Descriptif_Mucautomed_V1 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/LEMAGNER_Sophie/Descriptif_Mucautomed_V1.csv", stringsAsFactors=TRUE)
Automed<-Descriptif_Mucautomed_V1
Automed$PAC<-as.factor(Automed$PAC)
Automed$SaitCiter<-as.factor(Automed$SaitCiter)
Automed$MdtsAutomed<-as.factor(Automed$MdtsAutomed)
Automed$Antalgique<-as.factor(Automed$Antalgique)
Automed$antiinflammatoire..VO.ou.cutanée.<-as.factor(Automed$antiinflammatoire..VO.ou.cutanée.)
Automed$antispasmodique<-as.factor(Automed$antispasmodique)
Automed$ttt.meteorisme<-as.factor(Automed$ttt.meteorisme)
Automed$Laxatif<-as.factor(Automed$Laxatif)
Automed$Antidiarrhéique<-as.factor(Automed$Antidiarrhéique)
Automed$antiacide<-as.factor(Automed$antiacide)
Automed$antiémétique<-as.factor(Automed$antiémétique)
Automed$spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..<-as.factor(Automed$spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..)
Automed$expectorant.fluidifiant.bronchique<-as.factor(Automed$expectorant.fluidifiant.bronchique)
Automed$bronchodilatateur<-as.factor(Automed$bronchodilatateur)
Automed$corticoide.cutané<-as.factor(Automed$corticoide.cutané)
Automed$Antiinfectieux<-as.factor(Automed$Antiinfectieux)
Automed$Antiseptiques<-as.factor(Automed$Antiseptiques)
Automed$antiallergique..antiH1..<-as.factor(Automed$antiallergique..antiH1..)
Automed$anxiolytique..benzodiazepine.<-as.factor(Automed$anxiolytique..benzodiazepine.)
Automed$sedatifs.hypno<-as.factor(Automed$sedatifs.hypno)
Automed$antihemorragique<-as.factor(Automed$antihemorragique)
Automed$topique.acne<-as.factor(Automed$topique.acne)
Automed$element.mineral.vitamines..Zinc..Mg..<-as.factor(Automed$element.mineral.vitamines..Zinc..Mg..)
Automed$homéopathie<-as.factor(Automed$homéopathie)
Automed$Grossesse<-as.factor(Automed$Grossesse) 

Descriptif total de toute la population de l’etude (Pediatrie + adulte)

Les variables quantitative sont decrites en : moyenne/mediane/variance/ecartype/nombre total de données valides) les variables qualitatives sont decrites en frequence et pourcentage Les données notée NA sont les données vides ou données manquantes

describe(Automed)
## Description of Automed
## 
##  Numeric 
##                              mean  median       var     sd valid.n
## Age.à.l.inclusion..année.   24.65   23.07    197.94  14.07     171
## TrimGro                      1.50    1.00      1.00   1.00       4
## Taille..m.                   1.57    1.62      0.03   0.18     170
## Poids..kg.                  51.06   54.00    293.81  17.14     170
## IMC                         19.99   19.81     13.63   3.69     170
## AnneeDgn                  2003.65 2007.00    126.20  11.23     129
## VEMS....                    88.32   91.50    512.54  22.64     156
## VEMS..mL.s.               2487.41 2480.00 993151.29 996.57     155
## Zscore                       0.09   -0.09      1.20   1.10      69
## NbAutomed                    1.29    1.00      2.45   1.57     133
## 
##  Factor 
##          
## centre    Adulte Péditrie
##   Count    98.00    73.00
##   Percent  57.31    42.69
## Mode Adulte 
##              
## Rempli_Parent  <NA>   Oui  Non
##       Count   98.00 71.00 2.00
##       Percent 57.31 41.52 1.17
## Mode NA 
##          
## Genre         M     F
##   Count   89.00 82.00
##   Percent 52.05 47.95
## Mode M 
##          
## Grossesse   <NA>     0    1
##   Count   129.00 38.00 4.00
##   Percent  75.44 22.22 2.34
## Mode NA 
##           
## Transplant    Non  Oui
##    Count   166.00 5.00
##    Percent  97.08 2.92
## Mode Non 
##              
## OrganeTranspl        poumons poumon, foie, rein poumon, rein
##       Count   166.00    2.00               1.00         1.00
##       Percent  97.08    1.17               0.58         0.58
##              
## OrganeTranspl poumons (bipulmonaire)
##       Count                     1.00
##       Percent                   0.58
## Mode  
##          
## Diabete      non insulino-requerant       non insulino-requerant
##   Count   118.00              28.00 17.00                   8.00
##   Percent  69.01              16.37  9.94                   4.68
## Mode non 
##          
## PAC            0  <NA>    1
##   Count   135.00 23.00 13.0
##   Percent  78.95 13.45  7.6
## Mode 0 
##          
## NivEtude1 > bac brevet-CAP-BEP   bac       aucun ou < CEP   NR
##   Count   97.00          31.00 21.00 11.00           6.00 5.00
##   Percent 56.73          18.13 12.28  6.43           3.51 2.92
## Mode > bac 
##          
## NivEtude2        > bac  bac
##   Count   164.00  5.00 2.00
##   Percent  95.91  2.92 1.17
## Mode  
##               
## Colonisation_1    S aureus méti S Pseudomonas aeruginosa          flore banale
##        Count                64.00                  57.00 27.00           11.00
##        Percent              37.43                  33.33 15.79            6.43
##               
## Colonisation_1    Achromobacter ssp    S maltophilia    Autre bactérie 
##        Count                   3.00             3.00               2.00
##        Percent                 1.75             1.75               1.17
##               
## Colonisation_1    Haemophilus influenzae    B.multivorans   NR
##        Count                        2.00             1.00 1.00
##        Percent                      1.17             0.58 0.58
## Mode    S aureus méti S 
##                          
## pyo.Resistant.ou.sensible   <NA> donnee manquante     S          R S et R
##                   Count   103.00            36.00 14.00 12.00 3.00   3.00
##                   Percent  60.23            21.05  8.19  7.02 1.75   1.75
## Mode NA 
##               
## Colonisation_2           S aureus méti S    Haemophilus influenzae
##        Count   127.00               20.0                      8.00
##        Percent  74.27               11.7                      4.68
##               
## Colonisation_2   S aureus méti R    S maltophilia    Serratia marcescens
##        Count                5.00             3.00                   3.00
##        Percent              2.92             1.75                   1.75
##               
## Colonisation_2    Achromobacter ssp    Nocardia    Pa résistant
##        Count                   2.00        1.00            1.00
##        Percent                 1.17        0.58            0.58
##               
## Colonisation_2    Proteus mirabilis
##        Count                   1.00
##        Percent                 0.58
## Mode  
##               
## Colonisation_3           S aureus méti S   S aureus méti R    Achromobacter ssp
##        Count   165.00               2.00              1.00                 1.00
##        Percent  96.49               1.17              0.58                 0.58
##               
## Colonisation_3    Autre bactérie     Serratia marcescens
##        Count                 1.00                   1.00
##        Percent               0.58                   0.58
## Mode  
##                        
## Colonisation_PS_SAmetiR    Non   Oui
##                 Count   113.00 58.00
##                 Percent  66.08 33.92
## Mode Non 
##          
## SaitCiter      1         0   NR
##   Count   153.00 13.0 3.00 2.00
##   Percent  89.47  7.6 1.75 1.17
## Mode 1 
##              
## CatSocioProf1       employes cadres et professions intellectuelles superieures
##       Count   39.00    39.00                                              26.0
##       Percent 22.81    22.81                                              15.2
##              
## CatSocioProf1 sans activite