimal 6/ Refus du patient 7/ Peu symptomatique 8  :  1    
##  2 Raison paraclinique EFR : VEMS trop élevé 1 / VR trop bas 2 / TM6 trop altéré / DLCO trop basse                                                            :  1    
##  3 Raison paraclinique imagerie : pas de cible TDM 1/ pas de cible TDM-scinti 2/ pas de cible scinti seule 3/ bulle lobe ipsilatéral 4/ emphyseme paraseptal 5:  2    
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                                                                                                                                                       
##                                              Raison_clinique_1
##                                                       :52     
##  Raison clinique : Exacerbation                       :23     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 9     
##  Raison clinique :  Pas de rehab                      : 7     
##  Raison clinique :  Refus du patient                  : 6     
##  Raison clinique : Atcd chir                          : 5     
##  (Other)                                              : 9     
##                                              Raison.clinique_2
##                                                       :94     
##  Raison clinique :  Pas de rehab                      : 8     
##  Raison clinique :  Refus du patient                  : 3     
##  Raison clinique : Exacerbation                       : 2     
##  Raison clinique : peu symptomatique (mMRC trop elevé): 3     
##  Raison clinique :Tabac actif 2                       : 1     
##                                                               
##                                              Raison.clinique_3
##                                                       :108    
##  Raison clinique : AEG                                :  1    
##  Raison clinique : peu symptomatique (mMRC trop elevé):  1    
##  Raison clinique :Traitement non optimal              :  1    
##                                                               
##                                                               
##                                                               
##                              Raison_paraclinique._EFR_1
##                                           :80          
##  Raison paraclinique EFR : DLCO trop basse: 2          
##  Raison paraclinique EFR : TM6 trop altéré: 4          
##  Raison paraclinique EFR : VEMS trop bas  : 2          
##  Raison paraclinique EFR : VEMS trop élevé: 9          
##  Raison paraclinique EFR :VR trop bas     :14          
##                                                        
##                              Raison_paraclinique._EFR_2
##                                           :103         
##  Raison paraclinique EFR : DLCO trop basse:  1         
##  Raison paraclinique EFR : TM6 trop altéré:  3         
##  Raison paraclinique EFR : VEMS trop élevé:  1         
##  Raison paraclinique EFR :VR trop bas     :  3         
##                                                        
##                                                        
##                                         Raison_paraclinique._Imagerie_1
##                                                         :67            
##  Raison paraclinique imagerie :  bulle lobe ipsilatéral : 4            
##  Raison paraclinique imagerie : nodule suspect          : 4            
##  Raison paraclinique imagerie : pas de cible TDM        :12            
##  Raison paraclinique imagerie : pas de cible TDM-scinti :19            
##  Raison paraclinique imagerie :pas de cible scinti seule: 5            
##                                                                        
##                                         Raison_paraclinique._Imagerie_2
##                                                         :108           
##  Raison paraclinique imagerie : nodule suspect          :  2           
##  Raison paraclinique imagerie :pas de cible scinti seule:  1           
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##                                       Raison_scissure_perméable
##                                                    :82         
##  14 Raison scissure perméable : StratX 1/ Chartis 2: 1         
##  4 Raison scissure perméable : StratX 1/ Chartis 2 : 1         
##  Raison scissure perméable : Chartis               : 7         
##  Raison scissure perméable : StratX                :20         
##                                                                
##                                                                
##                            Raison_clinique_cardio
##                                       :104       
##  Raison clinique cardio : Cardiopathie:  1       
##  Raison clinique cardio : HTAP        :  6       
##                                                  
##                                                  
##                                                  
##                                                  
##                                      Antécédents   Satut_Tabagique
##                                            :93             : 2    
##  Antécédents : cancer pulmonaire ou nodule : 1   actif     : 8    
##  Antécédents : cardiopathie                : 9   Non_fumeur: 5    
##  Antécédents : HTAP                        : 3   Sevré     :96    
##  Antécédents : pneumonie                   : 5                    
##                                                                   
##                                                                   
##  Déficit_alpha     taille          poids             BMI       
##     :  2       Min.   :1.500   Min.   : 38.00   Min.   :14.84  
##  Non:100       1st Qu.:1.610   1st Qu.: 57.00   1st Qu.:20.22  
##  Oui:  9       Median :1.670   Median : 66.00   Median :23.04  
##                Mean   :1.677   Mean   : 65.95   Mean   :23.31  
##                3rd Qu.:1.730   3rd Qu.: 73.00   3rd Qu.:26.03  
##                Max.   :1.900   Max.   :120.00   Max.   :37.04  
##                NA's   :12      NA's   :12       NA's   :10     
##  Stade_BPCO_GOLD_VEMS Stade_BPCO_Gold._ABCD Exacerbateur..2an  DDB    
##  Min.   :1.000              : 3                : 2               : 5  
##  1st Qu.:3.000        A     : 4             Non:75            Non:98  
##  Median :3.000        A OU B: 4             Oui:34            Oui: 8  
##  Mean   :3.297        B     :64                                       
##  3rd Qu.:4.000        C     : 1                                       
##  Max.   :4.000        D     :35                                       
##                                                                       
##   Score.MMRC_0  Distention.thoracique_VR.175 Emphysème_hétérogène_.scan
##  Min.   :0.00      : 6                          : 3                    
##  1st Qu.:2.00   Non:14                       Non:41                    
##  Median :3.00   Oui:91                       Oui:67                    
##  Mean   :2.67                                                          
##  3rd Qu.:3.00                                                          
##  Max.   :4.00                                                          
##  NA's   :11                                                            
##              Ttt_BPCO_médicamenteux     OLD            Réhab_réalisée
##                         :12               : 6                 : 8    
##  Non                    : 6         Effort:21   ACTIF         : 8    
##  Oui                    :92         Non   :39   Apres dressage: 3    
##  PAS D ANTICHOLINERGIQUE: 1         Repos :45   Non           :23    
##                                                 Oui           :69    
##                                                                      
##                                                                      
##         Intervention_ttt_emphysème_préalable   Rsltats_scanr_STRATX
##                           :  1               Pas de cible:31       
##  Non                      :107               LSD         :18       
##  Oui                      :  1               LSD_LSG     :12       
##  RESECTION APICALE SUR PNO:  1                           :10       
##  SYMPHYSE G POUR PNO      :  1               LIG         : 9       
##                                              LSG         : 8       
##                                              (Other)     :23       
##               Résultats_StratX     Résultats.scinti pourc_perfusion_lobe_traité
##                       :39      pas de cible:31      Min.   : 1.00              
##  sissures étanches    :29                  :30      1st Qu.: 3.00              
##  sissures incompletes :15      LIG         :12      Median :10.30              
##  sissures intermediare:28      LSD_LSG     :12      Mean   :10.93              
##                                LSD         :11      3rd Qu.:14.50              
##                                LID_LIG     : 4      Max.   :38.00              
##                                (Other)     :11      NA's   :90                 
##  Stratx...Homogène..15.0_Hétérogène.1   TM6_.m._0     TM6_.nadir.sat.PCT._0
##            :38                        Min.   :  0.0   Min.   :38.00        
##  Hètérogène:34                        1st Qu.:194.8   1st Qu.:79.00        
##  Homogène  :39                        Median :336.0   Median :84.50        
##                                       Mean   :314.8   Mean   :83.51        
##                                       3rd Qu.:460.5   3rd Qu.:89.00        
##                                       Max.   :650.0   Max.   :95.00        
##                                       NA's   :27      NA's   :27           
##  TM6_.score.Borg._0 BODE_calcul_0                ETT     PaO2_AA.mmHg._0
##  Min.   : 0.000     Min.   : 0.000                 :33   Min.   :35.00  
##  1st Qu.: 5.000     1st Qu.: 4.000   Autre anomalie: 4   1st Qu.:61.90  
##  Median : 7.000     Median : 6.000   HTAP          :15   Median :67.90  
##  Mean   : 6.658     Mean   : 5.683   Normale       :59   Mean   :67.01  
##  3rd Qu.: 8.000     3rd Qu.: 7.000                       3rd Qu.:73.00  
##  Max.   :10.000     Max.   :10.000                       Max.   :90.00  
##  NA's   :32         NA's   :29                           NA's   :36     
##  PaCO2_.mmHg._0    VEMS._mL_0       VEMS_PCT_0      VR_ml_0        VR_PCT_0 
##  Min.   :28.70   Min.   : 400.0   Min.   :13.0   Min.   :1810          : 7  
##  1st Qu.:35.00   1st Qu.: 677.5   1st Qu.:27.0   1st Qu.:3860   250    : 4  
##  Median :38.00   Median : 890.0   Median :33.0   Median :4830   183    : 3  
##  Mean   :39.49   Mean   : 969.0   Mean   :35.4   Mean   :4803   213    : 3  
##  3rd Qu.:44.55   3rd Qu.:1170.0   3rd Qu.:42.0   3rd Qu.:5705   240    : 3  
##  Max.   :59.00   Max.   :2400.0   Max.   :92.0   Max.   :9800   244    : 3  
##  NA's   :35      NA's   :15       NA's   :2      NA's   :28     (Other):88  
##     CVF_ml_0      CVF_PCT_0         CPT_ml_0       CPT_PCT_0    
##  Min.   : 950   Min.   : 35.00   Min.   :   10   Min.   : 69.0  
##  1st Qu.:1730   1st Qu.: 52.00   1st Qu.: 6130   1st Qu.:118.8  
##  Median :2115   Median : 67.50   Median : 7400   Median :131.5  
##  Mean   :2307   Mean   : 70.06   Mean   : 7226   Mean   :130.8  
##  3rd Qu.:2865   3rd Qu.: 82.75   3rd Qu.: 8500   3rd Qu.:143.0  
##  Max.   :5000   Max.   :135.00   Max.   :11000   Max.   :179.0  
##  NA's   :21     NA's   :17       NA's   :26      NA's   :23     
##     VR_CPT_0       DLCO_PCT_0    Nbre_valves_posées Résultats_Chartis
##  Min.   :20.00   Min.   :17.00   Min.   :0                   :107    
##  1st Qu.:56.00   1st Qu.:26.00   1st Qu.:0          Incomplet:  4    
##  Median :64.00   Median :34.00   Median :0                           
##  Mean   :62.88   Mean   :36.17   Mean   :0                           
##  3rd Qu.:71.00   3rd Qu.:43.50   3rd Qu.:0                           
##  Max.   :82.00   Max.   :89.00   Max.   :0                           
##  NA's   :26      NA's   :32      NA's   :4

