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

Description de la population totale de l’étude

Descriptif_Mucautomed_V1 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Descriptif_Mucautomed_V1.csv", stringsAsFactors=TRUE)

Description quantitative

summary(Descriptif_Mucautomed_V1)
##       centre   Rempli_Parent Age.à.l.inclusion..année. Genre  Grossesse
##  Adulte  :98   Non : 2       Min.   : 3.51             F:82       :12  
##  Péditrie:73   Oui :71       1st Qu.:12.87             M:89   0   :38  
##                NA's:98       Median :23.07                    1   : 4  
##                              Mean   :24.65                    N.A :44  
##                              3rd Qu.:34.23                    NA's:73  
##                              Max.   :68.11                             
##                                                                        
##  TrimGro      Taille..m.      Poids..kg.          IMC           AnneeDgn   
##      : 12   Min.   :0.970   Min.   : 13.70   Min.   :13.76   Min.   :1968  
##  1   :  3   1st Qu.:1.500   1st Qu.: 41.00   1st Qu.:17.31   1st Qu.:1997  
##  3   :  1   Median :1.615   Median : 54.00   Median :19.82   Median :2007  
##  N.A : 44   Mean   :1.569   Mean   : 51.06   Mean   :19.99   Mean   :2004  
##  NA's:111   3rd Qu.:1.698   3rd Qu.: 62.88   3rd Qu.:22.30   3rd Qu.:2012  
##             Max.   :1.860   Max.   :125.00   Max.   :40.82   Max.   :2022  
##             NA's   :1       NA's   :1        NA's   :1       NA's   :42    
##  Transplant                OrganeTranspl  VEMS.pource        VEMS_ml       
##  Non:166                          :166   Min.   : 30.00   Min.   :   2.93  
##  Oui:  5    poumon, foie, rein    :  1   1st Qu.: 74.75   1st Qu.:1640.00  
##             poumon, rein          :  1   Median : 91.50   Median :2480.00  
##             poumons               :  2   Mean   : 88.32   Mean   :2487.41  
##             poumons (bipulmonaire):  1   3rd Qu.:104.00   3rd Qu.:3335.00  
##                                          Max.   :135.00   Max.   :5470.00  
##                                          NA's   :15       NA's   :16       
##                    Diabete        Zscore              PAC         
##  insulino-requerant    : 28   Min.   :-2.15000   Min.   :0.00000  
##  NC                    : 17   1st Qu.:-0.60000   1st Qu.:0.00000  
##  non                   :118   Median :-0.09000   Median :0.00000  
##  non insulino-requerant:  8   Mean   : 0.09435   Mean   :0.08784  
##                               3rd Qu.: 0.64000   3rd Qu.:0.00000  
##                               Max.   : 3.44000   Max.   :1.00000  
##                               NA's   :102        NA's   :23       
##           NivEtude1  NivEtude2                  Colonisation_1
##  > bac         :97        :164      S aureus méti S    :64    
##  aucun ou < CEP: 6   > bac:  5   Pseudomonas aeruginosa:57    
##  bac           :21   bac  :  2                         :27    
##  brevet-CAP-BEP:31                  flore banale       :11    
##  NC            :11                  Achromobacter ssp  : 3    
##  NR            : 5                  S maltophilia      : 3    
##                                  (Other)               : 6    
##     pyo.Resistant.ou.sensible                   Colonisation_2
##                  : 12                                  :127   
##  donnee manquante: 36            S aureus méti S       : 20   
##  R               :  3            Haemophilus influenzae:  8   
##  S               : 14           S aureus méti R        :  5   
##  S et R          :  3            S maltophilia         :  3   
##  NA's            :103            Serratia marcescens   :  3   
##                               (Other)                  :  5   
##                 Colonisation_3 Colonisation_PS_SAmetiR SaitCiter
##                        :165    Non:113                    : 13  
##    S aureus méti R     :  1    Oui: 58                 Non:  3  
##     Achromobacter ssp  :  1                            NR :  2  
##     Autre bactérie     :  1                            Oui:153  
##     S aureus méti S    :  2                                     
##     Serratia marcescens:  1                                     
##                                                                 
##                                            CatSocioProf1
##                                                   :39   
##  employes                                         :39   
##  cadres et professions intellectuelles superieures:26   
##  sans activite professionnelle                    :24   
##  professions intermediaires                       :23   
##  artisans, commercants, chefs d'entreprise        :14   
##  (Other)                                          : 6   
##                                            CatSocioProf2   MdtSpeMuco1
##                                                   :57            : 1  
##  artisans, commercants, chefs d'entreprise        : 6    KAFTRIO :15  
##  professions intermediaires                       : 5    KALYDECO:69  
##  cadres et professions intellectuelles superieures: 2    non     :70  
##  employes                                         : 1    ORKAMBI :14  
##  (Other)                                          : 2    SYMKEVI : 2  
##  NA's                                             :98                 
##   MdtSpeMuco2  MdtsAutomed   NbAutomed     Antalgique
##         :104      :38      Min.   :0.000       :38   
##  KAFTRIO: 65   Non:50      1st Qu.:0.000   Non :22   
##  SYMKEVI:  2   Oui:83      Median :1.000   Oui :63   
##                            Mean   :1.293   NA's:48   
##                            3rd Qu.:2.000             
##                            Max.   :8.000             
##                            NA's   :38                
##  antiinflammatoire..VO.ou.cutanée. antispasmodique ttt.meteorisme Laxatif  
##      :38                               :38             :38            :38  
##  Non :79                           Non :65         Non :84        Non :83  
##  Oui : 6                           Oui :20         Oui : 1        Oui : 2  
##  NA's:48                           NA's:48         NA's:48        NA's:48  
##                                                                            
##                                                                            
##                                                                            
##  Antidiarrhéique antiacide antiémétique
##      :38             :38       :38     
##  Non :79         Non :81   Non :83     
##  Oui : 6         Oui : 4   Oui : 2     
##  NA's:48         NA's:48   NA's:48     
##                                        
##                                        
##                                        
##  spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
##      :38                                                                                                       
##  Non :74                                                                                                       
##  Oui :11                                                                                                       
##  NA's:48                                                                                                       
##                                                                                                                
##                                                                                                                
##                                                                                                                
##  expectorant.fluidifiant.bronchique bronchodilatateur corticoide.cutané
##      :38                                :38               :38          
##  Non :77                            Non :84           Non :82          
##  Oui : 8                            Oui : 1           Oui : 3          
##  NA's:48                            NA's:48           NA's:48          
##                                                                        
##                                                                        
##                                                                        
##  Antiinfectieux Antiseptiques antiallergique..antiHOui..
##      :38            :38           :38                   
##  Non :82        Non :83       Non :84                   
##  Oui : 3        Oui : 2       Oui : 1                   
##  NA's:48        NA's:48       NA's:48                   
##                                                         
##                                                         
##                                                         
##  anxiolytique..benzodiazepine. sedatifs.hypno antihemorragique topique.acne
##      :38                           :38            :38              :38     
##  Non :83                       Non :79        Non :83          Non :84     
##  Oui : 2                       Oui : 6        Oui : 2          Oui : 1     
##  NA's:48                       NA's:48        NA's:48          NA's:48     
##                                                                            
##                                                                            
##                                                                            
##  element.mineral.vitamines..Zinc..Mg.. homéopathie ModifAutomed ConsoMedCompl
##      :38                                   :38          : 38       :38       
##  Non :77                               3   : 1     NA/NR: 11    Non:64       
##  Oui : 8                               Non :76     Non  :107    NR : 1       
##  NA's:48                               Oui : 8     Oui  : 15    Oui:68       
##                                        NA's:48                               
##                                                                              
##                                                                              
##  SiNon.JmsInteresse SiNon.PasEfficace SiNon.Mauvais SiNon.ConseilProIgn
##      :39                :39               :39           :39            
##  Non :19            Non :49           Non :54       Non :56            
##  NR  : 8            NR  : 8           NR  : 8       NR  : 8            
##  Oui :38            Oui : 8           Oui : 3       Oui : 1            
##  NA's:67            NA's:67           NA's:67       NA's:67            
##                                                                        
##                                                                        
##  SiNon.DeconseillePro SiNon.PasBudget SiNon.Autre SiOui.HE  SiOui.Plante
##      :39                  :39             :39         :38       :38     
##  Non :55              Non :54         Non :41     Non :37   Non :54     
##  NR  : 8              NR  : 8         NR  : 8     NR  : 1   NR  : 1     
##  Oui : 2              Oui : 3         Oui :16     Oui :31   Oui :14     
##  NA's:67              NA's:67         NA's:67     NA's:64   NA's:64     
##                                                                         
##                                                                         
##  SiOui.Homeo SiOui.Champi SiOui.Algue SiOui.ComplAlim SiOui.Probio
##      :38         :38          :38         :38             :38     
##  Non :39     Non :67      Non :66     Non :46         Non :34     
##  NR  : 1     NR  : 1      NR  : 1     NR  : 1         NR  : 1     
##  Oui :29     Oui : 1      Oui : 2     Oui :22         Oui :34     
##  NA's:64     NA's:64      NA's:64     NA's:64         NA's:64     
##                                                                   
##                                                                   
##  SiOui.VitOlig SiOui.FlBach SiOui.Tisane SiOui.CBD SiOuiEpiceArom SiOui.Autre
##      :38           :38          :38          :38       :38            :38    
##  Non :43       Non :62      Non :37      Non :63   Non :54        Non :60    
##  NR  : 1       NR  : 1      NR  : 1      NR  : 1   NR  : 1        NR  : 1    
##  Oui :26       Oui : 6      Oui :31      Oui : 5   Oui :14        Oui : 8    
##  NA's:63       NA's:64      NA's:64      NA's:64   NA's:64        NA's:64    
##                                                                              
##                                                                              
##  PdtPeau 
##     :39  
##  Non:51  
##  NR : 9  
##  Oui:72  
##          
##          
##          
##                                                          effet.recherchéOui.produit.peau
##  hydratation (dont eczema), entretien de la peau, aide à la cicatrisation:52            
##                                                                          :38            
##  NR                                                                      :10            
##  amelioration respiratoire                                               : 5            
##  anti-acné                                                               : 5            
##  (Other)                                                                 :11            
##  NA's                                                                    :50            
##                       effet.recherché2.produit.peau CritQual 
##                                      :93                :38  
##  NR                                  :10            Non :14  
##  nettoyage de la peau                : 5            NR  :43  
##  anti-inflammatoire (dont corticoide): 4            Oui :72  
##  protection solaire                  : 4            NA's: 4  
##  (Other)                             : 5                     
##  NA's                                :50                     
##          CritQualCategorieOui                              CritQualCategorie2
##  NR                :68                                              :78      
##                    :38        autre                                 : 1      
##  autre             :10        avis, retours, conseils sur ce produit: 3      
##  produit biologique: 9        NR                                    :67      
##  produit efficace  : 9        produit efficace                      : 2      
##  (Other)           :17        NA's                                  :20      
##  NA's              :20                                                       
##  CritProv          CritProvCategorieOui          CritProvCategorie2 CritPrix 
##      :38                     :38                          :57           :38  
##  Non :64   en pharmacie      : 2        fabrique en Asie  : 1       Non :66  
##  NR  :43   fabrique en France:13        fabrique en Europe: 2       NR  :43  
##  Oui :22   NR                :51        NR                :49       Oui :20  
##  NA's: 4   NA's              :67        NA's              :62       NA's: 4  
##                                                                              
##                                                                              
##  CritAutre ThManuPhy ThMedChin ThPsyCorp ThAutre   PsychoTh  Psychia   
##      :38      :38       : 38      : 38      : 38      : 38       :  2  
##  Non :72   Non:89    Non:124   Non:116   Non:124   Non:106   Non : 11  
##  NR  :43   NR : 2    NR :  2   NR :  2   NR :  2   NR :  8   NR  :  5  
##  Oui :12   Oui:42    Oui:  7   Oui: 15   Oui:  7   Oui: 19   Oui :  1  
##  NA's: 6                                                     NA's:152  
##                                                                        
##                                                                        
##  Psychol    Psychotp   PsyAutre   Regime    Vegetr    Vegetl    SansGlu  
##      :  2       :  2       :  2      : 38      : 38      : 38      : 38  
##  Non :  1   Non : 12   Non : 10   Non:108   Non:128   Non:130   Non:128  
##  NR  :  5   NR  :  5   NR  :  5   NR :  3   NR :  3   NR :  3   NR :  3  
##  Oui : 11   NA's:152   Oui :  2   Oui: 22   Oui:  2             Oui:  2  
##  NA's:152              NA's:152                                          
##                                                                          
##                                                                          
##  SansLac   RegiAutre         Budget  
##     : 38      : 38              :38  
##  Non:128   Non:112   < 2Non     :29  
##  NR :  3   NR :  3   > 5Non     :12  
##  Oui:  2   Oui: 18   2Non - 5Non:45  
##                      autre      : 5  
##                      NR         :42  
##                                      
##   Regime.initiative.personnelle.ou.medicale ConnaissInter InterrogProfSante
##                        : 39                     :38           :38          
##  donnee manquante      :  3                 Non :95       Non :65          
##  initiative personnelle:  3                 NR  :17       NR  :21          
##  NR                    :  3                 Oui :20       Oui :44          
##  raison medicale       : 16                 NA's: 1       NA's: 3          
##  NA's                  :107                                                
##                                                                            
##  SiOui.MedG SiOui.MedSpe SiOui.PharmOff SiOui.PharmH SiOui.kine SiOui.ost
##      :38        :38          :38            :38          :38        :38  
##  Non :24    Non :27      Non :23        Non :40      Non :38    Non :39  
##  NR  :21    NR  :21      NR  :21        NR  :21      NR  :21    NR  :21  
##  Oui :19    Oui :16      Oui :20        Oui : 3      Oui : 5    Oui : 4  
##  NA's:69    NA's:69      NA's:69        NA's:69      NA's:69    NA's:69  
##                                                                          
##                                                                          
##  SiOui.InfLib SiOui.InfH SiOui.Diet SiOui.Nat SiOui.Autre.1 COVIDOui9
##      :38          :38        :38        :38       :38          :38   
##  Non :42      Non :38    Non :39    Non :37   Non :42       Non:90   
##  NR  :21      NR  :21    NR  :21    NR  :21   NR  :21       NR : 3   
##  Oui : 1      Oui : 5    Oui : 4    Oui : 6   Oui : 1       Oui:40   
##  NA's:69      NA's:69    NA's:69    NA's:69   NA's:69                
##                                                                      
##                                                                      
##  COVIDModifMedCompl Expression ModifAutomed.1 ConsoMedCompl.1
##      : 38              :38          : 38         :38         
##  Non :108           Non:66     NA/NR: 11      Non:64         
##  NR  : 17           NR : 2     Non  :107      NR : 1         
##  Oui :  7           Oui:65     Oui  : 15      Oui:68         
##  NA's:  1                                                    
##                                                              
##                                                              
##  SiNon.JmsInteresse.1 SiNon.PasEfficace.1 SiNon.Mauvais.1 SiNon.ConseilProIgn.1
##      :38                  :38                 :38             :38              
##  Non :19              Non :49             Non :54         Non :56              
##  NR  : 8              NR  : 8             NR  : 8         NR  : 8              
##  Oui :38              Oui : 8             Oui : 3         Oui : 1              
##  NA's:68              NA's:68             NA's:68         NA's:68              
##                                                                                
##                                                                                
##  SiNon.DeconseillePro.1 SiNon.PasBudget.1 SiNon.Autre.1 SiOui.HE.1
##      :38                    :38               :38           :38   
##  Non :55                Non :54           Non :41       Non :37   
##  NR  : 8                NR  : 8           NR  : 8       NR  : 1   
##  Oui : 2                Oui : 3           Oui :16       Oui :31   
##  NA's:68                NA's:68           NA's:68       NA's:64   
##                                                                   
##                                                                   
##  SiOui.Plante.1 SiOui.Homeo.1 SiOui.Champi.1 SiOui.Algue.1 SiOui.ComplAlim.1
##      :38            :38           :38            :38           :38          
##  Non :54        Non :39       Non :67        Non :66       Non :46          
##  NR  : 1        NR  : 1       NR  : 1        NR  : 1       NR  : 1          
##  Oui :14        Oui :29       Oui : 1        Oui : 2       Oui :22          
##  NA's:64        NA's:64       NA's:64        NA's:64       NA's:64          
##                                                                             
##                                                                             
##  SiOui.Probio.1 SiOui.VitOlig.1 SiOui.FlBach.1 SiOui.Tisane.1 SiOui.CBD.1
##      :38            :38             :38            :38            :38    
##  Non :34        Non :43         Non :62        Non :37        Non :63    
##  NR  : 1        NR  : 1         NR  : 1        NR  : 1        NR  : 1    
##  Oui :34        Oui :26         Oui : 6        Oui :31        Oui : 5    
##  NA's:64        NA's:63         NA's:64        NA's:64        NA's:64    
##                                                                          
##                                                                          
##  SiOuiEpiceArom.1 SiOui.Autre.2 PdtPeau.1
##      :38              :38          :39   
##  Non :54          Non :60       Non:51   
##  NR  : 1          NR  : 1       NR : 9   
##  Oui :14          Oui : 8       Oui:72   
##  NA's:64          NA's:64                
##                                          
##                                          
##                                                         effet.recherchéOui.produit.peau.1
##  hydratation (dont eczema), entretien de la peau, aide à la cicatrisation:52             
##                                                                          :38             
##  NR                                                                      :10             
##  amelioration respiratoire                                               : 5             
##  anti-acné                                                               : 5             
##  (Other)                                                                 :11             
##  NA's                                                                    :50             
##                      effet.recherché2.produit.peau.1 CritQual.1
##                                      :93                 :38   
##  NR                                  :10             Non :14   
##  nettoyage de la peau                : 5             NR  :43   
##  anti-inflammatoire (dont corticoide): 4             Oui :72   
##  protection solaire                  : 4             NA's: 4   
##  (Other)                             : 5                       
##  NA's                                :50                       
##         CritQualCategorieOui.1                             CritQualCategorie2.1
##  NR                :68                                               :78       
##                    :38         autre                                 : 1       
##  autre             :10         avis, retours, conseils sur ce produit: 3       
##  produit biologique: 9         NR                                    :67       
##  produit efficace  : 9         produit efficace                      : 2       
##  (Other)           :17         NA's                                  :20       
##  NA's              :20                                                         
##  CritProv.1        CritProvCategorieOui.1         CritProvCategorie2.1
##      :38                      :38                           :57       
##  Non :64    en pharmacie      : 2         fabrique en Asie  : 1       
##  NR  :43    fabrique en France:13         fabrique en Europe: 2       
##  Oui :22    NR                :51         NR                :49       
##  NA's: 4    NA's              :67         NA's              :62       
##                                                                       
##                                                                       
##  CritPrix.1 CritAutre.1 ThManuPhy.1 ThMedChin.1 ThPsyCorp.1 ThAutre.1
##      :38        :38        :38         : 38        : 38        : 38  
##  Non :66    Non :72     Non:89      Non:124     Non:116     Non:124  
##  NR  :43    NR  :43     NR : 2      NR :  2     NR :  2     NR :  2  
##  Oui :20    Oui :12     Oui:42      Oui:  7     Oui: 15     Oui:  7  
##  NA's: 4    NA's: 6                                                  
##                                                                      
##                                                                      
##  PsychoTh.1 Psychia.1  Psychol.1  Psychotp.1 PsyAutre.1 Regime.1  Vegetr.1 
##     : 38        :  2       :  2       :  2       :  2      : 38      : 38  
##  Non:106    Non : 11   Non :  1   Non : 12   Non : 10   Non:108   Non:128  
##  NR :  8    NR  :  5   NR  :  5   NR  :  5   NR  :  5   NR :  3   NR :  3  
##  Oui: 19    Oui :  1   Oui : 11   NA's:152   Oui :  2   Oui: 22   Oui:  2  
##             NA's:152   NA's:152              NA's:152                      
##                                                                            
##                                                                            
##  Vegetl.1  SansGlu.1 SansLac.1 RegiAutre.1        Budget.1 
##     : 38      : 38      : 38      : 38                :38  
##  Non:130   Non:128   Non:128   Non:112     < 2Non     :29  
##  NR :  3   NR :  3   NR :  3   NR :  3     > 5Non     :12  
##            Oui:  2   Oui:  2   Oui: 18     2Non - 5Non:45  
##                                            autre      : 5  
##                                            NR         :42  
##                                                            
##  Regime.initiative.personnelle.ou.medicale.1 ConnaissInter.1
##                        : 39                      :38        
##  donnee manquante      :  3                  Non :95        
##  initiative personnelle:  3                  NR  :17        
##  NR                    :  3                  Oui :20        
##  raison medicale       : 16                  NA's: 1        
##  NA's                  :107                                 
##                                                             
##  InterrogProfSante.1 SiOui.MedG.1 SiOui.MedSpe.1 SiOui.PharmOff.1
##      :38                 :38          :38            :38         
##  Non :65             Non :24      Non :27        Non :23         
##  NR  :21             NR  :21      NR  :21        NR  :21         
##  Oui :44             Oui :19      Oui :16        Oui :20         
##  NA's: 3             NA's:69      NA's:69        NA's:69         
##                                                                  
##                                                                  
##  SiOui.PharmH.1 SiOui.kine.1 SiOui.ost.1 SiOui.InfLib.1 SiOui.InfH.1
##      :38            :38          :38         :38            :38     
##  Non :40        Non :38      Non :39     Non :42        Non :38     
##  NR  :21        NR  :21      NR  :21     NR  :21        NR  :21     
##  Oui : 3        Oui : 5      Oui : 4     Oui : 1        Oui : 5     
##  NA's:69        NA's:69      NA's:69     NA's:69        NA's:69     
##                                                                     
##                                                                     
##  SiOui.Diet.1 SiOui.Nat.1 SiOui.Autre.3 COVIDOui9.1 COVIDModifMedCompl.1
##      :38          :38         :38          :38          : 38            
##  Non :39      Non :37     Non :42       Non:90      Non :108            
##  NR  :21      NR  :21     NR  :21       NR : 3      NR  : 17            
##  Oui : 4      Oui : 6     Oui : 1       Oui:40      Oui :  7            
##  NA's:69      NA's:69     NA's:69                   NA's:  1            
##                                                                         
##                                                                         
##  Expression.1
##     :38      
##  Non:66      
##  NR : 2      
##  Oui:65      
##              
##              
## 

