Statistiques descriptives des variables quantitatives

Data

Nous allons ici employer les données description :`

Av_Ap_total_HID <- read.csv("C:/Users/mallah.s/Desktop/StatsTheses/These_Romane/Av_Ap/avec_HID/Av_Ap_total_HID.csv", sep=";", stringsAsFactors=TRUE)

Reponse des patients selon VEMS

by(Av_Ap_total_HID, Av_Ap_total_HID$Repondeur_VEMS, summary)
## Av_Ap_total_HID$Repondeur_VEMS: Non répondeur
##    patient.ID      Centre   PATIENTS.HID    HID     volume_lobe.T._0
##  1_L    : 1   Limoge  :8   Min.   : 2.00   Oui:17   Min.   : 536    
##  10_T   : 1   Toulouse:9   1st Qu.: 8.00            1st Qu.:1322    
##  11_L   : 1                Median :24.00            Median :1442    
##  13_T   : 1                Mean   :19.71            Mean   :1536    
##  14_L   : 1                3rd Qu.:29.00            3rd Qu.:1636    
##  17_T   : 1                Max.   :36.00            Max.   :2825    
##  (Other):11                                         NA's   :3       
##  volume.lobe.T._1     MMRC_0          MMRC_1          BODE_0     
##  Min.   :  54.0   Min.   :2.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.: 685.2   1st Qu.:3.000   1st Qu.:1.000   1st Qu.:4.000  
##  Median : 994.0   Median :3.000   Median :2.000   Median :6.000  
##  Mean   :1149.4   Mean   :3.125   Mean   :2.125   Mean   :5.667  
##  3rd Qu.:1654.5   3rd Qu.:3.250   3rd Qu.:3.000   3rd Qu.:7.000  
##  Max.   :2090.0   Max.   :4.000   Max.   :4.000   Max.   :9.000  
##  NA's   :3        NA's   :1       NA's   :1       NA's   :2      
##      BODE_1        VEMS.ml_0        VEMS.ml_1         Tiffe_0      Tiffe_1     
##  Min.   :1.000   Min.   : 620.0   Min.   : 490.0   25     : 2   Min.   :22.00  
##  1st Qu.:4.000   1st Qu.: 750.0   1st Qu.: 730.0   26     : 1   1st Qu.:32.00  
##  Median :5.000   Median : 840.0   Median : 860.0   30     : 1   Median :35.00  
##  Mean   :4.667   Mean   : 945.9   Mean   : 912.4   31     : 1   Mean   :34.71  
##  3rd Qu.:5.000   3rd Qu.:1050.0   3rd Qu.: 960.0   32     : 1   3rd Qu.:40.00  
##  Max.   :9.000   Max.   :1820.0   Max.   :1700.0   33     : 1   Max.   :46.00  
##  NA's   :2                                         (Other):10                  
##     CV_ml_0        CV_ml_1        CVF_ml_0       CVF_ml_1     VR_ml_0    
##  Min.   :1610   Min.   :1300   Min.   :1350   1030   : 1   Min.   :3190  
##  1st Qu.:2390   1st Qu.:2510   1st Qu.:2300   1430   : 1   1st Qu.:4300  
##  Median :2760   Median :2680   Median :2510   1720   : 1   Median :5000  
##  Mean   :2808   Mean   :2792   Mean   :2585   2080   : 1   Mean   :4996  
##  3rd Qu.:3460   3rd Qu.:3480   3rd Qu.:3170   2350   : 1   3rd Qu.:5600  
##  Max.   :4090   Max.   :3970   Max.   :3750   2500   : 1   Max.   :7060  
##                                               (Other):11                 
##     VR_ml_1      CPT_ml_0        CPT_ml_1        TLCO_0          TLCO_1     
##  2,94   : 1   Min.   : 5650   Min.   :3320   Min.   :14.00   Min.   :22.00  
##  2400   : 1   1st Qu.: 7200   1st Qu.:6800   1st Qu.:24.00   1st Qu.:27.00  
##  2970   : 1   Median : 7810   Median :7280   Median :32.00   Median :33.00  
##  4190   : 1   Mean   : 7871   Mean   :7425   Mean   :31.33   Mean   :33.89  
##  4240   : 1   3rd Qu.: 8880   3rd Qu.:8870   3rd Qu.:34.00   3rd Qu.:37.00  
##  4250   : 1   Max.   :10111   Max.   :9910   Max.   :53.00   Max.   :52.00  
##  (Other):11                                  NA's   :8       NA's   :8      
##     P_pct._0       Pi_pct._1        SNIP_KPA_0   SNIP_KPA_1 Ci_rest.recalc._0
##  Min.   : 61.0   Min.   : 45.00          :14          :14   Min.   :1440     
##  1st Qu.: 78.5   1st Qu.: 67.00   3,2    : 1   3,86   : 1   1st Qu.:1680     
##  Median : 83.5   Median : 75.00   6      : 1   5,6    : 1   Median :2180     
##  Mean   : 93.5   Mean   : 89.11   6,62   : 1   6,5    : 1   Mean   :2100     
##  3rd Qu.:114.8   3rd Qu.: 96.00   3      : 0   4,8    : 0   3rd Qu.:2430     
##  Max.   :131.0   Max.   :169.00   4      : 0   5      : 0   Max.   :3000     
##  NA's   :11      NA's   :8        (Other): 0   (Other): 0                    
##  Ci_rest.recalc._1 CI_pic.recalc_0 CI_pic.recalc_1 CI_diff.recalc_0 
##  Min.   : 820      Min.   : 770    Min.   : 800    Min.   :-1120.0  
##  1st Qu.:1650      1st Qu.:1100    1st Qu.:1120    1st Qu.: -910.0  
##  Median :2090      Median :1430    Median :1460    Median : -640.0  
##  Mean   :1966      Mean   :1404    Mean   :1466    Mean   : -695.9  
##  3rd Qu.:2230      3rd Qu.:1780    3rd Qu.:1700    3rd Qu.: -480.0  
##  Max.   :2830      Max.   :2320    Max.   :2440    Max.   : -310.0  
##                                                                     
##  CI_diff.recalc_1    CI_isoP_0      CI_isoP_1     temps_sec_0   
##  Min.   :-1080.0   Min.   : 770   Min.   : 800   Min.   :295.0  
##  1st Qu.: -730.0   1st Qu.:1140   1st Qu.:1130   1st Qu.:370.0  
##  Median : -580.0   Median :1440   Median :1460   Median :480.0  
##  Mean   : -500.6   Mean   :1502   Mean   :1480   Mean   :514.1  
##  3rd Qu.: -320.0   3rd Qu.:1930   3rd Qu.:1700   3rd Qu.:637.0  
##  Max.   :  300.0   Max.   :2320   Max.   :2580   Max.   :985.0  
##                                                                 
##   temps_sec_1      VO2_max_0   VO2_max_1     Wmax_0          Wmax_1      
##  Min.   :240.0          :5          :5   Min.   :20.00   Min.   : 15.00  
##  1st Qu.:399.0   0,47   :1   0,34   :1   1st Qu.:26.00   1st Qu.: 30.00  
##  Median :540.0   0,585  :1   0,5    :1   Median :50.00   Median : 35.00  
##  Mean   :503.2   0,62   :1   0,6    :1   Mean   :46.94   Mean   : 43.41  
##  3rd Qu.:648.0   0,66   :1   0,7    :1   3rd Qu.:56.00   3rd Qu.: 50.00  
##  Max.   :740.0   0,75   :1   0,75   :1   Max.   :90.00   Max.   :109.00  
##                  (Other):7   (Other):7                                   
##   VT_isotime_0   VT_isotime_1     vt_pic_0       vt_pic_1    VRI_isotime_0   
##  Min.   : 460   Min.   : 650   Min.   : 490   Min.   : 720   Min.   : -93.0  
##  1st Qu.: 780   1st Qu.: 820   1st Qu.: 863   1st Qu.: 900   1st Qu.: 250.0  
##  Median : 950   Median : 910   Median :1130   Median : 910   Median : 520.0  
##  Mean   : 999   Mean   :1005   Mean   :1093   Mean   :1088   Mean   : 503.4  
##  3rd Qu.:1220   3rd Qu.:1150   3rd Qu.:1270   3rd Qu.:1390   3rd Qu.: 780.0  
##  Max.   :1620   Max.   :1530   Max.   :1620   Max.   :1740   Max.   :1100.0  
##                                                                              
##  VRI_isotime_1       VO2_FC_0    VO2_FC_1  dist_parc_0     dist_parc_1   
##  Min.   :   0.0          :5          :4   Min.   :252.0   Min.   :265.0  
##  1st Qu.: 190.0   8,2    :2   10     :1   1st Qu.:301.5   1st Qu.:326.0  
##  Median : 500.0   10,8   :1   11,3   :1   Median :350.0   Median :400.0  
##  Mean   : 475.1   4      :1   3,4    :1   Mean   :378.3   Mean   :407.9  
##  3rd Qu.: 760.0   5,7    :1   4,1    :1   3rd Qu.:460.0   3rd Qu.:488.0  
##  Max.   :1050.0   5,9    :1   5,8    :1   Max.   :541.0   Max.   :580.0  
##                   (Other):6   (Other):8   NA's   :2       NA's   :2      
##   Nadir_sat_0     Nadir_sat_1    EELV_repos._0  EELV_repos._1   EELV_pic._0  
##  Min.   :75.00   Min.   :74.00   Min.   :4130   Min.   :1230   Min.   :4610  
##  1st Qu.:82.00   1st Qu.:82.50   1st Qu.:5040   1st Qu.:4470   1st Qu.:5500  
##  Median :85.00   Median :89.00   Median :5770   Median :5230   Median :6320  
##  Mean   :84.79   Mean   :86.57   Mean   :5771   Mean   :5459   Mean   :6467  
##  3rd Qu.:86.75   3rd Qu.:90.75   3rd Qu.:6350   3rd Qu.:6870   3rd Qu.:7440  
##  Max.   :94.00   Max.   :98.00   Max.   :7740   Max.   :8050   Max.   :8401  
##  NA's   :3       NA's   :3                                                   
##   EELV_pic._1   EELV_isoPUISSANCE._0 EELV_isoPUISSANCE._1 SNIP_KPA_pct_0
##  Min.   :1850   Min.   :4610         Min.   :1850         Min.   :37.0  
##  1st Qu.:5060   1st Qu.:5390         1st Qu.:5060         1st Qu.:65.0  
##  Median :5960   Median :6320         Median :5960         Median :69.0  
##  Mean   :5959   Mean   :6369         Mean   :5945         Mean   :63.8  
##  3rd Qu.:7670   3rd Qu.:7290         3rd Qu.:7580         3rd Qu.:70.0  
##  Max.   :8410   Max.   :8150         Max.   :8410         Max.   :78.0  
##                                                           NA's   :12    
##  SNIP_KPA_pct_1       Repondeur_VEMS       Repondeur_HID
##  Min.   : 47    Non répondeur:17     Non répondeur:13   
##  1st Qu.: 60    Répondeur    : 0     Répondeur    : 4   
##  Median : 66                                            
##  Mean   : 69                                            
##  3rd Qu.: 72                                            
##  Max.   :106                                            
##  NA's   :10                                             
## ------------------------------------------------------------ 
## Av_Ap_total_HID$Repondeur_VEMS: Répondeur
##    patient.ID      Centre    PATIENTS.HID    HID     volume_lobe.T._0
##  10_L   : 1   Limoge  : 5   Min.   : 1.00   Oui:20   Min.   : 942    
##  11_T   : 1   Toulouse:15   1st Qu.:11.75            1st Qu.:1430    
##  12_L   : 1                 Median :17.00            Median :1701    
##  12_T   : 1                 Mean   :18.40            Mean   :1787    
##  13_L   : 1                 3rd Qu.:23.00            3rd Qu.:2231    
##  14_T   : 1                 Max.   :37.00            Max.   :3219    
##  (Other):14                                          NA's   :3       
##  volume.lobe.T._1     MMRC_0          MMRC_1          BODE_0     
##  Min.   :   0.0   Min.   :2.000   Min.   :1.000   Min.   :3.000  
##  1st Qu.:   0.0   1st Qu.:3.000   1st Qu.:1.000   1st Qu.:4.000  
##  Median :  56.0   Median :3.000   Median :1.000   Median :6.000  
##  Mean   : 539.8   Mean   :3.158   Mean   :1.737   Mean   :5.421  
##  3rd Qu.:1032.0   3rd Qu.:4.000   3rd Qu.:2.000   3rd Qu.:6.500  
##  Max.   :1731.0   Max.   :4.000   Max.   :4.000   Max.   :7.000  
##  NA's   :3        NA's   :1       NA's   :1       NA's   :1      
##      BODE_1        VEMS.ml_0        VEMS.ml_1         Tiffe_0      Tiffe_1     
##  Min.   :1.000   Min.   : 480.0   Min.   : 620.0   28     : 3   Min.   :28.00  
##  1st Qu.:2.000   1st Qu.: 737.5   1st Qu.: 992.5   31     : 2   1st Qu.:35.25  
##  Median :3.000   Median : 890.0   Median :1200.0   43     : 2   Median :40.00  
##  Mean   :3.158   Mean   : 943.0   Mean   :1272.0   26     : 1   Mean   :41.75  
##  3rd Qu.:4.000   3rd Qu.:1102.5   3rd Qu.:1560.0   27     : 1   3rd Qu.:46.25  
##  Max.   :6.000   Max.   :1580.0   Max.   :1890.0   32     : 1   Max.   :69.00  
##  NA's   :1                                         (Other):10                  
##     CV_ml_0        CV_ml_1        CVF_ml_0       CVF_ml_1     VR_ml_0    
##  Min.   :1360   Min.   :1680   Min.   :1260   2510   : 2   Min.   :3300  
##  1st Qu.:1965   1st Qu.:2718   1st Qu.:1732   1660   : 1   1st Qu.:4682  
##  Median :2680   Median :3000   Median :2375   2100   : 1   Median :5050  
##  Mean   :2630   Mean   :3066   Mean   :2448   2230   : 1   Mean   :5102  
##  3rd Qu.:3055   3rd Qu.:3522   3rd Qu.:2705   2240   : 1   3rd Qu.:5375  
##  Max.   :4040   Max.   :4500   Max.   :4520   2300   : 1   Max.   :7100  
##                                               (Other):13                 
##     VR_ml_1      CPT_ml_0        CPT_ml_1         TLCO_0          TLCO_1     
##  4000   : 2   Min.   : 5400   Min.   : 5300   Min.   :20.00   Min.   :23.00  
##  2620   : 1   1st Qu.: 6908   1st Qu.: 6370   1st Qu.:30.50   1st Qu.:32.75  
##  2900   : 1   Median : 7790   Median : 6855   Median :36.00   Median :37.00  
##  3130   : 1   Mean   : 7804   Mean   : 7236   Mean   :35.62   Mean   :38.06  
##  3190   : 1   3rd Qu.: 8462   3rd Qu.: 8142   3rd Qu.:41.25   3rd Qu.:43.25  
##  3330   : 1   Max.   :10300   Max.   :10400   Max.   :50.00   Max.   :56.00  
##  (Other):13                                   NA's   :4       NA's   :4      
##     P_pct._0       Pi_pct._1        SNIP_KPA_0   SNIP_KPA_1 Ci_rest.recalc._0
##  Min.   : 31.0   Min.   : 68.00          :10          :10   Min.   :1380     
##  1st Qu.: 60.5   1st Qu.: 88.25   6      : 2   5      : 2   1st Qu.:1575     
##  Median : 98.5   Median :125.50   3      : 1   4,8    : 1   Median :2150     
##  Mean   : 91.0   Mean   :122.50   4      : 1   5,98   : 1   Mean   :2221     
##  3rd Qu.:118.2   3rd Qu.:137.50   4,8    : 1   6,1    : 1   3rd Qu.:2632     
##  Max.   :156.0   Max.   :198.00   5      : 1   6,6    : 1   Max.   :3360     
##  NA's   :10      NA's   :10       (Other): 4   (Other): 4                    
##  Ci_rest.recalc._1 CI_pic.recalc_0 CI_pic.recalc_1 CI_diff.recalc_0 
##  Min.   :1250      Min.   : 700    Min.   : 890    Min.   :-1610.0  
##  1st Qu.:1972      1st Qu.:1098    1st Qu.:1338    1st Qu.:-1192.5  
##  Median :2365      Median :1475    Median :1805    Median : -705.0  
##  Mean   :2306      Mean   :1454    Mean   :1678    Mean   : -767.0  
##  3rd Qu.:2555      3rd Qu.:1695    3rd Qu.:1925    3rd Qu.: -327.5  
##  Max.   :3360      Max.   :2610    Max.   :2500    Max.   : -250.0  
##                                                                     
##  CI_diff.recalc_1    CI_isoP_0      CI_isoP_1     temps_sec_0   
##  Min.   :-1300.0   Min.   : 700   Min.   : 890   Min.   :175.0  
##  1st Qu.: -842.5   1st Qu.:1098   1st Qu.:1568   1st Qu.:413.5  
##  Median : -620.0   Median :1475   Median :1825   Median :510.0  
##  Mean   : -628.0   Mean   :1412   Mean   :1805   Mean   :513.2  
##  3rd Qu.: -410.0   3rd Qu.:1675   3rd Qu.:2225   3rd Qu.:589.2  
##  Max.   :   40.0   Max.   :2450   Max.   :2500   Max.   :884.0  
##                                                                 
##   temps_sec_1      VO2_max_0    VO2_max_1      Wmax_0          Wmax_1      
##  Min.   :360.0          : 3          : 3   Min.   :10.00   Min.   : 25.00  
##  1st Qu.:437.5   1      : 2   0,65   : 1   1st Qu.:31.50   1st Qu.: 35.00  
##  Median :564.0   0,46   : 1   0,7    : 1   Median :40.00   Median : 51.00  
##  Mean   :555.9   0,58   : 1   0,72   : 1   Mean   :45.60   Mean   : 52.90  
##  3rd Qu.:632.5   0,66   : 1   0,73   : 1   3rd Qu.:56.25   3rd Qu.: 61.25  
##  Max.   :900.0   0,68   : 1   0,8    : 1   Max.   :90.00   Max.   :100.00  
##                  (Other):11   (Other):12                                   
##   VT_isotime_0   VT_isotime_1     vt_pic_0       vt_pic_1      VRI_isotime_0   
##  Min.   : 530   Min.   : 860   Min.   : 500   Min.   : 820.0   Min.   :-120.0  
##  1st Qu.: 865   1st Qu.:1005   1st Qu.: 935   1st Qu.: 972.5   1st Qu.: 130.0  
##  Median :1005   Median :1270   Median :1045   Median :1226.0   Median : 280.5  
##  Mean   :1036   Mean   :1322   Mean   :1113   Mean   :1285.8   Mean   : 376.2  
##  3rd Qu.:1092   3rd Qu.:1562   3rd Qu.:1242   3rd Qu.:1610.0   3rd Qu.: 507.5  
##  Max.   :1690   Max.   :2210   Max.   :2049   Max.   :2030.0   Max.   :1190.0  
##                                                                                
##  VRI_isotime_1       VO2_FC_0     VO2_FC_1   dist_parc_0     dist_parc_1   
##  Min.   :-210.0          : 3          : 2   Min.   :273.0   Min.   :355.0  
##  1st Qu.: 227.0   10,2   : 1   4,27   : 1   1st Qu.:362.0   1st Qu.:415.0  
##  Median : 480.0   10,3   : 1   5,22   : 1   Median :425.0   Median :445.0  
##  Mean   : 482.6   10,9   : 1   5,67   : 1   Mean   :420.3   Mean   :462.4  
##  3rd Qu.: 715.0   3,7    : 1   5,96   : 1   3rd Qu.:470.0   3rd Qu.:488.0  
##  Max.   :1450.0   5,22   : 1   6      : 1   Max.   :568.0   Max.   :630.0  
##                   (Other):12   (Other):13   NA's   :3       NA's   :3      
##   Nadir_sat_0     Nadir_sat_1     EELV_repos._0  EELV_repos._1   EELV_pic._0  
##  Min.   :72.00   Min.   : 77.00   Min.   :3740   Min.   :3260   Min.   :4190  
##  1st Qu.:82.00   1st Qu.: 82.25   1st Qu.:4888   1st Qu.:4365   1st Qu.:5990  
##  Median :85.00   Median : 85.00   Median :5425   Median :5125   Median :6415  
##  Mean   :85.28   Mean   : 85.94   Mean   :5582   Mean   :4930   Mean   :6350  
##  3rd Qu.:90.75   3rd Qu.: 89.00   3rd Qu.:6085   3rd Qu.:5360   3rd Qu.:6818  
##  Max.   :95.00   Max.   :106.00   Max.   :7470   Max.   :7480   Max.   :8530  
##  NA's   :2       NA's   :2                                                    
##   EELV_pic._1   EELV_isoPUISSANCE._0 EELV_isoPUISSANCE._1 SNIP_KPA_pct_0
##  Min.   :3720   Min.   :4190         Min.   :3330         Min.   :30    
##  1st Qu.:4822   1st Qu.:5990         1st Qu.:4720         1st Qu.:50    
##  Median :5710   Median :6425         Median :5450         Median :63    
##  Mean   :5558   Mean   :6391         Mean   :5431         Mean   :57    
##  3rd Qu.:5975   3rd Qu.:7020         3rd Qu.:5968         3rd Qu.:67    
##  Max.   :8190   Max.   :8530         Max.   :8190         Max.   :74    
##                                                           NA's   :7     
##  SNIP_KPA_pct_1         Repondeur_VEMS       Repondeur_HID
##  Min.   : 45.00   Non répondeur: 0     Non répondeur: 7   
##  1st Qu.: 62.25   Répondeur    :20     Répondeur    :13   
##  Median : 73.00                                           
##  Mean   : 73.07                                           
##  3rd Qu.: 91.75                                           
##  Max.   :104.00                                           
##  NA's   :6

Reponse des patients selon HID