Evolution des resulats des patients

1er Groupe

VEMS à 3 mois

comparaison moyennes

t.test(G1_V$VEMS._mL_0,G1_V$VEMS_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$VEMS._mL_0 and G1_V$VEMS_.ml._1
## t = -1.8829, df = 16, p-value = 0.07802
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -465.18713   27.54008
## sample estimates:
## mean difference 
##       -218.8235

comparaison médianes

wilcox.test(G1_V$VEMS._mL_0,G1_V$VEMS_.ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G1_V$VEMS._mL_0 and G1_V$VEMS_.ml._1
## V = 30.5, p-value = 0.05564
## alternative hypothesis: true location shift is not equal to 0

VEMS à 1 an

comparaison moyennes

t.test(G1_V$VEMS._mL_0,G1_V$VEMS_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$VEMS._mL_0 and G1_V$VEMS_.ml._2
## t = -0.83555, df = 11, p-value = 0.4212
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -284.6766  128.0100
## sample estimates:
## mean difference 
##       -78.33333

Comparaison médianes

wilcox.test(G1_V$VEMS._mL_0,G1_V$VEMS_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G1_V$VEMS._mL_0 and G1_V$VEMS_.ml._2
## V = 24, p-value = 0.4496
## alternative hypothesis: true location shift is not equal to 0

TM6 à 3 mois

comparaison moyennes

t.test(G1_V$TM6_.m._0,G1_V$TM6_.m._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$TM6_.m._0 and G1_V$TM6_.m._1
## t = 0.038596, df = 12, p-value = 0.9698
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -51.18565  53.03180
## sample estimates:
## mean difference 
##       0.9230769

Comparaison médianes

wilcox.test(G1_V$TM6_.m._0,G1_V$TM6_.m._1, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$TM6_.m._0 and G1_V$TM6_.m._1
## V = 35, p-value = 0.4973
## alternative hypothesis: true location shift is not equal to 0

TM6 à 1 an

comparaison moyennes

t.test(G1_V$TM6_.m._0,G1_V$TM6_.m._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$TM6_.m._0 and G1_V$TM6_.m._2
## t = -0.54759, df = 7, p-value = 0.601
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -103.70543   64.70543
## sample estimates:
## mean difference 
##           -19.5

Comparaison médianes

wilcox.test(G1_V$TM6_.m._0,G1_V$TM6_.m._2, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$TM6_.m._0 and G1_V$TM6_.m._2
## V = 14, p-value = 0.6406
## alternative hypothesis: true location shift is not equal to 0

VR à 3 mois

comparaison moyennes

t.test(G1_V$VR_ml_0,G1_V$VR..ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$VR_ml_0 and G1_V$VR..ml._1
## t = 0.90853, df = 16, p-value = 0.3771
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -332.5480  831.3716
## sample estimates:
## mean difference 
##        249.4118

Comparaison médianes

wilcox.test(G1_V$VR_ml_0,G1_V$VR..ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$VR_ml_0 and G1_V$VR..ml._1
## V = 95, p-value = 0.4038
## alternative hypothesis: true location shift is not equal to 0

VR à 1 an

comparaison moyennes

t.test(G1_V$VR_ml_0,G1_V$VR_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$VR_ml_0 and G1_V$VR_.ml._2
## t = 0.50512, df = 10, p-value = 0.6244
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -790.7575 1254.3939
## sample estimates:
## mean difference 
##        231.8182

Comparaison médianes

wilcox.test(G1_V$VR_ml_0,G1_V$VR_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$VR_ml_0 and G1_V$VR_.ml._2
## V = 43, p-value = 0.4131
## alternative hypothesis: true location shift is not equal to 0

CVF à 3 mois

comparaison moyennes

t.test(G1_V$CVF_ml_0,G1_V$CVF_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$CVF_ml_0 and G1_V$CVF_.ml._1
## t = -1.9379, df = 15, p-value = 0.0717
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -565.66098   26.91098
## sample estimates:
## mean difference 
##        -269.375

Comparaison médianes

wilcox.test(G1_V$CVF_ml_0,G1_V$CVF_.ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G1_V$CVF_ml_0 and G1_V$CVF_.ml._1
## V = 34.5, p-value = 0.08788
## alternative hypothesis: true location shift is not equal to 0

CVF à 1an

comparaison moyennes

t.test(G1_V$CVF_ml_0,G1_V$CVF_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$CVF_ml_0 and G1_V$CVF_.ml._2
## t = -0.045365, df = 9, p-value = 0.9648
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -559.5175  537.5175
## sample estimates:
## mean difference 
##             -11

Comparaison médianes

wilcox.test(G1_V$CVF_ml_0,G1_V$CVF_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$CVF_ml_0 and G1_V$CVF_.ml._2
## V = 26, p-value = 0.9219
## alternative hypothesis: true location shift is not equal to 0