Description qualitative

library(Hmisc)
describe(Descriptif_Mucautomed_V1)
## Descriptif_Mucautomed_V1 
## 
##  184  Variables      171  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##      171        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        98       73
## Proportion    0.573    0.427
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct 
##       73       98        2 
##                       
## Value        Non   Oui
## Frequency      2    71
## Proportion 0.027 0.973
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      171        0      167        1    24.65    15.84    6.725    8.270 
##      .25      .50      .75      .90      .95 
##   12.870   23.070   34.235   42.730   50.295 
## 
## lowest :  3.51  4.35  4.62  5.79  6.11, highest: 56.46 56.99 61.92 62.74 68.11
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##      171        0        2 
##                     
## Value         F    M
## Frequency    82   89
## Proportion 0.48 0.52
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       98       73        4 
##                                   
## Value                0     1   N.A
## Frequency     12    38     4    44
## Proportion 0.122 0.388 0.041 0.449
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       60      111        4 
##                                   
## Value                1     3   N.A
## Frequency     12     3     1    44
## Proportion 0.200 0.050 0.017 0.733
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      170        1       69    0.999    1.569   0.1927    1.219    1.309 
##      .25      .50      .75      .90      .95 
##    1.500    1.615    1.697    1.750    1.760 
## 
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.800 1.810 1.830 1.850 1.860
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      170        1       91        1    51.06    19.01    21.13    25.90 
##      .25      .50      .75      .90      .95 
##    41.00    54.00    62.88    70.28    74.00 
## 
## lowest :  13.7  16.0  17.0  18.6  19.8, highest:  77.0  80.0  87.0  88.0 125.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      170        1      155        1    19.99    4.039    14.88    15.20 
##      .25      .50      .75      .90      .95 
##    17.31    19.81    22.30    24.73    25.68 
## 
## lowest : 13.76 13.98 14.07 14.08 14.13, highest: 26.49 26.56 27.16 27.22 40.82
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      129       42       43    0.999     2004    12.38     1981     1987 
##      .25      .50      .75      .90      .95 
##     1997     2007     2012     2015     2017 
## 
## lowest : 1968 1972 1978 1980 1981, highest: 2017 2018 2020 2021 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##      171        0        2 
##                       
## Value        Non   Oui
## Frequency    166     5
## Proportion 0.971 0.029
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##      171        0        5 
## 
## lowest :                        poumon, foie, rein     poumon, rein           poumons                poumons (bipulmonaire)
## highest:                        poumon, foie, rein     poumon, rein           poumons                poumons (bipulmonaire)
##                                                                                
## Value                                 poumon, foie, rein           poumon, rein
## Frequency                     166                      1                      1
## Proportion                  0.971                  0.006                  0.006
##                                                         
## Value                     poumons poumons (bipulmonaire)
## Frequency                       2                      1
## Proportion                  0.012                  0.006
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      156       15       70        1    88.32    25.41    45.50    51.50 
##      .25      .50      .75      .90      .95 
##    74.75    91.50   104.00   114.50   120.00 
## 
## lowest :  30  35  38  40  43, highest: 122 125 127 128 135
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      155       16      125        1     2487     1140     1075     1236 
##      .25      .50      .75      .90      .95 
##     1640     2480     3335     3730     4089 
## 
## lowest :    2.93  300.00  850.00  860.00  880.00
## highest: 4280.00 4390.00 4440.00 4480.00 5470.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##      171        0        4 
##                                                                                
## Value          insulino-requerant                     NC                    non
## Frequency                      28                     17                    118
## Proportion                  0.164                  0.099                  0.690
##                                  
## Value      non insulino-requerant
## Frequency                       8
## Proportion                  0.047
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       69      102       65        1  0.09435    1.204   -1.262   -1.124 
##      .25      .50      .75      .90      .95 
##   -0.600   -0.090    0.640    1.604    2.198 
## 
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest:  1.85  2.43  2.51  3.10  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##      148       23        2     0.24       13  0.08784   0.1613 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##      171        0        6 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NC            
## highest: aucun ou < CEP bac            brevet-CAP-BEP NC             NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              97              6             21             31
## Proportion          0.567          0.035          0.123          0.181
##                                         
## Value                  NC             NR
## Frequency              11              5
## Proportion          0.064          0.029
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##      171        0        3 
##                             
## Value            > bac   bac
## Frequency    164     5     2
## Proportion 0.959 0.029 0.012
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##      171        0       10 
## 
## lowest :                              Achromobacter ssp         Autre bactérie            B.multivorans             flore banale          
## highest:    Haemophilus influenzae    S aureus méti S           S maltophilia          NR                        Pseudomonas aeruginosa   
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       68      103        5 
## 
## lowest :                  donnee manquante R                S                S et R          
## highest:                  donnee manquante R                S                S et R          
##                                                                               
## Value                       donnee manquante                R                S
## Frequency                12               36                3               14
## Proportion            0.176            0.529            0.044            0.206
##                            
## Value                S et R
## Frequency                 3
## Proportion            0.044
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##      171        0       10 
## 
## lowest :                             S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Nocardia              
## highest:    Pa résistant              Proteus mirabilis         S aureus méti S           S maltophilia             Serratia marcescens   
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##      171        0        6 
## 
## lowest :                          S aureus méti R         Achromobacter ssp      Autre bactérie         S aureus méti S    
## highest:   S aureus méti R         Achromobacter ssp      Autre bactérie         S aureus méti S        Serratia marcescens
##                                                                                
## Value                                    S aureus méti R      Achromobacter ssp
## Frequency                     165                      1                      1
## Proportion                  0.965                  0.006                  0.006
##                                                                                
## Value              Autre bactérie        S aureus méti S    Serratia marcescens
## Frequency                       1                      2                      1
## Proportion                  0.006                  0.012                  0.006
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##      171        0        2 
##                       
## Value        Non   Oui
## Frequency    113    58
## Proportion 0.661 0.339
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     13     3     2   153
## Proportion 0.076 0.018 0.012 0.895
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##      171        0        8 
## 
## lowest :                                                   agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##       73       98        7 
## 
## lowest :                                                   artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##      171        0        6 
## 
## lowest :          KAFTRIO  KALYDECO non      ORKAMBI 
## highest: KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
##                                                                 
## Value                KAFTRIO KALYDECO      non  ORKAMBI  SYMKEVI
## Frequency         1       15       69       70       14        2
## Proportion    0.006    0.088    0.404    0.409    0.082    0.012
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##      171        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency      104      65       2
## Proportion   0.608   0.380   0.012
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct 
##      171        0        3 
##                             
## Value              Non   Oui
## Frequency     38    50    83
## Proportion 0.222 0.292 0.485
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##      133       38        8    0.912    1.293     1.55 
## 
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##                                                           
## Value          0     1     2     3     4     5     6     8
## Frequency     50    42    19    10     5     2     4     1
## Proportion 0.376 0.316 0.143 0.075 0.038 0.015 0.030 0.008
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    22    63
## Proportion 0.309 0.179 0.512
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    79     6
## Proportion 0.309 0.642 0.049
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    65    20
## Proportion 0.309 0.528 0.163
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    84     1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    83     2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    79     6
## Proportion 0.309 0.642 0.049
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    81     4
## Proportion 0.309 0.659 0.033
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    83     2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    74    11
## Proportion 0.309 0.602 0.089
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    77     8
## Proportion 0.309 0.626 0.065
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    84     1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    82     3
## Proportion 0.309 0.667 0.024
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    82     3
## Proportion 0.309 0.667 0.024
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    83     2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    84     1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    83     2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    79     6
## Proportion 0.309 0.642 0.049
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    83     2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    84     1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##      123       48        3 
##                             
## Value              Non   Oui
## Frequency     38    77     8
## Proportion 0.309 0.626 0.065
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##      123       48        4 
##                                   
## Value                3   Non   Oui
## Frequency     38     1    76     8
## Proportion 0.309 0.008 0.618 0.065
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     38    11   107    15
## Proportion 0.222 0.064 0.626 0.088
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    64     1    68
## Proportion 0.222 0.374 0.006 0.398
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    19     8    38
## Proportion 0.375 0.183 0.077 0.365
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    49     8     8
## Proportion 0.375 0.471 0.077 0.077
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    54     8     3
## Proportion 0.375 0.519 0.077 0.029
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    56     8     1
## Proportion 0.375 0.538 0.077 0.010
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    55     8     2
## Proportion 0.375 0.529 0.077 0.019
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    54     8     3
## Proportion 0.375 0.519 0.077 0.029
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##      104       67        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    41     8    16
## Proportion 0.375 0.394 0.077 0.154
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    37     1    31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    54     1    14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    39     1    29
## Proportion 0.355 0.364 0.009 0.271
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    67     1     1
## Proportion 0.355 0.626 0.009 0.009
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    66     1     2
## Proportion 0.355 0.617 0.009 0.019
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    46     1    22
## Proportion 0.355 0.430 0.009 0.206
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    34     1    34
## Proportion 0.355 0.318 0.009 0.318
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##      108       63        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    43     1    26
## Proportion 0.352 0.398 0.009 0.241
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    62     1     6
## Proportion 0.355 0.579 0.009 0.056
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    37     1    31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    63     1     5
## Proportion 0.355 0.589 0.009 0.047
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    54     1    14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    60     1     8
## Proportion 0.355 0.561 0.009 0.075
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    51     9    72
## Proportion 0.228 0.298 0.053 0.421
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##      121       50       12 
## 
## lowest :                                        amelioration respiratoire              anti-acné                              anti-infectieux (gel hydroalcoolique)  bien être, massage, sommeil           
## highest: keratodermie aquagenique               nettoyage de la peau                   NR                                     prise en charge d'un traumatisme benin protection solaire                    
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##      121       50        8 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                  
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##      167        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    14    43    72
## Proportion 0.228 0.084 0.257 0.431
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##      151       20        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##      151       20        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (78, 0.517), autre (1, 0.007), avis, retours, conseils sur ce produit (3,
## 0.020), NR (67, 0.444), produit efficace (2, 0.013)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##      167        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    64    43    22
## Proportion 0.228 0.383 0.257 0.132
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##      104       67        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  38                  2                 13
## Proportion              0.365              0.019              0.125
##                              
## Value                      NR
## Frequency                  51
## Proportion              0.490
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##      109       62        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  57                  1                  2
## Proportion              0.523              0.009              0.018
##                              
## Value                      NR
## Frequency                  49
## Proportion              0.450
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##      167        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    66    43    20
## Proportion 0.228 0.395 0.257 0.120
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##      165        6        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    72    43    12
## Proportion 0.230 0.436 0.261 0.073
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    89     2    42
## Proportion 0.222 0.520 0.012 0.246
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   124     2     7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   116     2    15
## Proportion 0.222 0.678 0.012 0.088
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   124     2     7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   106     8    19
## Proportion 0.222 0.620 0.047 0.111
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       19      152        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    11     5     1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       19      152        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5    11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       19      152        3 
##                             
## Value              Non    NR
## Frequency      2    12     5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       19      152        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    10     5     2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   108     3    22
## Proportion 0.222 0.632 0.018 0.129
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   128     3     2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##      171        0        3 
##                             
## Value              Non    NR
## Frequency     38   130     3
## Proportion 0.222 0.760 0.018
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   128     3     2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   128     3     2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   112     3    18
## Proportion 0.222 0.655 0.018 0.105
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##      171        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           38          29          12          45           5
## Proportion       0.222       0.170       0.070       0.263       0.029
##                       
## Value               NR
## Frequency           42
## Proportion       0.246
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       64      107        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      39                      3                      3
## Proportion                  0.609                  0.047                  0.047
##                                                         
## Value                          NR        raison medicale
## Frequency                       3                     16
## Proportion                  0.047                  0.250
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##      170        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    95    17    20
## Proportion 0.224 0.559 0.100 0.118
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##      168        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    65    21    44
## Proportion 0.226 0.387 0.125 0.262
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    24    21    19
## Proportion 0.373 0.235 0.206 0.186
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    27    21    16
## Proportion 0.373 0.265 0.206 0.157
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    23    21    20
## Proportion 0.373 0.225 0.206 0.196
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    40    21     3
## Proportion 0.373 0.392 0.206 0.029
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    38    21     5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    39    21     4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    42    21     1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    38    21     5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    39    21     4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    37    21     6
## Proportion 0.373 0.363 0.206 0.059
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    42    21     1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    90     3    40
## Proportion 0.222 0.526 0.018 0.234
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##      170        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   108    17     7
## Proportion 0.224 0.635 0.100 0.041
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    66     2    65
## Proportion 0.222 0.386 0.012 0.380
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     38    11   107    15
## Proportion 0.222 0.064 0.626 0.088
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    64     1    68
## Proportion 0.222 0.374 0.006 0.398
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    19     8    38
## Proportion 0.369 0.184 0.078 0.369
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    49     8     8
## Proportion 0.369 0.476 0.078 0.078
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    54     8     3
## Proportion 0.369 0.524 0.078 0.029
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    56     8     1
## Proportion 0.369 0.544 0.078 0.010
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    55     8     2
## Proportion 0.369 0.534 0.078 0.019
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    54     8     3
## Proportion 0.369 0.524 0.078 0.029
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##      103       68        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    41     8    16
## Proportion 0.369 0.398 0.078 0.155
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    37     1    31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    54     1    14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    39     1    29
## Proportion 0.355 0.364 0.009 0.271
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    67     1     1
## Proportion 0.355 0.626 0.009 0.009
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    66     1     2
## Proportion 0.355 0.617 0.009 0.019
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    46     1    22
## Proportion 0.355 0.430 0.009 0.206
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    34     1    34
## Proportion 0.355 0.318 0.009 0.318
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##      108       63        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    43     1    26
## Proportion 0.352 0.398 0.009 0.241
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    62     1     6
## Proportion 0.355 0.579 0.009 0.056
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    37     1    31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    63     1     5
## Proportion 0.355 0.589 0.009 0.047
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    54     1    14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##      107       64        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    60     1     8
## Proportion 0.355 0.561 0.009 0.075
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     39    51     9    72
## Proportion 0.228 0.298 0.053 0.421
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##      121       50       12 
## 
## lowest :                                        amelioration respiratoire              anti-acné                              anti-infectieux (gel hydroalcoolique)  bien être, massage, sommeil           
## highest: keratodermie aquagenique               nettoyage de la peau                   NR                                     prise en charge d'un traumatisme benin protection solaire                    
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##      121       50        8 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                  
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##      167        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    14    43    72
## Proportion 0.228 0.084 0.257 0.431
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##      151       20        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##      151       20        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (78, 0.517), autre (1, 0.007), avis, retours, conseils sur ce produit (3,
## 0.020), NR (67, 0.444), produit efficace (2, 0.013)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##      167        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    64    43    22
## Proportion 0.228 0.383 0.257 0.132
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##      104       67        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  38                  2                 13
## Proportion              0.365              0.019              0.125
##                              
## Value                      NR
## Frequency                  51
## Proportion              0.490
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##      109       62        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  57                  1                  2
## Proportion              0.523              0.009              0.018
##                              
## Value                      NR
## Frequency                  49
## Proportion              0.450
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##      167        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    66    43    20
## Proportion 0.228 0.395 0.257 0.120
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##      165        6        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    72    43    12
## Proportion 0.230 0.436 0.261 0.073
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    89     2    42
## Proportion 0.222 0.520 0.012 0.246
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   124     2     7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   116     2    15
## Proportion 0.222 0.678 0.012 0.088
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   124     2     7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   106     8    19
## Proportion 0.222 0.620 0.047 0.111
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       19      152        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    11     5     1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       19      152        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5    11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       19      152        3 
##                             
## Value              Non    NR
## Frequency      2    12     5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       19      152        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    10     5     2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   108     3    22
## Proportion 0.222 0.632 0.018 0.129
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   128     3     2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##      171        0        3 
##                             
## Value              Non    NR
## Frequency     38   130     3
## Proportion 0.222 0.760 0.018
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   128     3     2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   128     3     2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   112     3    18
## Proportion 0.222 0.655 0.018 0.105
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##      171        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           38          29          12          45           5
## Proportion       0.222       0.170       0.070       0.263       0.029
##                       
## Value               NR
## Frequency           42
## Proportion       0.246
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       64      107        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      39                      3                      3
## Proportion                  0.609                  0.047                  0.047
##                                                         
## Value                          NR        raison medicale
## Frequency                       3                     16
## Proportion                  0.047                  0.250
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##      170        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    95    17    20
## Proportion 0.224 0.559 0.100 0.118
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##      168        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    65    21    44
## Proportion 0.226 0.387 0.125 0.262
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    24    21    19
## Proportion 0.373 0.235 0.206 0.186
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    27    21    16
## Proportion 0.373 0.265 0.206 0.157
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    23    21    20
## Proportion 0.373 0.225 0.206 0.196
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    40    21     3
## Proportion 0.373 0.392 0.206 0.029
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    38    21     5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    39    21     4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    42    21     1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    38    21     5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    39    21     4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    37    21     6
## Proportion 0.373 0.363 0.206 0.059
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##      102       69        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    42    21     1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    90     3    40
## Proportion 0.222 0.526 0.018 0.234
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##      170        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38   108    17     7
## Proportion 0.224 0.635 0.100 0.041
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##      171        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     38    66     2    65
## Proportion 0.222 0.386 0.012 0.380
## --------------------------------------------------------------------------------