professionnelle professions intermediaires
##       Count                           24.00                      23.00
##       Percent                         14.04                      13.45
##              
## CatSocioProf1 artisans, commercants, chefs d'entreprise
##       Count                                       14.00
##       Percent                                      8.19
##              
## CatSocioProf1 agriculteurs exploitants ouvriers
##       Count                       3.00     3.00
##       Percent                     1.75     1.75
## Mode >1 mode 
##              
## CatSocioProf2  <NA>       artisans, commercants, chefs d'entreprise
##       Count   98.00 57.00                                      6.00
##       Percent 57.31 33.33                                      3.51
##              
## CatSocioProf2 professions intermediaires
##       Count                         5.00
##       Percent                       2.92
##              
## CatSocioProf2 cadres et professions intellectuelles superieures employes
##       Count                                                2.00     1.00
##       Percent                                              1.17     0.58
##              
## CatSocioProf2 ouvriers sans activite professionnelle
##       Count       1.00                          1.00
##       Percent     0.58                          0.58
## Mode NA 
##            
## MdtSpeMuco1   non KALYDECO KAFTRIO ORKAMBI SYMKEVI     
##     Count   70.00    69.00   15.00   14.00    2.00 1.00
##     Percent 40.94    40.35    8.77    8.19    1.17 0.58
## Mode non 
##            
## MdtSpeMuco2        KAFTRIO SYMKEVI
##     Count   104.00   65.00    2.00
##     Percent  60.82   38.01    1.17
## Mode  
##            
## MdtsAutomed     1     0  <NA>
##     Count   83.00 50.00 38.00
##     Percent 48.54 29.24 22.22
## Mode 1 
##           
## Antalgique  <NA>     1     0
##    Count   86.00 63.00 22.00
##    Percent 50.29 36.84 12.87
## Mode NA 
##                                  
## antiinflammatoire..VO.ou.cutanée.  <NA>    0    1
##                           Count   86.00 79.0 6.00
##                           Percent 50.29 46.2 3.51
## Mode NA 
##                
## antispasmodique  <NA>     0    1
##         Count   86.00 65.00 20.0
##         Percent 50.29 38.01 11.7
## Mode NA 
##               
## ttt.meteorisme  <NA>     0    1
##        Count   86.00 84.00 1.00
##        Percent 50.29 49.12 0.58
## Mode NA 
##          
## Laxatif    <NA>     0    1
##   Count   86.00 83.00 2.00
##   Percent 50.29 48.54 1.17
## Mode NA 
##                
## Antidiarrhéique  <NA>    0    1
##         Count   86.00 79.0 6.00
##         Percent 50.29 46.2 3.51
## Mode NA 
##          
## antiacide  <NA>     0    1
##   Count   86.00 81.00 4.00
##   Percent 50.29 47.37 2.34
## Mode NA 
##             
## antiémétique  <NA>     0    1
##      Count   86.00 83.00 2.00
##      Percent 50.29 48.54 1.17
## Mode NA 
##                                                                                                               
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..  <NA>
##                                                                                                        Count   86.00
##                                                                                                        Percent 50.29
##                                                                                                               
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..     0
##                                                                                                        Count   74.00
##                                                                                                        Percent 43.27
##                                                                                                               
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..     1
##                                                                                                        Count   11.00
##                                                                                                        Percent  6.43
## Mode NA 
##                                   
## expectorant.fluidifiant.bronchique  <NA>     0    1
##                            Count   86.00 77.00 8.00
##                            Percent 50.29 45.03 4.68
## Mode NA 
##                  
## bronchodilatateur  <NA>     0    1
##           Count   86.00 84.00 1.00
##           Percent 50.29 49.12 0.58
## Mode NA 
##                  
## corticoide.cutané  <NA>     0    1
##           Count   86.00 82.00 3.00
##           Percent 50.29 47.95 1.75
## Mode NA 
##               
## Antiinfectieux  <NA>     0    1
##        Count   86.00 82.00 3.00
##        Percent 50.29 47.95 1.75
## Mode NA 
##              
## Antiseptiques  <NA>     0    1
##       Count   86.00 83.00 2.00
##       Percent 50.29 48.54 1.17
## Mode NA 
##                         
## antiallergique..antiH1..  <NA>     0    1
##                  Count   86.00 84.00 1.00
##                  Percent 50.29 49.12 0.58
## Mode NA 
##                              
## anxiolytique..benzodiazepine.  <NA>     0    1
##                       Count   86.00 83.00 2.00
##                       Percent 50.29 48.54 1.17
## Mode NA 
##               
## sedatifs.hypno  <NA>    0    1
##        Count   86.00 79.0 6.00
##        Percent 50.29 46.2 3.51
## Mode NA 
##                 
## antihemorragique  <NA>     0    1
##          Count   86.00 83.00 2.00
##          Percent 50.29 48.54 1.17
## Mode NA 
##             
## topique.acne  <NA>     0    1
##      Count   86.00 84.00 1.00
##      Percent 50.29 49.12 0.58
## Mode NA 
##                                      
## element.mineral.vitamines..Zinc..Mg..  <NA>     0    1
##                               Count   86.00 77.00 8.00
##                               Percent 50.29 45.03 4.68
## Mode NA 
##            
## homéopathie  <NA>     0    1    3
##     Count   86.00 76.00 8.00 1.00
##     Percent 50.29 44.44 4.68 0.58
## Mode NA 
##             
## ModifAutomed    Non         Oui NA/NR
##      Count   107.00 38.00 15.00 11.00
##      Percent  62.57 22.22  8.77  6.43
## Mode Non 
##              
## ConsoMedCompl   Oui   Non         NR
##       Count   68.00 64.00 38.00 1.00
##       Percent 39.77 37.43 22.22 0.58
## Mode Oui 
##                   
## SiNon.JmsInteresse  <NA>         Oui   Non   NR
##            Count   67.00 39.00 38.00 19.00 8.00
##            Percent 39.18 22.81 22.22 11.11 4.68
## Mode NA 
##                  
## SiNon.PasEfficace  <NA>   Non         NR  Oui
##           Count   67.00 49.00 39.00 8.00 8.00
##           Percent 39.18 28.65 22.81 4.68 4.68
## Mode NA 
##              
## SiNon.Mauvais  <NA>   Non         NR  Oui
##       Count   67.00 54.00 39.00 8.00 3.00
##       Percent 39.18 31.58 22.81 4.68 1.75
## Mode NA 
##                    
## SiNon.ConseilProIgn  <NA>   Non         NR  Oui
##             Count   67.00 56.00 39.00 8.00 1.00
##             Percent 39.18 32.75 22.81 4.68 0.58
## Mode NA 
##                     
## SiNon.DeconseillePro  <NA>   Non         NR  Oui
##              Count   67.00 55.00 39.00 8.00 2.00
##              Percent 39.18 32.16 22.81 4.68 1.17
## Mode NA 
##                
## SiNon.PasBudget  <NA>   Non         NR  Oui
##         Count   67.00 54.00 39.00 8.00 3.00
##         Percent 39.18 31.58 22.81 4.68 1.75
## Mode NA 
##            