CPT à 3 mois

comparaison moyennes

t.test(G1_V$CPT_ml_0,G1_V$CPT_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$CPT_ml_0 and G1_V$CPT_.ml._1
## t = 0.48658, df = 16, p-value = 0.6332
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -257.4832  410.8949
## sample estimates:
## mean difference 
##        76.70588

Comparaison médianes

wilcox.test(G1_V$CPT_ml_0,G1_V$CPT_.ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$CPT_ml_0 and G1_V$CPT_.ml._1
## V = 72, p-value = 0.8536
## alternative hypothesis: true location shift is not equal to 0

CPT à 1 an

comparaison moyennes

t.test(G1_V$CPT_ml_0,G1_V$CPT_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$CPT_ml_0 and G1_V$CPT_.ml._2
## t = 0.3278, df = 10, p-value = 0.7498
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -386.8339  520.2884
## sample estimates:
## mean difference 
##        66.72727

Comparaison médianes

wilcox.test(G1_V$CPT_ml_0,G1_V$CPT_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G1_V$CPT_ml_0 and G1_V$CPT_.ml._2
## V = 35, p-value = 0.8984
## alternative hypothesis: true location shift is not equal to 0

BODE à 3 mois

comparaison moyennes

t.test(G1_V$BODE_calcul_0,G1_V$BODE.calculé_1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$BODE_calcul_0 and G1_V$BODE.calculé_1
## t = 2.3094, df = 12, p-value = 0.03952
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  0.06959553 2.39194293
## sample estimates:
## mean difference 
##        1.230769

Comparaison médianes

wilcox.test(G1_V$BODE_calcul_0,G1_V$BODE.calculé_1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G1_V$BODE_calcul_0 and G1_V$BODE.calculé_1
## V = 74.5, p-value = 0.03564
## alternative hypothesis: true location shift is not equal to 0

BODE à 1 an

comparaison moyennes

t.test(G1_V$BODE_calcul_0,G1_V$calcul.bode_2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G1_V$BODE_calcul_0 and G1_V$calcul.bode_2
## t = 1.5667, df = 7, p-value = 0.1612
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -0.5729665  2.8229665
## sample estimates:
## mean difference 
##           1.125

Comparaison médianes

wilcox.test(G1_V$BODE_calcul_0,G1_V$calcul.bode_2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G1_V$BODE_calcul_0 and G1_V$calcul.bode_2
## V = 17, p-value = 0.2021
## alternative hypothesis: true location shift is not equal to 0

2eme groupe

VEMS à 3 mois

comparaison moyennes

t.test(G2_V$VEMS._mL_0,G2_V$VEMS_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$VEMS._mL_0 and G2_V$VEMS_.ml._1
## t = -4.5992, df = 32, p-value = 6.345e-05
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -235.23467  -90.82594
## sample estimates:
## mean difference 
##       -163.0303

comparaison médianes

wilcox.test(G2_V$VEMS._mL_0,G2_V$VEMS_.ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$VEMS._mL_0 and G2_V$VEMS_.ml._1
## V = 78.5, p-value = 0.0003165
## alternative hypothesis: true location shift is not equal to 0

VEMS à 1 an

comparaison moyennes

t.test(G2_V$VEMS._mL_0,G2_V$VEMS_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$VEMS._mL_0 and G2_V$VEMS_.ml._2
## t = -3.9212, df = 17, p-value = 0.0011
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -205.07355  -61.59311
## sample estimates:
## mean difference 
##       -133.3333

Comparaison médianes

wilcox.test(G2_V$VEMS._mL_0,G2_V$VEMS_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$VEMS._mL_0 and G2_V$VEMS_.ml._2
## V = 18.5, p-value = 0.003717
## alternative hypothesis: true location shift is not equal to 0

TM6 à 3 mois

comparaison moyennes

t.test(G2_V$TM6_.m._0,G2_V$TM6_.m._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$TM6_.m._0 and G2_V$TM6_.m._1
## t = -2.2543, df = 24, p-value = 0.03358
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -103.055881   -4.544119
## sample estimates:
## mean difference 
##           -53.8

Comparaison médianes

wilcox.test(G2_V$TM6_.m._0,G2_V$TM6_.m._1, paired = TRUE)
## 
##  Wilcoxon signed rank exact test
## 
## data:  G2_V$TM6_.m._0 and G2_V$TM6_.m._1
## V = 70, p-value = 0.01145
## alternative hypothesis: true location shift is not equal to 0

TM6 à 1 an

comparaison moyennes

t.test(G2_V$TM6_.m._0,G2_V$TM6_.m._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$TM6_.m._0 and G2_V$TM6_.m._2
## t = -1.2102, df = 12, p-value = 0.2495
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -104.90853   29.98545
## sample estimates:
## mean difference 
##       -37.46154

Comparaison médianes

wilcox.test(G2_V$TM6_.m._0,G2_V$TM6_.m._2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$TM6_.m._0 and G2_V$TM6_.m._2
## V = 23.5, p-value = 0.2391
## alternative hypothesis: true location shift is not equal to 0