Description sans prendre en compte les NA

Descriptif_Mucautomed_V3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Descriptif_Mucautomed_V1.csv", stringsAsFactors=TRUE)
by(Descriptif_Mucautomed_V3,Descriptif_Mucautomed_V1$centre,na.delete=TRUE,  Hmisc::describe)
## Descriptif_Mucautomed_V1$centre: Adulte
## data[x, , drop = FALSE] 
## 
##  184  Variables      98  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       98        0        1   Adulte 
##                  
## Value      Adulte
## Frequency      98
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       98        0       96        1    34.31    11.92    21.22    22.19 
##      .25      .50      .75      .90      .95 
##    26.47    33.16    41.20    49.60    54.36 
## 
## lowest : 19.14 19.45 20.21 20.56 20.79, highest: 56.46 56.99 61.92 62.74 68.11
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       98        0        2 
##                       
## Value          F     M
## Frequency     54    44
## Proportion 0.551 0.449
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value                0     1   N.A
## Frequency     12    38     4    44
## Proportion 0.122 0.388 0.041 0.449
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       60       38        4 
##                                   
## Value                1     3   N.A
## Frequency     12     3     1    44
## Proportion 0.200 0.050 0.017 0.733
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       97        1       30    0.997    1.657   0.1014    1.500    1.536 
##      .25      .50      .75      .90      .95 
##    1.600    1.650    1.730    1.760    1.802 
## 
## lowest : 1.48 1.50 1.53 1.54 1.55, highest: 1.80 1.81 1.83 1.85 1.86
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       97        1       40    0.998    60.21    12.47     45.4     47.0 
##      .25      .50      .75      .90      .95 
##     52.0     58.0     66.0     73.4     77.0 
## 
## lowest :  41.0  43.0  45.0  45.5  46.0, highest:  77.0  80.0  87.0  88.0 125.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       97        1       89        1     21.8    3.143    17.75    18.44 
##      .25      .50      .75      .90      .95 
##    19.82    21.43    23.39    25.18    25.95 
## 
## lowest : 16.53 16.71 17.63 17.65 17.69, highest: 25.96 26.49 26.56 27.16 40.82
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       62       36       37    0.998     1997    13.86     1978     1981 
##      .25      .50      .75      .90      .95 
##     1989     1996     2003     2014     2020 
## 
## lowest : 1968 1972 1978 1980 1981, highest: 2015 2018 2020 2021 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       98        0        2 
##                       
## Value        Non   Oui
## Frequency     93     5
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       98        0        5 
## 
## lowest :                        poumon, foie, rein     poumon, rein           poumons                poumons (bipulmonaire)
## highest:                        poumon, foie, rein     poumon, rein           poumons                poumons (bipulmonaire)
##                                                                                
## Value                                 poumon, foie, rein           poumon, rein
## Frequency                      93                      1                      1
## Proportion                  0.949                  0.010                  0.010
##                                                         
## Value                     poumons poumons (bipulmonaire)
## Frequency                       2                      1
## Proportion                  0.020                  0.010
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       86       12       55    0.999    80.66    28.88    40.75    46.00 
##      .25      .50      .75      .90      .95 
##    62.75    82.00   100.00   110.00   117.25 
## 
## lowest :  30  35  38  40  43, highest: 115 118 120 121 122
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       85       13       70        1     2651     1104     1174     1236 
##      .25      .50      .75      .90      .95 
##     2000     2690     3400     3960     4200 
## 
## lowest :  300 1000 1100 1130 1170, highest: 4200 4280 4390 4440 4480
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       98        0        4 
##                                                                                
## Value          insulino-requerant                     NC                    non
## Frequency                      17                     17                     57
## Proportion                  0.173                  0.173                  0.582
##                                  
## Value      non insulino-requerant
## Frequency                       7
## Proportion                  0.071
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       77       21        2    0.421       13   0.1688   0.2843 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       98        0        6 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NC            
## highest: aucun ou < CEP bac            brevet-CAP-BEP NC             NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              57              4              8             15
## Proportion          0.582          0.041          0.082          0.153
##                                         
## Value                  NC             NR
## Frequency              11              3
## Proportion          0.112          0.031
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct    value 
##       98        0        1          
##              
## Value        
## Frequency  98
## Proportion  1
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       98        0        7 
## 
## lowest :                           Achromobacter ssp      flore banale           S aureus méti S        S maltophilia      
## highest:    flore banale           S aureus méti S        S maltophilia       NR                     Pseudomonas aeruginosa
## 
## (23, 0.235),    Achromobacter ssp (2, 0.020),    flore banale (1, 0.010),    S
## aureus méti S (23, 0.235),    S maltophilia (2, 0.020), NR (1, 0.010),
## Pseudomonas aeruginosa (46, 0.469)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       57       41        5 
## 
## lowest :                  donnee manquante R                S                S et R          
## highest:                  donnee manquante R                S                S et R          
##                                                                               
## Value                       donnee manquante                R                S
## Frequency                12               31                3                8
## Proportion            0.211            0.544            0.053            0.140
##                            
## Value                S et R
## Frequency                 3
## Proportion            0.053
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       98        0       10 
## 
## lowest :                             S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Nocardia              
## highest:    Pa résistant              Proteus mirabilis         S aureus méti S           S maltophilia             Serratia marcescens   
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       98        0        6 
## 
## lowest :                          S aureus méti R         Achromobacter ssp      Autre bactérie         S aureus méti S    
## highest:   S aureus méti R         Achromobacter ssp      Autre bactérie         S aureus méti S        Serratia marcescens
##                                                                                
## Value                                    S aureus méti R      Achromobacter ssp
## Frequency                      92                      1                      1
## Proportion                  0.939                  0.010                  0.010
##                                                                                
## Value              Autre bactérie        S aureus méti S    Serratia marcescens
## Frequency                       1                      2                      1
## Proportion                  0.010                  0.020                  0.010
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       98        0        2 
##                     
## Value       Non  Oui
## Frequency    51   47
## Proportion 0.52 0.48
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     13     1     1    83
## Proportion 0.133 0.010 0.010 0.847
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       98        0        8 
## 
## lowest :                                                   agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct    value 
##        2       96        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       98        0        5 
## 
## lowest :          KAFTRIO  KALYDECO non      SYMKEVI 
## highest:          KAFTRIO  KALYDECO non      SYMKEVI 
##                                                        
## Value                KAFTRIO KALYDECO      non  SYMKEVI
## Frequency         1       10       47       38        2
## Proportion    0.010    0.102    0.480    0.388    0.020
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       98        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency       52      44       2
## Proportion   0.531   0.449   0.020
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non   Oui
## Frequency     34    20    44
## Proportion 0.347 0.204 0.449
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       64       34        8    0.935    1.594    1.827 
## 
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##                                                           
## Value          0     1     2     3     4     5     6     8
## Frequency     20    20     9     7     3     1     3     1
## Proportion 0.312 0.312 0.141 0.109 0.047 0.016 0.047 0.016
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34     8    38
## Proportion 0.425 0.100 0.475
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    42     4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    33    13
## Proportion 0.425 0.412 0.162
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##       80       18        2 
##                       
## Value              Non
## Frequency     34    46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    43     3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    43     3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    42     4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    42     4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##       80       18        2 
##                       
## Value              Non
## Frequency     34    46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    41     5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    41     5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       80       18        4 
##                                   
## Value                3   Non   Oui
## Frequency     34     1    44     1
## Proportion 0.425 0.013 0.550 0.013
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     34     2    52    10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non   Oui
## Frequency     34    28    36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     7     4    17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    20     4     4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    22     4     2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    24     4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     4     1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    21     4     3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    19     4     5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    17    19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    26    10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    23    13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    19    17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       71       27        3 
##                             
## Value              Non   Oui
## Frequency     34    22    15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    33     3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    15    21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     35    16     3    44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       83       15        9 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       83       15        8 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                  
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9    12    41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       85       13        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       85       13        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    35    12    15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       62       36        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  34                  2                  9
## Proportion              0.548              0.032              0.145
##                              
## Value                      NR
## Frequency                  17
## Proportion              0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       67       31        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  50                  1                  1
## Proportion              0.746              0.015              0.015
##                              
## Value                      NR
## Frequency                  15
## Proportion              0.224
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38    12    12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    43    12     7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38     1    25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    58     1     5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    52     1    11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     1     3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     3     7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    51     2    11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non    NR
## Frequency     34    62     2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     2     2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     2     8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       98        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           34          19           5          25           2
## Proportion       0.347       0.194       0.051       0.255       0.020
##                       
## Value               NR
## Frequency           13
## Proportion       0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       48       50        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      35                      3                      2
## Proportion                  0.729                  0.062                  0.042
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                      6
## Proportion                  0.042                  0.125
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    45     6    12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    34     9    20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    13     9     6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9     9    10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    11     9     8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    18     9     1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    19     9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    50     2    12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    53     9     1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     1    40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     34     2    52    10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non   Oui
## Frequency     34    28    36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     7     4    17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    20     4     4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    22     4     2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    24     4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     4     1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    21     4     3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    19     4     5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    17    19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    26    10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    23    13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    19    17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       71       27        3 
##                             
## Value              Non   Oui
## Frequency     34    22    15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    33     3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    15    21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     35    16     3    44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       83       15        9 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       83       15        8 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                  
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9    12    41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       85       13        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       85       13        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    35    12    15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       62       36        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  34                  2                  9
## Proportion              0.548              0.032              0.145
##                              
## Value                      NR
## Frequency                  17
## Proportion              0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       67       31        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  50                  1                  1
## Proportion              0.746              0.015              0.015
##                              
## Value                      NR
## Frequency                  15
## Proportion              0.224
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38    12    12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    43    12     7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38     1    25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    58     1     5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    52     1    11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     1     3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     3     7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    51     2    11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non    NR
## Frequency     34    62     2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     2     2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     2     8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       98        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           34          19           5          25           2
## Proportion       0.347       0.194       0.051       0.255       0.020
##                       
## Value               NR
## Frequency           13
## Proportion       0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       48       50        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      35                      3                      2
## Proportion                  0.729                  0.062                  0.042
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                      6
## Proportion                  0.042                  0.125
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    45     6    12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    34     9    20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    13     9     6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9     9    10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    11     9     8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    18     9     1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    19     9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    50     2    12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    53     9     1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     1    40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent Zscore        Psychia       Psychol       Psychotp     
##  [6] PsyAutre      Psychia.1     Psychol.1     Psychotp.1    PsyAutre.1   
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$centre: Péditrie
## data[x, , drop = FALSE] 
## 
##  184  Variables      73  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       73        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency        73
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct 
##       73        0        2 
##                       
## Value        Non   Oui
## Frequency      2    71
## Proportion 0.027 0.973
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       71        1    11.69    4.481    5.982    6.404 
##      .25      .50      .75      .90      .95 
##    8.400   11.650   14.770   16.776   17.310 
## 
## lowest :  3.51  4.35  4.62  5.79  6.11, highest: 17.29 17.34 17.48 18.54 18.83
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       73        0        2 
##                       
## Value          F     M
## Frequency     28    45
## Proportion 0.384 0.616
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       53        1    1.452    0.232    1.114    1.186 
##      .25      .50      .75      .90      .95 
##    1.310    1.460    1.630    1.690    1.720 
## 
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.715 1.720 1.740 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       65        1    38.91     17.6    19.32    20.68 
##      .25      .50      .75      .90      .95 
##    26.10    34.00    51.00    59.44    65.80 
## 
## lowest : 13.7 16.0 17.0 18.6 19.8, highest: 60.5 65.0 67.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       69        1    17.58    3.158    14.11    14.62 
##      .25      .50      .75      .90      .95 
##    15.23    17.19    19.08    21.15    24.23 
## 
## lowest : 13.76 13.98 14.07 14.08 14.13, highest: 24.02 24.54 24.77 25.22 27.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       67        6       16    0.993     2010    4.422     2005     2006 
##      .25      .50      .75      .90      .95 
##     2007     2010     2014     2015     2016 
## 
## lowest : 2003 2004 2005 2006 2007, highest: 2014 2015 2016 2017 2018
##                                                                             
## Value       2003  2004  2005  2006  2007  2008  2009  2010  2011  2012  2013
## Frequency      1     2     4     6     7     5     7     2     7     7     2
## Proportion 0.015 0.030 0.060 0.090 0.104 0.075 0.104 0.030 0.104 0.104 0.030
##                                         
## Value       2014  2015  2016  2017  2018
## Frequency      5     5     4     2     1
## Proportion 0.075 0.075 0.060 0.030 0.015
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##       73        0        1      Non 
##               
## Value      Non
## Frequency   73
## Proportion   1
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct    value 
##       73        0        1          
##              
## Value        
## Frequency  73
## Proportion  1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       70        3       43    0.999    97.73    16.64    75.35    82.00 
##      .25      .50      .75      .90      .95 
##    88.00    96.50   106.75   119.00   123.65 
## 
## lowest :  63  65  74  77  79, highest: 122 125 127 128 135
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       70        3       67        1     2289     1140    947.5   1243.0 
##      .25      .50      .75      .90      .95 
##   1500.0   2095.0   3105.0   3555.0   3820.0 
## 
## lowest :    2.93  850.00  860.00  880.00 1030.00
## highest: 3630.00 3820.00 3920.00 4180.00 5470.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       73        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                      11                     61                      1
## Proportion                  0.151                  0.836                  0.014
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       69        4       65        1  0.09435    1.204   -1.262   -1.124 
##      .25      .50      .75      .90      .95 
##   -0.600   -0.090    0.640    1.604    2.198 
## 
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest:  1.85  2.43  2.51  3.10  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##       71        2        1        0        0        0 
##              
## Value       0
## Frequency  71
## Proportion  1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       73        0        5 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              40              2             13             16
## Proportion          0.548          0.027          0.178          0.219
##                          
## Value                  NR
## Frequency               2
## Proportion          0.027
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       73        0        3 
##                             
## Value            > bac   bac
## Frequency     66     5     2
## Proportion 0.904 0.068 0.027
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       73        0        9 
## 
## lowest :                              Achromobacter ssp         Autre bactérie            B.multivorans             flore banale          
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          Pseudomonas aeruginosa   
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       11       62        2 
##                                             
## Value      donnee manquante                S
## Frequency                 5                6
## Proportion            0.455            0.545
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       73        0        4 
##                                                               
## Value                                   Haemophilus influenzae
## Frequency                         65                         2
## Proportion                     0.890                     0.027
##                                                               
## Value                S aureus méti S             S maltophilia
## Frequency                          5                         1
## Proportion                     0.068                     0.014
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct    value 
##       73        0        1          
##              
## Value        
## Frequency  73
## Proportion  1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       73        0        2 
##                       
## Value        Non   Oui
## Frequency     62    11
## Proportion 0.849 0.151
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       73        0        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     1    70
## Proportion 0.027 0.014 0.959
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       73        0        8 
## 
## lowest :                                                   agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##       71        2        7 
## 
## lowest :                                                   artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       73        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         5       22       32       14
## Proportion    0.068    0.301    0.438    0.192
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       73        0        2 
##                           
## Value              KAFTRIO
## Frequency       52      21
## Proportion   0.712   0.288
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non   Oui
## Frequency      4    30    39
## Proportion 0.055 0.411 0.534
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       69        4        7    0.882    1.014    1.257 
## 
## lowest : 0 1 2 3 4, highest: 2 3 4 5 6
##                                                     
## Value          0     1     2     3     4     5     6
## Frequency     30    22    10     3     2     1     1
## Proportion 0.435 0.319 0.145 0.043 0.029 0.014 0.014
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    14    25
## Proportion 0.093 0.326 0.581
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    37     2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    32     7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    37     2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    36     3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    32     7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    35     4
## Proportion 0.093 0.814 0.093
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    37     2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    36     3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    32     7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency      4     9    55     5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    36     1    32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    12     4    21
## Proportion 0.119 0.286 0.095 0.500
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    29     4     4
## Proportion 0.119 0.690 0.095 0.095
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    32     4     1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    32     4     1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    32     4     1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       42       31        3 
##                             
## Value              Non    NR
## Frequency      5    33     4
## Proportion 0.119 0.786 0.095
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    22     4    11
## Proportion 0.119 0.524 0.095 0.262
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    20     1    12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    13     1    19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31     1     1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23     1     9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    15     1    17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    21     1    11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    22     1    10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    35     6    28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       38       35       10 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       38       35        5 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## highest:                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## 
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4     5    31    31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       66        7        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       66        7        4 
## 
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en France                 NR
## Frequency                   4                  4                 34
## Proportion              0.095              0.095              0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                   7                  1                 34
## Proportion              0.167              0.024              0.810
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    28    31     8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       69        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    51     1    17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    66     1     2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    52     5    12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    11     5     1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5    11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       19       54        3 
##                             
## Value              Non    NR
## Frequency      2    12     5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    10     5     2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    57     1    11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    58     1    10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       73        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency            4          10           7          20           3
## Proportion       0.055       0.137       0.096       0.274       0.041
##                       
## Value               NR
## Frequency           29
## Proportion       0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       16       57        4 
##                                                                                
## Value                             initiative personnelle                     NR
## Frequency                       4                      1                      1
## Proportion                  0.250                  0.062                  0.062
##                                  
## Value             raison medicale
## Frequency                      10
## Proportion                  0.625
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    50    11     8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31    12    24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    11    12    13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       40       33        4 
##                               
## Value            Non   NR  Oui
## Frequency     4   18   12    6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  12  12  12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       40       33        3 
##                       
## Value          Non  NR
## Frequency    4  24  12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  20  12   4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    40     1    28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    55     8     6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    43     1    25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency      4     9    55     5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    36     1    32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    12     4    21
## Proportion 0.098 0.293 0.098 0.512
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     4     4
## Proportion 0.098 0.707 0.098 0.098
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    32     4     1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    32     4     1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    32     4     1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       41       32        3 
##                             
## Value              Non    NR
## Frequency      4    33     4
## Proportion 0.098 0.805 0.098
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    22     4    11
## Proportion 0.098 0.537 0.098 0.268
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    20     1    12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    13     1    19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31     1     1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23     1     9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    15     1    17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    21     1    11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    22     1    10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    35     6    28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       38       35       10 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       38       35        5 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## highest:                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## 
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4     5    31    31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       66        7        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       66        7        4 
## 
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en France                 NR
## Frequency                   4                  4                 34
## Proportion              0.095              0.095              0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                   7                  1                 34
## Proportion              0.167              0.024              0.810
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    28    31     8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       69        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    51     1    17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    66     1     2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    52     5    12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    11     5     1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5    11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       19       54        3 
##                             
## Value              Non    NR
## Frequency      2    12     5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    10     5     2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    57     1    11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    58     1    10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       73        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency            4          10           7          20           3
## Proportion       0.055       0.137       0.096       0.274       0.041
##                       
## Value               NR
## Frequency           29
## Proportion       0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       16       57        4 
##                                                                                
## Value                             initiative personnelle                     NR
## Frequency                       4                      1                      1
## Proportion                  0.250                  0.062                  0.062
##                                  
## Value             raison medicale
## Frequency                      10
## Proportion                  0.625
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    50    11     8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31    12    24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    11    12    13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       40       33        4 
##                               
## Value            Non   NR  Oui
## Frequency     4   18   12    6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  12  12  12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       40       33        3 
##                       
## Value          Non  NR
## Frequency    4  24  12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  20  12   4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    40     1    28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    55     8     6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    43     1    25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Grossesse TrimGro

Description de la population totale selon automediaction ( oui / Non)