## SiNon.Autre  <NA>   Non         Oui   NR
##     Count   67.00 41.00 39.00 16.00 8.00
##     Percent 39.18 23.98 22.81  9.36 4.68
## Mode NA 
##          
## SiOui.HE   <NA>         Non   Oui   NR
##   Count   64.00 38.00 37.00 31.00 1.00
##   Percent 37.43 22.22 21.64 18.13 0.58
## Mode NA 
##             
## SiOui.Plante  <NA>   Non         Oui   NR
##      Count   64.00 54.00 38.00 14.00 1.00
##      Percent 37.43 31.58 22.22  8.19 0.58
## Mode NA 
##            
## SiOui.Homeo  <NA>   Non         Oui   NR
##     Count   64.00 39.00 38.00 29.00 1.00
##     Percent 37.43 22.81 22.22 16.96 0.58
## Mode NA 
##             
## SiOui.Champi   Non  <NA>         NR  Oui
##      Count   67.00 64.00 38.00 1.00 1.00
##      Percent 39.18 37.43 22.22 0.58 0.58
## Mode Non 
##            
## SiOui.Algue  Non  <NA>        Oui   NR
##     Count   66.0 64.00 38.00 2.00 1.00
##     Percent 38.6 37.43 22.22 1.17 0.58
## Mode Non 
##                
## SiOui.ComplAlim  <NA>  Non         Oui   NR
##         Count   64.00 46.0 38.00 22.00 1.00
##         Percent 37.43 26.9 22.22 12.87 0.58
## Mode NA 
##             
## SiOui.Probio  <NA>         Non   Oui   NR
##      Count   64.00 38.00 34.00 34.00 1.00
##      Percent 37.43 22.22 19.88 19.88 0.58
## Mode NA 
##              
## SiOui.VitOlig  <NA>   Non        Oui   NR
##       Count   63.00 43.00 38.00 26.0 1.00
##       Percent 36.84 25.15 22.22 15.2 0.58
## Mode NA 
##             
## SiOui.FlBach  <NA>   Non        Oui   NR
##      Count   64.00 62.00 38.00 6.00 1.00
##      Percent 37.43 36.26 22.22 3.51 0.58
## Mode NA 
##             
## SiOui.Tisane  <NA>         Non   Oui   NR
##      Count   64.00 38.00 37.00 31.00 1.00
##      Percent 37.43 22.22 21.64 18.13 0.58
## Mode NA 
##          
## SiOui.CBD  <NA>   Non        Oui   NR
##   Count   64.00 63.00 38.00 5.00 1.00
##   Percent 37.43 36.84 22.22 2.92 0.58
## Mode NA 
##               
## SiOuiEpiceArom  <NA>   Non         Oui   NR
##        Count   64.00 54.00 38.00 14.00 1.00
##        Percent 37.43 31.58 22.22  8.19 0.58
## Mode NA 
##            
## SiOui.Autre  <NA>   Non        Oui   NR
##     Count   64.00 60.00 38.00 8.00 1.00
##     Percent 37.43 35.09 22.22 4.68 0.58
## Mode NA 
##          
## PdtPeau     Oui   Non         NR
##   Count   72.00 51.00 39.00 9.00
##   Percent 42.11 29.82 22.81 5.26
## Mode Oui 
##                                
## effet.recherchéOui.produit.peau hydratation (dont eczema), entretien de la peau, aide à la cicatrisation
##                         Count                                                                      52.00
##                         Percent                                                                    30.41
##                                
## effet.recherchéOui.produit.peau  <NA>          NR amelioration respiratoire
##                         Count   50.00 38.00 10.00                      5.00
##                         Percent 29.24 22.22  5.85                      2.92
##                                
## effet.recherchéOui.produit.peau anti-acné anti-infectieux (gel hydroalcoolique)
##                         Count        5.00                                  2.00
##                         Percent      2.92                                  1.17
##                                
## effet.recherchéOui.produit.peau bien être, massage, sommeil
##                         Count                          2.00
##                         Percent                        1.17
##                                
## effet.recherchéOui.produit.peau keratodermie aquagenique nettoyage de la peau
##                         Count                       2.00                 2.00
##                         Percent                     1.17                 1.17
##                                
## effet.recherchéOui.produit.peau confort musculaire
##                         Count                 1.00
##                         Percent               0.58
##                                
## effet.recherchéOui.produit.peau prise en charge d'un traumatisme benin
##                         Count                                     1.00
##                         Percent                                   0.58
##                                
## effet.recherchéOui.produit.peau protection solaire
##                         Count                 1.00
##                         Percent               0.58
## Mode hydratation (dont eczema), entretien de la peau, aide à la cicatrisation 
##                              
## effet.recherché2.produit.peau        <NA>    NR nettoyage de la peau
##                       Count   93.00 50.00 10.00                 5.00
##                       Percent 54.39 29.24  5.85                 2.92
##                              
## effet.recherché2.produit.peau anti-inflammatoire (dont corticoide)
##                       Count                                   4.00
##                       Percent                                 2.34
##                              
## effet.recherché2.produit.peau protection solaire bien être, massage, sommeil
##                       Count                 4.00                        3.00
##                       Percent               2.34                        1.75
##                              
## effet.recherché2.produit.peau anti-acné confort musculaire
##                       Count        1.00               1.00
##                       Percent      0.58               0.58
## Mode  
##          
## CritQual    Oui    NR         Non <NA>
##   Count   72.00 43.00 38.00 14.00 4.00
##   Percent 42.11 25.15 22.22  8.19 2.34
## Mode Oui 
##                     
## CritQualCategorieOui    NR       <NA> autre produit biologique produit efficace
##              Count   68.00 38.00 20.0 10.00               9.00             9.00
##              Percent 39.77 22.22 11.7  5.85               5.26             5.26
##                     
## CritQualCategorieOui composition (la plus naturelle possible, peu d'ingredients…)
##              Count                                                           8.00
##              Percent                                                         4.68
##                     
## CritQualCategorieOui avis, retours, conseils sur ce produit
##              Count                                     5.00
##              Percent                                   2.92
##                     
## CritQualCategorieOui composition la plus naturelle possible
##              Count                                     4.00
##              Percent                                   2.34
## Mode NR 
##                   
## CritQualCategorie2          NR <NA> avis, retours, conseils sur ce produit
##            Count   78.00 67.00 20.0                                   3.00
##            Percent 45.61 39.18 11.7                                   1.75
##                   
## CritQualCategorie2 produit efficace autre
##            Count               2.00  1.00
##            Percent             1.17  0.58
## Mode  
##          
## CritProv    Non    NR         Oui <NA>
##   Count   64.00 43.00 38.00 22.00 4.00
##   Percent 37.43 25.15 22.22 12.87 2.34
## Mode Non 
##                     
## CritProvCategorieOui  <NA>    NR       fabrique en France en pharmacie
##              Count   67.00 51.00 38.00               13.0         2.00
##              Percent 39.18 29.82 22.22                7.6         1.17
## Mode NA 
##                   
## CritProvCategorie2  <NA>          NR fabrique en Europe fabrique en Asie
##            Count   62.00 57.00 49.00               2.00             1.00
##            Percent 36.26 33.33 28.65               1.17             0.58
## Mode NA 
##          
## CritPrix   Non    NR        Oui <NA>
##   Count   66.0 43.00 38.00 20.0 4.00
##   Percent 38.6 25.15 22.22 11.7 2.34
## Mode Non 
##          
## CritAutre   Non    NR         Oui <NA>
##   Count   72.00 43.00 38.00 12.00 6.00
##   Percent 42.11 25.15 22.22  7.02 3.51
## Mode Non 
##          
## ThManuPhy   Non   Oui         NR
##   Count   89.00 42.00 38.00 2.00
##   Percent 52.05 24.56 22.22 1.17
## Mode Non 
##          
## ThMedChin    Non        Oui   NR
##   Count   124.00 38.00 7.00 2.00
##   Percent  72.51 22.22 4.09 1.17
## Mode Non 
##          
## ThPsyCorp    Non         Oui   NR
##   Count   116.00 38.00 15.00 2.00
##   Percent  67.84 22.22  8.77 1.17
## Mode Non 
##          
## ThAutre      Non        Oui   NR
##   Count   124.00 38.00 7.00 2.00
##   Percent  72.51 22.22 4.09 1.17
## Mode Non 
##          
## PsychoTh     Non         Oui   NR
##   Count   106.00 38.00 19.00 8.00
##   Percent  61.99 22.22 11.11 4.68
## Mode Non 
##          
## Psychia     <NA>   Non   NR       Oui
##   Count   152.00 11.00 5.00 2.00 1.00
##   Percent  88.89  6.43 2.92 1.17 0.58
## Mode NA 
##          
## Psychol     <NA>   Oui   NR       Non
##   Count   152.00 11.00 5.00 2.00 1.00
##   Percent  88.89  6.43 2.92 1.17 0.58
## Mode NA 
##          
## Psychotp    <NA>   Non   NR     
##   Count   152.00 12.00 5.00 2.00
##   Percent  88.89  7.02 2.92 1.17
## Mode NA 
##          
## PsyAutre    <NA>   Non   NR       Oui
##   Count   152.00 10.00 5.00 2.00 2.00
##   Percent  88.89  5.85 2.92 1.17 1.17
## Mode NA 
##          
## Regime       Non         Oui   NR
##   Count   108.00 38.00 22.00 3.00
##   Percent  63.16 22.22 12.87 1.75
## Mode Non 
##          
## Vegetr       Non         NR  Oui
##   Count   128.00 38.00 3.00 2.00
##   Percent  74.85 22.22 1.75 1.17
## Mode Non 
##          
## Vegetl       Non         NR
##   Count   130.00 38.00 3.00
##   Percent  76.02 22.22 1.75
## Mode Non 
##          
## SansGlu      Non         NR  Oui
##   Count   128.00 38.00 3.00 2.00
##   Percent  74.85 22.22 1.75 1.17
## Mode Non 
##          
## SansLac      Non         NR  Oui
##   Count   128.00 38.00 3.00 2.00
##   Percent  74.85 22.22 1.75 1.17
## Mode Non 
##          
## RegiAutre   Non         Oui   NR
##   Count   112.0 38.00 18.00 3.00
##   Percent  65.5 22.22 10.53 1.75
## Mode Non 
##          
## Budget    2Non - 5Non    NR       < 2Non > 5Non autre
##   Count         45.00 42.00 38.00  29.00  12.00  5.00
##   Percent       26.32 24.56 22.22  16.96   7.02  2.92
## Mode 2Non - 5Non 
##                                          
## Regime.initiative.personnelle.ou.medicale   <NA>       raison medicale
##                                   Count   107.00 39.00           16.00
##                                   Percent  62.57 22.81            9.36
##                                          
## Regime.initiative.personnelle.ou.medicale donnee manquante
##                                   Count               3.00
##                                   Percent             1.75
##                                          
## Regime.initiative.personnelle.ou.medicale initiative personnelle   NR
##                                   Count                     3.00 3.00
##                                   Percent                   1.75 1.75
## Mode NA 
##              
## ConnaissInter   Non        Oui    NR <NA>
##       Count   95.00 38.00 20.0 17.00 1.00
##       Percent 55.56 22.22 11.7  9.94 0.58
## Mode Non 
##                  
## InterrogProfSante   Non   Oui          NR <NA>
##           Count   65.00 44.00 38.00 21.00 3.00
##           Percent 38.01 25.73 22.22 12.28 1.75
## Mode Non 
##           
## SiOui.MedG  <NA>         Non    NR   Oui
##    Count   69.00 38.00 24.00 21.00 19.00
##    Percent 40.35 22.22 14.04 12.28 11.11
## Mode NA 
##             
## SiOui.MedSpe  <NA>         Non    NR   Oui
##      Count   69.00 38.00 27.00 21.00 16.00
##      Percent 40.35 22.22 15.79 12.28  9.36
## Mode NA 
##               
## SiOui.PharmOff  <NA>         Non    NR  Oui
##        Count   69.00 38.00 23.00 21.00 20.0
##        Percent 40.35 22.22 13.45 12.28 11.7
## Mode NA 
##             
## SiOui.PharmH  <NA>   Non          NR  Oui
##      Count   69.00 40.00 38.00 21.00 3.00
##      Percent 40.35 23.39 22.22 12.28 1.75
## Mode NA 
##           
## SiOui.kine  <NA>         Non    NR  Oui
##    Count   69.00 38.00 38.00 21.00 5.00
##    Percent 40.35 22.22 22.22 12.28 2.92
## Mode NA 
##          
## SiOui.ost  <NA>   Non          NR  Oui
##   Count   69.00 39.00 38.00 21.00 4.00
##   Percent 40.35 22.81 22.22 12.28 2.34
## Mode NA 
##             
## SiOui.InfLib  <NA>   Non          NR  Oui
##      Count   69.00 42.00 38.00 21.00 1.00
##      Percent 40.35 24.56 22.22 12.28 0.58
## Mode NA 
##           
## SiOui.InfH  <NA>         Non    NR  Oui
##    Count   69.00 38.00 38.00 21.00 5.00
##    Percent 40.35 22.22 22.22 12.28 2.92
## Mode NA 
##           
## SiOui.Diet  <NA>   Non          NR  Oui
##    Count   69.00 39.00 38.00 21.00 4.00
##    Percent 40.35 22.81 22.22 12.28 2.34
## Mode NA 
##          
## SiOui.Nat  <NA>         Non    NR  Oui
##   Count   69.00 38.00 37.00 21.00 6.00
##   Percent 40.35 22.22 21.64 12.28 3.51
## Mode NA 
##              
## SiOui.Autre.1  <NA>   Non          NR  Oui
##       Count   69.00 42.00 38.00 21.00 1.00
##       Percent 40.35 24.56 22.22 12.28 0.58
## Mode NA 
##          
## COVIDOui9   Non   Oui         NR
##   Count   90.00 40.00 38.00 3.00
##   Percent 52.63 23.39 22.22 1.75
## Mode Non 
##                   
## COVIDModifMedCompl    Non          NR  Oui <NA>
##            Count   108.00 38.00 17.00 7.00 1.00
##            Percent  63.16 22.22  9.94 4.09 0.58
## Mode Non 
##           
## Expression  Non   Oui         NR
##    Count   66.0 65.00 38.00 2.00
##    Percent 38.6 38.01 22.22 1.17
## Mode Non 
##               
## ModifAutomed.1    Non         Oui NA/NR
##        Count   107.00 38.00 15.00 11.00
##        Percent  62.57 22.22  8.77  6.43
## Mode Non 
##                
## ConsoMedCompl.1   Oui   Non         NR
##         Count   68.00 64.00 38.00 1.00
##         Percent 39.77 37.43 22.22 0.58
## Mode Oui 
##                     
## SiNon.JmsInteresse.1  <NA>         Oui   Non   NR
##              Count   68.00 38.00 38.00 19.00 8.00
##              Percent 39.77 22.22 22.22 11.11 4.68
## Mode NA 
##                    
## SiNon.PasEfficace.1  <NA>   Non         NR  Oui
##             Count   68.00 49.00 38.00 8.00 8.00
##             Percent 39.77 28.65 22.22 4.68 4.68
## Mode NA 
##                
## SiNon.Mauvais.1  <NA>   Non         NR  Oui
##         Count   68.00 54.00 38.00 8.00 3.00
##         Percent 39.77 31.58 22.22 4.68 1.75
## Mode NA 
##                      
## SiNon.ConseilProIgn.1  <NA>   Non         NR  Oui
##               Count   68.00 56.00 38.00 8.00 1.00
##               Percent 39.77 32.75 22.22 4.68 0.58
## Mode NA 
##                       
## SiNon.DeconseillePro.1  <NA>   Non         NR  Oui
##                Count   68.00 55.00 38.00 8.00 2.00
##                Percent 39.77 32.16 22.22 4.68 1.17
## Mode NA 
##                  
## SiNon.PasBudget.1  <NA>   Non         NR  Oui
##           Count   68.00 54.00 38.00 8.00 3.00
##           Percent 39.77 31.58 22.22 4.68 1.75
## Mode