VR à 3 mois

comparaison moyennes

t.test(G2_V$VR_ml_0,G2_V$VR..ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$VR_ml_0 and G2_V$VR..ml._1
## t = 7.2956, df = 32, p-value = 2.717e-08
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##   676.8955 1201.2863
## sample estimates:
## mean difference 
##        939.0909

Comparaison médianes

wilcox.test(G2_V$VR_ml_0,G2_V$VR..ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$VR_ml_0 and G2_V$VR..ml._1
## V = 521, p-value = 1.615e-06
## alternative hypothesis: true location shift is not equal to 0

VR à 1 an

comparaison moyennes

t.test(G2_V$VR_ml_0,G2_V$VR_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$VR_ml_0 and G2_V$VR_.ml._2
## t = 3.9275, df = 16, p-value = 0.001202
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##   347.0795 1161.1558
## sample estimates:
## mean difference 
##        754.1176

Comparaison médianes

wilcox.test(G2_V$VR_ml_0,G2_V$VR_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$VR_ml_0 and G2_V$VR_.ml._2
## V = 122, p-value = 0.00566
## alternative hypothesis: true location shift is not equal to 0

CVF à 3 mois

comparaison moyennes

t.test(G2_V$CVF_ml_0,G2_V$CVF_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$CVF_ml_0 and G2_V$CVF_.ml._1
## t = -4.1456, df = 30, p-value = 0.0002555
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -643.2293 -218.6416
## sample estimates:
## mean difference 
##       -430.9355

Comparaison médianes

wilcox.test(G2_V$CVF_ml_0,G2_V$CVF_.ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$CVF_ml_0 and G2_V$CVF_.ml._1
## V = 75, p-value = 0.0007234
## alternative hypothesis: true location shift is not equal to 0

CVF à 1an

comparaison moyennes

t.test(G2_V$CVF_ml_0,G2_V$CVF_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$CVF_ml_0 and G2_V$CVF_.ml._2
## t = -3.5355, df = 16, p-value = 0.00275
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  -602.1118 -150.7117
## sample estimates:
## mean difference 
##       -376.4118

Comparaison médianes

wilcox.test(G2_V$CVF_ml_0,G2_V$CVF_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$CVF_ml_0 and G2_V$CVF_.ml._2
## V = 15.5, p-value = 0.004179
## alternative hypothesis: true location shift is not equal to 0

CPT à 3 mois

comparaison moyennes

t.test(G2_V$CPT_ml_0,G2_V$CPT_.ml._1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$CPT_ml_0 and G2_V$CPT_.ml._1
## t = 4.4335, df = 32, p-value = 0.0001022
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  224.2669 605.4906
## sample estimates:
## mean difference 
##        414.8788

Comparaison médianes

wilcox.test(G2_V$CPT_ml_0,G2_V$CPT_.ml._1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$CPT_ml_0 and G2_V$CPT_.ml._1
## V = 476, p-value = 0.0004927
## alternative hypothesis: true location shift is not equal to 0

CPT à 1 an

comparaison moyennes

t.test(G2_V$CPT_ml_0,G2_V$CPT_.ml._2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$CPT_ml_0 and G2_V$CPT_.ml._2
## t = 2.1756, df = 16, p-value = 0.04492
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##    8.543208 658.633262
## sample estimates:
## mean difference 
##        333.5882

Comparaison médianes

wilcox.test(G2_V$CPT_ml_0,G2_V$CPT_.ml._2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$CPT_ml_0 and G2_V$CPT_.ml._2
## V = 114, p-value = 0.07982
## alternative hypothesis: true location shift is not equal to 0

BODE à 3 mois

comparaison moyennes

t.test(G2_V$BODE_calcul_0,G2_V$BODE.calculé_1, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$BODE_calcul_0 and G2_V$BODE.calculé_1
## t = 6.8016, df = 23, p-value = 6.164e-07
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  1.333730 2.499603
## sample estimates:
## mean difference 
##        1.916667

Comparaison médianes

wilcox.test(G2_V$BODE_calcul_0,G2_V$BODE.calculé_1, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$BODE_calcul_0 and G2_V$BODE.calculé_1
## V = 264.5, p-value = 0.0001036
## alternative hypothesis: true location shift is not equal to 0

BODE à 1 an

comparaison moyennes

t.test(G2_V$BODE_calcul_0,G2_V$calcul.bode_2, paired = TRUE)
## 
##  Paired t-test
## 
## data:  G2_V$BODE_calcul_0 and G2_V$calcul.bode_2
## t = 4.0959, df = 12, p-value = 0.001483
## alternative hypothesis: true mean difference is not equal to 0
## 95 percent confidence interval:
##  0.8641017 2.8282060
## sample estimates:
## mean difference 
##        1.846154

Comparaison médianes

wilcox.test(G2_V$BODE_calcul_0,G2_V$calcul.bode_2, paired = TRUE)
## 
##  Wilcoxon signed rank test with continuity correction
## 
## data:  G2_V$BODE_calcul_0 and G2_V$calcul.bode_2
## V = 84.5, p-value = 0.006185
## alternative hypothesis: true location shift is not equal to 0

