Statistiques descriptives des variables quantitatives

Data

Nous allons ici employer les données description :`

hyperinf_desc <- read.csv2("C:/Users/mallah.s/Desktop/StatsTheses/These_Romane/hyperinf_desc.csv", stringsAsFactors=TRUE)

Fonction summary (package base)

Analyse globale

summary(hyperinf_desc)
##       Centre   PATIENTS.TOULOUSE  PATIENTS.HID hyperinfation Sexe  
##  Limoge  :13   001L   : 1        Min.   : 1    Oui:37        F:19  
##  Toulouse:24   002L   : 1        1st Qu.:10                  M:18  
##                003L   : 1        Median :19                        
##                003T   : 1        Mean   :19                        
##                004L   : 1        3rd Qu.:28                        
##                004T   : 1        Max.   :37                        
##                (Other):31                                          
##  Age_inclusion     IMC.avant         Etio    Lobe_choisi volume_lobe_T._0
##  Min.   :49.26   Min.   :14.00   defA1T: 6        : 1    Min.   : 536    
##  1st Qu.:55.81   1st Qu.:20.00   Tabac :31   LID  : 3    1st Qu.:1384    
##  Median :59.56   Median :21.80               LIG  :14    Median :1554    
##  Mean   :60.52   Mean   :22.67               LSD  : 8    Mean   :1677    
##  3rd Qu.:64.51   3rd Qu.:24.88               LSDLM: 4    3rd Qu.:2084    
##  Max.   :74.24   Max.   :33.00               LSG  : 7    Max.   :3219    
##                  NA's   :1                               NA's   :5       
##   Scinti_homogeneite X._perf_lobe.T   DELTA_scinti       StratX_Scissure
##            : 2       Min.   : 0.30   Min.   : 0.10               :13    
##  Heterogene:20       1st Qu.:10.00   1st Qu.:12.00   Compléte    :17    
##  Homogene  :15       Median :13.00   Median :22.00   Incompléte  : 2    
##                      Mean   :12.53   Mean   :20.95   Intermediare: 5    
##                      3rd Qu.:16.50   3rd Qu.:26.50                      
##                      Max.   :22.00   Max.   :47.00                      
##                      NA's   :2       NA's   :2                          
##     StratX_homogeneite X._inf_910_cible diff_p_densite   EFR1_MMRC_0   
##              : 2       Min.   :57.00    Min.   : 1.00   Min.   :2.000  
##  Hétérogéne  :15       1st Qu.:65.75    1st Qu.: 9.50   1st Qu.:3.000  
##  Homogène<15%:20       Median :70.00    Median :13.00   Median :3.000  
##                        Mean   :70.04    Mean   :16.23   Mean   :3.111  
##                        3rd Qu.:75.25    3rd Qu.:23.50   3rd Qu.:4.000  
##                        Max.   :87.00    Max.   :40.00   Max.   :4.000  
##                        NA's   :13       NA's   :2       NA's   :1      
##  EFR1_O2_effort._0  EFR1_BODE_0    EFR1_VEMS.ml_0   EFR1_VEMS.._0  
##        : 1         Min.   :1.000   Min.   : 480.0   Min.   :20.00  
##  Effort:10         1st Qu.:4.000   1st Qu.: 740.0   1st Qu.:30.00  
##  Non   :17         Median :6.000   Median : 880.0   Median :33.00  
##  Oui   : 9         Mean   :5.472   Mean   : 944.3   Mean   :35.41  
##                    3rd Qu.:7.000   3rd Qu.:1050.0   3rd Qu.:39.70  
##                    Max.   :9.000   Max.   :1820.0   Max.   :70.00  
##                    NA's   :1                                       
##  EFR1_Tiffenau.._0  EFR1_CV_ml_0   EFR1_CV.._0     EFR1_CVF.ml_0 
##  Min.   :25.00     Min.   :1360   Min.   : 40.00   Min.   :1260  
##  1st Qu.:31.00     1st Qu.:2000   1st Qu.: 64.00   1st Qu.:1750  
##  Median :39.10     Median :2740   Median : 80.00   Median :2500  
##  Mean   :37.91     Mean   :2712   Mean   : 78.91   Mean   :2511  
##  3rd Qu.:44.80     3rd Qu.:3330   3rd Qu.: 89.00   3rd Qu.:3020  
##  Max.   :53.00     Max.   :4090   Max.   :146.00   Max.   :4520  
##                                                                  
##   EFR1_CVF.._0     EFR1_VR.ml_0   EFR1_VR.._0    EFR1_CPT.ml_0  
##  Min.   : 38.00   Min.   :3190   Min.   :163.0   Min.   : 5400  
##  1st Qu.: 63.00   1st Qu.:4440   1st Qu.:206.0   1st Qu.: 7120  
##  Median : 74.00   Median :5000   Median :236.0   Median : 7810  
##  Mean   : 75.53   Mean   :5053   Mean   :239.5   Mean   : 7835  
##  3rd Qu.: 85.00   3rd Qu.:5410   3rd Qu.:270.0   3rd Qu.: 8590  
##  Max.   :138.00   Max.   :7100   Max.   :332.0   Max.   :10300  
##                                                                 
##   EFR1_CPT.._0   EFR1_VR_CPT_0   EFR1_CRF_He_0  EFR1_CRF_He_._0
##  Min.   :106.7   Min.   :44.00   Min.   :2440   Min.   : 67.0  
##  1st Qu.:124.0   1st Qu.:61.00   1st Qu.:3278   1st Qu.:122.8  
##  Median :138.5   Median :63.00   Median :3715   Median :137.0  
##  Mean   :136.6   Mean   :64.64   Mean   :4383   Mean   :147.4  
##  3rd Qu.:147.0   3rd Qu.:71.00   3rd Qu.:5348   3rd Qu.:184.0  
##  Max.   :163.0   Max.   :84.00   Max.   :7320   Max.   :242.0  
##                                  NA's   :17     NA's   :17     
##  EFR1_Air_piege_0  EFR1_TLCO._0    EFR1_KCO._.0    TM6_dist_parc_0
##  Min.   :  80     Min.   :14.00   Min.   : 18.00   Min.   :210.0  
##  1st Qu.: 775     1st Qu.:28.00   1st Qu.: 39.75   1st Qu.:307.5  
##  Median :1240     Median :34.50   Median : 46.00   Median :401.0  
##  Mean   :1727     Mean   :34.31   Mean   : 48.84   Mean   :394.0  
##  3rd Qu.:2130     3rd Qu.:41.00   3rd Qu.: 57.25   3rd Qu.:467.5  
##  Max.   :5910     Max.   :53.00   Max.   :120.00   Max.   :568.0  
##  NA's   :17       NA's   :5       NA's   :5        NA's   :2      
##  TM6_Nadir_sat_0  GDS_SaO2._0       GDS_ph_0        paO2._0      
##  Min.   :72.00   Min.   :90.00   Min.   :7.380   Min.   : 60.00  
##  1st Qu.:82.00   1st Qu.:93.00   1st Qu.:7.410   1st Qu.: 65.60  
##  Median :86.00   Median :93.80   Median :7.420   Median : 71.00  
##  Mean   :85.09   Mean   :93.92   Mean   :7.423   Mean   : 72.75  
##  3rd Qu.:90.00   3rd Qu.:95.30   3rd Qu.:7.430   3rd Qu.: 75.80  
##  Max.   :95.00   Max.   :96.90   Max.   :7.470   Max.   :107.00  
##  NA's   :2       NA's   :12      NA's   :12      NA's   :8       
##     pCO2._0         HCO3._0       ETT_PAPS._0      ETT_FEVG_0   
##  Min.   :28.00   Min.   :21.00   Min.   :21.00   Min.   :50.00  
##  1st Qu.:35.00   1st Qu.:23.00   1st Qu.:28.00   1st Qu.:59.00  
##  Median :37.20   Median :25.00   Median :32.00   Median :62.00  
##  Mean   :38.16   Mean   :25.42   Mean   :33.63   Mean   :61.96  
##  3rd Qu.:41.80   3rd Qu.:26.23   3rd Qu.:37.30   3rd Qu.:65.50  
##  Max.   :48.00   Max.   :34.10   Max.   :48.60   Max.   :75.00  
##  NA's   :8       NA's   :13      NA's   :18      NA's   :14     
##   Age_Broncho1         chartis._1 Chartis_comp_.1   complic_1     
##  Min.   :49.26              :13          :18      Min.   :0.0000  
##  1st Qu.:55.73   non réalisé: 5   complet:19      1st Qu.:0.0000  
##  Median :59.59   realisé    :19                   Median :0.0000  
##  Mean   :60.57                                    Mean   :0.3043  
##  3rd Qu.:64.73                                    3rd Qu.:1.0000  
##  Max.   :74.24                                    Max.   :1.0000  
##  NA's   :1                                        NA's   :14      
##      PNO_1            EABPCO_1        hémoptysie_1      infection_1    
##  Min.   :0.00000   Min.   :0.00000   Min.   :0.00000   Min.   :0.0000  
##  1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.0000  
##  Median :0.00000   Median :0.00000   Median :0.00000   Median :0.0000  
##  Mean   :0.02778   Mean   :0.02778   Mean   :0.04167   Mean   :0.1389  
##  3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.0000  
##  Max.   :1.00000   Max.   :1.00000   Max.   :1.00000   Max.   :1.0000  
##  NA's   :1         NA's   :1         NA's   :13        NA's   :1       
##     Germe_1       delais_broncho1_2   complic_2          PNO_2        
##  Min.   :0.0000   Min.   :0.0600    Min.   :0.0000   Min.   :0.00000  
##  1st Qu.:0.0000   1st Qu.:0.0900    1st Qu.:0.0000   1st Qu.:0.00000  
##  Median :0.0000   Median :0.1300    Median :1.0000   Median :0.00000  
##  Mean   :0.2917   Mean   :0.2259    Mean   :0.6111   Mean   :0.07692  
##  3rd Qu.:1.0000   3rd Qu.:0.1800    3rd Qu.:1.0000   3rd Qu.:0.00000  
##  Max.   :1.0000   Max.   :1.3000    Max.   :1.0000   Max.   :1.00000  
##  NA's   :13       NA's   :8         NA's   :19       NA's   :11       
##     EABPCO_2       hémoptysie_2      infection_2      Germe_2  nombre_T._valves
##  Min.   :0.0000   Min.   :0.00000   Min.   :0.00000      :22   Min.   : 3.000  
##  1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.00000   Non: 9   1st Qu.: 4.750  
##  Median :0.0000   Median :0.00000   Median :0.00000   Oui: 6   Median : 6.000  
##  Mean   :0.3462   Mean   :0.05556   Mean   :0.03846            Mean   : 6.194  
##  3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:0.00000            3rd Qu.: 8.000  
##  Max.   :1.0000   Max.   :1.00000   Max.   :1.00000            Max.   :15.000  
##  NA's   :11       NA's   :19        NA's   :11                 NA's   :1       
##  Nbre_interventions Scan_Red_vol_2        Scan_scissure volume_lobe_T._.2
##  Min.   :1.000         : 5                       : 5    Min.   :   0.0   
##  1st Qu.:2.000      Non: 5         atél cplte    : 9    1st Qu.:  55.5   
##  Median :2.000      Oui:27         Inchangé      : 5    Median : 799.0   
##  Mean   :1.946                     modif scissure: 5    Mean   : 904.4   
##  3rd Qu.:2.000                     Segmentaire   :13    3rd Qu.:1528.5   
##  Max.   :4.000                                          Max.   :2271.0   
##                                                         NA's   :5        
##          Repondeur 
##  non repondeur:17  
##  repondeur    :20  
##                    
##                    
##                    
##                    
## 

Analyse par groupe de repondeurs/non repondeurs

by(hyperinf_desc, hyperinf_desc$Repondeur, summary)
## hyperinf_desc$Repondeur: non repondeur
##       Centre  PATIENTS.TOULOUSE  PATIENTS.HID   hyperinfation Sexe 
##  Limoge  :8   001L   : 1        Min.   : 2.00   Oui:17        F:8  
##  Toulouse:9   003L   : 1        1st Qu.: 8.00                 M:9  
##               004L   : 1        Median :24.00                      
##               004T   : 1        Mean   :19.71                      
##               005L   : 1        3rd Qu.:29.00                      
##               005T   : 1        Max.   :36.00                      
##               (Other):11                                           
##  Age_inclusion     IMC.avant         Etio    Lobe_choisi volume_lobe_T._0
##  Min.   :50.14   Min.   :14.00   defA1T: 3        :0     Min.   : 536    
##  1st Qu.:54.91   1st Qu.:20.00   Tabac :14   LID  :2     1st Qu.:1322    
##  Median :59.62   Median :21.00               LIG  :6     Median :1442    
##  Mean   :60.32   Mean   :21.75               LSD  :3     Mean   :1536    
##  3rd Qu.:66.26   3rd Qu.:24.20               LSDLM:2     3rd Qu.:1636    
##  Max.   :70.19   Max.   :29.50               LSG  :4     Max.   :2825    
##                                                          NA's   :3       
##   Scinti_homogeneite X._perf_lobe.T   DELTA_scinti       StratX_Scissure
##            :0        Min.   : 5.00   Min.   : 4.00               :8     
##  Heterogene:9        1st Qu.:11.00   1st Qu.:16.00   Compléte    :6     
##  Homogene  :8        Median :14.00   Median :22.00   Incompléte  :0     
##                      Mean   :14.29   Mean   :23.94   Intermediare:3     
##                      3rd Qu.:18.00   3rd Qu.:31.00                      
##                      Max.   :20.00   Max.   :47.00                      
##                                                                         
##     StratX_homogeneite X._inf_910_cible diff_p_densite   EFR1_MMRC_0   
##              : 0       Min.   :60       Min.   : 1.00   Min.   :2.000  
##  Hétérogéne  : 4       1st Qu.:65       1st Qu.: 8.00   1st Qu.:3.000  
##  Homogène<15%:13       Median :68       Median :12.00   Median :3.000  
##                        Mean   :67       Mean   :11.41   Mean   :3.059  
##                        3rd Qu.:70       3rd Qu.:15.00   3rd Qu.:3.000  
##                        Max.   :75       Max.   :23.00   Max.   :4.000  
##                        NA's   :8                                       
##  EFR1_O2_effort._0  EFR1_BODE_0    EFR1_VEMS.ml_0   EFR1_VEMS.._0  
##        :0          Min.   :1.000   Min.   : 620.0   Min.   :20.00  
##  Effort:4          1st Qu.:4.000   1st Qu.: 750.0   1st Qu.:32.00  
##  Non   :7          Median :6.000   Median : 840.0   Median :33.00  
##  Oui   :6          Mean   :5.529   Mean   : 945.9   Mean   :35.59  
##                    3rd Qu.:7.000   3rd Qu.:1050.0   3rd Qu.:35.00  
##                    Max.   :9.000   Max.   :1820.0   Max.   :70.00  
##                                                                    
##  EFR1_Tiffenau.._0  EFR1_CV_ml_0   EFR1_CV.._0     EFR1_CVF.ml_0 
##  Min.   :25.00     Min.   :1610   Min.   : 40.50   Min.   :1350  
##  1st Qu.:31.00     1st Qu.:2390   1st Qu.: 63.00   1st Qu.:2300  
##  Median :40.00     Median :2760   Median : 82.00   Median :2510  
##  Mean   :37.78     Mean   :2808   Mean   : 81.65   Mean   :2585  
##  3rd Qu.:44.80     3rd Qu.:3460   3rd Qu.: 86.00   3rd Qu.:3170  
##  Max.   :53.00     Max.   :4090   Max.   :146.00   Max.   :3750  
##                                                                  
##   EFR1_CVF.._0     EFR1_VR.ml_0   EFR1_VR.._0    EFR1_CPT.ml_0  
##  Min.   : 41.00   Min.   :3190   Min.   :176.0   Min.   : 5650  
##  1st Qu.: 63.00   1st Qu.:4300   1st Qu.:213.0   1st Qu.: 7200  
##  Median : 72.00   Median :5000   Median :234.0   Median : 7810  
##  Mean   : 78.12   Mean   :4996   Mean   :234.1   Mean   : 7871  
##  3rd Qu.: 85.00   3rd Qu.:5600   3rd Qu.:249.0   3rd Qu.: 8880  
##  Max.   :138.00   Max.   :7060   Max.   :312.0   Max.   :10111  
##                                                                 
##   EFR1_CPT.._0   EFR1_VR_CPT_0   EFR1_CRF_He_0  EFR1_CRF_He_._0
##  Min.   :106.7   Min.   :44.00   Min.   :3370   Min.   :126.0  
##  1st Qu.:122.0   1st Qu.:61.00   1st Qu.:3710   1st Qu.:140.0  
##  Median :138.5   Median :63.00   Median :4570   Median :182.0  
##  Mean   :136.0   Mean   :63.51   Mean   :5207   Mean   :170.4  
##  3rd Qu.:147.0   3rd Qu.:68.00   3rd Qu.:6710   3rd Qu.:198.0  
##  Max.   :153.0   Max.   :77.00   Max.   :7320   Max.   :201.0  
##                                  NA's   :8      NA's   :8      
##  EFR1_Air_piege_0  EFR1_TLCO._0    EFR1_KCO._.0   TM6_dist_parc_0
##  Min.   :  80.0   Min.   :14.00   Min.   :18.00   Min.   :252.0  
##  1st Qu.: 440.0   1st Qu.:24.25   1st Qu.:39.00   1st Qu.:294.0  
##  Median : 930.0   Median :32.50   Median :41.50   Median :350.0  
##  Mean   : 934.4   Mean   :31.86   Mean   :43.07   Mean   :378.5  
##  3rd Qu.:1240.0   3rd Qu.:38.75   3rd Qu.:51.00   3rd Qu.:465.0  
##  Max.   :1930.0   Max.   :53.00   Max.   :63.00   Max.   :541.0  
##  NA's   :8        NA's   :3       NA's   :3                      
##  TM6_Nadir_sat_0  GDS_SaO2._0      GDS_ph_0        paO2._0      
##  Min.   :75.00   Min.   :91.5   Min.   :7.380   Min.   : 60.00  
##  1st Qu.:81.75   1st Qu.:93.0   1st Qu.:7.410   1st Qu.: 64.25  
##  Median :85.00   Median :93.8   Median :7.420   Median : 68.05  
##  Mean   :84.81   Mean   :93.8   Mean   :7.421   Mean   : 73.31  
##  3rd Qu.:87.75   3rd Qu.:94.4   3rd Qu.:7.430   3rd Qu.: 78.20  
##  Max.   :94.00   Max.   :96.0   Max.   :7.450   Max.   :107.00  
##  NA's   :1       NA's   :8      NA's   :8       NA's   :5       
##     pCO2._0         HCO3._0       ETT_PAPS._0      ETT_FEVG_0   
##  Min.   :28.00   Min.   :22.80   Min.   :26.20   Min.   :50.00  
##  1st Qu.:36.00   1st Qu.:24.00   1st Qu.:28.00   1st Qu.:59.00  
##  Median :37.65   Median :25.80   Median :34.00   Median :61.50  
##  Mean   :38.27   Mean   :26.02   Mean   :35.75   Mean   :61.10  
##  3rd Qu.:41.20   3rd Qu.:26.00   3rd Qu.:41.10   3rd Qu.:65.75  
##  Max.   :48.00   Max.   :34.10   Max.   :48.60   Max.   :70.00  
##  NA's   :5       NA's   :8       NA's   :9       NA's   :7      
##   Age_Broncho1         chartis._1 Chartis_comp_.1   complic_1        PNO_1  
##  Min.   :50.14              :8           :10      Min.   :0.00   Min.   :0  
##  1st Qu.:54.91   non réalisé:2    complet: 7      1st Qu.:0.00   1st Qu.:0  
##  Median :59.62   realisé    :7                    Median :0.00   Median :0  
##  Mean   :60.32                                    Mean   :0.25   Mean   :0  
##  3rd Qu.:66.26                                    3rd Qu.:0.25   3rd Qu.:0  
##  Max.   :70.19                                    Max.   :1.00   Max.   :0  
##                                                   NA's   :9                 
##     EABPCO_1        hémoptysie_1  infection_1        Germe_1      
##  Min.   :0.00000   Min.   :0     Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.00000   1st Qu.:0     1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.00000   Median :0     Median :0.0000   Median :0.0000  
##  Mean   :0.05882   Mean   :0     Mean   :0.1176   Mean   :0.2222  
##  3rd Qu.:0.00000   3rd Qu.:0     3rd Qu.:0.0000   3rd Qu.:0.0000  
##  Max.   :1.00000   Max.   :0     Max.   :1.0000   Max.   :1.0000  
##                    NA's   :8                      NA's   :8       
##  delais_broncho1_2   complic_2          PNO_2            EABPCO_2  
##  Min.   :0.0700    Min.   :0.0000   Min.   :0.00000   Min.   :0.0  
##  1st Qu.:0.1300    1st Qu.:0.5000   1st Qu.:0.00000   1st Qu.:0.0  
##  Median :0.1550    Median :1.0000   Median :0.00000   Median :0.5  
##  Mean   :0.2593    Mean   :0.7143   Mean   :0.08333   Mean   :0.5  
##  3rd Qu.:0.2325    3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:1.0  
##  Max.   :1.3000    Max.   :1.0000   Max.   :1.00000   Max.   :1.0  
##  NA's   :3         NA's   :10       NA's   :5         NA's   :5    
##   hémoptysie_2  infection_2 Germe_2  nombre_T._valves Nbre_interventions
##  Min.   :0     Min.   :0       :10   Min.   :4.000    Min.   :1.000     
##  1st Qu.:0     1st Qu.:0    Non: 5   1st Qu.:5.000    1st Qu.:2.000     
##  Median :0     Median :0    Oui: 2   Median :6.000    Median :2.000     
##  Mean   :0     Mean   :0             Mean   :6.353    Mean   :1.882     
##  3rd Qu.:0     3rd Qu.:0             3rd Qu.:8.000    3rd Qu.:2.000     
##  Max.   :0     Max.   :0             Max.   :8.000    Max.   :2.000     
##  NA's   :10    NA's   :5                                                
##  Scan_Red_vol_2        Scan_scissure volume_lobe_T._.2         Repondeur 
##     : 3                       :3     Min.   :  54.0    non repondeur:17  
##  Non: 3         atél cplte    :1     1st Qu.: 685.2    repondeur    : 0  
##  Oui:11         Inchangé      :3     Median : 994.0                      
##                 modif scissure:2     Mean   :1149.4                      
##                 Segmentaire   :8     3rd Qu.:1654.5                      
##                                      Max.   :2090.0                      
##                                      NA's   :3                           
## ------------------------------------------------------------ 
## hyperinf_desc$Repondeur: repondeur
##       Centre   PATIENTS.TOULOUSE  PATIENTS.HID   hyperinfation Sexe  
##  Limoge  : 5   002L   : 1        Min.   : 1.00   Oui:20        F:11  
##  Toulouse:15   003T   : 1        1st Qu.:11.75                 M: 9  
##                008L   : 1        Median :17.00                       
##                010L   : 1        Mean   :18.40                       
##                011L   : 1        3rd Qu.:23.00                       
##                011T   : 1        Max.   :37.00                       
##                (Other):14                                            
##  Age_inclusion     IMC.avant         Etio    Lobe_choisi volume_lobe_T._0
##  Min.   :49.26   Min.   :18.00   defA1T: 3        :1     Min.   : 942    
##  1st Qu.:57.32   1st Qu.:20.90   Tabac :17   LID  :1     1st Qu.:1430    
##  Median :59.51   Median :22.00               LIG  :8     Median :1716    
##  Mean   :60.68   Mean   :23.50               LSD  :5     Mean   :1786    
##  3rd Qu.:64.36   3rd Qu.:24.95               LSDLM:2     3rd Qu.:2226    
##  Max.   :74.24   Max.   :33.00               LSG  :3     Max.   :3219    
##                  NA's   :1                               NA's   :2       
##   Scinti_homogeneite X._perf_lobe.T   DELTA_scinti       StratX_Scissure
##            : 2       Min.   : 0.30   Min.   : 0.10               : 5    
##  Heterogene:11       1st Qu.: 7.75   1st Qu.: 9.50   Compléte    :11    
##  Homogene  : 7       Median :10.35   Median :21.50   Incompléte  : 2    
##                      Mean   :10.86   Mean   :18.12   Intermediare: 2    
##                      3rd Qu.:14.75   3rd Qu.:24.75                      
##                      Max.   :22.00   Max.   :44.00                      
##                      NA's   :2       NA's   :2                          
##     StratX_homogeneite X._inf_910_cible diff_p_densite   EFR1_MMRC_0   
##              : 2       Min.   :57.00    Min.   : 3.00   Min.   :2.000  
##  Hétérogéne  :11       1st Qu.:69.00    1st Qu.:11.25   1st Qu.:3.000  
##  Homogène<15%: 7       Median :72.00    Median :20.00   Median :3.000  
##                        Mean   :71.87    Mean   :20.78   Mean   :3.158  
##                        3rd Qu.:76.00    3rd Qu.:30.75   3rd Qu.:4.000  
##                        Max.   :87.00    Max.   :40.00   Max.   :4.000  
##                        NA's   :5        NA's   :2       NA's   :1      
##  EFR1_O2_effort._0  EFR1_BODE_0    EFR1_VEMS.ml_0   EFR1_VEMS.._0  
##        : 1         Min.   :3.000   Min.   : 480.0   Min.   :20.00  
##  Effort: 6         1st Qu.:4.000   1st Qu.: 737.5   1st Qu.:28.65  
##  Non   :10         Median :6.000   Median : 890.0   Median :33.50  
##  Oui   : 3         Mean   :5.421   Mean   : 943.0   Mean   :35.26  
##                    3rd Qu.:6.500   3rd Qu.:1102.5   3rd Qu.:43.00  
##                    Max.   :7.000   Max.   :1580.0   Max.   :57.00  
##                    NA's   :1                                       
##  EFR1_Tiffenau.._0  EFR1_CV_ml_0   EFR1_CV.._0     EFR1_CVF.ml_0 
##  Min.   :26.00     Min.   :1360   Min.   : 40.00   Min.   :1260  
##  1st Qu.:30.25     1st Qu.:1965   1st Qu.: 65.28   1st Qu.:1732  
##  Median :38.05     Median :2680   Median : 79.50   Median :2375  
##  Mean   :38.01     Mean   :2630   Mean   : 76.58   Mean   :2448  
##  3rd Qu.:44.88     3rd Qu.:3055   3rd Qu.: 89.50   3rd Qu.:2705  
##  Max.   :53.00     Max.   :4040   Max.   :105.00   Max.   :4520  
##                                                                  
##   EFR1_CVF.._0     EFR1_VR.ml_0   EFR1_VR.._0    EFR1_CPT.ml_0  
##  Min.   : 38.00   Min.   :3300   Min.   :163.0   Min.   : 5400  
##  1st Qu.: 63.75   1st Qu.:4682   1st Qu.:204.5   1st Qu.: 6908  
##  Median : 74.50   Median :5050   Median :248.0   Median : 7790  
##  Mean   : 73.33   Mean   :5102   Mean   :244.1   Mean   : 7804  
##  3rd Qu.: 83.75   3rd Qu.:5375   3rd Qu.:274.8   3rd Qu.: 8462  
##  Max.   :110.00   Max.   :7100   Max.   :332.0   Max.   :10300  
##                                                                 
##   EFR1_CPT.._0   EFR1_VR_CPT_0   EFR1_CRF_He_0  EFR1_CRF_He_._0
##  Min.   :108.0   Min.   :53.00   Min.   :2440   Min.   : 67.0  
##  1st Qu.:124.0   1st Qu.:61.38   1st Qu.:2790   1st Qu.: 97.5  
##  Median :140.0   Median :63.50   Median :3280   Median :123.0  
##  Mean   :137.2   Mean   :65.61   Mean   :3709   Mean   :128.5  
##  3rd Qu.:148.5   3rd Qu.:72.25   3rd Qu.:4565   3rd Qu.:147.5  
##  Max.   :163.0   Max.   :84.00   Max.   :6240   Max.   :242.0  
##                                  NA's   :9      NA's   :9      
##  EFR1_Air_piege_0  EFR1_TLCO._0    EFR1_KCO._.0    TM6_dist_parc_0
##  Min.   : 720     Min.   :20.00   Min.   : 29.00   Min.   :210.0  
##  1st Qu.:1020     1st Qu.:30.25   1st Qu.: 42.25   1st Qu.:338.0  
##  Median :1900     Median :36.00   Median : 46.50   Median :417.5  
##  Mean   :2375     Mean   :36.22   Mean   : 53.33   Mean   :408.6  
##  3rd Qu.:3120     3rd Qu.:41.75   3rd Qu.: 63.25   3rd Qu.:467.5  
##  Max.   :5910     Max.   :52.00   Max.   :120.00   Max.   :568.0  
##  NA's   :9        NA's   :2       NA's   :2        NA's   :2      
##  TM6_Nadir_sat_0  GDS_SaO2._0       GDS_ph_0        paO2._0     
##  Min.   :72.00   Min.   :90.00   Min.   :7.400   Min.   :61.20  
##  1st Qu.:82.00   1st Qu.:93.00   1st Qu.:7.410   1st Qu.:69.10  
##  Median :86.00   Median :93.70   Median :7.415   Median :71.60  
##  Mean   :85.32   Mean   :93.99   Mean   :7.424   Mean   :72.35  
##  3rd Qu.:90.50   3rd Qu.:95.58   3rd Qu.:7.435   3rd Qu.:74.00  
##  Max.   :95.00   Max.   :96.90   Max.   :7.470   Max.   :91.90  
##  NA's   :1       NA's   :4       NA's   :4       NA's   :3      
##     pCO2._0         HCO3._0       ETT_PAPS._0      ETT_FEVG_0   
##  Min.   :30.40   Min.   :21.00   Min.   :21.00   Min.   :51.00  
##  1st Qu.:34.50   1st Qu.:22.90   1st Qu.:29.00   1st Qu.:60.00  
##  Median :37.20   Median :25.00   Median :32.00   Median :62.00  
##  Mean   :38.08   Mean   :25.05   Mean   :32.09   Mean   :62.62  
##  3rd Qu.:42.00   3rd Qu.:26.45   3rd Qu.:36.00   3rd Qu.:64.00  
##  Max.   :47.00   Max.   :30.00   Max.   :41.00   Max.   :75.00  
##  NA's   :3       NA's   :5       NA's   :9       NA's   :7      
##   Age_Broncho1         chartis._1 Chartis_comp_.1   complic_1     
##  Min.   :49.26              : 5          : 8      Min.   :0.0000  
##  1st Qu.:56.81   non réalisé: 3   complet:12      1st Qu.:0.0000  
##  Median :59.56   realisé    :12                   Median :0.0000  
##  Mean   :60.79                                    Mean   :0.3333  
##  3rd Qu.:64.41                                    3rd Qu.:1.0000  
##  Max.   :74.24                                    Max.   :1.0000  
##  NA's   :1                                        NA's   :5       
##      PNO_1            EABPCO_1  hémoptysie_1      infection_1    
##  Min.   :0.00000   Min.   :0   Min.   :0.00000   Min.   :0.0000  
##  1st Qu.:0.00000   1st Qu.:0   1st Qu.:0.00000   1st Qu.:0.0000  
##  Median :0.00000   Median :0   Median :0.00000   Median :0.0000  
##  Mean   :0.05263   Mean   :0   Mean   :0.06667   Mean   :0.1579  
##  3rd Qu.:0.00000   3rd Qu.:0   3rd Qu.:0.00000   3rd Qu.:0.0000  
##  Max.   :1.00000   Max.   :0   Max.   :1.00000   Max.   :1.0000  
##  NA's   :1         NA's   :1   NA's   :5         NA's   :1       
##     Germe_1       delais_broncho1_2   complic_2          PNO_2        
##  Min.   :0.0000   Min.   :0.0600    Min.   :0.0000   Min.   :0.00000  
##  1st Qu.:0.0000   1st Qu.:0.0850    1st Qu.:0.0000   1st Qu.:0.00000  
##  Median :0.0000   Median :0.0900    Median :1.0000   Median :0.00000  
##  Mean   :0.3333   Mean   :0.1947    Mean   :0.5455   Mean   :0.07143  
##  3rd Qu.:1.0000   3rd Qu.:0.1200    3rd Qu.:1.0000   3rd Qu.:0.00000  
##  Max.   :1.0000   Max.   :0.9200    Max.   :1.0000   Max.   :1.00000  
##  NA's   :5        NA's   :5         NA's   :9        NA's   :6        
##     EABPCO_2       hémoptysie_2      infection_2      Germe_2  nombre_T._valves
##  Min.   :0.0000   Min.   :0.00000   Min.   :0.00000      :12   Min.   : 3.000  
##  1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.00000   Non: 4   1st Qu.: 4.000  
##  Median :0.0000   Median :0.00000   Median :0.00000   Oui: 4   Median : 5.000  
##  Mean   :0.2143   Mean   :0.09091   Mean   :0.07143            Mean   : 6.053  
##  3rd Qu.:0.0000   3rd Qu.:0.00000   3rd Qu.:0.00000            3rd Qu.: 8.000  
##  Max.   :1.0000   Max.   :1.00000   Max.   :1.00000            Max.   :15.000  
##  NA's   :6        NA's   :9         NA's   :6                  NA's   :1       
##  Nbre_interventions Scan_Red_vol_2        Scan_scissure volume_lobe_T._.2
##  Min.   :1             : 2                       :2     Min.   :   0.0   
##  1st Qu.:2          Non: 2         atél cplte    :8     1st Qu.:   0.0   
##  Median :2          Oui:16         Inchangé      :2     Median : 620.5   
##  Mean   :2                         modif scissure:3     Mean   : 713.9   
##  3rd Qu.:2                         Segmentaire   :5     3rd Qu.:1125.8   
##  Max.   :4                                              Max.   :2271.0   
##                                                         NA's   :2        
##          Repondeur 
##  non repondeur: 0  
##  repondeur    :20  
##                    
##                    
##                    
##                    
## 

Analyse par centre

by(hyperinf_desc, hyperinf_desc$Centre, summary)