NA 
##              
## SiNon.Autre.1  <NA>   Non         Oui   NR
##       Count   68.00 41.00 38.00 16.00 8.00
##       Percent 39.77 23.98 22.22  9.36 4.68
## Mode NA 
##           
## SiOui.HE.1  <NA>         Non   Oui   NR
##    Count   64.00 38.00 37.00 31.00 1.00
##    Percent 37.43 22.22 21.64 18.13 0.58
## Mode NA 
##               
## SiOui.Plante.1  <NA>   Non         Oui   NR
##        Count   64.00 54.00 38.00 14.00 1.00
##        Percent 37.43 31.58 22.22  8.19 0.58
## Mode NA 
##              
## SiOui.Homeo.1  <NA>   Non         Oui   NR
##       Count   64.00 39.00 38.00 29.00 1.00
##       Percent 37.43 22.81 22.22 16.96 0.58
## Mode NA 
##               
## SiOui.Champi.1   Non  <NA>         NR  Oui
##        Count   67.00 64.00 38.00 1.00 1.00
##        Percent 39.18 37.43 22.22 0.58 0.58
## Mode Non 
##              
## SiOui.Algue.1  Non  <NA>        Oui   NR
##       Count   66.0 64.00 38.00 2.00 1.00
##       Percent 38.6 37.43 22.22 1.17 0.58
## Mode Non 
##                  
## SiOui.ComplAlim.1  <NA>  Non         Oui   NR
##           Count   64.00 46.0 38.00 22.00 1.00
##           Percent 37.43 26.9 22.22 12.87 0.58
## Mode NA 
##               
## SiOui.Probio.1  <NA>         Non   Oui   NR
##        Count   64.00 38.00 34.00 34.00 1.00
##        Percent 37.43 22.22 19.88 19.88 0.58
## Mode NA 
##                
## SiOui.VitOlig.1  <NA>   Non        Oui   NR
##         Count   63.00 43.00 38.00 26.0 1.00
##         Percent 36.84 25.15 22.22 15.2 0.58
## Mode NA 
##               
## SiOui.FlBach.1  <NA>   Non        Oui   NR
##        Count   64.00 62.00 38.00 6.00 1.00
##        Percent 37.43 36.26 22.22 3.51 0.58
## Mode NA 
##               
## SiOui.Tisane.1  <NA>         Non   Oui   NR
##        Count   64.00 38.00 37.00 31.00 1.00
##        Percent 37.43 22.22 21.64 18.13 0.58
## Mode NA 
##            
## SiOui.CBD.1  <NA>   Non        Oui   NR
##     Count   64.00 63.00 38.00 5.00 1.00
##     Percent 37.43 36.84 22.22 2.92 0.58
## Mode NA 
##                 
## SiOuiEpiceArom.1  <NA>   Non         Oui   NR
##          Count   64.00 54.00 38.00 14.00 1.00
##          Percent 37.43 31.58 22.22  8.19 0.58
## Mode NA 
##              
## SiOui.Autre.2  <NA>   Non        Oui   NR
##       Count   64.00 60.00 38.00 8.00 1.00
##       Percent 37.43 35.09 22.22 4.68 0.58
## Mode NA 
##          
## PdtPeau.1   Oui   Non         NR
##   Count   72.00 51.00 39.00 9.00
##   Percent 42.11 29.82 22.81 5.26
## Mode Oui 
##                                  
## effet.recherchéOui.produit.peau.1 hydratation (dont eczema), entretien de la peau, aide à la cicatrisation
##                           Count                                                                      52.00
##                           Percent                                                                    30.41
##                                  
## effet.recherchéOui.produit.peau.1  <NA>          NR amelioration respiratoire
##                           Count   50.00 38.00 10.00                      5.00
##                           Percent 29.24 22.22  5.85                      2.92
##                                  
## effet.recherchéOui.produit.peau.1 anti-acné
##                           Count        5.00
##                           Percent      2.92
##                                  
## effet.recherchéOui.produit.peau.1 anti-infectieux (gel hydroalcoolique)
##                           Count                                    2.00
##                           Percent                                  1.17
##                                  
## effet.recherchéOui.produit.peau.1 bien être, massage, sommeil
##                           Count                          2.00
##                           Percent                        1.17
##                                  
## effet.recherchéOui.produit.peau.1 keratodermie aquagenique nettoyage de la peau
##                           Count                       2.00                 2.00
##                           Percent                     1.17                 1.17
##                                  
## effet.recherchéOui.produit.peau.1 confort musculaire
##                           Count                 1.00
##                           Percent               0.58
##                                  
## effet.recherchéOui.produit.peau.1 prise en charge d'un traumatisme benin
##                           Count                                     1.00
##                           Percent                                   0.58
##                                  
## effet.recherchéOui.produit.peau.1 protection solaire
##                           Count                 1.00
##                           Percent               0.58
## Mode hydratation (dont eczema), entretien de la peau, aide à la cicatrisation 
##                                
## effet.recherché2.produit.peau.1        <NA>    NR nettoyage de la peau
##                         Count   93.00 50.00 10.00                 5.00
##                         Percent 54.39 29.24  5.85                 2.92
##                                
## effet.recherché2.produit.peau.1 anti-inflammatoire (dont corticoide)
##                         Count                                   4.00
##                         Percent                                 2.34
##                                
## effet.recherché2.produit.peau.1 protection solaire bien être, massage, sommeil
##                         Count                 4.00                        3.00
##                         Percent               2.34                        1.75
##                                
## effet.recherché2.produit.peau.1 anti-acné confort musculaire
##                         Count        1.00               1.00
##                         Percent      0.58               0.58
## Mode  
##           
## CritQual.1   Oui    NR         Non <NA>
##    Count   72.00 43.00 38.00 14.00 4.00
##    Percent 42.11 25.15 22.22  8.19 2.34
## Mode Oui 
##                       
## CritQualCategorieOui.1    NR       <NA> autre produit biologique
##                Count   68.00 38.00 20.0 10.00               9.00
##                Percent 39.77 22.22 11.7  5.85               5.26
##                       
## CritQualCategorieOui.1 produit efficace
##                Count               9.00
##                Percent             5.26
##                       
## CritQualCategorieOui.1 composition (la plus naturelle possible, peu d'ingredients…)
##                Count                                                           8.00
##                Percent                                                         4.68
##                       
## CritQualCategorieOui.1 avis, retours, conseils sur ce produit
##                Count                                     5.00
##                Percent                                   2.92
##                       
## CritQualCategorieOui.1 composition la plus naturelle possible
##                Count                                     4.00
##                Percent                                   2.34
## Mode NR 
##                     
## CritQualCategorie2.1          NR <NA> avis, retours, conseils sur ce produit
##              Count   78.00 67.00 20.0                                   3.00
##              Percent 45.61 39.18 11.7                                   1.75
##                     
## CritQualCategorie2.1 produit efficace autre
##              Count               