Calculs supplementaires

Comparaisons sur population totale de l’étude

Patients traités Vs patients non traités

Visualisation des données

VEMS

library(ggplot2)
ggplot(Descriptif_total_V2, aes(y=Descriptif_total_V2$VEMS._mL_0, x=Pose_valves, colour=Pose_valves, fill=Pose_valves))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(VEMS._mL_0~Pose_valves,data=Descriptif_total_V2, conf=0.95, digits=5)
##   Pose_valves   n   Mean Conf.level Trad.lower Trad.upper
## 1         Non 135     NA       0.95         NA         NA
## 2         Oui  56 841.07       0.95     779.91     902.23
shapiro.test(Descriptif_total_V2$VEMS._mL_0[Descriptif_total_V2$Pose_valves=="Non"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Descriptif_total_V2$VEMS._mL_0[Descriptif_total_V2$Pose_valves == "Non"]
## W = 0.89579, p-value = 1.325e-07
shapiro.test(Descriptif_total_V2$VEMS._mL_0[Descriptif_total_V2$Pose_valves=="Oui"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Descriptif_total_V2$VEMS._mL_0[Descriptif_total_V2$Pose_valves == "Oui"]
## W = 0.96601, p-value = 0.1151

La normalité étant rejetée pour les patients ayant eu un traitement par valve, un test de de Wilcoxon sra fait.

wilcox.test(Descriptif_total_V2$VEMS._mL_0 ~ Descriptif_total_V2$Pose_valves)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Descriptif_total_V2$VEMS._mL_0 by Descriptif_total_V2$Pose_valves
## W = 3861.5, p-value = 0.09029
## alternative hypothesis: true location shift is not equal to 0

VR

library(ggplot2)
ggplot(Descriptif_total_V2, aes(y=Descriptif_total_V2$VR_ml_0, x=Pose_valves, colour=Pose_valves, fill=Pose_valves))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(VR_ml_0~Pose_valves,data=Descriptif_total_V2, conf=0.95, digits=5)
##   Pose_valves   n   Mean Conf.level Trad.lower Trad.upper
## 1         Non 135     NA       0.95         NA         NA
## 2         Oui  56 5586.4       0.95       5280     5892.8
shapiro.test(Descriptif_total_V2$VR_ml_0[Descriptif_total_V2$Pose_valves=="Non"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Descriptif_total_V2$VR_ml_0[Descriptif_total_V2$Pose_valves == "Non"]
## W = 0.98561, p-value = 0.3114
shapiro.test(Descriptif_total_V2$VR_ml_0[Descriptif_total_V2$Pose_valves=="Oui"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Descriptif_total_V2$VR_ml_0[Descriptif_total_V2$Pose_valves == "Oui"]
## W = 0.97436, p-value = 0.2761

La normalité étant acceptée pour les deux groupes, un t-test sera fait.

t.test(Descriptif_total_V2$VR_ml_0 ~ Descriptif_total_V2$Pose_valves)
## 
##  Welch Two Sample t-test
## 
## data:  Descriptif_total_V2$VR_ml_0 by Descriptif_total_V2$Pose_valves
## t = -3.7291, df = 132.3, p-value = 0.0002839
## alternative hypothesis: true difference in means between group Non and group Oui is not equal to 0
## 95 percent confidence interval:
##  -1164.8846  -357.4065
## sample estimates:
## mean in group Non mean in group Oui 
##          4825.283          5586.429

difference significative

CVF

library(ggplot2)
ggplot(Descriptif_total_V2, aes(y=Descriptif_total_V2$CVF_ml_0, x=Pose_valves, colour=Pose_valves, fill=Pose_valves))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(CVF_ml_0~Pose_valves,data=Descriptif_total_V2, conf=0.95, digits=5)
##   Pose_valves   n Mean Conf.level Trad.lower Trad.upper
## 1         Non 135   NA       0.95         NA         NA
## 2         Oui  56   NA       0.95         NA         NA
shapiro.test(Descriptif_total_V2$CVF_ml_0[Descriptif_total_V2$Pose_valves=="Non"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Descriptif_total_V2$CVF_ml_0[Descriptif_total_V2$Pose_valves == "Non"]
## W = 0.9494, p-value = 0.0003326
shapiro.test(Descriptif_total_V2$CVF_ml_0[Descriptif_total_V2$Pose_valves=="Oui"])
## 
##  Shapiro-Wilk normality test
## 
## data:  Descriptif_total_V2$CVF_ml_0[Descriptif_total_V2$Pose_valves == "Oui"]
## W = 0.97711, p-value = 0.3865

La normalité nétant pas acceptée pour le groupe des patients non traité, un test de wilcoxon sera fait.

wilcox.test(Descriptif_total_V2$CVF_ml_0 ~ Descriptif_total_V2$Pose_valves)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  Descriptif_total_V2$CVF_ml_0 by Descriptif_total_V2$Pose_valves
## W = 3435, p-value = 0.1571
## alternative hypothesis: true location shift is not equal to 0

difference non significative

Patients traités G1 VS G2 données initiales

 valves_total <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/valves_total.csv", stringsAsFactors=TRUE)