by(Descriptif_Mucautomed_V1,Descriptif_Mucautomed_V1$centre,Hmisc::describe)
## Descriptif_Mucautomed_V1$centre: Adulte
## data[x, , drop = FALSE] 
## 
##  184  Variables      98  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       98        0        1   Adulte 
##                  
## Value      Adulte
## Frequency      98
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       98        0       96        1    34.31    11.92    21.22    22.19 
##      .25      .50      .75      .90      .95 
##    26.47    33.16    41.20    49.60    54.36 
## 
## lowest : 19.14 19.45 20.21 20.56 20.79, highest: 56.46 56.99 61.92 62.74 68.11
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       98        0        2 
##                       
## Value          F     M
## Frequency     54    44
## Proportion 0.551 0.449
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value                0     1   N.A
## Frequency     12    38     4    44
## Proportion 0.122 0.388 0.041 0.449
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       60       38        4 
##                                   
## Value                1     3   N.A
## Frequency     12     3     1    44
## Proportion 0.200 0.050 0.017 0.733
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       97        1       30    0.997    1.657   0.1014    1.500    1.536 
##      .25      .50      .75      .90      .95 
##    1.600    1.650    1.730    1.760    1.802 
## 
## lowest : 1.48 1.50 1.53 1.54 1.55, highest: 1.80 1.81 1.83 1.85 1.86
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       97        1       40    0.998    60.21    12.47     45.4     47.0 
##      .25      .50      .75      .90      .95 
##     52.0     58.0     66.0     73.4     77.0 
## 
## lowest :  41.0  43.0  45.0  45.5  46.0, highest:  77.0  80.0  87.0  88.0 125.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       97        1       89        1     21.8    3.143    17.75    18.44 
##      .25      .50      .75      .90      .95 
##    19.82    21.43    23.39    25.18    25.95 
## 
## lowest : 16.53 16.71 17.63 17.65 17.69, highest: 25.96 26.49 26.56 27.16 40.82
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       62       36       37    0.998     1997    13.86     1978     1981 
##      .25      .50      .75      .90      .95 
##     1989     1996     2003     2014     2020 
## 
## lowest : 1968 1972 1978 1980 1981, highest: 2015 2018 2020 2021 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       98        0        2 
##                       
## Value        Non   Oui
## Frequency     93     5
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       98        0        5 
## 
## lowest :                        poumon, foie, rein     poumon, rein           poumons                poumons (bipulmonaire)
## highest:                        poumon, foie, rein     poumon, rein           poumons                poumons (bipulmonaire)
##                                                                                
## Value                                 poumon, foie, rein           poumon, rein
## Frequency                      93                      1                      1
## Proportion                  0.949                  0.010                  0.010
##                                                         
## Value                     poumons poumons (bipulmonaire)
## Frequency                       2                      1
## Proportion                  0.020                  0.010
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       86       12       55    0.999    80.66    28.88    40.75    46.00 
##      .25      .50      .75      .90      .95 
##    62.75    82.00   100.00   110.00   117.25 
## 
## lowest :  30  35  38  40  43, highest: 115 118 120 121 122
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       85       13       70        1     2651     1104     1174     1236 
##      .25      .50      .75      .90      .95 
##     2000     2690     3400     3960     4200 
## 
## lowest :  300 1000 1100 1130 1170, highest: 4200 4280 4390 4440 4480
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       98        0        4 
##                                                                                
## Value          insulino-requerant                     NC                    non
## Frequency                      17                     17                     57
## Proportion                  0.173                  0.173                  0.582
##                                  
## Value      non insulino-requerant
## Frequency                       7
## Proportion                  0.071
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       77       21        2    0.421       13   0.1688   0.2843 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       98        0        6 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NC            
## highest: aucun ou < CEP bac            brevet-CAP-BEP NC             NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              57              4              8             15
## Proportion          0.582          0.041          0.082          0.153
##                                         
## Value                  NC             NR
## Frequency              11              3
## Proportion          0.112          0.031
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct    value 
##       98        0        1          
##              
## Value        
## Frequency  98
## Proportion  1
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       98        0        7 
## 
## lowest :                           Achromobacter ssp      flore banale           S aureus méti S        S maltophilia      
## highest:    flore banale           S aureus méti S        S maltophilia       NR                     Pseudomonas aeruginosa
## 
## (23, 0.235),    Achromobacter ssp (2, 0.020),    flore banale (1, 0.010),    S
## aureus méti S (23, 0.235),    S maltophilia (2, 0.020), NR (1, 0.010),
## Pseudomonas aeruginosa (46, 0.469)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       57       41        5 
## 
## lowest :                  donnee manquante R                S                S et R          
## highest:                  donnee manquante R                S                S et R          
##                                                                               
## Value                       donnee manquante                R                S
## Frequency                12               31                3                8
## Proportion            0.211            0.544            0.053            0.140
##                            
## Value                S et R
## Frequency                 3
## Proportion            0.053
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       98        0       10 
## 
## lowest :                             S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Nocardia              
## highest:    Pa résistant              Proteus mirabilis         S aureus méti S           S maltophilia             Serratia marcescens   
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       98        0        6 
## 
## lowest :                          S aureus méti R         Achromobacter ssp      Autre bactérie         S aureus méti S    
## highest:   S aureus méti R         Achromobacter ssp      Autre bactérie         S aureus méti S        Serratia marcescens
##                                                                                
## Value                                    S aureus méti R      Achromobacter ssp
## Frequency                      92                      1                      1
## Proportion                  0.939                  0.010                  0.010
##                                                                                
## Value              Autre bactérie        S aureus méti S    Serratia marcescens
## Frequency                       1                      2                      1
## Proportion                  0.010                  0.020                  0.010
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       98        0        2 
##                     
## Value       Non  Oui
## Frequency    51   47
## Proportion 0.52 0.48
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     13     1     1    83
## Proportion 0.133 0.010 0.010 0.847
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       98        0        8 
## 
## lowest :                                                   agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct    value 
##        2       96        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       98        0        5 
## 
## lowest :          KAFTRIO  KALYDECO non      SYMKEVI 
## highest:          KAFTRIO  KALYDECO non      SYMKEVI 
##                                                        
## Value                KAFTRIO KALYDECO      non  SYMKEVI
## Frequency         1       10       47       38        2
## Proportion    0.010    0.102    0.480    0.388    0.020
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       98        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency       52      44       2
## Proportion   0.531   0.449   0.020
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non   Oui
## Frequency     34    20    44
## Proportion 0.347 0.204 0.449
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       64       34        8    0.935    1.594    1.827 
## 
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##                                                           
## Value          0     1     2     3     4     5     6     8
## Frequency     20    20     9     7     3     1     3     1
## Proportion 0.312 0.312 0.141 0.109 0.047 0.016 0.047 0.016
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34     8    38
## Proportion 0.425 0.100 0.475
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    42     4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    33    13
## Proportion 0.425 0.412 0.162
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##       80       18        2 
##                       
## Value              Non
## Frequency     34    46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    43     3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    43     3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    42     4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    42     4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##       80       18        2 
##                       
## Value              Non
## Frequency     34    46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    41     5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    44     2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    45     1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       80       18        3 
##                             
## Value              Non   Oui
## Frequency     34    41     5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       80       18        4 
##                                   
## Value                3   Non   Oui
## Frequency     34     1    44     1
## Proportion 0.425 0.013 0.550 0.013
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     34     2    52    10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non   Oui
## Frequency     34    28    36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     7     4    17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    20     4     4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    22     4     2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    24     4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     4     1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    21     4     3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    19     4     5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    17    19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    26    10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    23    13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    19    17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       71       27        3 
##                             
## Value              Non   Oui
## Frequency     34    22    15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    33     3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    15    21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     35    16     3    44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       83       15        9 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       83       15        8 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                  
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9    12    41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       85       13        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       85       13        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    35    12    15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       62       36        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  34                  2                  9
## Proportion              0.548              0.032              0.145
##                              
## Value                      NR
## Frequency                  17
## Proportion              0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       67       31        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  50                  1                  1
## Proportion              0.746              0.015              0.015
##                              
## Value                      NR
## Frequency                  15
## Proportion              0.224
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38    12    12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    43    12     7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38     1    25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    58     1     5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    52     1    11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     1     3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     3     7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    51     2    11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non    NR
## Frequency     34    62     2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     2     2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     2     8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       98        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           34          19           5          25           2
## Proportion       0.347       0.194       0.051       0.255       0.020
##                       
## Value               NR
## Frequency           13
## Proportion       0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       48       50        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      35                      3                      2
## Proportion                  0.729                  0.062                  0.042
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                      6
## Proportion                  0.042                  0.125
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    45     6    12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    34     9    20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    13     9     6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9     9    10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    11     9     8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    18     9     1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    19     9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    50     2    12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    53     9     1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     1    40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     34     2    52    10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non   Oui
## Frequency     34    28    36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     7     4    17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    20     4     4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    22     4     2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    24     4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     4     1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    21     4     3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    19     4     5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    17    19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    26    10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    35     1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    23    13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    19    17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       71       27        3 
##                             
## Value              Non   Oui
## Frequency     34    22    15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    33     3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    15    21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    28     8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       70       28        3 
##                             
## Value              Non   Oui
## Frequency     34    31     5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     35    16     3    44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       83       15        9 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       83       15        8 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                  
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9    12    41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       85       13        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       85       13        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    35    12    15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       62       36        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  34                  2                  9
## Proportion              0.548              0.032              0.145
##                              
## Value                      NR
## Frequency                  17
## Proportion              0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       67       31        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  50                  1                  1
## Proportion              0.746              0.015              0.015
##                              
## Value                      NR
## Frequency                  15
## Proportion              0.224
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38    12    12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       96        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    43    12     7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    38     1    25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    58     1     5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    52     1    11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     1     3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     3     7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    51     2    11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       98        0        3 
##                             
## Value              Non    NR
## Frequency     34    62     2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    61     2     1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    60     2     2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    54     2     8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       98        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           34          19           5          25           2
## Proportion       0.347       0.194       0.051       0.255       0.020
##                       
## Value               NR
## Frequency           13
## Proportion       0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       48       50        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      35                      3                      2
## Proportion                  0.729                  0.062                  0.042
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                      6
## Proportion                  0.042                  0.125
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    45     6    12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    34     9    20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    13     9     6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34     9     9    10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    11     9     8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    18     9     1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    15     9     4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    16     9     3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       62       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    17     9     2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       62       36        3 
##                             
## Value              Non    NR
## Frequency     34    19     9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    50     2    12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       97        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    53     9     1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       98        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     34    23     1    40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent Zscore        Psychia       Psychol       Psychotp     
##  [6] PsyAutre      Psychia.1     Psychol.1     Psychotp.1    PsyAutre.1   
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$centre: Péditrie
## data[x, , drop = FALSE] 
## 
##  184  Variables      73  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       73        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency        73
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct 
##       73        0        2 
##                       
## Value        Non   Oui
## Frequency      2    71
## Proportion 0.027 0.973
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       71        1    11.69    4.481    5.982    6.404 
##      .25      .50      .75      .90      .95 
##    8.400   11.650   14.770   16.776   17.310 
## 
## lowest :  3.51  4.35  4.62  5.79  6.11, highest: 17.29 17.34 17.48 18.54 18.83
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       73        0        2 
##                       
## Value          F     M
## Frequency     28    45
## Proportion 0.384 0.616
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       53        1    1.452    0.232    1.114    1.186 
##      .25      .50      .75      .90      .95 
##    1.310    1.460    1.630    1.690    1.720 
## 
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.715 1.720 1.740 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       65        1    38.91     17.6    19.32    20.68 
##      .25      .50      .75      .90      .95 
##    26.10    34.00    51.00    59.44    65.80 
## 
## lowest : 13.7 16.0 17.0 18.6 19.8, highest: 60.5 65.0 67.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       73        0       69        1    17.58    3.158    14.11    14.62 
##      .25      .50      .75      .90      .95 
##    15.23    17.19    19.08    21.15    24.23 
## 
## lowest : 13.76 13.98 14.07 14.08 14.13, highest: 24.02 24.54 24.77 25.22 27.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       67        6       16    0.993     2010    4.422     2005     2006 
##      .25      .50      .75      .90      .95 
##     2007     2010     2014     2015     2016 
## 
## lowest : 2003 2004 2005 2006 2007, highest: 2014 2015 2016 2017 2018
##                                                                             
## Value       2003  2004  2005  2006  2007  2008  2009  2010  2011  2012  2013
## Frequency      1     2     4     6     7     5     7     2     7     7     2
## Proportion 0.015 0.030 0.060 0.090 0.104 0.075 0.104 0.030 0.104 0.104 0.030
##                                         
## Value       2014  2015  2016  2017  2018
## Frequency      5     5     4     2     1
## Proportion 0.075 0.075 0.060 0.030 0.015
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##       73        0        1      Non 
##               
## Value      Non
## Frequency   73
## Proportion   1
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct    value 
##       73        0        1          
##              
## Value        
## Frequency  73
## Proportion  1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       70        3       43    0.999    97.73    16.64    75.35    82.00 
##      .25      .50      .75      .90      .95 
##    88.00    96.50   106.75   119.00   123.65 
## 
## lowest :  63  65  74  77  79, highest: 122 125 127 128 135
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       70        3       67        1     2289     1140    947.5   1243.0 
##      .25      .50      .75      .90      .95 
##   1500.0   2095.0   3105.0   3555.0   3820.0 
## 
## lowest :    2.93  850.00  860.00  880.00 1030.00
## highest: 3630.00 3820.00 3920.00 4180.00 5470.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       73        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                      11                     61                      1
## Proportion                  0.151                  0.836                  0.014
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       69        4       65        1  0.09435    1.204   -1.262   -1.124 
##      .25      .50      .75      .90      .95 
##   -0.600   -0.090    0.640    1.604    2.198 
## 
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest:  1.85  2.43  2.51  3.10  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##       71        2        1        0        0        0 
##              
## Value       0
## Frequency  71
## Proportion  1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       73        0        5 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              40              2             13             16
## Proportion          0.548          0.027          0.178          0.219
##                          
## Value                  NR
## Frequency               2
## Proportion          0.027
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       73        0        3 
##                             
## Value            > bac   bac
## Frequency     66     5     2
## Proportion 0.904 0.068 0.027
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       73        0        9 
## 
## lowest :                              Achromobacter ssp         Autre bactérie            B.multivorans             flore banale          
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          Pseudomonas aeruginosa   
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       11       62        2 
##                                             
## Value      donnee manquante                S
## Frequency                 5                6
## Proportion            0.455            0.545
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       73        0        4 
##                                                               
## Value                                   Haemophilus influenzae
## Frequency                         65                         2
## Proportion                     0.890                     0.027
##                                                               
## Value                S aureus méti S             S maltophilia
## Frequency                          5                         1
## Proportion                     0.068                     0.014
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct    value 
##       73        0        1          
##              
## Value        
## Frequency  73
## Proportion  1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       73        0        2 
##                       
## Value        Non   Oui
## Frequency     62    11
## Proportion 0.849 0.151
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       73        0        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     1    70
## Proportion 0.027 0.014 0.959
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       73        0        8 
## 
## lowest :                                                   agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##       71        2        7 
## 
## lowest :                                                   artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       73        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         5       22       32       14
## Proportion    0.068    0.301    0.438    0.192
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       73        0        2 
##                           
## Value              KAFTRIO
## Frequency       52      21
## Proportion   0.712   0.288
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non   Oui
## Frequency      4    30    39
## Proportion 0.055 0.411 0.534
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       69        4        7    0.882    1.014    1.257 
## 
## lowest : 0 1 2 3 4, highest: 2 3 4 5 6
##                                                     
## Value          0     1     2     3     4     5     6
## Frequency     30    22    10     3     2     1     1
## Proportion 0.435 0.319 0.145 0.043 0.029 0.014 0.014
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    14    25
## Proportion 0.093 0.326 0.581
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    37     2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    32     7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    37     2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    36     3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    32     7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    35     4
## Proportion 0.093 0.814 0.093
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    37     2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    38     1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##       43       30        2 
##                       
## Value              Non
## Frequency      4    39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    36     3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       43       30        3 
##                             
## Value              Non   Oui
## Frequency      4    32     7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency      4     9    55     5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    36     1    32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    12     4    21
## Proportion 0.119 0.286 0.095 0.500
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    29     4     4
## Proportion 0.119 0.690 0.095 0.095
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    32     4     1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    32     4     1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    32     4     1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       42       31        3 
##                             
## Value              Non    NR
## Frequency      5    33     4
## Proportion 0.119 0.786 0.095
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       42       31        4 
##                                   
## Value              Non    NR   Oui
## Frequency      5    22     4    11
## Proportion 0.119 0.524 0.095 0.262
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    20     1    12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    13     1    19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31     1     1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23     1     9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    15     1    17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    21     1    11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    22     1    10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    35     6    28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       38       35       10 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       38       35        5 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## highest:                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## 
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4     5    31    31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       66        7        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       66        7        4 
## 
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en France                 NR
## Frequency                   4                  4                 34
## Proportion              0.095              0.095              0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                   7                  1                 34
## Proportion              0.167              0.024              0.810
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    28    31     8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       69        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    51     1    17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    66     1     2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    52     5    12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    11     5     1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5    11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       19       54        3 
##                             
## Value              Non    NR
## Frequency      2    12     5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    10     5     2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    57     1    11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    58     1    10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       73        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency            4          10           7          20           3
## Proportion       0.055       0.137       0.096       0.274       0.041
##                       
## Value               NR
## Frequency           29
## Proportion       0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       16       57        4 
##                                                                                
## Value                             initiative personnelle                     NR
## Frequency                       4                      1                      1
## Proportion                  0.250                  0.062                  0.062
##                                  
## Value             raison medicale
## Frequency                      10
## Proportion                  0.625
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    50    11     8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31    12    24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    11    12    13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       40       33        4 
##                               
## Value            Non   NR  Oui
## Frequency     4   18   12    6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  12  12  12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       40       33        3 
##                       
## Value          Non  NR
## Frequency    4  24  12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  20  12   4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    40     1    28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    55     8     6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    43     1    25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency      4     9    55     5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    36     1    32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    12     4    21
## Proportion 0.098 0.293 0.098 0.512
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     4     4
## Proportion 0.098 0.707 0.098 0.098
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    32     4     1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    32     4     1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    32     4     1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       41       32        3 
##                             
## Value              Non    NR
## Frequency      4    33     4
## Proportion 0.098 0.805 0.098
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       41       32        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    22     4    11
## Proportion 0.098 0.537 0.098 0.268
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    20     1    12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    13     1    19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31     1     1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23     1     9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    15     1    17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    21     1    11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    22     1    10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       37       36        3 
##                             
## Value              Non    NR
## Frequency      4    32     1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    26     1     6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       37       36        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29     1     3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    35     6    28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       38       35       10 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                             
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       38       35        5 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## highest:                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          NR                                   protection solaire                  
## 
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4     5    31    31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       66        7        8 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                      
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       66        7        4 
## 
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en France                 NR
## Frequency                   4                  4                 34
## Proportion              0.095              0.095              0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       42       31        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                   7                  1                 34
## Proportion              0.167              0.024              0.810
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    28    31     8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       69        4        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    29    31     5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    51     1    17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    66     1     2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    64     1     4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    52     5    12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    11     5     1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5    11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       19       54        3 
##                             
## Value              Non    NR
## Frequency      2    12     5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       19       54        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2    10     5     2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    57     1    11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    67     1     1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       73        0        3 
##                             
## Value              Non    NR
## Frequency      4    68     1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    58     1    10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       73        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency            4          10           7          20           3
## Proportion       0.055       0.137       0.096       0.274       0.041
##                       
## Value               NR
## Frequency           29
## Proportion       0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       16       57        4 
##                                                                                
## Value                             initiative personnelle                     NR
## Frequency                       4                      1                      1
## Proportion                  0.250                  0.062                  0.062
##                                  
## Value             raison medicale
## Frequency                      10
## Proportion                  0.625
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    50    11     8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       71        2        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    31    12    24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    11    12    13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       40       33        4 
##                               
## Value            Non   NR  Oui
## Frequency     4   18   12    6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  12  12  12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       40       33        3 
##                       
## Value          Non  NR
## Frequency    4  24  12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       40       33        4 
##                           
## Value          Non  NR Oui
## Frequency    4  20  12   4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       40       33        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    23    12     1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    40     1    28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    55     8     6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       73        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      4    43     1    25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Grossesse TrimGro

Centre Adulte:

Mucautomed_Adultes_V3 <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Mucautomed_Adultes_V3.csv", sep=";", stringsAsFactors=TRUE)