2.00  1.00
##              Percent             1.17  0.58
## Mode  
##           
## CritProv.1   Non    NR         Oui <NA>
##    Count   64.00 43.00 38.00 22.00 4.00
##    Percent 37.43 25.15 22.22 12.87 2.34
## Mode Non 
##                       
## CritProvCategorieOui.1  <NA>    NR       fabrique en France en pharmacie
##                Count   67.00 51.00 38.00               13.0         2.00
##                Percent 39.18 29.82 22.22                7.6         1.17
## Mode NA 
##                     
## CritProvCategorie2.1  <NA>          NR fabrique en Europe fabrique en Asie
##              Count   62.00 57.00 49.00               2.00             1.00
##              Percent 36.26 33.33 28.65               1.17             0.58
## Mode NA 
##           
## CritPrix.1  Non    NR        Oui <NA>
##    Count   66.0 43.00 38.00 20.0 4.00
##    Percent 38.6 25.15 22.22 11.7 2.34
## Mode Non 
##            
## CritAutre.1   Non    NR         Oui <NA>
##     Count   72.00 43.00 38.00 12.00 6.00
##     Percent 42.11 25.15 22.22  7.02 3.51
## Mode Non 
##            
## ThManuPhy.1   Non   Oui         NR
##     Count   89.00 42.00 38.00 2.00
##     Percent 52.05 24.56 22.22 1.17
## Mode Non 
##            
## ThMedChin.1    Non        Oui   NR
##     Count   124.00 38.00 7.00 2.00
##     Percent  72.51 22.22 4.09 1.17
## Mode Non 
##            
## ThPsyCorp.1    Non         Oui   NR
##     Count   116.00 38.00 15.00 2.00
##     Percent  67.84 22.22  8.77 1.17
## Mode Non 
##          
## ThAutre.1    Non        Oui   NR
##   Count   124.00 38.00 7.00 2.00
##   Percent  72.51 22.22 4.09 1.17
## Mode Non 
##           
## PsychoTh.1    Non         Oui   NR
##    Count   106.00 38.00 19.00 8.00
##    Percent  61.99 22.22 11.11 4.68
## Mode Non 
##          
## Psychia.1   <NA>   Non   NR       Oui
##   Count   152.00 11.00 5.00 2.00 1.00
##   Percent  88.89  6.43 2.92 1.17 0.58
## Mode NA 
##          
## Psychol.1   <NA>   Oui   NR       Non
##   Count   152.00 11.00 5.00 2.00 1.00
##   Percent  88.89  6.43 2.92 1.17 0.58
## Mode NA 
##           
## Psychotp.1   <NA>   Non   NR     
##    Count   152.00 12.00 5.00 2.00
##    Percent  88.89  7.02 2.92 1.17
## Mode NA 
##           
## PsyAutre.1   <NA>   Non   NR       Oui
##    Count   152.00 10.00 5.00 2.00 2.00
##    Percent  88.89  5.85 2.92 1.17 1.17
## Mode NA 
##          
## Regime.1     Non         Oui   NR
##   Count   108.00 38.00 22.00 3.00
##   Percent  63.16 22.22 12.87 1.75
## Mode Non 
##          
## Vegetr.1     Non         NR  Oui
##   Count   128.00 38.00 3.00 2.00
##   Percent  74.85 22.22 1.75 1.17
## Mode Non 
##          
## Vegetl.1     Non         NR
##   Count   130.00 38.00 3.00
##   Percent  76.02 22.22 1.75
## Mode Non 
##          
## SansGlu.1    Non         NR  Oui
##   Count   128.00 38.00 3.00 2.00
##   Percent  74.85 22.22 1.75 1.17
## Mode Non 
##          
## SansLac.1    Non         NR  Oui
##   Count   128.00 38.00 3.00 2.00
##   Percent  74.85 22.22 1.75 1.17
## Mode Non 
##            
## RegiAutre.1   Non         Oui   NR
##     Count   112.0 38.00 18.00 3.00
##     Percent  65.5 22.22 10.53 1.75
## Mode Non 
##          
## Budget.1  2Non - 5Non    NR       < 2Non > 5Non autre
##   Count         45.00 42.00 38.00  29.00  12.00  5.00
##   Percent       26.32 24.56 22.22  16.96   7.02  2.92
## Mode 2Non - 5Non 
##                                            
## Regime.initiative.personnelle.ou.medicale.1   <NA>       raison medicale
##                                     Count   107.00 39.00           16.00
##                                     Percent  62.57 22.81            9.36
##                                            
## Regime.initiative.personnelle.ou.medicale.1 donnee manquante
##                                     Count               3.00
##                                     Percent             1.75
##                                            
## Regime.initiative.personnelle.ou.medicale.1 initiative personnelle   NR
##                                     Count                     3.00 3.00
##                                     Percent                   1.75 1.75
## Mode NA 
##                
## ConnaissInter.1   Non        Oui    NR <NA>
##         Count   95.00 38.00 20.0 17.00 1.00
##         Percent 55.56 22.22 11.7  9.94 0.58
## Mode Non 
##                    
## InterrogProfSante.1   Non   Oui          NR <NA>
##             Count   65.00 44.00 38.00 21.00 3.00
##             Percent 38.01 25.73 22.22 12.28 1.75
## Mode Non 
##             
## SiOui.MedG.1  <NA>         Non    NR   Oui
##      Count   69.00 38.00 24.00 21.00 19.00
##      Percent 40.35 22.22 14.04 12.28 11.11
## Mode NA 
##               
## SiOui.MedSpe.1  <NA>         Non    NR   Oui
##        Count   69.00 38.00 27.00 21.00 16.00
##        Percent 40.35 22.22 15.79 12.28  9.36
## Mode NA 
##                 
## SiOui.PharmOff.1  <NA>         Non    NR  Oui
##          Count   69.00 38.00 23.00 21.00 20.0
##          Percent 40.35 22.22 13.45 12.28 11.7
## Mode NA 
##               
## SiOui.PharmH.1  <NA>   Non          NR  Oui
##        Count   69.00 40.00 38.00 21.00 3.00
##        Percent 40.35 23.39 22.22 12.28 1.75
## Mode NA 
##             
## SiOui.kine.1  <NA>         Non    NR  Oui
##      Count   69.00 38.00 38.00 21.00 5.00
##      Percent 40.35 22.22 22.22 12.28 2.92
## Mode NA 
##            
## SiOui.ost.1  <NA>   Non          NR  Oui
##     Count   69.00 39.00 38.00 21.00 4.00
##     Percent 40.35 22.81 22.22 12.28 2.34
## Mode NA 
##               
## SiOui.InfLib.1  <NA>   Non          NR  Oui
##        Count   69.00 42.00 38.00 21.00 1.00
##        Percent 40.35 24.56 22.22 12.28 0.58
## Mode NA 
##             
## SiOui.InfH.1  <NA>         Non    NR  Oui
##      Count   69.00 38.00 38.00 21.00 5.00
##      Percent 40.35 22.22 22.22 12.28 2.92
## Mode NA 
##             
## SiOui.Diet.1  <NA>   Non          NR  Oui
##      Count   69.00 39.00 38.00 21.00 4.00
##      Percent 40.35 22.81 22.22 12.28 2.34
## Mode NA 
##            
## SiOui.Nat.1  <NA>         Non    NR  Oui
##     Count   69.00 38.00 37.00 21.00 6.00
##     Percent 40.35 22.22 21.64 12.28 3.51
## Mode NA 
##              
## SiOui.Autre.3  <NA>   Non          NR  Oui
##       Count   69.00 42.00 38.00 21.00 1.00
##       Percent 40.35 24.56 22.22 12.28 0.58
## Mode NA 
##            
## COVIDOui9.1   Non   Oui         NR
##     Count   90.00 40.00 38.00 3.00
##     Percent 52.63 23.39 22.22 1.75
## Mode Non 
##                     
## COVIDModifMedCompl.1    Non          NR  Oui <NA>
##              Count   108.00 38.00 17.00 7.00 1.00
##              Percent  63.16 22.22  9.94 4.09 0.58
## Mode Non 
##             
## Expression.1  Non   Oui         NR
##      Count   66.0 65.00 38.00 2.00
##      Percent 38.6 38.01 22.22 1.17
## Mode Non

Description des variables selon centre

le descriptif commence par le centre adulte ensuite centre peditrie

n correspond au nombre, missing: données manquantes, distinct: le nombre de reponses ou données disponible pour cette variable:

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     Info      Sum     Mean      Gmd 
##       42       56        2    0.259        4  0.09524   0.1765 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        4       94        2      0.6      1.5        1 
##                     
## Value         1    3
## Frequency     3    1
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## 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.... 