Visualisation des données

VEMS_0

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$VEMS._mL_0, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(VEMS._mL_0~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n   Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18 890.00       0.95     779.93    1000.10
## 2 Groupe_2 38 817.89       0.95     742.01     893.78
shapiro.test(valves_total$VEMS._mL_0[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$VEMS._mL_0[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.94725, p-value = 0.4474
shapiro.test(valves_total$VEMS._mL_0[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$VEMS._mL_0[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.96996, p-value = 0.3588

La normalité etant acceptée pour les deux groupes, un t-test sra fait.

t.test(valves_total$VEMS._mL_0 ~ valves_total$Groupe)
## 
##  Welch Two Sample t-test
## 
## data:  valves_total$VEMS._mL_0 by valves_total$Groupe
## t = 1.1228, df = 34.793, p-value = 0.2692
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -58.29731 202.50784
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               890.0000               817.8947

VR_0

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$VR_ml_0, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(VR_ml_0~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n   Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18 5799.4       0.95     5213.4     6385.4
## 2 Groupe_2 38 5485.5       0.95     5114.3     5856.7
shapiro.test(valves_total$VR_ml_0[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$VR_ml_0[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.94016, p-value = 0.3509
shapiro.test(valves_total$VR_ml_0[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$VR_ml_0[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.98, p-value = 0.6895

La normalité etant acceptée pour les deux groupes, un t-test sra fait.

t.test(valves_total$VR_ml_0~ valves_total$Groupe)
## 
##  Welch Two Sample t-test
## 
## data:  valves_total$VR_ml_0 by valves_total$Groupe
## t = 0.94348, df = 32.207, p-value = 0.3525
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -363.6502  991.4864
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               5799.444               5485.526

CVF_0

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$CVF_ml_0, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(CVF_ml_0~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$CVF_ml_0[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$CVF_ml_0[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.92078, p-value = 0.198
shapiro.test(valves_total$CVF_ml_0[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$CVF_ml_0[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.98029, p-value = 0.7139

La normalité etant acceptée pour les deux groupes, un t-test sra fait.

t.test(valves_total$CVF_ml_0~ valves_total$Groupe)
## 
##  Welch Two Sample t-test
## 
## data:  valves_total$CVF_ml_0 by valves_total$Groupe
## t = 1.2129, df = 30.829, p-value = 0.2344
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -150.6254  592.4156
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               2284.706               2063.811

Patients traités G1 VS G2 évolution :

Gain VEMS 1

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$Gain_VEMS_1, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(Gain_VEMS_1~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$Gain_VEMS_1[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VEMS_1[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.97958, p-value = 0.9666
shapiro.test(valves_total$Gain_VEMS_1[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VEMS_1[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.74743, p-value = 2.216e-06

La normalité n’etant acceptée pour le groupe 2, un test de wilcoxon sera fait.

wilcox.test(valves_total$Gain_VEMS_1 ~ valves_total$Groupe)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  valves_total$Gain_VEMS_1 by valves_total$Groupe
## W = 262, p-value = 0.7123
## alternative hypothesis: true location shift is not equal to 0

Gain VEMS 2

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$Gain_VEMS_2, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(Gain_VEMS_2~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$Gain_VEMS_2[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VEMS_2[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.89934, p-value = 0.1814
shapiro.test(valves_total$Gain_VEMS_2[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VEMS_2[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.85605, p-value = 0.00843

La normalité n’etant acceptée pour le groupe 2, un test de wilcoxon sera fait.

wilcox.test(valves_total$Gain_VEMS_2 ~ valves_total$Groupe)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  valves_total$Gain_VEMS_2 by valves_total$Groupe
## W = 95.5, p-value = 0.611
## alternative hypothesis: true location shift is not equal to 0

Gain VR 1

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$Gain_VR_1, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(Gain_VR_1~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$Gain_VR_1[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VR_1[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.94423, p-value = 0.4386
shapiro.test(valves_total$Gain_VR_1[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VR_1[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.98188, p-value = 0.8185

La normalité etant acceptée pour les deux groupes, un t-test sera fait.

t.test(valves_total$Gain_VR_1~ valves_total$Groupe)
## 
##  Welch Two Sample t-test
## 
## data:  valves_total$Gain_VR_1 by valves_total$Groupe
## t = 2.2747, df = 23.247, p-value = 0.03246
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##    62.82775 1316.53054
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##              -249.4118              -939.0909

Gain VR 2

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$Gain_VR_2, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(Gain_VR_2~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$Gain_VR_2[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VR_2[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.95255, p-value = 0.6766
shapiro.test(valves_total$Gain_VR_2[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_VR_2[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.86719, p-value = 0.01983

La normalité n’étant pas acceptée pour le groupe 2, un test de wilcoxon sera fait.

wilcox.test(valves_total$Gain_VR_2~ valves_total$Groupe)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  valves_total$Gain_VR_2 by valves_total$Groupe
## W = 120.5, p-value = 0.2124
## alternative hypothesis: true location shift is not equal to 0

Gain CVF_1

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$Gain_CVF_1, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(Gain_CVF_1~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$Gain_CVF_1[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_CVF_1[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.9867, p-value = 0.9971
shapiro.test(valves_total$Gain_CVF_1[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_CVF_1[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.94468, p-value = 0.07777

La normalité etant acceptée pour les deux groupes, un t-test sra fait.