by(Av_Ap_total_HID, Av_Ap_total_HID$Repondeur_HID, summary)
## Av_Ap_total_HID$Repondeur_HID: Non répondeur
##    patient.ID      Centre    PATIENTS.HID    HID     volume_lobe.T._0
##  1_L    : 1   Limoge  : 9   Min.   : 2.00   Oui:20   Min.   : 942    
##  10_T   : 1   Toulouse:11   1st Qu.: 8.75            1st Qu.:1415    
##  11_L   : 1                 Median :23.50            Median :1512    
##  11_T   : 1                 Mean   :19.95            Mean   :1738    
##  12_L   : 1                 3rd Qu.:28.50            3rd Qu.:2041    
##  13_T   : 1                 Max.   :37.00            Max.   :3219    
##  (Other):14                                          NA's   :3       
##  volume.lobe.T._1     MMRC_0          MMRC_1          BODE_0     
##  Min.   :  56     Min.   :2.000   Min.   :1.000   Min.   :3.000  
##  1st Qu.: 682     1st Qu.:3.000   1st Qu.:1.000   1st Qu.:4.000  
##  Median :1157     Median :3.000   Median :2.000   Median :6.000  
##  Mean   :1162     Mean   :3.167   Mean   :2.167   Mean   :5.294  
##  3rd Qu.:1649     3rd Qu.:4.000   3rd Qu.:3.000   3rd Qu.:6.000  
##  Max.   :2090     Max.   :4.000   Max.   :4.000   Max.   :8.000  
##  NA's   :3        NA's   :2       NA's   :2       NA's   :3      
##      BODE_1        VEMS.ml_0      VEMS.ml_1       Tiffe_0      Tiffe_1     
##  Min.   :1.000   Min.   : 620   Min.   : 490   53     : 2   Min.   :22.00  
##  1st Qu.:3.000   1st Qu.: 800   1st Qu.: 850   25     : 1   1st Qu.:31.75  
##  Median :4.000   Median : 915   Median : 930   26     : 1   Median :35.50  
##  Mean   :4.412   Mean   : 988   Mean   :1089   27     : 1   Mean   :37.95  
##  3rd Qu.:6.000   3rd Qu.:1128   3rd Qu.:1322   28     : 1   3rd Qu.:43.00  
##  Max.   :9.000   Max.   :1580   Max.   :1890   30     : 1   Max.   :69.00  
##  NA's   :3                                     (Other):13                  
##     CV_ml_0        CV_ml_1        CVF_ml_0       CVF_ml_1     VR_ml_0    
##  Min.   :1570   Min.   :1300   Min.   :1410   3450   : 2   Min.   :3190  
##  1st Qu.:2480   1st Qu.:2638   1st Qu.:2420   1030   : 1   1st Qu.:4368  
##  Median :2965   Median :3150   Median :2575   1430   : 1   Median :4980  
##  Mean   :2917   Mean   :3042   Mean   :2747   2240   : 1   Mean   :5031  
##  3rd Qu.:3465   3rd Qu.:3630   3rd Qu.:3220   2350   : 1   3rd Qu.:5458  
##  Max.   :4090   Max.   :3970   Max.   :4520   2500   : 1   Max.   :7060  
##                                               (Other):13                 
##     VR_ml_1      CPT_ml_0        CPT_ml_1        TLCO_0          TLCO_1     
##  2,94   : 1   Min.   : 5650   Min.   :3320   Min.   :14.00   Min.   :22.00  
##  2400   : 1   1st Qu.: 7265   1st Qu.:6602   1st Qu.:24.00   1st Qu.:30.75  
##  3130   : 1   Median : 8085   Median :8065   Median :31.50   Median :33.00  
##  3190   : 1   Mean   : 8066   Mean   :7488   Mean   :31.33   Mean   :36.33  
##  4070   : 1   3rd Qu.: 8882   3rd Qu.:8520   3rd Qu.:36.50   3rd Qu.:43.25  
##  4240   : 1   Max.   :10111   Max.   :9910   Max.   :47.00   Max.   :56.00  
##  (Other):14                                  NA's   :8       NA's   :8      
##     P_pct._0        Pi_pct._1        SNIP_KPA_0   SNIP_KPA_1 Ci_rest.recalc._0
##  Min.   : 77.00   Min.   : 58.00          :16          :16   Min.   :1520     
##  1st Qu.: 83.25   1st Qu.: 67.75   6      : 2   3,86   : 1   1st Qu.:1992     
##  Median :101.50   Median : 75.50   5      : 1   5      : 1   Median :2240     
##  Mean   :107.33   Mean   :103.38   6,62   : 1   6,5    : 1   Mean   :2254     
##  3rd Qu.:123.50   3rd Qu.:129.25   3      : 0   8,24   : 1   3rd Qu.:2508     
##  Max.   :156.00   Max.   :198.00   3,2    : 0   4,8    : 0   Max.   :3280     
##  NA's   :14       NA's   :12       (Other): 0   (Other): 0                    
##  Ci_rest.recalc._1 CI_pic.recalc_0 CI_pic.recalc_1 CI_diff.recalc_0 
##  Min.   :1350      Min.   : 850    Min.   : 800    Min.   :-1610.0  
##  1st Qu.:1790      1st Qu.:1360    1st Qu.:1272    1st Qu.: -842.5  
##  Median :2170      Median :1490    Median :1465    Median : -625.0  
##  Mean   :2134      Mean   :1570    Mean   :1539    Mean   : -685.0  
##  3rd Qu.:2400      3rd Qu.:1838    3rd Qu.:1850    3rd Qu.: -405.0  
##  Max.   :3150      Max.   :2450    Max.   :2380    Max.   : -280.0  
##                                                                     
##  CI_diff.recalc_1    CI_isoP_0      CI_isoP_1     temps_sec_0   
##  Min.   :-1300.0   Min.   : 930   Min.   : 800   Min.   :295.0  
##  1st Qu.: -747.5   1st Qu.:1440   1st Qu.:1300   1st Qu.:435.5  
##  Median : -605.0   Median :1565   Median :1485   Median :545.5  
##  Mean   : -595.5   Mean   :1658   Mean   :1552   Mean   :538.5  
##  3rd Qu.: -492.5   3rd Qu.:1942   3rd Qu.:1850   3rd Qu.:649.0  
##  Max.   :   40.0   Max.   :2450   Max.   :2380   Max.   :884.0  
##                                                                 
##   temps_sec_1      VO2_max_0    VO2_max_1      Wmax_0          Wmax_1      
##  Min.   :240.0          : 4          : 4   Min.   :20.00   Min.   : 15.00  
##  1st Qu.:457.2   0,66   : 2   0,5    : 1   1st Qu.:34.50   1st Qu.: 32.25  
##  Median :549.0   0,585  : 1   0,6    : 1   Median :50.00   Median : 45.50  
##  Mean   :522.8   0,62   : 1   0,7    : 1   Mean   :51.85   Mean   : 48.15  
##  3rd Qu.:600.0   0,81   : 1   0,73   : 1   3rd Qu.:57.75   3rd Qu.: 61.50  
##  Max.   :740.0   0,82   : 1   0,75   : 1   Max.   :90.00   Max.   :100.00  
##                  (Other):10   (Other):11                                   
##   VT_isotime_0     VT_isotime_1     vt_pic_0       vt_pic_1     
##  Min.   : 590.0   Min.   : 650   Min.   : 710   Min.   : 720.0  
##  1st Qu.: 907.5   1st Qu.: 895   1st Qu.: 965   1st Qu.: 905.2  
##  Median :1045.0   Median :1095   Median :1178   Median :1166.0  
##  Mean   :1090.5   Mean   :1073   Mean   :1185   Mean   :1156.0  
##  3rd Qu.:1285.0   3rd Qu.:1178   3rd Qu.:1335   3rd Qu.:1392.5  
##  Max.   :1630.0   Max.   :1570   Max.   :2000   Max.   :1828.0  
##                                                                 
##  VRI_isotime_0    VRI_isotime_1       VO2_FC_0     VO2_FC_1   dist_parc_0 
##  Min.   :   0.0   Min.   :-210.0          : 4          : 3   Min.   :252  
##  1st Qu.: 285.2   1st Qu.: 175.0   8,2    : 2   10     : 1   1st Qu.:315  
##  Median : 560.0   Median : 470.0   10,2   : 1   11,3   : 1   Median :408  
##  Mean   : 567.0   Mean   : 479.1   10,8   : 1   4,1    : 1   Mean   :406  
##  3rd Qu.: 797.5   3rd Qu.: 745.0   10,9   : 1   5,8    : 1   3rd Qu.:496  
##  Max.   :1190.0   Max.   :1450.0   5,7    : 1   5,96   : 1   Max.   :554  
##                                    (Other):10   (Other):12   NA's   :3    
##   dist_parc_1     Nadir_sat_0     Nadir_sat_1    EELV_repos._0  EELV_repos._1 
##  Min.   :265.0   Min.   :75.00   Min.   :74.00   Min.   :4130   Min.   :1230  
##  1st Qu.:355.0   1st Qu.:82.00   1st Qu.:82.00   1st Qu.:5000   1st Qu.:4605  
##  Median :420.0   Median :86.00   Median :85.00   Median :5765   Median :5475  
##  Mean   :435.7   Mean   :85.94   Mean   :85.65   Mean   :5811   Mean   :5354  
##  3rd Qu.:505.0   3rd Qu.:91.00   3rd Qu.:90.00   3rd Qu.:6422   3rd Qu.:6420  
##  Max.   :630.0   Max.   :94.00   Max.   :91.00   Max.   :7740   Max.   :7960  
##  NA's   :3       NA's   :3       NA's   :3                                    
##   EELV_pic._0    EELV_pic._1   EELV_isoPUISSANCE._0 EELV_isoPUISSANCE._1
##  Min.   :4610   Min.   :1850   Min.   :4610         Min.   :1850        
##  1st Qu.:5935   1st Qu.:5195   1st Qu.:5615         1st Qu.:5068        
##  Median :6425   Median :5945   Median :6425         Median :5945        
##  Mean   :6496   Mean   :5950   Mean   :6408         Mean   :5936        
##  3rd Qu.:7445   3rd Qu.:6965   3rd Qu.:7328         3rd Qu.:6965        
##  Max.   :8401   Max.   :8410   Max.   :8150         Max.   :8410        
##                                                                         
##  SNIP_KPA_pct_0  SNIP_KPA_pct_1         Repondeur_VEMS       Repondeur_HID
##  Min.   :50.00   Min.   : 45.00   Non répondeur:13     Non répondeur:20   
##  1st Qu.:59.00   1st Qu.: 52.50   Répondeur    : 7     Répondeur    : 0   
##  Median :69.00   Median : 62.00                                           
##  Mean   :65.29   Mean   : 69.09                                           
##  3rd Qu.:71.00   3rd Qu.: 84.50                                           
##  Max.   :78.00   Max.   :106.00                                           
##  NA's   :13      NA's   :9                                                
## ------------------------------------------------------------ 
## Av_Ap_total_HID$Repondeur_HID: Répondeur
##    patient.ID      Centre    PATIENTS.HID    HID     volume_lobe.T._0
##  10_L   : 1   Limoge  : 4   Min.   : 1.00   Oui:17   Min.   : 536    
##  12_T   : 1   Toulouse:13   1st Qu.:13.00            1st Qu.:1324    
##  13_L   : 1                 Median :17.00            Median :1533    
##  19_T   : 1                 Mean   :17.88            Mean   :1596    
##  20_T   : 1                 3rd Qu.:22.00            3rd Qu.:2085    
##  21_T   : 1                 Max.   :35.00            Max.   :2502    
##  (Other):11                                          NA's   :3       
##  volume.lobe.T._1     MMRC_0          MMRC_1          BODE_0     
##  Min.   :   0.0   Min.   :2.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:   0.0   1st Qu.:3.000   1st Qu.:1.000   1st Qu.:5.000  
##  Median :   0.0   Median :3.000   Median :1.000   Median :6.000  
##  Mean   : 393.4   Mean   :3.118   Mean   :1.647   Mean   :5.765  
##  3rd Qu.: 802.5   3rd Qu.:4.000   3rd Qu.:2.000   3rd Qu.:7.000  
##  Max.   :1672.0   Max.   :4.000   Max.   :3.000   Max.   :9.000  
##  NA's   :3                                                       
##      BODE_1        VEMS.ml_0        VEMS.ml_1       Tiffe_0     Tiffe_1     
##  Min.   :1.000   Min.   : 480.0   Min.   : 620   43     :3   Min.   :30.00  
##  1st Qu.:2.000   1st Qu.: 710.0   1st Qu.: 850   28     :2   1st Qu.:36.00  
##  Median :3.000   Median : 880.0   Median :1100   31     :2   Median :40.00  
##  Mean   :3.235   Mean   : 892.9   Mean   :1128   25     :1   Mean   :39.18  
##  3rd Qu.:4.000   3rd Qu.: 910.0   3rd Qu.:1350   26     :1   3rd Qu.:43.00  
##  Max.   :6.000   Max.   :1820.0   Max.   :1770   32     :1   Max.   :49.00  
##                                                  (Other):7                  
##     CV_ml_0        CV_ml_1        CVF_ml_0       CVF_ml_1    VR_ml_0    
##  Min.   :1360   Min.   :1320   Min.   :1260   2510   :3   Min.   :3300  
##  1st Qu.:1700   1st Qu.:2320   1st Qu.:1670   1660   :1   1st Qu.:4600  
##  Median :2580   Median :2790   Median :2160   1720   :1   Median :5160  
##  Mean   :2470   Mean   :2820   Mean   :2234   2080   :1   Mean   :5079  
##  3rd Qu.:2920   3rd Qu.:3050   3rd Qu.:2590   2100   :1   3rd Qu.:5400  
##  Max.   :4040   Max.   :4500   Max.   :3750   2230   :1   Max.   :7100  
##                                               (Other):9                 
##     VR_ml_1      CPT_ml_0        CPT_ml_1         TLCO_0          TLCO_1     
##  4000   : 2   Min.   : 5400   Min.   : 5300   Min.   :20.00   Min.   :23.00  
##  2620   : 1   1st Qu.: 6920   1st Qu.: 6380   1st Qu.:33.00   1st Qu.:33.00  
##  2900   : 1   Median : 7300   Median : 6820   Median :37.00   Median :37.00  
##  2970   : 1   Mean   : 7563   Mean   : 7128   Mean   :36.62   Mean   :36.77  
##  3330   : 1   3rd Qu.: 8250   3rd Qu.: 7700   3rd Qu.:41.00   3rd Qu.:43.00  
##  3570   : 1   Max.   :10300   Max.   :10400   Max.   :53.00   Max.   :52.00  
##  (Other):10                                   NA's   :4       NA's   :4      
##     P_pct._0       Pi_pct._1       SNIP_KPA_0   SNIP_KPA_1 Ci_rest.recalc._0
##  Min.   : 31.0   Min.   : 45.0          :8           :8    Min.   :1380     
##  1st Qu.: 56.5   1st Qu.: 75.5   3      :1    4,8    :1    1st Qu.:1480     
##  Median : 81.5   Median :117.0   3,2    :1    5      :1    Median :1800     
##  Mean   : 82.7   Mean   :109.1   4      :1    5,6    :1    Mean   :2061     
##  3rd Qu.:114.8   3rd Qu.:137.0   4,8    :1    5,98   :1    3rd Qu.:2450     
##  Max.   :131.0   Max.   :167.0   5,3    :1    6,1    :1    Max.   :3360     
##  NA's   :7       NA's   :6       (Other):4    (Other):4                     
##  Ci_rest.recalc._1 CI_pic.recalc_0 CI_pic.recalc_1 CI_diff.recalc_0 
##  Min.   : 820      Min.   : 700    Min.   : 950    Min.   :-1590.0  
##  1st Qu.:1950      1st Qu.: 890    1st Qu.:1220    1st Qu.:-1190.0  
##  Median :2110      Median :1140    Median :1590    Median : -680.0  
##  Mean   :2168      Mean   :1268    Mean   :1629    Mean   : -792.4  
##  3rd Qu.:2500      3rd Qu.:1470    3rd Qu.:1870    3rd Qu.: -360.0  
##  Max.   :3360      Max.   :2610    Max.   :2500    Max.   : -250.0  
##                                                                     
##  CI_diff.recalc_1    CI_isoP_0      CI_isoP_1     temps_sec_0   
##  Min.   :-1280.0   Min.   : 700   Min.   :1000   Min.   :175.0  
##  1st Qu.: -710.0   1st Qu.: 890   1st Qu.:1570   1st Qu.:372.0  
##  Median : -520.0   Median :1140   Median :1810   Median :450.0  
##  Mean   : -538.8   Mean   :1214   Mean   :1777   Mean   :484.3  
##  3rd Qu.: -390.0   3rd Qu.:1470   3rd Qu.:2210   3rd Qu.:540.0  
##  Max.   :  300.0   Max.   :2320   Max.   :2580   Max.   :985.0  
##                                                                 
##   temps_sec_1      VO2_max_0   VO2_max_1     Wmax_0          Wmax_1   
##  Min.   :312.0          :4          :4   Min.   :10.00   Min.   : 21  
##  1st Qu.:420.0   0,46   :1   0,34   :1   1st Qu.:25.00   1st Qu.: 35  
##  Median :480.0   0,47   :1   0,65   :1   Median :35.00   Median : 45  
##  Mean   :542.1   0,58   :1   0,7    :1   Mean   :39.59   Mean   : 49  
##  3rd Qu.:660.0   0,68   :1   0,72   :1   3rd Qu.:45.00   3rd Qu.: 60  
##  Max.   :900.0   0,7    :1   0,76   :1   Max.   :87.00   Max.   :109  
##                  (Other):8   (Other):8                                
##   VT_isotime_0     VT_isotime_1     vt_pic_0       vt_pic_1    VRI_isotime_0   
##  Min.   : 460.0   Min.   : 700   Min.   : 490   Min.   : 810   Min.   :-120.0  
##  1st Qu.: 740.0   1st Qu.: 900   1st Qu.: 790   1st Qu.: 890   1st Qu.:  90.0  
##  Median : 900.0   Median :1310   Median : 950   Median :1000   Median : 190.0  
##  Mean   : 935.3   Mean   :1298   Mean   :1009   Mean   :1241   Mean   : 278.8  
##  3rd Qu.:1057.0   3rd Qu.:1560   3rd Qu.:1130   3rd Qu.:1640   3rd Qu.: 410.0  
##  Max.   :1690.0   Max.   :2210   Max.   :2049   Max.   :2030   Max.   :1100.0  
##                                                                                
##  VRI_isotime_1       VO2_FC_0    VO2_FC_1  dist_parc_0     dist_parc_1   
##  Min.   :   0.0          :4          :3   Min.   :273.0   Min.   :309.0  
##  1st Qu.: 220.0   10,3   :1   3,4    :1   1st Qu.:325.0   1st Qu.:390.0  
##  Median : 500.0   3,7    :1   4,27   :1   Median :401.0   Median :435.0  
##  Mean   : 479.2   4      :1   5,22   :1   Mean   :394.5   Mean   :438.1  
##  3rd Qu.: 710.0   5,22   :1   5,67   :1   3rd Qu.:460.0   3rd Qu.:471.5  
##  Max.   :1050.0   5,69   :1   6      :1   Max.   :568.0   Max.   :579.0  
##                   (Other):8   (Other):9   NA's   :2       NA's   :2      
##   Nadir_sat_0     Nadir_sat_1     EELV_repos._0  EELV_repos._1   EELV_pic._0  
##  Min.   :72.00   Min.   : 77.00   Min.   :3740   Min.   :3260   Min.   :4190  
##  1st Qu.:81.50   1st Qu.: 82.50   1st Qu.:4890   1st Qu.:4290   1st Qu.:5690  
##  Median :84.00   Median : 84.00   Median :5440   Median :4760   Median :6320  
##  Mean   :84.07   Mean   : 86.87   Mean   :5502   Mean   :4960   Mean   :6295  
##  3rd Qu.:88.00   3rd Qu.: 90.00   3rd Qu.:6010   3rd Qu.:5270   3rd Qu.:7020  
##  Max.   :95.00   Max.   :106.00   Max.   :7130   Max.   :8050   Max.   :8530  
##  NA's   :2       NA's   :2                                                    
##   EELV_pic._1   EELV_isoPUISSANCE._0 EELV_isoPUISSANCE._1 SNIP_KPA_pct_0 
##  Min.   :3720   Min.   :4190         Min.   :3330         Min.   :30.00  
##  1st Qu.:4650   1st Qu.:5690         1st Qu.:4570         1st Qu.:37.50  
##  Median :5570   Median :6410         Median :5280         Median :63.00  
##  Mean   :5499   Mean   :6349         Mean   :5351         Mean   :54.82  
##  3rd Qu.:5940   3rd Qu.:7020         3rd Qu.:5830         3rd Qu.:66.50  
##  Max.   :8190   Max.   :8530         Max.   :8190         Max.   :74.00  
##                                                           NA's   :6      
##  SNIP_KPA_pct_1         Repondeur_VEMS       Repondeur_HID
##  Min.   : 49.00   Non répondeur: 4     Non répondeur: 0   
##  1st Qu.: 63.75   Répondeur    :13     Répondeur    :17   
##  Median : 73.00                                           
##  Mean   : 74.60                                           
##  3rd Qu.: 81.00                                           
##  Max.   :104.00                                           
##  NA's   :7