##        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.s. 
##        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                    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
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac aucun ou < CEP            bac
## Frequency              11             57              4              8
## Proportion          0.112          0.582          0.041          0.082
##                                         
## Value      brevet-CAP-BEP             NR
## Frequency              15              3
## Proportion          0.153          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                0     1    NR
## Frequency     13     1    83     1
## Proportion 0.133 0.010 0.847 0.010
## --------------------------------------------------------------------------------
## 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     Info      Sum     Mean      Gmd 
##       64       34        2    0.645       44   0.6875   0.4365 
## 
## --------------------------------------------------------------------------------
## 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     Info      Sum     Mean      Gmd 
##       46       52        2    0.431       38   0.8261   0.2937 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.238        4  0.08696   0.1623 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.609       13   0.2826   0.4145 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.064        1  0.02174  0.04348 
## 
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info     Mean      Gmd 
##       46       52        1        0        0        0 
##              
## Value       0
## Frequency  46
## Proportion  1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.183        3  0.06522   0.1246 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.183        3  0.06522   0.1246 
## 
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.125        2  0.04348  0.08502 
## 
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.238        4  0.08696   0.1623 
## 
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.238        4  0.08696   0.1623 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info     Mean      Gmd 
##       46       52        1        0        0        0 
##              
## Value       0
## Frequency  46
## Proportion  1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.064        1  0.02174  0.04348 
## 
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.125        2  0.04348  0.08502 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.125        2  0.04348  0.08502 
## 
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.064        1  0.02174  0.04348 
## 
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.125        2  0.04348  0.08502 
## 
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.291        5   0.1087   0.1981 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.125        2  0.04348  0.08502 
## 
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.064        1  0.02174  0.04348 
## 
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       46       52        2    0.291        5   0.1087   0.1981 
## 
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info     Mean      Gmd 
##       46       52        3    0.125  0.08696    0.172 
##                             
## Value          0     1     3
## Frequency     44     1     1
## Proportion 0.957 0.022 0.022
## --------------------------------------------------------------------------------
## 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.... 
##        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.s. 
##        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   
## 
## (4, 0.055), Achromobacter ssp (1, 0.014), Autre bactérie (2, 0.027),
## B.multivorans (1, 0.014), flore banale (10, 0.137), Haemophilus influenzae (2,
## 0.027), S aureus méti S (41, 0.562), S maltophilia (1, 0.014), Pseudomonas
## aeruginosa (11, 0.151)
## --------------------------------------------------------------------------------
## 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        S aureus méti S
## Frequency                      65                      2                      5
## Proportion                  0.890                  0.027                  0.068
##                                  
## Value               S maltophilia
## Frequency                       1
## Proportion                  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          0     1    NR
## Frequency      2    70     1
## Proportion 0.027 0.959 0.014
## --------------------------------------------------------------------------------
## 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     Info      Sum     Mean      Gmd 
##       69        4        2    0.737       39   0.5652   0.4987 
## 
## --------------------------------------------------------------------------------
## 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     Info      Sum     Mean      Gmd 
##       39       34        2    0.691       25    0.641   0.4723 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.146        2  0.05128  0.09987 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.442        7   0.1795   0.3023 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.146        2  0.05128  0.09987 
## 
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.213        3  0.07692   0.1457 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.075        1  0.02564  0.05128 
## 
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.442        7   0.1795   0.3023 
## 
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.276        4   0.1026   0.1889 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.075        1  0.02564  0.05128 
## 
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.146        2  0.05128  0.09987 
## 
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.075        1  0.02564  0.05128 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.075        1  0.02564  0.05128 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info     Mean      Gmd 
##       39       34        1        0        0        0 
##              
## Value       0
## Frequency  39
## Proportion  1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.213        3  0.07692   0.1457 
## 
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       39       34        2    0.442        7   0.1795   0.3023 
## 
## --------------------------------------------------------------------------------
## 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 des variables selon recours à l’automedication ou non

by(Descriptif_Mucautomed_V1,Descriptif_Mucautomed_V1$MdtsAutomed,Hmisc::describe)
## Descriptif_Mucautomed_V1$MdtsAutomed: 0
## data[x, , drop = FALSE] 
## 
##  184  Variables      50  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##       50        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        20       30
## Proportion      0.4      0.6
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       30       20        1      Oui 
##               
## Value      Oui
## Frequency   30
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        0       50        1     20.2    15.07    5.966    6.809 
##      .25      .50      .75      .90      .95 
##   10.098   14.495   27.085   40.854   51.370 
## 
## lowest :  4.35  4.62  5.79  6.18  6.62, highest: 44.04 48.67 53.58 53.99 62.74
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       50        0        2 
##                     
## Value         F    M
## Frequency    22   28
## Proportion 0.44 0.56
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       10       40        2    0.485        2      0.2   0.3556 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        2        1        2        2 
##                   
## Value        1   3
## Frequency    1   1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        0       37    0.999    1.514   0.2443    1.127    1.223 
##      .25      .50      .75      .90      .95 
##    1.350    1.580    1.688    1.751    1.760 
## 
## lowest : 1.030 1.070 1.120 1.135 1.160, highest: 1.740 1.750 1.760 1.790 1.810
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        0       41    0.999    45.29    20.74    19.80    21.21 
##      .25      .50      .75      .90      .95 
##    29.18    49.35    60.30    67.10    69.66 
## 
## lowest : 16.0 17.0 19.8 20.4 21.3, highest: 68.0 69.0 70.2 74.0 80.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       50        0       48        1    18.75     3.91    14.68    14.96 
##      .25      .50      .75      .90      .95 
##    15.79    18.16    21.74    23.25    24.99 
## 
## lowest : 13.98 14.08 14.57 14.81 14.96, highest: 24.22 24.97 25.01 25.22 25.78
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       46        4       24    0.996     2007    10.61     1986     1994 
##      .25      .50      .75      .90      .95 
##     2004     2009     2013     2016     2017 
## 
## lowest : 1968 1978 1985 1989 1994, highest: 2014 2015 2016 2017 2021
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non  Oui
## Frequency    48    2
## Proportion 0.96 0.04
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       50        0        3 
##                                                                                
## Value                                            poumons poumons (bipulmonaire)
## Frequency                      48                      1                      1
## Proportion                   0.96                   0.02                   0.02
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47        3       36    0.999    88.26    23.64     45.8     59.0 
##      .25      .50      .75      .90      .95 
##     78.0     90.0    105.0    111.8    114.4 
## 
## lowest :  30  43  44  50  53, highest: 109 111 113 115 120
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       47        3       44        1     2231     1135      928     1224 
##      .25      .50      .75      .90      .95 
##     1500     2100     3110     3570     3910 
## 
## lowest :    2.93  860.00  880.00 1040.00 1170.00
## highest: 3600.00 3700.00 4000.00 4050.00 4280.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       50        0        3 
##                                                                                
## Value          insulino-requerant                    non non insulino-requerant
## Frequency                      12                     35                      3
## Proportion                   0.24                   0.70                   0.06
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       30       20       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      Sum     Mean      Gmd 
##       45        5        2    0.243        4  0.08889   0.1657 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       50        0        5 
## 
## lowest :                > bac          bac            brevet-CAP-BEP NR            
## highest:                > bac          bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac            bac brevet-CAP-BEP
## Frequency               1             33              5              9
## Proportion           0.02           0.66           0.10           0.18
##                          
## Value                  NR
## Frequency               2
## Proportion           0.04
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       50        0        2 
##                       
## Value            > bac
## Frequency     49     1
## Proportion  0.98  0.02
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       50        0        7 
## 
## lowest :                              Autre bactérie            flore banale              Haemophilus influenzae    S aureus méti S       
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          Pseudomonas aeruginosa   
## 
## (2, 0.04), Autre bactérie (2, 0.04), flore banale (4, 0.08), Haemophilus
## influenzae (1, 0.02), S aureus méti S (24, 0.48), S maltophilia (2, 0.04),
## Pseudomonas aeruginosa (15, 0.30)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       15       35        3 
##                                                              
## Value                       donnee manquante                S
## Frequency                 1               12                2
## Proportion            0.067            0.800            0.133
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       50        0        6 