Description automedication Oui/ non avec NA

by(Mucautomed_Adultes_V3,Mucautomed_Adultes_V3$MdtsAutomed,Hmisc::describe)
## Mucautomed_Adultes_V3$MdtsAutomed: 
## data[x, , drop = FALSE] 
## 
##  184  Variables      1  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##        1        0        1   Adulte 
##                  
## Value      Adulte
## Frequency       1
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct    value 
##        1        0        1    68,11 
##                 
## Value      68,11
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct    value 
##        1        0        1        M 
##             
## Value      M
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct    value 
##        1        0        1      N.A 
##               
## Value      N.A
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct    value 
##        1        0        1      N.A 
##               
## Value      N.A
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct    value 
##        1        0        1     1,86 
##                
## Value      1,86
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct    value 
##        1        0        1       77 
##              
## Value      77
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct    value 
##        1        0        1    22,26 
##                 
## Value      22,26
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0       94       NA 
##              
## Value      94
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0     3310       NA 
##                
## Value      3310
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct    value 
##        1        0        1      non 
##               
## Value      non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0        0       NA 
##             
## Value      0
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct    value 
##        1        0        1      bac 
##               
## Value      bac
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Colonisation_1 
##                  n            missing           distinct              value 
##                  1                  0                  1    S aureus méti S 
##                              
## Value         S aureus méti S
## Frequency                   1
## Proportion                  1
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct    value 
##        1        0        1      non 
##               
## Value      non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent             AnneeDgn                 
##  [3] Zscore                    NivEtude2                
##  [5] pyo.Resistant.ou.sensible CatSocioProf2            
##  [7] NbAutomed                 Psychia                  
##  [9] Psychol                   Psychotp                 
## [11] PsyAutre                  Psychia.1                
## [13] Psychol.1                 Psychotp.1               
## [15] PsyAutre.1               
## ------------------------------------------------------------ 
## Mucautomed_Adultes_V3$MdtsAutomed: Non
## data[x, , drop = FALSE] 
## 
##  184  Variables      20  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       20        0        1   Adulte 
##                  
## Value      Adulte
## Frequency      20
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct 
##       20        0       20 
## 
## lowest : 20,79 21,3  23,62 25,48 26,55, highest: 44,04 48,67 53,58 53,99 62,74
##                                                                             
## Value      20,79  21,3 23,62 25,48 26,55 26,71 26,74  27,2 27,26 28,09 28,25
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
##                                                                 
## Value      30,18 33,91 36,21  40,5 44,04 48,67 53,58 53,99 62,74
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       20        0        2 
##                   
## Value        F   M
## Frequency   10  10
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       20        0        3 
##                       
## Value        0   1 N.A
## Frequency    8   2  10
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       12        8        3 
##                             
## Value          1     3   N.A
## Frequency      1     1    10
## Proportion 0.083 0.083 0.833
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct 
##       20        0       13 
## 
## lowest : 1,5  1,53 1,58 1,6  1,65, highest: 1,72 1,75 1,76 1,79 1,81
##                                                                            
## Value       1,5 1,53 1,58  1,6 1,65 1,66 1,68  1,7 1,72 1,75 1,76 1,79 1,81
## Frequency     2    1    1    2    2    1    1    1    1    3    3    1    1
## Proportion 0.10 0.05 0.05 0.10 0.10 0.05 0.05 0.05 0.05 0.15 0.15 0.05 0.05
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct 
##       20        0       16 
## 
## lowest : 45   49   50   51   54  , highest: 68   69   70,2 74   80  
##                                                                            
## Value        45   49   50   51   54   55   62   63   65   66   67   68   69
## Frequency     1    1    1    1    3    2    1    2    1    1    1    1    1
## Proportion 0.05 0.05 0.05 0.05 0.15 0.10 0.05 0.10 0.05 0.05 0.05 0.05 0.05
##                          
## Value      70,2   74   80
## Frequency     1    1    1
## Proportion 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct 
##       20        0       20 
## 
## lowest : 17,63 17,76 18,14 18,69 19,22, highest: 23,14 24,22 24,97 25,01 25,78
##                                                                             
## Value      17,63 17,76 18,14 18,69 19,22  20,2 21,22 21,43 21,63 21,78 21,88
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
##                                                                 
## Value      21,95 22,28 22,32 22,67 23,14 24,22 24,97 25,01 25,78
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        3       16    0.999     1999    15.71     1976     1982 
##      .25      .50      .75      .90      .95 
##     1994     1997     2010     2013     2015 
## 
## lowest : 1968 1978 1985 1989 1994, highest: 2010 2011 2013 2014 2021
##                                                                             
## Value       1968  1978  1985  1989  1994  1995  1996  1997  2001  2004  2005
## 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       2010  2011  2013  2014  2021
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##        2       18        2 
##                                                         
## Value                     poumons poumons (bipulmonaire)
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        1       18    0.999    77.74    30.51     41.7     43.8 
##      .25      .50      .75      .90      .95 
##     59.5     77.0     97.0    109.8    113.7 
## 
## lowest :  30  43  44  50  53, highest: 100 106 109 113 120
##                                                                             
## Value         30    43    44    50    53    66    70    75    77    79    87
## Frequency      1     1     1     1     1     1     2     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.053 0.053 0.053 0.053
##                                                     
## Value         91    94   100   106   109   113   120
## Frequency      1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        1       19        1     2638     1197     1251     1292 
##      .25      .50      .75      .90      .95 
##     1880     2400     3420     4010     4073 
## 
## lowest : 1170 1260 1300 1555 1760, highest: 3470 3700 4000 4050 4280
##                                                                             
## Value       1170  1260  1300  1555  1760  2000  2100  2130  2310  2400  2770
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                                           
## Value       3200  3300  3370  3470  3700  4000  4050  4280
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       20        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                       5                     12                      3
## Proportion                   0.25                   0.60                   0.15
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       16        4        2    0.565        4     0.25      0.4 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       20        0        4 
##                                                                       
## Value               > bac brevet-CAP-BEP             NC             NR
## Frequency              13              5              1              1
## Proportion           0.65           0.25           0.05           0.05
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       18        2        3 
##                                                                                
## Value             S aureus méti S          S maltophilia Pseudomonas aeruginosa
## Frequency                       6                      1                     11
## Proportion                  0.333                  0.056                  0.611
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##                n          missing         distinct            value 
##               10               10                1 donnee manquante 
##                            
## Value      donnee manquante
## Frequency                10
## Proportion                1
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##        9       11        5 
## 
## lowest :   S aureus méti R            Haemophilus influenzae    S aureus méti S           S maltophilia             Serratia marcescens   
## highest:   S aureus méti R            Haemophilus influenzae    S aureus méti S           S maltophilia             Serratia marcescens   
## 
##   S aureus méti R (1, 0.111),    Haemophilus influenzae (1, 0.111),    S aureus
## méti S (5, 0.556),    S maltophilia (1, 0.111),    Serratia marcescens (1,
## 0.111)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##        2       18        2 
##                                                     
## Value         Achromobacter ssp      Autre bactérie 
## Frequency                     1                    1
## Proportion                  0.5                  0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency     9   11
## Proportion 0.45 0.55
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct    value 
##       19        1        1      Oui 
##               
## Value      Oui
## Frequency   19
## Proportion   1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       20        0        6 
## 
## lowest : agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                       
## highest: artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       20        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  SYMKEVI
## Frequency         2        9        8        1
## Proportion     0.10     0.45     0.40     0.05
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##        9       11        1  KAFTRIO 
##                   
## Value      KAFTRIO
## Frequency        9
## Proportion       1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       20        0        1        0        0        0 
##              
## Value       0
## Frequency  20
## Proportion  1
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       20        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      2    15     3
## Proportion  0.10  0.75  0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     1     8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     1     2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      6     3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     5    2   13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       15        5        6 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##        5       15        4 
## 
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     1    6   13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       19        1        4 
##                                                                    
## Value                   autre                 NR produit biologique
## Frequency                   2                 12                  3
## Proportion              0.105              0.632              0.158
##                              
## Value        produit efficace
## Frequency                   2
## Proportion              0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       13        7        3 
##                                                              
## Value                 autre               NR produit efficace
## Frequency                 1               11                1
## Proportion            0.077            0.846            0.077
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    11    6    3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct    value 
##        9       11        1       NR 
##              
## Value      NR
## Frequency   9
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##        7       13        1       NR 
##              
## Value      NR
## Frequency   7
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       20        0        3 
##                       
## Value      Non  NR Oui
## Frequency   12   6   2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   14   6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       20        0        4 
##                                                           
## Value           < 2Non      > 5Non 2Non - 5Non          NR
## Frequency            5           2           8           5
## Proportion        0.25        0.10        0.40        0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##        5       15        3 
##                                                                                
## Value            donnee manquante initiative personnelle        raison medicale
## Frequency                       2                      1                      2
## Proportion                    0.4                    0.2                    0.4
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    12    3    5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    10    3    7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    3   4   3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    2   4   4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    5   4   1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       20        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      2    15     3
## Proportion  0.10  0.75  0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     1     8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     1     2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      6     3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     5    2   13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       15        5        6 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##        5       15        4 
## 
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     1    6   13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       19        1        4 
##                                                                    
## Value                   autre                 NR produit biologique
## Frequency                   2                 12                  3
## Proportion              0.105              0.632              0.158
##                              
## Value        produit efficace
## Frequency                   2
## Proportion              0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       13        7        3 
##                                                              
## Value                 autre               NR produit efficace
## Frequency                 1               11                1
## Proportion            0.077            0.846            0.077
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    11    6    3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct    value 
##        9       11        1       NR 
##              
## Value      NR
## Frequency   9
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##        7       13        1       NR 
##              
## Value      NR
## Frequency   7
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       20        0        3 
##                       
## Value      Non  NR Oui
## Frequency   12   6   2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   14   6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       20        0        4 
##                                                           
## Value           < 2Non      > 5Non 2Non - 5Non          NR
## Frequency            5           2           8           5
## Proportion        0.25        0.10        0.40        0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##        5       15        3 
##                                                                                
## Value            donnee manquante initiative personnelle        raison medicale
## Frequency                       2                      1                      2
## Proportion                    0.4                    0.2                    0.4
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    12    3    5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    10    3    7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    3   4   3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    2   4   4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    5   4   1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent Zscore        NivEtude2     CatSocioProf2 Psychia      
##  [6] Psychol       Psychotp      PsyAutre      Psychia.1     Psychol.1    
## [11] Psychotp.1    PsyAutre.1   
## ------------------------------------------------------------ 
## Mucautomed_Adultes_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE] 
## 
##  184  Variables      44  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       44        0        1   Adulte 
##                  
## Value      Adulte
## Frequency      44
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct 
##       44        0       43 
## 
## lowest : 19,45 20,21 21,82 22    22,19, highest: 43,99 50,07 50,52 56,46 56,99
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       44        0        2 
##                       
## Value          F     M
## Frequency     27    17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       44        0        3 
##                             
## Value          0     1   N.A
## Frequency     26     1    17
## Proportion 0.591 0.023 0.386
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       18       26        2 
##                       
## Value          1   N.A
## Frequency      1    17
## Proportion 0.056 0.944
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct 
##       44        0       23 
## 
## lowest : 1,48 1,5  1,53 1,54 1,55, highest: 1,75 1,77 1,8  1,83 1,85
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct 
##       44        0       26 
## 
## lowest : 41 43 45 46 47, highest: 72 73 74 75 88
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct 
##       44        0       42 
## 
## lowest : 16,53 17,69 18,22 18,43 18,44, highest: 25,22 25,61 25,95 26,49 27,16
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       43        1       28    0.998     1996     13.3     1980     1981 
##      .25      .50      .75      .90      .95 
##     1988     1996     2002     2014     2020 
## 
## lowest : 1972 1978 1980 1981 1982, highest: 2012 2015 2018 2020 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##        2       42        2 
##                                     
## Value      poumon, rein      poumons
## Frequency             1            1
## Proportion          0.5          0.5
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       34       10       25    0.998    83.76    29.49    36.95    48.30 
##      .25      .50      .75      .90      .95 
##    66.75    86.00   103.00   113.10   116.05 
## 
## lowest :  30  35  38  48  49, highest: 111 114 115 118 122
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33       11       30    0.999     2770     1051     1196     1324 
##      .25      .50      .75      .90      .95 
##     2330     2800     3400     3950     4276 
## 
## lowest : 1100 1190 1200 1220 1740, highest: 3750 4000 4200 4390 4440
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       44        0        4 
##                                                                                
## Value          insulino-requerant                     NC                    non
## Frequency                       6                     14                     22
## Proportion                  0.136                  0.318                  0.500
##                                  
## Value      non insulino-requerant
## Frequency                       2
## Proportion                  0.045
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       29       15        2    0.493        6   0.2069   0.3399 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       44        0        5 
## 
## lowest : > bac          aucun ou < CEP brevet-CAP-BEP NC             NR            
## highest: > bac          aucun ou < CEP brevet-CAP-BEP NC             NR            
##                                                                       
## Value               > bac aucun ou < CEP brevet-CAP-BEP             NC
## Frequency              28              1              5              9
## Proportion          0.636          0.023          0.114          0.205
##                          
## Value                  NR
## Frequency               1
## Proportion          0.023
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       25       19        5 
## 
## lowest :    flore banale           S aureus méti S        S maltophilia       NR                     Pseudomonas aeruginosa
## highest:    flore banale           S aureus méti S        S maltophilia       NR                     Pseudomonas aeruginosa
##                                                                                
## Value                flore banale        S aureus méti S          S maltophilia
## Frequency                       1                      6                      1
## Proportion                   0.04                   0.24                   0.04
##                                                         
## Value                          NR Pseudomonas aeruginosa
## Frequency                       1                     16
## Proportion                   0.04                   0.64
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       16       28        2 
##                                             
## Value      donnee manquante                S
## Frequency                14                2
## Proportion            0.875            0.125
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       10       34        6 
## 
## lowest :   S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Nocardia                  S aureus méti S       
## highest:    Achromobacter ssp         Haemophilus influenzae    Nocardia                  S aureus méti S           Serratia marcescens   
## 
##   S aureus méti R (3, 0.3),    Achromobacter ssp (1, 0.1),    Haemophilus
## influenzae (1, 0.1),    Nocardia (1, 0.1),    S aureus méti S (3, 0.3),   
## Serratia marcescens (1, 0.1)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##        2       42        2 
##                                                         
## Value             S aureus méti S    Serratia marcescens
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     27    17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct    value 
##       33       11        1      Oui 
##               
## Value      Oui
## Frequency   33
## Proportion   1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       44        0        6 
## 
## lowest : artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                       
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       44        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  SYMKEVI
## Frequency         6       19       18        1
## Proportion    0.136    0.432    0.409    0.023
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       18       26        2 
##                           
## Value      KAFTRIO SYMKEVI
## Frequency       17       1
## Proportion   0.944   0.056
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       44        0        1      Oui 
##               
## Value      Oui
## Frequency   44
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       44        0        7    0.893    2.318    1.738 
## 
## lowest : 1 2 3 4 5, highest: 3 4 5 6 8
##                                                     
## Value          1     2     3     4     5     6     8
## Frequency     20     9     7     3     1     3     1
## Proportion 0.455 0.205 0.159 0.068 0.023 0.068 0.023
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency      6    38
## Proportion 0.136 0.864
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     40     4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     31    13
## Proportion 0.705 0.295
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct    value 
##       44        0        1      Non 
##               
## Value      Non
## Frequency   44
## Proportion   1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     41     3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     41     3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     40     4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     40     4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct    value 
##       44        0        1      Non 
##               
## Value      Non
## Frequency   44
## Proportion   1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     39     5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     39     5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       44        0        3 
##                             
## Value          3   Non   Oui
## Frequency      1    42     1
## Proportion 0.023 0.955 0.023
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     37     7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     17    27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     3     9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       17       27        2 
##                       
## Value        Non    NR
## Frequency     14     3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     3     1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency      9    18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     20     7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##       27       17        1      Non 
##               
## Value      Non
## Frequency   27
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     26     1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     15    12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       28       16        2 
##                       
## Value        Non   Oui
## Frequency     17    11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       27       17        2 
##                     
## Value       Non  Oui
## Frequency    10   17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     23     4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     21     6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     1    31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       34       10        5 
## 
## lowest : anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       12       32        6 
## 
## lowest : anti-acné                   bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                         
## highest: bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                          protection solaire         
## 
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     6    28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       32       12        7 
## 
## lowest : autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       13       31        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       2
## Proportion                                  0.154
##                                                  
## Value                                          NR
## Frequency                                      11
## Proportion                                  0.846
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       19       25        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   2                  9                  8
## Proportion              0.105              0.474              0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       10       34        3 
##                                                                    
## Value        fabrique en Asie fabrique en Europe                 NR
## Frequency                   1                  1                  8
## Proportion                0.1                0.1                0.8
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     6    10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     6     7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     40     1     3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     1     9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     1     2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     3     7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     36     2     6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     2     1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     38     2     4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       44        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           14           3          17           2           8
## Proportion       0.318       0.068       0.386       0.045       0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##        8       36        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       1                      1                      2
## Proportion                  0.125                  0.125                  0.250
##                                  
## Value             raison medicale
## Frequency                       4
## Proportion                  0.500
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     3     7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     5     1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     5     4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     2     8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     35     7     1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1    31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     37     7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     17    27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     3     9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       17       27        2 
##                       
## Value        Non    NR
## Frequency     14     3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     3     1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency      9    18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     20     7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##       27       17        1      Non 
##               
## Value      Non
## Frequency   27
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     26     1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     15    12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       28       16        2 
##                       
## Value        Non   Oui
## Frequency     17    11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       27       17        2 
##                     
## Value       Non  Oui
## Frequency    10   17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     23     4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     21     6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     1    31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       34       10        5 
## 
## lowest : anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       12       32        6 
## 
## lowest : anti-acné                   bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                         
## highest: bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                          protection solaire         
## 
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     6    28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       32       12        7 
## 
## lowest : autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       13       31        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       2
## Proportion                                  0.154
##                                                  
## Value                                          NR
## Frequency                                      11
## Proportion                                  0.846
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       19       25        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   2                  9                  8
## Proportion              0.105              0.474              0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       10       34        3 
##                                                                    
## Value        fabrique en Asie fabrique en Europe                 NR
## Frequency                   1                  1                  8
## Proportion                0.1                0.1                0.8
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     6    10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     6     7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     40     1     3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     1     9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     1     2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     3     7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     36     2     6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     2     1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     38     2     4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       44        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           14           3          17           2           8
## Proportion       0.318       0.068       0.386       0.045       0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##        8       36        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       1                      1                      2
## Proportion                  0.125                  0.125                  0.250
##                                  
## Value             raison medicale
## Frequency                       4
## Proportion                  0.500
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     3     7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     5     1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     5     4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     2     8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     35     7     1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1    31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent Zscore        NivEtude2     CatSocioProf2 Psychia      
##  [6] Psychol       Psychotp      PsyAutre      Psychia.1     Psychol.1    
## [11] Psychotp.1    PsyAutre.1

Description automedication Oui/ non sans NA

by(Mucautomed_Adultes_V3,Mucautomed_Adultes_V3$MdtsAutomed,na.delete=TRUE, Hmisc::describe)
## Mucautomed_Adultes_V3$MdtsAutomed: 
## data[x, , drop = FALSE] 
## 
##  184  Variables      1  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##        1        0        1   Adulte 
##                  
## Value      Adulte
## Frequency       1
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct    value 
##        1        0        1    68,11 
##                 
## Value      68,11
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct    value 
##        1        0        1        M 
##             
## Value      M
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct    value 
##        1        0        1      N.A 
##               
## Value      N.A
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct    value 
##        1        0        1      N.A 
##               
## Value      N.A
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct    value 
##        1        0        1     1,86 
##                
## Value      1,86
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct    value 
##        1        0        1       77 
##              
## Value      77
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct    value 
##        1        0        1    22,26 
##                 
## Value      22,26
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0       94       NA 
##              
## Value      94
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0     3310       NA 
##                
## Value      3310
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct    value 
##        1        0        1      non 
##               
## Value      non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0        0       NA 
##             
## Value      0
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct    value 
##        1        0        1      bac 
##               
## Value      bac
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Colonisation_1 
##                  n            missing           distinct              value 
##                  1                  0                  1    S aureus méti S 
##                              
## Value         S aureus méti S
## Frequency                   1
## Proportion                  1
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct    value 
##        1        0        1      non 
##               
## Value      non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent             AnneeDgn                 
##  [3] Zscore                    NivEtude2                
##  [5] pyo.Resistant.ou.sensible CatSocioProf2            
##  [7] NbAutomed                 Psychia                  
##  [9] Psychol                   Psychotp                 
## [11] PsyAutre                  Psychia.1                
## [13] Psychol.1                 Psychotp.1               
## [15] PsyAutre.1               
## ------------------------------------------------------------ 
## Mucautomed_Adultes_V3$MdtsAutomed: Non
## data[x, , drop = FALSE] 
## 
##  184  Variables      20  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       20        0        1   Adulte 
##                  
## Value      Adulte
## Frequency      20
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct 
##       20        0       20 
## 
## lowest : 20,79 21,3  23,62 25,48 26,55, highest: 44,04 48,67 53,58 53,99 62,74
##                                                                             
## Value      20,79  21,3 23,62 25,48 26,55 26,71 26,74  27,2 27,26 28,09 28,25
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
##                                                                 
## Value      30,18 33,91 36,21  40,5 44,04 48,67 53,58 53,99 62,74
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       20        0        2 
##                   
## Value        F   M
## Frequency   10  10
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       20        0        3 
##                       
## Value        0   1 N.A
## Frequency    8   2  10
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       12        8        3 
##                             
## Value          1     3   N.A
## Frequency      1     1    10
## Proportion 0.083 0.083 0.833
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct 
##       20        0       13 
## 
## lowest : 1,5  1,53 1,58 1,6  1,65, highest: 1,72 1,75 1,76 1,79 1,81
##                                                                            
## Value       1,5 1,53 1,58  1,6 1,65 1,66 1,68  1,7 1,72 1,75 1,76 1,79 1,81
## Frequency     2    1    1    2    2    1    1    1    1    3    3    1    1
## Proportion 0.10 0.05 0.05 0.10 0.10 0.05 0.05 0.05 0.05 0.15 0.15 0.05 0.05
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct 
##       20        0       16 
## 
## lowest : 45   49   50   51   54  , highest: 68   69   70,2 74   80  
##                                                                            
## Value        45   49   50   51   54   55   62   63   65   66   67   68   69
## Frequency     1    1    1    1    3    2    1    2    1    1    1    1    1
## Proportion 0.05 0.05 0.05 0.05 0.15 0.10 0.05 0.10 0.05 0.05 0.05 0.05 0.05
##                          
## Value      70,2   74   80
## Frequency     1    1    1
## Proportion 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct 
##       20        0       20 
## 
## lowest : 17,63 17,76 18,14 18,69 19,22, highest: 23,14 24,22 24,97 25,01 25,78
##                                                                             
## Value      17,63 17,76 18,14 18,69 19,22  20,2 21,22 21,43 21,63 21,78 21,88
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
##                                                                 
## Value      21,95 22,28 22,32 22,67 23,14 24,22 24,97 25,01 25,78
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05  0.05
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       17        3       16    0.999     1999    15.71     1976     1982 
##      .25      .50      .75      .90      .95 
##     1994     1997     2010     2013     2015 
## 
## lowest : 1968 1978 1985 1989 1994, highest: 2010 2011 2013 2014 2021
##                                                                             
## Value       1968  1978  1985  1989  1994  1995  1996  1997  2001  2004  2005
## 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       2010  2011  2013  2014  2021
## Frequency      1     1     1     1     1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##        2       18        2 
##                                                         
## Value                     poumons poumons (bipulmonaire)
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        1       18    0.999    77.74    30.51     41.7     43.8 
##      .25      .50      .75      .90      .95 
##     59.5     77.0     97.0    109.8    113.7 
## 
## lowest :  30  43  44  50  53, highest: 100 106 109 113 120
##                                                                             
## Value         30    43    44    50    53    66    70    75    77    79    87
## Frequency      1     1     1     1     1     1     2     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.053 0.053 0.053 0.053
##                                                     
## Value         91    94   100   106   109   113   120
## Frequency      1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       19        1       19        1     2638     1197     1251     1292 
##      .25      .50      .75      .90      .95 
##     1880     2400     3420     4010     4073 
## 
## lowest : 1170 1260 1300 1555 1760, highest: 3470 3700 4000 4050 4280
##                                                                             
## Value       1170  1260  1300  1555  1760  2000  2100  2130  2310  2400  2770
## Frequency      1     1     1     1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##                                                           
## Value       3200  3300  3370  3470  3700  4000  4050  4280
## Frequency      1     1     1     1     1     1     1     1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       20        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                       5                     12                      3
## Proportion                   0.25                   0.60                   0.15
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       16        4        2    0.565        4     0.25      0.4 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       20        0        4 
##                                                                       
## Value               > bac brevet-CAP-BEP             NC             NR
## Frequency              13              5              1              1
## Proportion           0.65           0.25           0.05           0.05
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       18        2        3 
##                                                                                
## Value             S aureus méti S          S maltophilia Pseudomonas aeruginosa
## Frequency                       6                      1                     11
## Proportion                  0.333                  0.056                  0.611
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##                n          missing         distinct            value 
##               10               10                1 donnee manquante 
##                            
## Value      donnee manquante
## Frequency                10
## Proportion                1
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##        9       11        5 
## 
## lowest :   S aureus méti R            Haemophilus influenzae    S aureus méti S           S maltophilia             Serratia marcescens   
## highest:   S aureus méti R            Haemophilus influenzae    S aureus méti S           S maltophilia             Serratia marcescens   
## 
##   S aureus méti R (1, 0.111),    Haemophilus influenzae (1, 0.111),    S aureus
## méti S (5, 0.556),    S maltophilia (1, 0.111),    Serratia marcescens (1,
## 0.111)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##        2       18        2 
##                                                     
## Value         Achromobacter ssp      Autre bactérie 
## Frequency                     1                    1
## Proportion                  0.5                  0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency     9   11
## Proportion 0.45 0.55
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct    value 
##       19        1        1      Oui 
##               
## Value      Oui
## Frequency   19
## Proportion   1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       20        0        6 
## 
## lowest : agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                       
## highest: artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       20        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  SYMKEVI
## Frequency         2        9        8        1
## Proportion     0.10     0.45     0.40     0.05
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##        9       11        1  KAFTRIO 
##                   
## Value      KAFTRIO
## Frequency        9
## Proportion       1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       20        0        1        0        0        0 
##              
## Value       0
## Frequency  20
## Proportion  1
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct    value 
##        2       18        1      Non 
##               
## Value      Non
## Frequency    2
## Proportion   1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       20        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      2    15     3
## Proportion  0.10  0.75  0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     1     8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     1     2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      6     3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     5    2   13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       15        5        6 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##        5       15        4 
## 
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     1    6   13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       19        1        4 
##                                                                    
## Value                   autre                 NR produit biologique
## Frequency                   2                 12                  3
## Proportion              0.105              0.632              0.158
##                              
## Value        produit efficace
## Frequency                   2
## Proportion              0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       13        7        3 
##                                                              
## Value                 autre               NR produit efficace
## Frequency                 1               11                1
## Proportion            0.077            0.846            0.077
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    11    6    3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct    value 
##        9       11        1       NR 
##              
## Value      NR
## Frequency   9
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##        7       13        1       NR 
##              
## Value      NR
## Frequency   7
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       20        0        3 
##                       
## Value      Non  NR Oui
## Frequency   12   6   2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   14   6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       20        0        4 
##                                                           
## Value           < 2Non      > 5Non 2Non - 5Non          NR
## Frequency            5           2           8           5
## Proportion        0.25        0.10        0.40        0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##        5       15        3 
##                                                                                
## Value            donnee manquante initiative personnelle        raison medicale
## Frequency                       2                      1                      2
## Proportion                    0.4                    0.2                    0.4
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    12    3    5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    10    3    7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    3   4   3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    2   4   4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    5   4   1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       20        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      2    15     3
## Proportion  0.10  0.75  0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     1     8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       11        9        2 
##                       
## Value        Non    NR
## Frequency     10     1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       11        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     1     2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      6     3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      4     5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct    value 
##        9       11        1      Non 
##               
## Value      Non
## Frequency    9
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      5     4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      8     1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##        9       11        2 
##                       
## Value        Non   Oui
## Frequency      7     2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     5    2   13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       15        5        6 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##        5       15        4 
## 
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency     1    6   13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       19        1        4 
##                                                                    
## Value                   autre                 NR produit biologique
## Frequency                   2                 12                  3
## Proportion              0.105              0.632              0.158
##                              
## Value        produit efficace
## Frequency                   2
## Proportion              0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       13        7        3 
##                                                              
## Value                 autre               NR produit efficace
## Frequency                 1               11                1
## Proportion            0.077            0.846            0.077
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    11    6    3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct    value 
##        9       11        1       NR 
##              
## Value      NR
## Frequency   9
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##        7       13        1       NR 
##              
## Value      NR
## Frequency   7
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       20        0        3 
##                       
## Value      Non  NR Oui
## Frequency   12   6   2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   14   6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    15    5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##       20        0        1      Non 
##               
## Value      Non
## Frequency   20
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    19    1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       20        0        4 
##                                                           
## Value           < 2Non      > 5Non 2Non - 5Non          NR
## Frequency            5           2           8           5
## Proportion        0.25        0.10        0.40        0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##        5       15        3 
##                                                                                
## Value            donnee manquante initiative personnelle        raison medicale
## Frequency                       2                      1                      2
## Proportion                    0.4                    0.2                    0.4
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    12    3    5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       20        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    10    3    7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    3   4   3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    2   4   4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    4   4   2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       10       10        3 
##                       
## Value      Non  NR Oui
## Frequency    5   4   1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       10       10        2 
##                   
## Value      Non  NR
## Frequency    6   4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non Oui
## Frequency   16   4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       20        0        2 
##                   
## Value      Non  NR
## Frequency   18   2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       20        0        2 
##                     
## Value       Non  Oui
## Frequency    11    9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent Zscore        NivEtude2     CatSocioProf2 Psychia      
##  [6] Psychol       Psychotp      PsyAutre      Psychia.1     Psychol.1    
## [11] Psychotp.1    PsyAutre.1   
## ------------------------------------------------------------ 
## Mucautomed_Adultes_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE] 
## 
##  184  Variables      44  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       44        0        1   Adulte 
##                  
## Value      Adulte
## Frequency      44
## Proportion      1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct 
##       44        0       43 
## 
## lowest : 19,45 20,21 21,82 22    22,19, highest: 43,99 50,07 50,52 56,46 56,99
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       44        0        2 
##                       
## Value          F     M
## Frequency     27    17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct 
##       44        0        3 
##                             
## Value          0     1   N.A
## Frequency     26     1    17
## Proportion 0.591 0.023 0.386
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct 
##       18       26        2 
##                       
## Value          1   N.A
## Frequency      1    17
## Proportion 0.056 0.944
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct 
##       44        0       23 
## 
## lowest : 1,48 1,5  1,53 1,54 1,55, highest: 1,75 1,77 1,8  1,83 1,85
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct 
##       44        0       26 
## 
## lowest : 41 43 45 46 47, highest: 72 73 74 75 88
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct 
##       44        0       42 
## 
## lowest : 16,53 17,69 18,22 18,43 18,44, highest: 25,22 25,61 25,95 26,49 27,16
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       43        1       28    0.998     1996     13.3     1980     1981 
##      .25      .50      .75      .90      .95 
##     1988     1996     2002     2014     2020 
## 
## lowest : 1972 1978 1980 1981 1982, highest: 2012 2015 2018 2020 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##        2       42        2 
##                                     
## Value      poumon, rein      poumons
## Frequency             1            1
## Proportion          0.5          0.5
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       34       10       25    0.998    83.76    29.49    36.95    48.30 
##      .25      .50      .75      .90      .95 
##    66.75    86.00   103.00   113.10   116.05 
## 
## lowest :  30  35  38  48  49, highest: 111 114 115 118 122
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       33       11       30    0.999     2770     1051     1196     1324 
##      .25      .50      .75      .90      .95 
##     2330     2800     3400     3950     4276 
## 
## lowest : 1100 1190 1200 1220 1740, highest: 3750 4000 4200 4390 4440
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       44        0        4 
##                                                                                
## Value          insulino-requerant                     NC                    non
## Frequency                       6                     14                     22
## Proportion                  0.136                  0.318                  0.500
##                                  
## Value      non insulino-requerant
## Frequency                       2
## Proportion                  0.045
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       29       15        2    0.493        6   0.2069   0.3399 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       44        0        5 
## 
## lowest : > bac          aucun ou < CEP brevet-CAP-BEP NC             NR            
## highest: > bac          aucun ou < CEP brevet-CAP-BEP NC             NR            
##                                                                       
## Value               > bac aucun ou < CEP brevet-CAP-BEP             NC
## Frequency              28              1              5              9
## Proportion          0.636          0.023          0.114          0.205
##                          
## Value                  NR
## Frequency               1
## Proportion          0.023
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       25       19        5 
## 
## lowest :    flore banale           S aureus méti S        S maltophilia       NR                     Pseudomonas aeruginosa
## highest:    flore banale           S aureus méti S        S maltophilia       NR                     Pseudomonas aeruginosa
##                                                                                
## Value                flore banale        S aureus méti S          S maltophilia
## Frequency                       1                      6                      1
## Proportion                   0.04                   0.24                   0.04
##                                                         
## Value                          NR Pseudomonas aeruginosa
## Frequency                       1                     16
## Proportion                   0.04                   0.64
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       16       28        2 
##                                             
## Value      donnee manquante                S
## Frequency                14                2
## Proportion            0.875            0.125
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       10       34        6 
## 
## lowest :   S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Nocardia                  S aureus méti S       
## highest:    Achromobacter ssp         Haemophilus influenzae    Nocardia                  S aureus méti S           Serratia marcescens   
## 
##   S aureus méti R (3, 0.3),    Achromobacter ssp (1, 0.1),    Haemophilus
## influenzae (1, 0.1),    Nocardia (1, 0.1),    S aureus méti S (3, 0.3),   
## Serratia marcescens (1, 0.1)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##        2       42        2 
##                                                         
## Value             S aureus méti S    Serratia marcescens
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     27    17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct    value 
##       33       11        1      Oui 
##               
## Value      Oui
## Frequency   33
## Proportion   1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       44        0        6 
## 
## lowest : artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                       
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       44        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  SYMKEVI
## Frequency         6       19       18        1
## Proportion    0.136    0.432    0.409    0.023
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       18       26        2 
##                           
## Value      KAFTRIO SYMKEVI
## Frequency       17       1
## Proportion   0.944   0.056
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       44        0        1      Oui 
##               
## Value      Oui
## Frequency   44
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       44        0        7    0.893    2.318    1.738 
## 
## lowest : 1 2 3 4 5, highest: 3 4 5 6 8
##                                                     
## Value          1     2     3     4     5     6     8
## Frequency     20     9     7     3     1     3     1
## Proportion 0.455 0.205 0.159 0.068 0.023 0.068 0.023
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency      6    38
## Proportion 0.136 0.864
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     40     4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     31    13
## Proportion 0.705 0.295
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct    value 
##       44        0        1      Non 
##               
## Value      Non
## Frequency   44
## Proportion   1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     41     3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     41     3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     40     4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     40     4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct    value 
##       44        0        1      Non 
##               
## Value      Non
## Frequency   44
## Proportion   1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     39     5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     43     1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     39     5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       44        0        3 
##                             
## Value          3   Non   Oui
## Frequency      1    42     1
## Proportion 0.023 0.955 0.023
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     37     7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     17    27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     3     9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       17       27        2 
##                       
## Value        Non    NR
## Frequency     14     3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     3     1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency      9    18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     20     7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##       27       17        1      Non 
##               
## Value      Non
## Frequency   27
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     26     1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     15    12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       28       16        2 
##                       
## Value        Non   Oui
## Frequency     17    11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       27       17        2 
##                     
## Value       Non  Oui
## Frequency    10   17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     23     4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     21     6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     1    31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       34       10        5 
## 
## lowest : anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       12       32        6 
## 
## lowest : anti-acné                   bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                         
## highest: bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                          protection solaire         
## 
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     6    28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       32       12        7 
## 
## lowest : autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       13       31        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       2
## Proportion                                  0.154
##                                                  
## Value                                          NR
## Frequency                                      11
## Proportion                                  0.846
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       19       25        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   2                  9                  8
## Proportion              0.105              0.474              0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       10       34        3 
##                                                                    
## Value        fabrique en Asie fabrique en Europe                 NR
## Frequency                   1                  1                  8
## Proportion                0.1                0.1                0.8
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     6    10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     6     7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     40     1     3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     1     9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     1     2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     3     7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     36     2     6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     2     1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     38     2     4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       44        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           14           3          17           2           8
## Proportion       0.318       0.068       0.386       0.045       0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##        8       36        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       1                      1                      2
## Proportion                  0.125                  0.125                  0.250
##                                  
## Value             raison medicale
## Frequency                       4
## Proportion                  0.500
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     3     7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     5     1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     5     4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     2     8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     35     7     1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1    31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     37     7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non   Oui
## Frequency     17    27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     3     9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       17       27        2 
##                       
## Value        Non    NR
## Frequency     14     3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     3     1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     3     2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       17       27        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     3     3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency      9    18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     20     7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##       27       17        1      Non 
##               
## Value      Non
## Frequency   27
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     26     1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     19     8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     15    12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       28       16        2 
##                       
## Value        Non   Oui
## Frequency     17    11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       27       17        2 
##                     
## Value       Non  Oui
## Frequency    10   17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     23     4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     21     6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       27       17        2 
##                       
## Value        Non   Oui
## Frequency     24     3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     1    31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       34       10        5 
## 
## lowest : anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## highest: anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       12       32        6 
## 
## lowest : anti-acné                   bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                         
## highest: bien être, massage, sommeil confort musculaire          nettoyage de la peau        NR                          protection solaire         
## 
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     6    28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       32       12        7 
## 
## lowest : autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       13       31        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       2
## Proportion                                  0.154
##                                                  
## Value                                          NR
## Frequency                                      11
## Proportion                                  0.846
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       19       25        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   2                  9                  8
## Proportion              0.105              0.474              0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       10       34        3 
##                                                                    
## Value        fabrique en Asie fabrique en Europe                 NR
## Frequency                   1                  1                  8
## Proportion                0.1                0.1                0.8
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     6    10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       42        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     6     7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     40     1     3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     1     9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     1     2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     3     7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     36     2     6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       44        0        2 
##                       
## Value        Non    NR
## Frequency     42     2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     2     1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     38     2     4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       44        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           14           3          17           2           8
## Proportion       0.318       0.068       0.386       0.045       0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##        8       36        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       1                      1                      2
## Proportion                  0.125                  0.125                  0.250
##                                  
## Value             raison medicale
## Frequency                       4
## Proportion                  0.500
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     3     7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     6    13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     5     6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     5     1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     5     4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     5     3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       18       26        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       18       26        2 
##                       
## Value        Non    NR
## Frequency     13     5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     34     2     8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       43        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     35     7     1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       44        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1    31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Rempli_Parent Zscore        NivEtude2     CatSocioProf2 Psychia      
##  [6] Psychol       Psychotp      PsyAutre      Psychia.1     Psychol.1    
## [11] Psychotp.1    PsyAutre.1