t.test(valves_total$Gain_CVF_1~ valves_total$Groupe)
## 
##  Welch Two Sample t-test
## 
## data:  valves_total$Gain_CVF_1 by valves_total$Groupe
## t = -0.2723, df = 26.358, p-value = 0.7875
## alternative hypothesis: true difference in means between group Groupe_1 and group Groupe_2 is not equal to 0
## 95 percent confidence interval:
##  -508.7462  389.6543
## sample estimates:
## mean in group Groupe_1 mean in group Groupe_2 
##               408.2353               467.7812

Gain CVF_2

library(ggplot2)
ggplot(valves_total, aes(y=valves_total$Gain_CVF_2, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(Gain_CVF_2~Groupe,data=valves_total, conf=0.95, digits=5)
##     Groupe  n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1 18   NA       0.95         NA         NA
## 2 Groupe_2 38   NA       0.95         NA         NA
shapiro.test(valves_total$Gain_CVF_2[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_CVF_2[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.90773, p-value = 0.2292
shapiro.test(valves_total$Gain_CVF_2[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  valves_total$Gain_CVF_2[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.97464, p-value = 0.8934

La normalité etant acceptée pour les deux groupes, un t-test sra fait.

t.test(valves_total$Gain_CVF_2~ valves_total$Groupe)
## 
##  Welch Two Sample t-test
## 
## data:  valves_total$Gain_CVF_2 by valves_total$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

Patients non traités

 NoValves_total <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Valves_Lucile/doc_08_08_22/NoValves_total.csv", stringsAsFactors=FALSE)

Visualisation des données

VEMS_0

library(ggplot2)
ggplot(NoValves_total, aes(y=NoValves_total$VEMS._mL_0, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(VEMS._mL_0~Groupe,data=NoValves_total, conf=0.95, digits=5)
##     Groupe   n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1  24   NA       0.95         NA         NA
## 2 Groupe_2 111   NA       0.95         NA         NA
shapiro.test(NoValves_total$VEMS._mL_0[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  NoValves_total$VEMS._mL_0[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.84271, p-value = 0.001031
shapiro.test(NoValves_total$VEMS._mL_0[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  NoValves_total$VEMS._mL_0[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.89941, p-value = 2.762e-06

La normalité etant rejetée pour les deux groupes, un test de wilcoxon sera fait.

wilcox.test(NoValves_total$VEMS._mL_0 ~ NoValves_total$Groupe)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  NoValves_total$VEMS._mL_0 by NoValves_total$Groupe
## W = 1276.5, p-value = 0.2466
## alternative hypothesis: true location shift is not equal to 0

VR_0

library(ggplot2)
ggplot(NoValves_total, aes(y=NoValves_total$VR_ml_0, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(VR_ml_0~Groupe,data=NoValves_total, conf=0.95, digits=5)
##     Groupe   n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1  24   NA       0.95         NA         NA
## 2 Groupe_2 111   NA       0.95         NA         NA
shapiro.test(NoValves_total$VR_ml_0[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  NoValves_total$VR_ml_0[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.97818, p-value = 0.8602
shapiro.test(NoValves_total$VR_ml_0[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  NoValves_total$VR_ml_0[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.97888, p-value = 0.1951

La normalité etant rejetée pour les deux groupes, un test de wilcoxon sera fait.

wilcox.test(NoValves_total$VR_ml_0 ~ NoValves_total$Groupe)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  NoValves_total$VR_ml_0 by NoValves_total$Groupe
## W = 1014.5, p-value = 0.6483
## alternative hypothesis: true location shift is not equal to 0

CVF_0

library(ggplot2)
ggplot(NoValves_total, aes(y=NoValves_total$CVF_ml_0, x=Groupe, colour=Groupe, fill=Groupe))+
    geom_jitter(height=0, width=0.25)+
    geom_boxplot(alpha=0.5,notch=TRUE)

description

library(rcompanion)
groupwiseMean(CVF_ml_0~Groupe,data=NoValves_total, conf=0.95, digits=5)
##     Groupe   n Mean Conf.level Trad.lower Trad.upper
## 1 Groupe_1  24   NA       0.95         NA         NA
## 2 Groupe_2 111   NA       0.95         NA         NA
shapiro.test(NoValves_total$CVF_ml_0[Descriptif_total_V2$Groupe=="Groupe_1"])
## 
##  Shapiro-Wilk normality test
## 
## data:  NoValves_total$CVF_ml_0[Descriptif_total_V2$Groupe == "Groupe_1"]
## W = 0.93017, p-value = 0.08768
shapiro.test(NoValves_total$CVF_ml_0[Descriptif_total_V2$Groupe=="Groupe_2"])
## 
##  Shapiro-Wilk normality test
## 
## data:  NoValves_total$CVF_ml_0[Descriptif_total_V2$Groupe == "Groupe_2"]
## W = 0.95008, p-value = 0.002097

La normalité etant rejetée pour les deux groupes, un test de wilcoxon sera fait.

wilcox.test(NoValves_total$CVF_ml_0 ~ NoValves_total$Groupe)
## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  NoValves_total$CVF_ml_0 by NoValves_total$Groupe
## W = 1186, p-value = 0.1522
## alternative hypothesis: true location shift is not equal to 0