## hyperinf_desc$Centre: Limoge
##       Centre   PATIENTS.TOULOUSE  PATIENTS.HID hyperinfation Sexe 
##  Limoge  :13   001L   :1         Min.   :25    Oui:13        F:6  
##  Toulouse: 0   002L   :1         1st Qu.:28                  M:7  
##                003L   :1         Median :31                       
##                004L   :1         Mean   :31                       
##                005L   :1         3rd Qu.:34                       
##                006L   :1         Max.   :37                       
##                (Other):7                                          
##  Age_inclusion     IMC.avant         Etio    Lobe_choisi volume_lobe_T._0
##  Min.   :50.58   Min.   :14.00   defA1T: 2        :1     Min.   : 536    
##  1st Qu.:54.37   1st Qu.:20.00   Tabac :11   LID  :1     1st Qu.: 990    
##  Median :58.64   Median :22.00               LIG  :6     Median :1238    
##  Mean   :60.28   Mean   :23.08               LSD  :1     Mean   :1311    
##  3rd Qu.:66.26   3rd Qu.:26.00               LSDLM:2     3rd Qu.:1553    
##  Max.   :74.24   Max.   :33.00               LSG  :2     Max.   :2336    
##                  NA's   :1                               NA's   :5       
##   Scinti_homogeneite X._perf_lobe.T   DELTA_scinti       StratX_Scissure
##            :1        Min.   :10.00   Min.   : 1.00               :13    
##  Heterogene:8        1st Qu.:11.00   1st Qu.:12.00   Compléte    : 0    
##  Homogene  :4        Median :14.00   Median :20.50   Incompléte  : 0    
##                      Mean   :14.25   Mean   :17.33   Intermediare: 0    
##                      3rd Qu.:16.00   3rd Qu.:22.00                      
##                      Max.   :22.00   Max.   :34.00                      
##                      NA's   :1       NA's   :1                          
##     StratX_homogeneite X._inf_910_cible diff_p_densite   EFR1_MMRC_0  
##              :2        Min.   : NA      Min.   : 1.00   Min.   :2.00  
##  Hétérogéne  :3        1st Qu.: NA      1st Qu.: 4.50   1st Qu.:2.00  
##  Homogène<15%:8        Median : NA      Median :12.00   Median :3.00  
##                        Mean   :NaN      Mean   :10.09   Mean   :2.75  
##                        3rd Qu.: NA      3rd Qu.:15.00   3rd Qu.:3.00  
##                        Max.   : NA      Max.   :17.00   Max.   :4.00  
##                        NA's   :13       NA's   :2       NA's   :1     
##  EFR1_O2_effort._0  EFR1_BODE_0    EFR1_VEMS.ml_0 EFR1_VEMS.._0  
##        :1          Min.   :1.000   Min.   : 480   Min.   :20.00  
##  Effort:0          1st Qu.:3.750   1st Qu.: 750   1st Qu.:32.00  
##  Non   :8          Median :4.000   Median :1050   Median :33.00  
##  Oui   :4          Mean   :4.833   Mean   :1098   Mean   :39.46  
##                    3rd Qu.:6.250   3rd Qu.:1330   3rd Qu.:47.00  
##                    Max.   :9.000   Max.   :1820   Max.   :70.00  
##                    NA's   :1                                     
##  EFR1_Tiffenau.._0  EFR1_CV_ml_0   EFR1_CV.._0     EFR1_CVF.ml_0 
##  Min.   :25.00     Min.   :1530   Min.   : 53.00   Min.   :1510  
##  1st Qu.:30.00     1st Qu.:2760   1st Qu.: 80.00   1st Qu.:2550  
##  Median :40.00     Median :3460   Median : 85.00   Median :3370  
##  Mean   :37.46     Mean   :3252   Mean   : 91.31   Mean   :3155  
##  3rd Qu.:44.00     3rd Qu.:3920   3rd Qu.:105.00   3rd Qu.:3750  
##  Max.   :53.00     Max.   :4090   Max.   :146.00   Max.   :4520  
##                                                                  
##   EFR1_CVF.._0     EFR1_VR.ml_0   EFR1_VR.._0    EFR1_CPT.ml_0   EFR1_CPT.._0  
##  Min.   : 54.00   Min.   :3190   Min.   :163.0   Min.   :6690   Min.   :119.0  
##  1st Qu.: 78.00   1st Qu.:4390   1st Qu.:189.0   1st Qu.:7280   1st Qu.:122.0  
##  Median : 89.00   Median :4730   Median :210.0   Median :8010   Median :130.0  
##  Mean   : 91.54   Mean   :4767   Mean   :218.8   Mean   :8019   Mean   :134.8  
##  3rd Qu.:110.00   3rd Qu.:5380   3rd Qu.:229.0   3rd Qu.:8770   3rd Qu.:147.0  
##  Max.   :138.00   Max.   :7060   Max.   :312.0   Max.   :9590   Max.   :153.0  
##                                                                                
##  EFR1_VR_CPT_0   EFR1_CRF_He_0 EFR1_CRF_He_._0 EFR1_Air_piege_0  EFR1_TLCO._0 
##  Min.   :44.00   Min.   : NA   Min.   : NA     Min.   : NA      Min.   :14.0  
##  1st Qu.:54.00   1st Qu.: NA   1st Qu.: NA     1st Qu.: NA      1st Qu.:22.5  
##  Median :58.00   Median : NA   Median : NA     Median : NA      Median :34.0  
##  Mean   :59.46   Mean   :NaN   Mean   :NaN     Mean   :NaN      Mean   :33.6  
##  3rd Qu.:62.00   3rd Qu.: NA   3rd Qu.: NA     3rd Qu.: NA      3rd Qu.:41.0  
##  Max.   :78.00   Max.   : NA   Max.   : NA     Max.   : NA      Max.   :53.0  
##                  NA's   :13    NA's   :13      NA's   :13       NA's   :3     
##   EFR1_KCO._.0   TM6_dist_parc_0 TM6_Nadir_sat_0  GDS_SaO2._0       GDS_ph_0  
##  Min.   :18.00   Min.   :210.0   Min.   :80.00   Min.   :90.00   Min.   :7.4  
##  1st Qu.:30.75   1st Qu.:318.8   1st Qu.:86.00   1st Qu.:90.75   1st Qu.:7.4  
##  Median :42.50   Median :427.5   Median :86.00   Median :91.50   Median :7.4  
##  Mean   :42.40   Mean   :391.7   Mean   :88.09   Mean   :91.50   Mean   :7.4  
##  3rd Qu.:50.00   3rd Qu.:461.2   3rd Qu.:91.00   3rd Qu.:92.25   3rd Qu.:7.4  
##  Max.   :68.00   Max.   :540.0   Max.   :94.00   Max.   :93.00   Max.   :7.4  
##  NA's   :3       NA's   :1       NA's   :2       NA's   :11      NA's   :12   
##     paO2._0         pCO2._0        HCO3._0     ETT_PAPS._0   ETT_FEVG_0   
##  Min.   : 60.0   Min.   :28.0   Min.   : NA   Min.   :36   Min.   :61.00  
##  1st Qu.: 71.0   1st Qu.:31.0   1st Qu.: NA   1st Qu.:36   1st Qu.:63.25  
##  Median : 77.0   Median :34.0   Median : NA   Median :36   Median :65.50  
##  Mean   : 80.2   Mean   :33.4   Mean   :NaN   Mean   :36   Mean   :65.50  
##  3rd Qu.: 86.0   3rd Qu.:35.0   3rd Qu.: NA   3rd Qu.:36   3rd Qu.:67.75  
##  Max.   :107.0   Max.   :39.0   Max.   : NA   Max.   :36   Max.   :70.00  
##  NA's   :8       NA's   :8      NA's   :13    NA's   :12   NA's   :11     
##   Age_Broncho1         chartis._1 Chartis_comp_.1   complic_1       PNO_1  
##  Min.   :50.58              :13          :13      Min.   : NA   Min.   :0  
##  1st Qu.:54.19   non réalisé: 0   complet: 0      1st Qu.: NA   1st Qu.:0  
##  Median :59.53   realisé    : 0                   Median : NA   Median :0  
##  Mean   :60.42                                    Mean   :NaN   Mean   :0  
##  3rd Qu.:66.59                                    3rd Qu.: NA   3rd Qu.:0  
##  Max.   :74.24                                    Max.   : NA   Max.   :0  
##  NA's   :1                                        NA's   :13    NA's   :1  
##     EABPCO_1        hémoptysie_1  infection_1    Germe_1    delais_broncho1_2
##  Min.   :0.00000   Min.   : NA   Min.   :0    Min.   : NA   Min.   :0.0600   
##  1st Qu.:0.00000   1st Qu.: NA   1st Qu.:0    1st Qu.: NA   1st Qu.:0.1200   
##  Median :0.00000   Median : NA   Median :0    Median : NA   Median :0.1400   
##  Mean   :0.08333   Mean   :NaN   Mean   :0    Mean   :NaN   Mean   :0.3127   
##  3rd Qu.:0.00000   3rd Qu.: NA   3rd Qu.:0    3rd Qu.: NA   3rd Qu.:0.2800   
##  Max.   :1.00000   Max.   : NA   Max.   :0    Max.   : NA   Max.   :1.3000   
##  NA's   :1         NA's   :13    NA's   :1    NA's   :13    NA's   :2        
##    complic_2       PNO_2      EABPCO_2     hémoptysie_2  infection_2 Germe_2 
##  Min.   : NA   Min.   :0   Min.   :0.00   Min.   : NA   Min.   :0       :13  
##  1st Qu.: NA   1st Qu.:0   1st Qu.:0.00   1st Qu.: NA   1st Qu.:0    Non: 0  
##  Median : NA   Median :0   Median :0.00   Median : NA   Median :0    Oui: 0  
##  Mean   :NaN   Mean   :0   Mean   :0.25   Mean   :NaN   Mean   :0            
##  3rd Qu.: NA   3rd Qu.:0   3rd Qu.:0.25   3rd Qu.: NA   3rd Qu.:0            
##  Max.   : NA   Max.   :0   Max.   :1.00   Max.   : NA   Max.   :0            
##  NA's   :13    NA's   :5   NA's   :5      NA's   :13    NA's   :5            
##  nombre_T._valves Nbre_interventions Scan_Red_vol_2        Scan_scissure
##  Min.   :4.000    Min.   :2             :5                        :5    
##  1st Qu.:5.000    1st Qu.:2          Non:1          atél cplte    :2    
##  Median :5.500    Median :2          Oui:7          Inchangé      :1    
##  Mean   :6.083    Mean   :2                         modif scissure:0    
##  3rd Qu.:8.000    3rd Qu.:2                         Segmentaire   :5    
##  Max.   :8.000    Max.   :2                                             
##  NA's   :1                                                              
##  volume_lobe_T._.2         Repondeur
##  Min.   :  54.0    non repondeur:8  
##  1st Qu.: 518.0    repondeur    :5  
##  Median : 902.5                     
##  Mean   : 885.8                     
##  3rd Qu.:1275.0                     
##  Max.   :1731.0                     
##  NA's   :5                          
## ------------------------------------------------------------ 
## hyperinf_desc$Centre: Toulouse
##       Centre   PATIENTS.TOULOUSE  PATIENTS.HID   hyperinfation Sexe  
##  Limoge  : 0   003T   : 1        Min.   : 1.00   Oui:24        F:13  
##  Toulouse:24   004T   : 1        1st Qu.: 6.75                 M:11  
##                005T   : 1        Median :12.50                       
##                008T   : 1        Mean   :12.50                       
##                010T   : 1        3rd Qu.:18.25                       
##                011T   : 1        Max.   :24.00                       
##                (Other):18                                            
##  Age_inclusion     IMC.avant         Etio    Lobe_choisi volume_lobe_T._0
##  Min.   :49.26   Min.   :17.00   defA1T: 4        :0     Min.   : 950    
##  1st Qu.:58.30   1st Qu.:20.52   Tabac :20   LID  :2     1st Qu.:1430    
##  Median :59.59   Median :21.80               LIG  :8     Median :1684    
##  Mean   :60.64   Mean   :22.47               LSD  :7     Mean   :1799    
##  3rd Qu.:64.50   3rd Qu.:24.35               LSDLM:2     3rd Qu.:2218    
##  Max.   :70.19   Max.   :30.50               LSG  :5     Max.   :3219    
##                                                                          
##   Scinti_homogeneite X._perf_lobe.T   DELTA_scinti       StratX_Scissure
##            : 1       Min.   : 0.30   Min.   : 0.10               : 0    
##  Heterogene:12       1st Qu.: 7.00   1st Qu.:12.00   Compléte    :17    
##  Homogene  :11       Median :12.00   Median :23.00   Incompléte  : 2    
##                      Mean   :11.63   Mean   :22.83   Intermediare: 5    
##                      3rd Qu.:17.00   3rd Qu.:30.50                      
##                      Max.   :20.00   Max.   :47.00                      
##                      NA's   :1       NA's   :1                          
##     StratX_homogeneite X._inf_910_cible diff_p_densite   EFR1_MMRC_0   
##              : 0       Min.   :57.00    Min.   : 3.00   Min.   :2.000  
##  Hétérogéne  :12       1st Qu.:65.75    1st Qu.:10.00   1st Qu.:3.000  
##  Homogène<15%:12       Median :70.00    Median :16.00   Median :3.000  
##                        Mean   :70.04    Mean   :19.04   Mean   :3.292  
##                        3rd Qu.:75.25    3rd Qu.:29.25   3rd Qu.:4.000  
##                        Max.   :87.00    Max.   :40.00   Max.   :4.000  
##                                                                        
##  EFR1_O2_effort._0  EFR1_BODE_0    EFR1_VEMS.ml_0   EFR1_VEMS.._0  
##        : 0         Min.   :4.000   Min.   : 530.0   Min.   :20.00  
##  Effort:10         1st Qu.:5.000   1st Qu.: 740.0   1st Qu.:28.65  
##  Non   : 9         Median :6.000   Median : 840.0   Median :33.50  
##  Oui   : 5         Mean   :5.792   Mean   : 861.2   Mean   :33.22  
##                    3rd Qu.:7.000   3rd Qu.: 910.0   3rd Qu.:36.20  
##                    Max.   :7.000   Max.   :1470.0   Max.   :47.00  
##                                                                    
##  EFR1_Tiffenau.._0  EFR1_CV_ml_0   EFR1_CV.._0    EFR1_CVF.ml_0 
##  Min.   :26.00     Min.   :1360   Min.   : 40.0   Min.   :1260  
##  1st Qu.:31.00     1st Qu.:1820   1st Qu.: 62.5   1st Qu.:1652  
##  Median :38.05     Median :2485   Median : 75.5   Median :2230  
##  Mean   :38.15     Mean   :2419   Mean   : 72.2   Mean   :2162  
##  3rd Qu.:45.10     3rd Qu.:2962   3rd Qu.: 86.0   3rd Qu.:2530  
##  Max.   :53.00     Max.   :3860   Max.   :100.0   Max.   :3230  
##                                                                 
##   EFR1_CVF.._0    EFR1_VR.ml_0   EFR1_VR.._0    EFR1_CPT.ml_0    EFR1_CPT.._0  
##  Min.   :38.00   Min.   :3300   Min.   :190.0   Min.   : 5400   Min.   :106.7  
##  1st Qu.:59.25   1st Qu.:4592   1st Qu.:232.5   1st Qu.: 6852   1st Qu.:126.2  
##  Median :70.00   Median :5195   Median :248.0   Median : 7565   Median :139.2  
##  Mean   :66.85   Mean   :5208   Mean   :250.7   Mean   : 7735   Mean   :137.7  
##  3rd Qu.:76.12   3rd Qu.:5700   3rd Qu.:270.0   3rd Qu.: 8462   3rd Qu.:148.2  
##  Max.   :92.00   Max.   :7100   Max.   :332.0   Max.   :10300   Max.   :163.0  
##                                                                                
##  EFR1_VR_CPT_0   EFR1_CRF_He_0  EFR1_CRF_He_._0 EFR1_Air_piege_0
##  Min.   :61.00   Min.   :2440   Min.   : 67.0   Min.   :  80    
##  1st Qu.:63.00   1st Qu.:3278   1st Qu.:122.8   1st Qu.: 775    
##  Median :64.30   Median :3715   Median :137.0   Median :1240    
##  Mean   :67.45   Mean   :4383   Mean   :147.4   Mean   :1727    
##  3rd Qu.:72.25   3rd Qu.:5348   3rd Qu.:184.0   3rd Qu.:2130    
##  Max.   :84.00   Max.   :7320   Max.   :242.0   Max.   :5910    
##                  NA's   :4      NA's   :4       NA's   :4       
##   EFR1_TLCO._0    EFR1_KCO._.0    TM6_dist_parc_0 TM6_Nadir_sat_0
##  Min.   :20.00   Min.   : 29.00   Min.   :252.0   Min.   :72.00  
##  1st Qu.:29.50   1st Qu.: 40.50   1st Qu.:300.0   1st Qu.:81.00  
##  Median :34.50   Median : 46.50   Median :380.0   Median :83.00  
##  Mean   :34.64   Mean   : 51.77   Mean   :395.2   Mean   :83.71  
##  3rd Qu.:40.75   3rd Qu.: 57.75   3rd Qu.:479.0   3rd Qu.:87.50  
##  Max.   :50.00   Max.   :120.00   Max.   :568.0   Max.   :95.00  
##  NA's   :2       NA's   :2        NA's   :1                      
##   GDS_SaO2._0       GDS_ph_0        paO2._0         pCO2._0     
##  Min.   :90.60   Min.   :7.380   Min.   :61.00   Min.   :30.40  
##  1st Qu.:93.00   1st Qu.:7.410   1st Qu.:65.45   1st Qu.:36.00  
##  Median :94.00   Median :7.420   Median :69.75   Median :38.90  
##  Mean   :94.13   Mean   :7.424   Mean   :71.20   Mean   :39.15  
##  3rd Qu.:95.40   3rd Qu.:7.435   3rd Qu.:74.45   3rd Qu.:42.08  
##  Max.   :96.90   Max.   :7.470   Max.   :91.90   Max.   :48.00  
##  NA's   :1                                                      
##     HCO3._0       ETT_PAPS._0      ETT_FEVG_0     Age_Broncho1  
##  Min.   :21.00   Min.   :21.00   Min.   :50.00   Min.   :49.26  
##  1st Qu.:23.00   1st Qu.:28.00   1st Qu.:59.00   1st Qu.:58.30  
##  Median :25.00   Median :32.00   Median :62.00   Median :59.59  
##  Mean   :25.42   Mean   :33.50   Mean   :61.62   Mean   :60.64  
##  3rd Qu.:26.23   3rd Qu.:37.95   3rd Qu.:65.00   3rd Qu.:64.50  
##  Max.   :34.10   Max.   :48.60   Max.   :75.00   Max.   :70.19  
##                  NA's   :6       NA's   :3                      
##        chartis._1 Chartis_comp_.1   complic_1          PNO_1        
##             : 0          : 5      Min.   :0.0000   Min.   :0.00000  
##  non réalisé: 5   complet:19      1st Qu.:0.0000   1st Qu.:0.00000  
##  realisé    :19                   Median :0.0000   Median :0.00000  
##                                   Mean   :0.3043   Mean   :0.04167  
##                                   3rd Qu.:1.0000   3rd Qu.:0.00000  
##                                   Max.   :1.0000   Max.   :1.00000  
##                                   NA's   :1                         
##     EABPCO_1  hémoptysie_1      infection_1        Germe_1      
##  Min.   :0   Min.   :0.00000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0   1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0   Median :0.00000   Median :0.0000   Median :0.0000  
##  Mean   :0   Mean   :0.04167   Mean   :0.2083   Mean   :0.2917  
##  3rd Qu.:0   3rd Qu.:0.00000   3rd Qu.:0.0000   3rd Qu.:1.0000  
##  Max.   :0   Max.   :1.00000   Max.   :1.0000   Max.   :1.0000  
##                                                                 
##  delais_broncho1_2   complic_2          PNO_2           EABPCO_2     
##  Min.   :0.0700    Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0825    1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0900    Median :1.0000   Median :0.0000   Median :0.0000  
##  Mean   :0.1728    Mean   :0.6111   Mean   :0.1111   Mean   :0.3889  
##  3rd Qu.:0.1600    3rd Qu.:1.0000   3rd Qu.:0.0000   3rd Qu.:1.0000  
##  Max.   :0.9200    Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  
##  NA's   :6         NA's   :6        NA's   :6        NA's   :6       
##   hémoptysie_2      infection_2      Germe_2 nombre_T._valves
##  Min.   :0.00000   Min.   :0.00000      :9   Min.   : 3.00   
##  1st Qu.:0.00000   1st Qu.:0.00000   Non:9   1st Qu.: 4.00   
##  Median :0.00000   Median :0.00000   Oui:6   Median : 6.00   
##  Mean   :0.05556   Mean   :0.05556           Mean   : 6.25   
##  3rd Qu.:0.00000   3rd Qu.:0.00000           3rd Qu.: 8.00   
##  Max.   :1.00000   Max.   :1.00000           Max.   :15.00   
##  NA's   :6         NA's   :6                                 
##  Nbre_interventions Scan_Red_vol_2        Scan_scissure volume_lobe_T._.2
##  Min.   :1.000         : 0                       :0     Min.   :   0.0   
##  1st Qu.:1.750      Non: 4         atél cplte    :7     1st Qu.:   0.0   
##  Median :2.000      Oui:20         Inchangé      :4     Median : 799.0   
##  Mean   :1.917                     modif scissure:5     Mean   : 910.6   
##  3rd Qu.:2.000                     Segmentaire   :8     3rd Qu.:1546.0   
##  Max.   :4.000                                          Max.   :2271.0   
##                                                                          
##          Repondeur 
##  non repondeur: 9  
##  repondeur    :15  
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