Centre Pediatrie:

 Mucautomed_Pedia_V3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Mucautomed_Pedia_V3.csv", stringsAsFactors=TRUE)

Description automedication Oui/ non avec NA

by(Mucautomed_Pedia_V3,Mucautomed_Pedia_V3$MdtsAutomed,Hmisc::describe)
## Mucautomed_Pedia_V3$MdtsAutomed: Non
## data[x, , drop = FALSE] 
## 
##  184  Variables      30  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       30        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency        30
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       30        0        1      Oui 
##               
## Value      Oui
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       30        1    10.81    4.225    5.146    6.141 
##      .25      .50      .75      .90      .95 
##    7.980   10.775   13.928   14.808   16.127 
## 
## lowest :  4.35  4.62  5.79  6.18  6.62, highest: 14.59 14.67 16.05 16.19 17.48
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       30        0        2 
##                   
## Value        F   M
## Frequency   12  18
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       27    0.999    1.406   0.2387    1.093    1.134 
##      .25      .50      .75      .90      .95 
##    1.252    1.365    1.580    1.684    1.706 
## 
## lowest : 1.030 1.070 1.120 1.135 1.160, highest: 1.630 1.683 1.690 1.720 1.740
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       28        1       35     16.4    18.26    19.80 
##      .25      .50      .75      .90      .95 
##    23.48    30.35    44.12    55.02    61.69 
## 
## lowest : 16.0 17.0 19.8 20.4 21.3, highest: 50.0 53.5 55.0 55.2 67.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       28        1    16.86    2.661    14.30    14.79 
##      .25      .50      .75      .90      .95 
##    15.14    15.96    18.07    19.54    21.47 
## 
## lowest : 13.98 14.08 14.57 14.81 14.96, highest: 19.23 19.49 20.03 22.65 25.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       29        1       12     0.99     2011    4.128     2006     2007 
##      .25      .50      .75      .90      .95 
##     2008     2011     2014     2016     2017 
## 
## lowest : 2004 2006 2007 2008 2009, highest: 2013 2014 2015 2016 2017
##                                                                             
## Value       2004  2006  2007  2008  2009  2011  2012  2013  2014  2015  2016
## Frequency      1     1     3     3     4     4     3     1     3     2     2
## Proportion 0.034 0.034 0.103 0.103 0.138 0.138 0.103 0.034 0.103 0.069 0.069
##                 
## Value       2017
## Frequency      2
## Proportion 0.069
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##       30        0        1      Non 
##               
## Value      Non
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28        2       24    0.999    95.39     15.6    75.75    81.10 
##      .25      .50      .75      .90      .95 
##    86.75    96.50   107.25   111.60   114.30 
## 
## lowest :  63  74  79  82  85, highest: 109 111 113 115 120
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28        2       27        1     1955     1016      867      992 
##      .25      .50      .75      .90      .95 
##     1425     1805     2445     3376     3518 
## 
## lowest :    2.93  860.00  880.00 1040.00 1260.00
## highest: 3020.00 3340.00 3460.00 3550.00 3600.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       30        0        2 
##                                                 
## Value      insulino-requerant                non
## Frequency                   7                 23
## Proportion              0.233              0.767
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       29        1  -0.1037    1.049  -1.3315  -1.1230 
##      .25      .50      .75      .90      .95 
##  -0.7275  -0.1600   0.2325   0.8790   1.4220 
## 
## lowest : -1.60 -1.48 -1.15 -1.12 -1.11, highest:  0.59  0.87  0.96  1.80  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##       29        1        1        0        0        0 
##              
## Value       0
## Frequency  29
## Proportion  1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       30        0        4 
##                                                                       
## Value               > bac            bac brevet-CAP-BEP             NR
## Frequency              20              5              4              1
## Proportion          0.667          0.167          0.133          0.033
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct    value 
##        1       29        1    > bac 
##                 
## Value      > bac
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       30        0        6 
## 
## lowest :    Autre bactérie            flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia         
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          Pseudomonas aeruginosa   
## 
##    Autre bactérie (2, 0.067),    flore banale (4, 0.133),    Haemophilus
## influenzae (1, 0.033),    S aureus méti S (18, 0.600),    S maltophilia (1,
## 0.033), Pseudomonas aeruginosa (4, 0.133)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##        4       26        2 
##                                             
## Value      donnee manquante                S
## Frequency                 2                2
## Proportion              0.5              0.5
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##        3       27        3 
##                                                               
## Value         Haemophilus influenzae           S aureus méti S
## Frequency                          1                         1
## Proportion                     0.333                     0.333
##                                     
## Value                  S maltophilia
## Frequency                          1
## Proportion                     0.333
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency     26     4
## Proportion 0.867 0.133
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency      2    28
## Proportion 0.067 0.933
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       30        0        7 
## 
## lowest : agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##        5       25        3 
## 
## artisans, commercants, chefs d'entreprise (2, 0.4), cadres et professions
## intellectuelles superieures (1, 0.2), professions intermediaires (2, 0.4)
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       30        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         1        9       14        6
## Proportion    0.033    0.300    0.467    0.200
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##        8       22        1  KAFTRIO 
##                   
## Value      KAFTRIO
## Frequency        8
## Proportion       1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       30        0        1      Non 
##               
## Value      Non
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       30        0        1        0        0        0 
##              
## Value       0
## Frequency  30
## Proportion  1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       30        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    24     1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     3    11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     3     4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     3     8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    2   1   7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       30        0        3 
##                       
## Value      Non  NR Oui
## Frequency   18   3   9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       12       18        5 
## 
## lowest : anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##        4       26        2 
##                                                 
## Value                      NR protection solaire
## Frequency                   3                  1
## Proportion               0.75               0.25
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       29        1        2 
##                       
## Value         NR   Oui
## Frequency     16    13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       29        1        4 
## 
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       24        6        2 
##                                             
## Value                    NR produit efficace
## Frequency                23                1
## Proportion            0.958            0.042
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       19       11        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   3                 16
## Proportion              0.158              0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       17       13        2 
##                                                 
## Value      fabrique en Europe                 NR
## Frequency                   1                 16
## Proportion              0.059              0.941
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11    16     2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       27        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1     6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##        7       23        2 
##                       
## Value         NR   Oui
## Frequency      4     3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##        7       23        2 
##                       
## Value        Non    NR
## Frequency      3     4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     21     1     8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       30        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            2           1           8           1          18
## Proportion       0.067       0.033       0.267       0.033       0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       10       20        2 
##                                           
## Value                   NR raison medicale
## Frequency                1               9
## Proportion             0.1             0.9
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     8     2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       28        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     7     8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     7     5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      4     7     4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     7     3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       30        0        2 
##                   
## Value      Non Oui
## Frequency   18  12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     4     2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency     20    10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    24     1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     3    11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     3     4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     3     8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    2   1   7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       30        0        3 
##                       
## Value      Non  NR Oui
## Frequency   18   3   9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       12       18        5 
## 
## lowest : anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##        4       26        2 
##                                                 
## Value                      NR protection solaire
## Frequency                   3                  1
## Proportion               0.75               0.25
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       29        1        2 
##                       
## Value         NR   Oui
## Frequency     16    13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       29        1        4 
## 
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       24        6        2 
##                                             
## Value                    NR produit efficace
## Frequency                23                1
## Proportion            0.958            0.042
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       19       11        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   3                 16
## Proportion              0.158              0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       17       13        2 
##                                                 
## Value      fabrique en Europe                 NR
## Frequency                   1                 16
## Proportion              0.059              0.941
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11    16     2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       27        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1     6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##        7       23        2 
##                       
## Value         NR   Oui
## Frequency      4     3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##        7       23        2 
##                       
## Value        Non    NR
## Frequency      3     4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     21     1     8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       30        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            2           1           8           1          18
## Proportion       0.067       0.033       0.267       0.033       0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       10       20        2 
##                                           
## Value                   NR raison medicale
## Frequency                1               9
## Proportion             0.1             0.9
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     8     2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       28        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     7     8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     7     5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      4     7     4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     7     3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       30        0        2 
##                   
## Value      Non Oui
## Frequency   18  12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     4     2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency     20    10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Grossesse                                                                                                     
##  [2] TrimGro                                                                                                       
##  [3] OrganeTranspl                                                                                                 
##  [4] Colonisation_3                                                                                                
##  [5] Antalgique                                                                                                    
##  [6] antiinflammatoire..VO.ou.cutanée.                                                                             
##  [7] antispasmodique                                                                                               
##  [8] ttt.meteorisme                                                                                                
##  [9] Laxatif                                                                                                       
## [10] Antidiarrhéique                                                                                               
## [11] antiacide                                                                                                     
## [12] antiémétique                                                                                                  
## [13] spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## [14] expectorant.fluidifiant.bronchique                                                                            
## [15] bronchodilatateur                                                                                             
## [16] corticoide.cutané                                                                                             
## [17] Antiinfectieux                                                                                                
## [18] Antiseptiques                                                                                                 
## [19] antiallergique..antiHOui..                                                                                    
## [20] anxiolytique..benzodiazepine.                                                                                 
## [21] sedatifs.hypno                                                                                                
## [22] antihemorragique                                                                                              
## [23] topique.acne                                                                                                  
## [24] element.mineral.vitamines..Zinc..Mg..                                                                         
## [25] homéopathie                                                                                                   
## ------------------------------------------------------------ 
## Mucautomed_Pedia_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE] 
## 
##  184  Variables      39  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       39        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency        39
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       39        0        1      Oui 
##               
## Value      Oui
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       38        1    12.16     4.49    6.110    6.974 
##      .25      .50      .75      .90      .95 
##    9.450   12.830   15.600   16.876   17.029 
## 
## lowest :  3.51  6.11  6.35  7.13  7.85, highest: 16.85 16.98 17.00 17.29 18.83
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       39        0        2 
##                     
## Value         F    M
## Frequency    16   23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       34    0.999    1.485   0.2261    1.172    1.226 
##      .25      .50      .75      .90      .95 
##    1.328    1.540    1.655    1.716    1.722 
## 
## lowest : 0.970 1.105 1.180 1.210 1.230, highest: 1.690 1.715 1.720 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       37        1    41.99    18.34    20.40    23.24 
##      .25      .50      .75      .90      .95 
##    29.45    40.80    56.40    60.10    65.40 
## 
## lowest : 13.7 18.6 20.6 21.0 23.8, highest: 60.0 60.5 65.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       38        1    18.21    3.552    14.12    14.56 
##      .25      .50      .75      .90      .95 
##    16.01    17.48    19.46    23.46    24.56 
## 
## lowest : 13.76 14.07 14.13 14.54 14.56, highest: 23.32 24.02 24.54 24.77 27.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        1       15    0.993     2010    4.565     2005     2005 
##      .25      .50      .75      .90      .95 
##     2006     2009     2012     2015     2016 
## 
## lowest : 2003 2004 2005 2006 2007, highest: 2013 2014 2015 2016 2018
##                                                                             
## Value       2003  2004  2005  2006  2007  2008  2009  2010  2011  2012  2013
## Frequency      1     1     4     5     4     2     3     2     3     4     1
## Proportion 0.026 0.026 0.105 0.132 0.105 0.053 0.079 0.053 0.079 0.105 0.026
##                                   
## Value       2014  2015  2016  2018
## Frequency      2     3     2     1
## Proportion 0.053 0.079 0.053 0.026
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        1       28    0.999    97.74    16.84    76.55    83.40 
##      .25      .50      .75      .90      .95 
##    88.25    94.50   104.50   119.90   125.45 
## 
## lowest :  65  74  77  82  84, highest: 119 122 125 128 135
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        1       37        1     2435     1072     1081     1331 
##      .25      .50      .75      .90      .95 
##     1615     2455     3298     3469     3820 
## 
## lowest :  850 1030 1090 1310 1340, highest: 3390 3400 3630 3820 4180
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       39        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                       4                     34                      1
## Proportion                  0.103                  0.872                  0.026
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        2       36        1   0.2859    1.336   -1.194   -1.116 
##      .25      .50      .75      .90      .95 
##   -0.470    0.110    0.940    1.712    2.446 
## 
## lowest : -2.15 -1.33 -1.16 -1.14 -1.10, highest:  1.62  1.85  2.43  2.51  3.10
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##       39        0        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       39        0        5 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              19              2              8              9
## Proportion          0.487          0.051          0.205          0.231
##                          
## Value                  NR
## Frequency               1
## Proportion          0.026
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##        4       35        2 
##                       
## Value      > bac   bac
## Frequency      2     2
## Proportion   0.5   0.5
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       36        3        6 
## 
## lowest :    Achromobacter ssp         B.multivorans             flore banale              Haemophilus influenzae    S aureus méti S       
## highest:    B.multivorans             flore banale              Haemophilus influenzae    S aureus méti S        Pseudomonas aeruginosa   
## 
##    Achromobacter ssp (1, 0.028),    B.multivorans (1, 0.028),    flore banale
## (5, 0.139),    Haemophilus influenzae (1, 0.028),    S aureus méti S (22,
## 0.611), Pseudomonas aeruginosa (6, 0.167)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##        6       33        2 
##                                             
## Value      donnee manquante                S
## Frequency                 3                3
## Proportion              0.5              0.5
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##        5       34        2 
##                                                               
## Value         Haemophilus influenzae           S aureus méti S
## Frequency                          1                         4
## Proportion                       0.2                       0.8
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     33     6
## Proportion 0.846 0.154
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       39        0        2 
##                       
## Value         NR   Oui
## Frequency      1    38
## Proportion 0.026 0.974
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       38        1        6 
## 
## lowest : agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                       
## highest: artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##       11       28        6 
## 
## lowest : artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                       
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       39        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         4       11       16        8
## Proportion    0.103    0.282    0.410    0.205
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##       11       28        1  KAFTRIO 
##                   
## Value      KAFTRIO
## Frequency       11
## Proportion       1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       39        0        1      Oui 
##               
## Value      Oui
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       39        0        6    0.804    1.795    1.147 
## 
## lowest : 1 2 3 4 5, highest: 2 3 4 5 6
##                                               
## Value          1     2     3     4     5     6
## Frequency     22    10     3     2     1     1
## Proportion 0.564 0.256 0.077 0.051 0.026 0.026
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     14    25
## Proportion 0.359 0.641
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     32     7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     32     7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     35     4
## Proportion 0.897 0.103
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     32     7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       39        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      4    31     4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       39        0        2 
##                     
## Value       Non  Oui
## Frequency    16   23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     1    10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1     3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     11    12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency      9    14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     13    10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     22     1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     3    19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       22       17        7 
## 
## lowest : amelioration respiratoire                                                bien être, massage, sommeil                                              hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                    
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##        7       32        3 
## 
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency      5    15    18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       33        6        6 
## 
## lowest : avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       23       16        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       1
## Proportion                                  0.043
##                                                  
## Value                                          NR
## Frequency                                      22
## Proportion                                  0.957
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       19       20        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   1                 18
## Proportion              0.053              0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##       18       21        1       NR 
##              
## Value      NR
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     17    15     6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     28    11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     1     9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    1   1   8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       39        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            8           6          12           2          11
## Proportion       0.205       0.154       0.308       0.051       0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##        2       37        2 
##                                                         
## Value      initiative personnelle        raison medicale
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     30     3     6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     18     5    16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     22     1    16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     31     4     4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      4    31     4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       39        0        2 
##                     
## Value       Non  Oui
## Frequency    16   23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     1    10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1     3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     11    12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency      9    14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     13    10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     22     1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     3    19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       22       17        7 
## 
## lowest : amelioration respiratoire                                                bien être, massage, sommeil                                              hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                    
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##        7       32        3 
## 
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency      5    15    18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       33        6        6 
## 
## lowest : avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       23       16        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       1
## Proportion                                  0.043
##                                                  
## Value                                          NR
## Frequency                                      22
## Proportion                                  0.957
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       19       20        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   1                 18
## Proportion              0.053              0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##       18       21        1       NR 
##              
## Value      NR
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     17    15     6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     28    11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     1     9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    1   1   8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       39        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            8           6          12           2          11
## Proportion       0.205       0.154       0.308       0.051       0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##        2       37        2 
##                                                         
## Value      initiative personnelle        raison medicale
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     30     3     6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     18     5    16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     22     1    16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     31     4     4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Grossesse      TrimGro        OrganeTranspl  Colonisation_3

Description automedication Oui/ non sans NA

by(Mucautomed_Pedia_V3,Mucautomed_Pedia_V3$MdtsAutomed,na.delete=TRUE, Hmisc::describe)
## Mucautomed_Pedia_V3$MdtsAutomed: Non
## data[x, , drop = FALSE] 
## 
##  184  Variables      30  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       30        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency        30
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       30        0        1      Oui 
##               
## Value      Oui
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       30        1    10.81    4.225    5.146    6.141 
##      .25      .50      .75      .90      .95 
##    7.980   10.775   13.928   14.808   16.127 
## 
## lowest :  4.35  4.62  5.79  6.18  6.62, highest: 14.59 14.67 16.05 16.19 17.48
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       30        0        2 
##                   
## Value        F   M
## Frequency   12  18
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       27    0.999    1.406   0.2387    1.093    1.134 
##      .25      .50      .75      .90      .95 
##    1.252    1.365    1.580    1.684    1.706 
## 
## lowest : 1.030 1.070 1.120 1.135 1.160, highest: 1.630 1.683 1.690 1.720 1.740
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       28        1       35     16.4    18.26    19.80 
##      .25      .50      .75      .90      .95 
##    23.48    30.35    44.12    55.02    61.69 
## 
## lowest : 16.0 17.0 19.8 20.4 21.3, highest: 50.0 53.5 55.0 55.2 67.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       28        1    16.86    2.661    14.30    14.79 
##      .25      .50      .75      .90      .95 
##    15.14    15.96    18.07    19.54    21.47 
## 
## lowest : 13.98 14.08 14.57 14.81 14.96, highest: 19.23 19.49 20.03 22.65 25.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       29        1       12     0.99     2011    4.128     2006     2007 
##      .25      .50      .75      .90      .95 
##     2008     2011     2014     2016     2017 
## 
## lowest : 2004 2006 2007 2008 2009, highest: 2013 2014 2015 2016 2017
##                                                                             
## Value       2004  2006  2007  2008  2009  2011  2012  2013  2014  2015  2016
## Frequency      1     1     3     3     4     4     3     1     3     2     2
## Proportion 0.034 0.034 0.103 0.103 0.138 0.138 0.103 0.034 0.103 0.069 0.069
##                 
## Value       2017
## Frequency      2
## Proportion 0.069
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##       30        0        1      Non 
##               
## Value      Non
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28        2       24    0.999    95.39     15.6    75.75    81.10 
##      .25      .50      .75      .90      .95 
##    86.75    96.50   107.25   111.60   114.30 
## 
## lowest :  63  74  79  82  85, highest: 109 111 113 115 120
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       28        2       27        1     1955     1016      867      992 
##      .25      .50      .75      .90      .95 
##     1425     1805     2445     3376     3518 
## 
## lowest :    2.93  860.00  880.00 1040.00 1260.00
## highest: 3020.00 3340.00 3460.00 3550.00 3600.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       30        0        2 
##                                                 
## Value      insulino-requerant                non
## Frequency                   7                 23
## Proportion              0.233              0.767
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30        0       29        1  -0.1037    1.049  -1.3315  -1.1230 
##      .25      .50      .75      .90      .95 
##  -0.7275  -0.1600   0.2325   0.8790   1.4220 
## 
## lowest : -1.60 -1.48 -1.15 -1.12 -1.11, highest:  0.59  0.87  0.96  1.80  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##       29        1        1        0        0        0 
##              
## Value       0
## Frequency  29
## Proportion  1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       30        0        4 
##                                                                       
## Value               > bac            bac brevet-CAP-BEP             NR
## Frequency              20              5              4              1
## Proportion          0.667          0.167          0.133          0.033
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct    value 
##        1       29        1    > bac 
##                 
## Value      > bac
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       30        0        6 
## 
## lowest :    Autre bactérie            flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia         
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          Pseudomonas aeruginosa   
## 
##    Autre bactérie (2, 0.067),    flore banale (4, 0.133),    Haemophilus
## influenzae (1, 0.033),    S aureus méti S (18, 0.600),    S maltophilia (1,
## 0.033), Pseudomonas aeruginosa (4, 0.133)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##        4       26        2 
##                                             
## Value      donnee manquante                S
## Frequency                 2                2
## Proportion              0.5              0.5
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##        3       27        3 
##                                                               
## Value         Haemophilus influenzae           S aureus méti S
## Frequency                          1                         1
## Proportion                     0.333                     0.333
##                                     
## Value                  S maltophilia
## Frequency                          1
## Proportion                     0.333
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency     26     4
## Proportion 0.867 0.133
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency      2    28
## Proportion 0.067 0.933
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       30        0        7 
## 
## lowest : agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                         
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##        5       25        3 
## 
## artisans, commercants, chefs d'entreprise (2, 0.4), cadres et professions
## intellectuelles superieures (1, 0.2), professions intermediaires (2, 0.4)
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       30        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         1        9       14        6
## Proportion    0.033    0.300    0.467    0.200
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##        8       22        1  KAFTRIO 
##                   
## Value      KAFTRIO
## Frequency        8
## Proportion       1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       30        0        1      Non 
##               
## Value      Non
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       30        0        1        0        0        0 
##              
## Value       0
## Frequency  30
## Proportion  1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       30        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    24     1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     3    11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     3     4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     3     8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    2   1   7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       30        0        3 
##                       
## Value      Non  NR Oui
## Frequency   18   3   9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       12       18        5 
## 
## lowest : anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##        4       26        2 
##                                                 
## Value                      NR protection solaire
## Frequency                   3                  1
## Proportion               0.75               0.25
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       29        1        2 
##                       
## Value         NR   Oui
## Frequency     16    13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       29        1        4 
## 
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       24        6        2 
##                                             
## Value                    NR produit efficace
## Frequency                23                1
## Proportion            0.958            0.042
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       19       11        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   3                 16
## Proportion              0.158              0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       17       13        2 
##                                                 
## Value      fabrique en Europe                 NR
## Frequency                   1                 16
## Proportion              0.059              0.941
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11    16     2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       27        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1     6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##        7       23        2 
##                       
## Value         NR   Oui
## Frequency      4     3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##        7       23        2 
##                       
## Value        Non    NR
## Frequency      3     4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     21     1     8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       30        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            2           1           8           1          18
## Proportion       0.067       0.033       0.267       0.033       0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       10       20        2 
##                                           
## Value                   NR raison medicale
## Frequency                1               9
## Proportion             0.1             0.9
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     8     2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       28        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     7     8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     7     5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      4     7     4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     7     3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       30        0        2 
##                   
## Value      Non Oui
## Frequency   18  12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     4     2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency     20    10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    24     1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     3    11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     3     4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       21        9        2 
##                       
## Value        Non    NR
## Frequency     18     3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       21        9        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     3     8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    2   1   7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    4   1   5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    7   1   2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       10       20        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    5   1   4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       10       20        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       30        0        3 
##                       
## Value      Non  NR Oui
## Frequency   18   3   9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       12       18        5 
## 
## lowest : anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## highest: anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##        4       26        2 
##                                                 
## Value                      NR protection solaire
## Frequency                   3                  1
## Proportion               0.75               0.25
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       29        1        2 
##                       
## Value         NR   Oui
## Frequency     16    13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       29        1        4 
## 
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       24        6        2 
##                                             
## Value                    NR produit efficace
## Frequency                23                1
## Proportion            0.958            0.042
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       19       11        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   3                 16
## Proportion              0.158              0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       17       13        2 
##                                                 
## Value      fabrique en Europe                 NR
## Frequency                   1                 16
## Proportion              0.059              0.941
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       29        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     11    16     2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       27        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     10    16     1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1     6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##        7       23        2 
##                       
## Value         NR   Oui
## Frequency      4     3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##        7       23        2 
##                       
## Value        Non    NR
## Frequency      3     4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##        7       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     1     9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     1     1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non    NR
## Frequency     29     1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     21     1     8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       30        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            2           1           8           1          18
## Proportion       0.067       0.033       0.267       0.033       0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       10       20        2 
##                                           
## Value                   NR raison medicale
## Frequency                1               9
## Proportion             0.1             0.9
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     20     8     2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       28        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     13     7     8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     7     5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      4     7     4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       15       15        2 
##                       
## Value        Non    NR
## Frequency      8     7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     7     3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       15       15        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     7     1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       30        0        2 
##                   
## Value      Non Oui
## Frequency   18  12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       30        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     24     4     2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       30        0        2 
##                       
## Value        Non   Oui
## Frequency     20    10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Grossesse                                                                                                     
##  [2] TrimGro                                                                                                       
##  [3] OrganeTranspl                                                                                                 
##  [4] Colonisation_3                                                                                                
##  [5] Antalgique                                                                                                    
##  [6] antiinflammatoire..VO.ou.cutanée.                                                                             
##  [7] antispasmodique                                                                                               
##  [8] ttt.meteorisme                                                                                                
##  [9] Laxatif                                                                                                       
## [10] Antidiarrhéique                                                                                               
## [11] antiacide                                                                                                     
## [12] antiémétique                                                                                                  
## [13] spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## [14] expectorant.fluidifiant.bronchique                                                                            
## [15] bronchodilatateur                                                                                             
## [16] corticoide.cutané                                                                                             
## [17] Antiinfectieux                                                                                                
## [18] Antiseptiques                                                                                                 
## [19] antiallergique..antiHOui..                                                                                    
## [20] anxiolytique..benzodiazepine.                                                                                 
## [21] sedatifs.hypno                                                                                                
## [22] antihemorragique                                                                                              
## [23] topique.acne                                                                                                  
## [24] element.mineral.vitamines..Zinc..Mg..                                                                         
## [25] homéopathie                                                                                                   
## ------------------------------------------------------------ 
## Mucautomed_Pedia_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE] 
## 
##  184  Variables      39  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##       39        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency        39
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       39        0        1      Oui 
##               
## Value      Oui
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       38        1    12.16     4.49    6.110    6.974 
##      .25      .50      .75      .90      .95 
##    9.450   12.830   15.600   16.876   17.029 
## 
## lowest :  3.51  6.11  6.35  7.13  7.85, highest: 16.85 16.98 17.00 17.29 18.83
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       39        0        2 
##                     
## Value         F    M
## Frequency    16   23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       34    0.999    1.485   0.2261    1.172    1.226 
##      .25      .50      .75      .90      .95 
##    1.328    1.540    1.655    1.716    1.722 
## 
## lowest : 0.970 1.105 1.180 1.210 1.230, highest: 1.690 1.715 1.720 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       37        1    41.99    18.34    20.40    23.24 
##      .25      .50      .75      .90      .95 
##    29.45    40.80    56.40    60.10    65.40 
## 
## lowest : 13.7 18.6 20.6 21.0 23.8, highest: 60.0 60.5 65.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       39        0       38        1    18.21    3.552    14.12    14.56 
##      .25      .50      .75      .90      .95 
##    16.01    17.48    19.46    23.46    24.56 
## 
## lowest : 13.76 14.07 14.13 14.54 14.56, highest: 23.32 24.02 24.54 24.77 27.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        1       15    0.993     2010    4.565     2005     2005 
##      .25      .50      .75      .90      .95 
##     2006     2009     2012     2015     2016 
## 
## lowest : 2003 2004 2005 2006 2007, highest: 2013 2014 2015 2016 2018
##                                                                             
## Value       2003  2004  2005  2006  2007  2008  2009  2010  2011  2012  2013
## Frequency      1     1     4     5     4     2     3     2     3     4     1
## Proportion 0.026 0.026 0.105 0.132 0.105 0.053 0.079 0.053 0.079 0.105 0.026
##                                   
## Value       2014  2015  2016  2018
## Frequency      2     3     2     1
## Proportion 0.053 0.079 0.053 0.026
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## VEMS.pource 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        1       28    0.999    97.74    16.84    76.55    83.40 
##      .25      .50      .75      .90      .95 
##    88.25    94.50   104.50   119.90   125.45 
## 
## lowest :  65  74  77  82  84, highest: 119 122 125 128 135
## --------------------------------------------------------------------------------
## VEMS_ml 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        1       37        1     2435     1072     1081     1331 
##      .25      .50      .75      .90      .95 
##     1615     2455     3298     3469     3820 
## 
## lowest :  850 1030 1090 1310 1340, highest: 3390 3400 3630 3820 4180
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       39        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                       4                     34                      1
## Proportion                  0.103                  0.872                  0.026
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        2       36        1   0.2859    1.336   -1.194   -1.116 
##      .25      .50      .75      .90      .95 
##   -0.470    0.110    0.940    1.712    2.446 
## 
## lowest : -2.15 -1.33 -1.16 -1.14 -1.10, highest:  1.62  1.85  2.43  2.51  3.10
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info     Mean      Gmd 
##       39        0        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       39        0        5 
## 
## lowest : > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value               > bac aucun ou < CEP            bac brevet-CAP-BEP
## Frequency              19              2              8              9
## Proportion          0.487          0.051          0.205          0.231
##                          
## Value                  NR
## Frequency               1
## Proportion          0.026
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##        4       35        2 
##                       
## Value      > bac   bac
## Frequency      2     2
## Proportion   0.5   0.5
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       36        3        6 
## 
## lowest :    Achromobacter ssp         B.multivorans             flore banale              Haemophilus influenzae    S aureus méti S       
## highest:    B.multivorans             flore banale              Haemophilus influenzae    S aureus méti S        Pseudomonas aeruginosa   
## 
##    Achromobacter ssp (1, 0.028),    B.multivorans (1, 0.028),    flore banale
## (5, 0.139),    Haemophilus influenzae (1, 0.028),    S aureus méti S (22,
## 0.611), Pseudomonas aeruginosa (6, 0.167)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##        6       33        2 
##                                             
## Value      donnee manquante                S
## Frequency                 3                3
## Proportion              0.5              0.5
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##        5       34        2 
##                                                               
## Value         Haemophilus influenzae           S aureus méti S
## Frequency                          1                         4
## Proportion                       0.2                       0.8
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     33     6
## Proportion 0.846 0.154
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       39        0        2 
##                       
## Value         NR   Oui
## Frequency      1    38
## Proportion 0.026 0.974
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       38        1        6 
## 
## lowest : agriculteurs exploitants                          artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                       
## highest: artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##       11       28        6 
## 
## lowest : artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                       
## highest: cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       39        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         4       11       16        8
## Proportion    0.103    0.282    0.410    0.205
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct    value 
##       11       28        1  KAFTRIO 
##                   
## Value      KAFTRIO
## Frequency       11
## Proportion       1
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct    value 
##       39        0        1      Oui 
##               
## Value      Oui
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       39        0        6    0.804    1.795    1.147 
## 
## lowest : 1 2 3 4 5, highest: 2 3 4 5 6
##                                               
## Value          1     2     3     4     5     6
## Frequency     22    10     3     2     1     1
## Proportion 0.564 0.256 0.077 0.051 0.026 0.026
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     14    25
## Proportion 0.359 0.641
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     32     7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     32     7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     35     4
## Proportion 0.897 0.103
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui.. 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     32     7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       39        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      4    31     4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       39        0        2 
##                     
## Value       Non  Oui
## Frequency    16   23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     1    10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1     3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     11    12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency      9    14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     13    10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     22     1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     3    19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       22       17        7 
## 
## lowest : amelioration respiratoire                                                bien être, massage, sommeil                                              hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                    
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##        7       32        3 
## 
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency      5    15    18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       33        6        6 
## 
## lowest : avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       23       16        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       1
## Proportion                                  0.043
##                                                  
## Value                                          NR
## Frequency                                      22
## Proportion                                  0.957
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       19       20        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   1                 18
## Proportion              0.053              0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##       18       21        1       NR 
##              
## Value      NR
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     17    15     6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     28    11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     1     9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    1   1   8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       39        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            8           6          12           2          11
## Proportion       0.205       0.154       0.308       0.051       0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##        2       37        2 
##                                                         
## Value      initiative personnelle        raison medicale
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     30     3     6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     18     5    16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     22     1    16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     31     4     4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      4    31     4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       39        0        2 
##                     
## Value       Non  Oui
## Frequency    16   23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency      5     1    10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     14     1     1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       16       23        2 
##                       
## Value        Non    NR
## Frequency     15     1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       16       23        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1     3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     11    12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency      9    14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     19     4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     13    10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     22     1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     17     6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct    value 
##       23       16        1      Non 
##               
## Value      Non
## Frequency   23
## Proportion   1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       23       16        2 
##                       
## Value        Non   Oui
## Frequency     21     2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     3    19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       22       17        7 
## 
## lowest : amelioration respiratoire                                                bien être, massage, sommeil                                              hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                    
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 nettoyage de la peau                                                     NR                                                                       prise en charge d'un traumatisme benin                                  
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##        7       32        3 
## 
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency      5    15    18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       33        6        6 
## 
## lowest : avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                          
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible                       NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       23       16        2 
##                                                  
## Value      avis, retours, conseils sur ce produit
## Frequency                                       1
## Proportion                                  0.043
##                                                  
## Value                                          NR
## Frequency                                      22
## Proportion                                  0.957
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       19       20        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   1                 18
## Proportion              0.053              0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##       18       21        1       NR 
##              
## Value      NR
## Frequency  18
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     17    15     6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       38        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     19    15     4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     28    11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     36     3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     1     9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    1   1   8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       10       29        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       10       29        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     38     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct    value 
##       39        0        1      Non 
##               
## Value      Non
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       39        0        2 
##                       
## Value        Non   Oui
## Frequency     37     2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       39        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            8           6          12           2          11
## Proportion       0.205       0.154       0.308       0.051       0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##        2       37        2 
##                                                         
## Value      initiative personnelle        raison medicale
## Frequency                       1                      1
## Proportion                    0.5                    0.5
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     30     3     6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     18     5    16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     11     5     5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     5     8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       21       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     5     1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       21       18        2 
##                       
## Value        Non    NR
## Frequency     16     5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     22     1    16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     31     4     4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       39        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     1    15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] Grossesse      TrimGro        OrganeTranspl  Colonisation_3

Calculs supplementaires automedication

population générale

update_09_22 <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/update_09_22.csv", sep=";", stringsAsFactors=TRUE)

verification de la normalité des donnée pour le choix du test

table(update_09_22$Automed.,update_09_22$Centre)
##      
##       adulte pediatrie
##   Non     20        30
##   Oui     44        39

les conditions de validité sont respectées -> test Xi²

test : automediaction

chisq.test(update_09_22$Automed.,update_09_22$Centre)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_09_22$Automed. and update_09_22$Centre
## X-squared = 1.6271, df = 1, p-value = 0.2021

test : medecine Complementaire

chisq.test(update_09_22$MedCompl.,update_09_22$Centre)
## 
##  Pearson's Chi-squared test
## 
## data:  update_09_22$MedCompl. and update_09_22$Centre
## X-squared = 2.0502, df = 2, p-value = 0.3588

visualisation des données en pourcentage:

chisq.test(update_09_22$MedCompl.,update_09_22$Centre)$expected
##                       update_09_22$Centre
## update_09_22$MedCompl.    adulte pediatrie
##                    DM   0.481203  0.518797
##                    Non 30.796992 33.203008
##                    Oui 32.721805 35.278195

Medecine comple

verification de la normalité des donnée pour le choix du test

table(update_09_22$MedCompl.,update_09_22$Centre)
##      
##       adulte pediatrie
##   DM       0         1
##   Non     28        36
##   Oui     36        32

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_09_22$MedCompl.,update_09_22$Centre)$expected
##                       update_09_22$Centre
## update_09_22$MedCompl.    adulte pediatrie
##                    DM   0.481203  0.518797
##                    Non 30.796992 33.203008
##                    Oui 32.721805 35.278195

test :

chisq.test(update_09_22$MedCompl.,update_09_22$Centre)
## 
##  Pearson's Chi-squared test
## 
## data:  update_09_22$MedCompl. and update_09_22$Centre
## X-squared = 2.0502, df = 2, p-value = 0.3588

Adulte

update_adulte <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/update_adulte.csv", sep=";", stringsAsFactors=TRUE)

comparaison selon le sexe:

verification de la normalité des donnée pour le choix du test

table(update_adulte$Automed.,update_adulte$Genre)
##      
##        F  M
##   Non 10 10
##   Oui 27 17

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_adulte$Automed.,update_adulte$Genre)$expected
##                       update_adulte$Genre
## update_adulte$Automed.       F       M
##                    Non 11.5625  8.4375
##                    Oui 25.4375 18.5625

test :

chisq.test(update_adulte$Automed.,update_adulte$Genre)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$Automed. and update_adulte$Genre
## X-squared = 0.33663, df = 1, p-value = 0.5618

comparaison selon la colonisation:

verification de la normalité des donnée pour le choix du test

table(update_adulte$Automed.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
##      
##       Non Oui
##   Non   7  10
##   Oui   8  17

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_adulte$Automed.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##                       
## update_adulte$Automed.      Non      Oui
##                    Non 6.071429 10.92857
##                    Oui 8.928571 16.07143

test :

chisq.test(update_adulte$Automed.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$Automed. and update_adulte$Colonisation_P_aeruginosa_SARM.oui.non
## X-squared = 0.079059, df = 1, p-value = 0.7786

comparaison selon traitement modulateur CFTR:

verification de la normalité des donnée pour le choix du test

table(update_adulte$Automed.,update_adulte$modulateur_.CFTR.)
##      
##       Non Oui
##   Non   8  12
##   Oui  18  26

les conditions de validité sont respectées -> test Xi²

visualisation des données tab de contingence:

chisq.test(update_adulte$Automed.,update_adulte$modulateur_.CFTR.)$expected
##                       
## update_adulte$Automed.    Non    Oui
##                    Non  8.125 11.875
##                    Oui 17.875 26.125

test :

chisq.test(update_adulte$Automed.,update_adulte$modulateur_.CFTR.)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$Automed. and update_adulte$modulateur_.CFTR.
## X-squared = 0, df = 1, p-value = 1

comparaison selon recours aux produits de médecine complementaire:

verification de la normalité des donnée pour le choix du test

table(update_adulte$Automed.,update_adulte$MedCompl.)
##      
##       Non Oui
##   Non  11   9
##   Oui  17  27

les conditions de validité sont respectées -> test Xi²

visualisation des données tab de contingence:

chisq.test(update_adulte$Automed.,update_adulte$MedCompl.)$expected
##                       update_adulte$MedCompl.
## update_adulte$Automed.   Non   Oui
##                    Non  8.75 11.25
##                    Oui 19.25 24.75

test :

chisq.test(update_adulte$Automed.,update_adulte$MedCompl.)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$Automed. and update_adulte$MedCompl.
## X-squared = 0.90505, df = 1, p-value = 0.3414

comparaison selon categorie socio-professionnelle:

verification de la normalité des donnée pour le choix du test

table(update_adulte$Automed.,update_adulte$CatSocioProf1)
##      
##       agriculteurs exploitants artisans, commercants, chefs d'entreprise
##   Non                        1                                         1
##   Oui                        0                                         7
##      
##       cadres et professions intellectuelles superieures employes ouvriers
##   Non                                                 2        7        0
##   Oui                                                 7       12        2
##      
##       professions intermediaires sans activite professionnelle
##   Non                          3                             6
##   Oui                          6                            10

les conditions de validité ne sont respectées -> test de fisher

visualisation des données tab de contingence:

chisq.test(update_adulte$Automed.,update_adulte$CatSocioProf1)$expected
##                       update_adulte$CatSocioProf1
## update_adulte$Automed. agriculteurs exploitants
##                    Non                   0.3125
##                    Oui                   0.6875
##                       update_adulte$CatSocioProf1
## update_adulte$Automed. artisans, commercants, chefs d'entreprise
##                    Non                                       2.5
##                    Oui                                       5.5
##                       update_adulte$CatSocioProf1
## update_adulte$Automed. cadres et professions intellectuelles superieures
##                    Non                                            2.8125
##                    Oui                                            6.1875
##                       update_adulte$CatSocioProf1
## update_adulte$Automed. employes ouvriers professions intermediaires
##                    Non   5.9375    0.625                     2.8125
##                    Oui  13.0625    1.375                     6.1875
##                       update_adulte$CatSocioProf1
## update_adulte$Automed. sans activite professionnelle
##                    Non                             5
##                    Oui                            11

test :

fisher.test(update_adulte$Automed.,update_adulte$CatSocioProf1)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_adulte$Automed. and update_adulte$CatSocioProf1
## p-value = 0.6039
## alternative hypothesis: two.sided

Pediatrie

update_pedia <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/update_pedia.csv", sep=";", stringsAsFactors=TRUE)

comparaison selon le sexe:

verification de la normalité des donnée pour le choix du test

table(update_pedia$Automed.,update_pedia$Genre)
##      
##        F  M
##   Non 12 18
##   Oui 16 23

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_pedia$Automed.,update_pedia$Genre)$expected
##                      update_pedia$Genre
## update_pedia$Automed.        F        M
##                   Non 12.17391 17.82609
##                   Oui 15.82609 23.17391

test :

chisq.test(update_pedia$Automed.,update_pedia$Genre)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_pedia$Automed. and update_pedia$Genre
## X-squared = 0, df = 1, p-value = 1

comparaison selon la colonisation:

verification de la normalité des donnée pour le choix du test

table(update_pedia$Automed.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
##      
##       Non Oui
##   Non  26   4
##   Oui  30   6

les conditions de validité ne sont pas respectées -> test de fisher

visualisation des données en pourcentage:

chisq.test(update_pedia$Automed.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##                      
## update_pedia$Automed.      Non      Oui
##                   Non 25.45455 4.545455
##                   Oui 30.54545 5.454545

test :

fisher.test(update_pedia$Automed.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_pedia$Automed. and update_pedia$Colonisation_P_aeruginosa_SARM.oui.non
## p-value = 0.7454
## alternative hypothesis: true odds ratio is not equal to 1
## 95 percent confidence interval:
##  0.272145 6.950750
## sample estimates:
## odds ratio 
##    1.29489

comparaison selon traitement modulateur CFTR:

verification de la normalité des donnée pour le choix du test

table(update_pedia$Automed.,update_pedia$modulateur_.CFTR.)
##      
##       Non Oui
##   Non  14  16
##   Oui  16  23

les conditions de validité sont respectées -> test Xi²

visualisation des données tab de contingence:

chisq.test(update_pedia$Automed.,update_pedia$modulateur_.CFTR.)$expected
##                      update_pedia$modulateur_.CFTR.
## update_pedia$Automed.      Non      Oui
##                   Non 13.04348 16.95652
##                   Oui 16.95652 22.04348

test :

chisq.test(update_pedia$Automed.,update_pedia$modulateur_.CFTR.)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_pedia$Automed. and update_pedia$modulateur_.CFTR.
## X-squared = 0.050015, df = 1, p-value = 0.823

comparaison selon recours aux produits de médecine complementaire:

verification de la normalité des donnée pour le choix du test

table(update_pedia$Automed.,update_pedia$MedCompl.)
##      
##       Non Oui
##   Non  20   9
##   Oui  16  23

les conditions de validité sont respectées -> test Xi²

visualisation des données tab de contingence:

chisq.test(update_pedia$Automed.,update_pedia$MedCompl.)$expected
##                      update_pedia$MedCompl.
## update_pedia$Automed.      Non      Oui
##                   Non 15.35294 13.64706
##                   Oui 20.64706 18.35294

test :

chisq.test(update_pedia$Automed.,update_pedia$MedCompl.)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_pedia$Automed. and update_pedia$MedCompl.
## X-squared = 4.1504, df = 1, p-value = 0.04162

comparaison selon categorie socio-professionnelle:

verification de la normalité des donnée pour le choix du test

table(update_pedia$Automed.,update_pedia$CatSocioProf1)
##      
##       agriculteurs exploitants artisans, commercants, chefs d'entreprise
##   Non                        1                                         2
##   Oui                        1                                         4
##      
##       cadres et professions intellectuelles superieures employes ouvriers
##   Non                                                 8       10        1
##   Oui                                                 9       10        0
##      
##       professions intermediaires sans activite professionnelle
##   Non                          5                             3
##   Oui                          9                             5

les conditions de validité ne sont respectées -> test de fisher

visualisation des données tab de contingence:

chisq.test(update_pedia$Automed.,update_pedia$CatSocioProf1)$expected
##                      update_pedia$CatSocioProf1
## update_pedia$Automed. agriculteurs exploitants
##                   Non                0.8823529
##                   Oui                1.1176471
##                      update_pedia$CatSocioProf1
## update_pedia$Automed. artisans, commercants, chefs d'entreprise
##                   Non                                  2.647059
##                   Oui                                  3.352941
##                      update_pedia$CatSocioProf1
## update_pedia$Automed. cadres et professions intellectuelles superieures
##                   Non                                               7.5
##                   Oui                                               9.5
##                      update_pedia$CatSocioProf1
## update_pedia$Automed.  employes  ouvriers professions intermediaires
##                   Non  8.823529 0.4411765                   6.176471
##                   Oui 11.176471 0.5588235                   7.823529
##                      update_pedia$CatSocioProf1
## update_pedia$Automed. sans activite professionnelle
##                   Non                      3.529412
##                   Oui                      4.470588

test :

fisher.test(update_pedia$Automed.,update_pedia$CatSocioProf1)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_pedia$Automed. and update_pedia$CatSocioProf1
## p-value = 0.9284
## alternative hypothesis: two.sided

calculs selon_ttt medecine complementaire

Adulte

Comaraison selon le sexe

verification de la normalité des donnée pour le choix du test

table(update_adulte$MedCompl.,update_adulte$Genre)
##      
##        F  M
##   Non 14 14
##   Oui 23 13

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_adulte$MedCompl.,update_adulte$Genre)$expected
##                        update_adulte$Genre
## update_adulte$MedCompl.       F       M
##                     Non 16.1875 11.8125
##                     Oui 20.8125 15.1875

test :

chisq.test(update_adulte$MedCompl.,update_adulte$Genre)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$MedCompl. and update_adulte$Genre
## X-squared = 0.74131, df = 1, p-value = 0.3892

comparaison selon la colonisation:

verification de la normalité des donnée pour le choix du test

table(update_adulte$MedCompl.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
##      
##       Non Oui
##   Non   5  15
##   Oui  10  12

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_adulte$MedCompl.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##                        
## update_adulte$MedCompl.      Non      Oui
##                     Non 7.142857 12.85714
##                     Oui 7.857143 14.14286

test :

chisq.test(update_adulte$MedCompl.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$MedCompl. and update_adulte$Colonisation_P_aeruginosa_SARM.oui.non
## X-squared = 1.1221, df = 1, p-value = 0.2895

comparaison selon traitement modulateur CFTR:

verification de la normalité des donnée pour le choix du test

table(update_adulte$MedCompl.,update_adulte$modulateur_.CFTR.)
##      
##       Non Oui
##   Non  12  16
##   Oui  14  22

les conditions de validité sont respectées -> test Xi²

visualisation des données tab de contingence:

chisq.test(update_adulte$MedCompl.,update_adulte$modulateur_.CFTR.)$expected
##                        
## update_adulte$MedCompl.    Non    Oui
##                     Non 11.375 16.625
##                     Oui 14.625 21.375

test :

chisq.test(update_adulte$MedCompl.,update_adulte$modulateur_.CFTR.)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_adulte$MedCompl. and update_adulte$modulateur_.CFTR.
## X-squared = 0.0041128, df = 1, p-value = 0.9489

comparaison selon categorie socio-professionnelle:

verification de la normalité des donnée pour le choix du test

table(update_adulte$MedCompl.,update_adulte$CatSocioProf1)
##      
##       agriculteurs exploitants artisans, commercants, chefs d'entreprise
##   Non                        1                                         3
##   Oui                        0                                         5
##      
##       cadres et professions intellectuelles superieures employes ouvriers
##   Non                                                 4        6        2
##   Oui                                                 5       13        0
##      
##       professions intermediaires sans activite professionnelle
##   Non                          3                             9
##   Oui                          6                             7

les conditions de validité ne sont respectées -> test de fisher

visualisation des données tab de contingence:

chisq.test(update_adulte$MedCompl.,update_adulte$CatSocioProf1)$expected
##                        update_adulte$CatSocioProf1
## update_adulte$MedCompl. agriculteurs exploitants
##                     Non                   0.4375
##                     Oui                   0.5625
##                        update_adulte$CatSocioProf1
## update_adulte$MedCompl. artisans, commercants, chefs d'entreprise
##                     Non                                       3.5
##                     Oui                                       4.5
##                        update_adulte$CatSocioProf1
## update_adulte$MedCompl. cadres et professions intellectuelles superieures
##                     Non                                            3.9375
##                     Oui                                            5.0625
##                        update_adulte$CatSocioProf1
## update_adulte$MedCompl. employes ouvriers professions intermediaires
##                     Non   8.3125    0.875                     3.9375
##                     Oui  10.6875    1.125                     5.0625
##                        update_adulte$CatSocioProf1
## update_adulte$MedCompl. sans activite professionnelle
##                     Non                             7
##                     Oui                             9

test :

fisher.test(update_adulte$MedCompl.,update_adulte$CatSocioProf1)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_adulte$MedCompl. and update_adulte$CatSocioProf1
## p-value = 0.4021
## alternative hypothesis: two.sided

Adulte

comparaison selon le sexe:

Pediatrie

comparaison selon le sexe:

verification de la normalité des donnée pour le choix du test

table(update_pedia$MedCompl.,update_pedia$Genre)
##      
##        F  M
##   Non 12 24
##   Oui 16 16

les conditions de validité sont respectées -> test Xi²

visualisation des données en pourcentage:

chisq.test(update_pedia$MedCompl.,update_pedia$Genre)$expected
##                       update_pedia$Genre
## update_pedia$MedCompl.        F        M
##                    Non 14.82353 21.17647
##                    Oui 13.17647 18.82353

test :

chisq.test(update_pedia$MedCompl.,update_pedia$Genre)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_pedia$MedCompl. and update_pedia$Genre
## X-squared = 1.3157, df = 1, p-value = 0.2514

comparaison selon la colonisation:

verification de la normalité des donnée pour le choix du test

table(update_pedia$MedCompl.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
##      
##       Non Oui
##   Non  28   6
##   Oui  27   4

les conditions de validité ne sont pas respectées -> test de fisher

visualisation des données en pourcentage:

chisq.test(update_pedia$MedCompl.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##                       
## update_pedia$MedCompl.      Non      Oui
##                    Non 28.76923 5.230769
##                    Oui 26.23077 4.769231

test :

fisher.test(update_pedia$MedCompl.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_pedia$MedCompl. and update_pedia$Colonisation_P_aeruginosa_SARM.oui.non
## p-value = 0.7359
## alternative hypothesis: true odds ratio is not equal to 1
## 95 percent confidence interval:
##  0.1292926 3.3119944
## sample estimates:
## odds ratio 
##  0.6952652

comparaison selon traitement modulateur CFTR:

verification de la normalité des donnée pour le choix du test

table(update_pedia$MedCompl.,update_pedia$modulateur_.CFTR.)
##      
##       Non Oui
##   Non  19  17
##   Oui  10  22

les conditions de validité sont respectées -> test Xi²

visualisation des données tab de contingence:

chisq.test(update_pedia$MedCompl.,update_pedia$modulateur_.CFTR.)$expected
##                       update_pedia$modulateur_.CFTR.
## update_pedia$MedCompl.      Non      Oui
##                    Non 15.35294 20.64706
##                    Oui 13.64706 18.35294

test :

chisq.test(update_pedia$MedCompl.,update_pedia$modulateur_.CFTR.)
## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  update_pedia$MedCompl. and update_pedia$modulateur_.CFTR.
## X-squared = 2.3901, df = 1, p-value = 0.1221

comparaison selon categorie socio-professionnelle:

verification de la normalité des donnée pour le choix du test

table(update_pedia$MedCompl.,update_pedia$CatSocioProf1)
##      
##       agriculteurs exploitants artisans, commercants, chefs d'entreprise
##   Non                        1                                         4
##   Oui                        1                                         2
##      
##       cadres et professions intellectuelles superieures employes ouvriers
##   Non                                                10        8        1
##   Oui                                                 7       12        0
##      
##       professions intermediaires sans activite professionnelle
##   Non                          8                             3
##   Oui                          5                             5

les conditions de validité ne sont respectées -> test de fisher

visualisation des données tab de contingence:

chisq.test(update_pedia$MedCompl.,update_pedia$CatSocioProf1)$expected
##                       update_pedia$CatSocioProf1
## update_pedia$MedCompl. agriculteurs exploitants
##                    Non                1.0447761
##                    Oui                0.9552239
##                       update_pedia$CatSocioProf1
## update_pedia$MedCompl. artisans, commercants, chefs d'entreprise
##                    Non                                  3.134328
##                    Oui                                  2.865672
##                       update_pedia$CatSocioProf1
## update_pedia$MedCompl. cadres et professions intellectuelles superieures
##                    Non                                          8.880597
##                    Oui                                          8.119403
##                       update_pedia$CatSocioProf1
## update_pedia$MedCompl.  employes  ouvriers professions intermediaires
##                    Non 10.447761 0.5223881                   6.791045
##                    Oui  9.552239 0.4776119                   6.208955
##                       update_pedia$CatSocioProf1
## update_pedia$MedCompl. sans activite professionnelle
##                    Non                      4.179104
##                    Oui                      3.820896

test :

fisher.test(update_pedia$MedCompl.,update_pedia$CatSocioProf1)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_pedia$MedCompl. and update_pedia$CatSocioProf1
## p-value = 0.7051
## alternative hypothesis: two.sided

Comparaison VEMS selon automedication ( adulte)

test de normalité

shapiro.test(update_adulte$VEMS_ml[update_adulte$Automed.=="Non"])
## 
##  Shapiro-Wilk normality test
## 
## data:  update_adulte$VEMS_ml[update_adulte$Automed. == "Non"]
## W = 0.93853, p-value = 0.248
shapiro.test(update_adulte$VEMS_ml[update_adulte$Automed.=="Oui"])
## 
##  Shapiro-Wilk normality test
## 
## data:  update_adulte$VEMS_ml[update_adulte$Automed. == "Oui"]
## W = 0.96856, p-value = 0.4414

La normalité étant acceptée -> t-test.

t.test(update_adulte$VEMS_ml ~ update_adulte$Automed.)
## 
##  Welch Two Sample t-test
## 
## data:  update_adulte$VEMS_ml by update_adulte$Automed.
## t = -0.46714, df = 34.483, p-value = 0.6433
## alternative hypothesis: true difference in means between group Non and group Oui is not equal to 0
## 95 percent confidence interval:
##  -705.1172  441.4330
## sample estimates:
## mean in group Non mean in group Oui 
##          2638.158          2770.000

Comparaison VEMS selons med complementaire (adulte)

test de normalité

shapiro.test(update_adulte$VEMS_ml[update_adulte$MedCompl.=="Non"])
## 
##  Shapiro-Wilk normality test
## 
## data:  update_adulte$VEMS_ml[update_adulte$MedCompl. == "Non"]
## W = 0.96064, p-value = 0.4042
shapiro.test(update_adulte$VEMS_ml[update_adulte$MedCompl.=="Oui"])
## 
##  Shapiro-Wilk normality test
## 
## data:  update_adulte$VEMS_ml[update_adulte$MedCompl. == "Oui"]
## W = 0.95574, p-value = 0.3146

La normalité étant acceptée -> t-test.

t.test(update_adulte$VEMS_ml ~ update_adulte$MedCompl.)
## 
##  Welch Two Sample t-test
## 
## data:  update_adulte$VEMS_ml by update_adulte$MedCompl.
## t = -1.6605, df = 49.966, p-value = 0.1031
## alternative hypothesis: true difference in means between group Non and group Oui is not equal to 0
## 95 percent confidence interval:
##  -945.45780   89.68857
## sample estimates:
## mean in group Non mean in group Oui 
##          2507.885          2935.769

comparaison sous-groupe VEMS/ automedication (adulte)

verification de la normalité des donnée pour le choix du test

table(update_adulte$Automed.,update_adulte$VEMS_catégories)
##      
##       [30-50%[ [50-80%[ > ou egal a 80%
##   Non        3        8               8
##   Oui        5        7              22

les conditions de validité ne sont respectées -> test de fisher

visualisation des données tab de contingence:

chisq.test(update_adulte$Automed.,update_adulte$VEMS_catégories)$expected
##                       update_adulte$VEMS_catégories
## update_adulte$Automed. [30-50%[ [50-80%[ > ou egal a 80%
##                    Non 2.867925 5.377358        10.75472
##                    Oui 5.132075 9.622642        19.24528

test :

fisher.test(update_adulte$Automed.,update_adulte$VEMS_catégories)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_adulte$Automed. and update_adulte$VEMS_catégories
## p-value = 0.1959
## alternative hypothesis: two.sided

comparaison Sous groupe VEMs/med complementaire (adulte)

verification de la normalité des donnée pour le choix du test

table(update_adulte$MedCompl.,update_adulte$VEMS_catégories)
##      
##       [30-50%[ [50-80%[ > ou egal a 80%
##   Non        6        7              13
##   Oui        2        8              17

les conditions de validité ne sont respectées -> test de fisher

visualisation des données tab de contingence:

chisq.test(update_adulte$MedCompl.,update_adulte$VEMS_catégories)$expected
##                        update_adulte$VEMS_catégories
## update_adulte$MedCompl. [30-50%[ [50-80%[ > ou egal a 80%
##                     Non 3.924528 7.358491        14.71698
##                     Oui 4.075472 7.641509        15.28302

test :

fisher.test(update_adulte$MedCompl.,update_adulte$VEMS_catégories)
## 
##  Fisher's Exact Test for Count Data
## 
## data:  update_adulte$MedCompl. and update_adulte$VEMS_catégories
## p-value = 0.3099
## alternative hypothesis: two.sided