## 
## lowest :                             S aureus méti R            Haemophilus influenzae    S aureus méti S           S maltophilia         
## highest:   S aureus méti R            Haemophilus influenzae    S aureus méti S           S maltophilia             Serratia marcescens   
##                                                                                
## Value                                    S aureus méti R Haemophilus influenzae
## Frequency                      38                      1                      2
## Proportion                   0.76                   0.02                   0.04
##                                                                                
## Value             S aureus méti S          S maltophilia    Serratia marcescens
## Frequency                       6                      2                      1
## Proportion                   0.12                   0.04                   0.02
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       50        0        3 
##                                                                 
## Value                        Achromobacter ssp    Autre bactérie
## Frequency                 48                 1                 1
## Proportion              0.96              0.02              0.02
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       50        0        2 
##                   
## Value      Non Oui
## Frequency   35  15
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       50        0        3 
##                          
## Value        NA    0    1
## Frequency     1    2   47
## Proportion 0.02 0.04 0.94
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       50        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 
##       30       20        4 
## 
## (25, 0.833), artisans, commercants, chefs d'entreprise (2, 0.067), cadres et
## professions intellectuelles superieures (1, 0.033), professions intermediaires
## (2, 0.067)
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       50        0        5 
## 
## lowest : KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
## highest: KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
##                                                        
## Value       KAFTRIO KALYDECO      non  ORKAMBI  SYMKEVI
## Frequency         3       18       22        6        1
## Proportion     0.06     0.36     0.44     0.12     0.02
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       50        0        2 
##                           
## Value              KAFTRIO
## Frequency       33      17
## Proportion    0.66    0.34
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       50        0        1        0        0        0 
##              
## Value       0
## Frequency  50
## Proportion  1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       50        0        1        0        0        0 
##              
## Value       0
## Frequency  50
## Proportion  1
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info     Mean      Gmd 
##        2       48        1        0        0        0 
##             
## Value      0
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       50        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      7    39     4
## Proportion  0.14  0.78  0.08
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    31    1   18
## Proportion 0.62 0.02 0.36
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     4    19
## Proportion 0.281 0.125 0.594
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     5
## Proportion 0.719 0.125 0.156
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       32       18        2 
##                       
## Value        Non    NR
## Frequency     28     4
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       32       18        2 
##                       
## Value        Non    NR
## Frequency     28     4
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       32       18        2 
##                       
## Value        Non    NR
## Frequency     28     4
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     27     4     1
## Proportion 0.844 0.125 0.031
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     18     4    10
## Proportion 0.562 0.125 0.312
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     16     1     2
## Proportion 0.842 0.053 0.105
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     1     8
## Proportion 0.526 0.053 0.421
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     1    10
## Proportion 0.421 0.053 0.526
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency      6     1    12
## Proportion 0.316 0.053 0.632
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     9
## Proportion 0.474 0.053 0.474
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     16     1     2
## Proportion 0.842 0.053 0.105
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     1     8
## Proportion 0.526 0.053 0.421
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1     6
## Proportion 0.632 0.053 0.316
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     1     3
## Proportion 0.789 0.053 0.158
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    23    5   22
## Proportion 0.46 0.10 0.44
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       27       23        7 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                
## highest: anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       27       23        6 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                 NR                                  
## highest: anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       49        1        3 
##                             
## Value        Non    NR   Oui
## Frequency      1    22    26
## Proportion 0.020 0.449 0.531
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       48        2        6 
## 
## lowest : autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                           produit biologique                                          
## highest: avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       48        2        4 
##                                                                               
## Value                                  autre               NR produit efficace
## Frequency                11                1               34                2
## Proportion            0.229            0.021            0.708            0.042
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       49        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     21    22     6
## Proportion 0.429 0.449 0.122
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       28       22        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   3                 25
## Proportion              0.107              0.893
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       29       21        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                   5                  1                 23
## Proportion              0.172              0.034              0.793
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       49        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     23    22     4
## Proportion 0.469 0.449 0.082
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       47        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     24    22     1
## Proportion 0.511 0.468 0.021
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    38    1   11
## Proportion 0.76 0.02 0.22
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    46    1    3
## Proportion 0.92 0.02 0.06
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    46    1    3
## Proportion 0.92 0.02 0.06
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    47    1    2
## Proportion 0.94 0.02 0.04
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    43    4    3
## Proportion 0.86 0.08 0.06
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##        7       43        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##        7       43        2 
##                       
## Value         NR   Oui
## Frequency      4     3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##        7       43        2 
##                       
## Value        Non    NR
## Frequency      3     4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##        7       43        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    35    1   14
## Proportion 0.70 0.02 0.28
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    48    1    1
## Proportion 0.96 0.02 0.02
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non   NR
## Frequency    49    1
## Proportion 0.98 0.02
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    47    1    2
## Proportion 0.94 0.02 0.04
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    48    1    1
## Proportion 0.96 0.02 0.02
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    37    1   12
## Proportion 0.74 0.02 0.24
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       50        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            7           3          16           1          23
## Proportion        0.14        0.06        0.32        0.02        0.46
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       16       34        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                       1                      2                      1
## Proportion                  0.062                  0.125                  0.062
##                                                         
## Value                          NR        raison medicale
## Frequency                       1                     11
## Proportion                  0.062                  0.688
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    32   11    7
## Proportion 0.64 0.22 0.14
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       48        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     23    10    15
## Proportion 0.479 0.208 0.312
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency     6   11    8
## Proportion 0.24 0.44 0.32
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency     9   11    5
## Proportion 0.36 0.44 0.20
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency     8   11    6
## Proportion 0.32 0.44 0.24
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       25       25        2 
##                     
## Value       Non   NR
## Frequency    14   11
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    12   11    2
## Proportion 0.48 0.44 0.08
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    11   11    3
## Proportion 0.44 0.44 0.12
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    13   11    1
## Proportion 0.52 0.44 0.04
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       25       25        2 
##                     
## Value       Non   NR
## Frequency    14   11
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       25       25        2 
##                     
## Value       Non   NR
## Frequency    14   11
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    11   11    3
## Proportion 0.44 0.44 0.12
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    13   11    1
## Proportion 0.52 0.44 0.04
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non  Oui
## Frequency    34   16
## Proportion 0.68 0.32
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    42    6    2
## Proportion 0.84 0.12 0.04
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non  Oui
## Frequency    31   19
## Proportion 0.62 0.38
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       50        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      7    39     4
## Proportion  0.14  0.78  0.08
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    31    1   18
## Proportion 0.62 0.02 0.36
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     4    19
## Proportion 0.281 0.125 0.594
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     5
## Proportion 0.719 0.125 0.156
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       32       18        2 
##                       
## Value        Non    NR
## Frequency     28     4
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       32       18        2 
##                       
## Value        Non    NR
## Frequency     28     4
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       32       18        2 
##                       
## Value        Non    NR
## Frequency     28     4
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     27     4     1
## Proportion 0.844 0.125 0.031
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       32       18        3 
##                             
## Value        Non    NR   Oui
## Frequency     18     4    10
## Proportion 0.562 0.125 0.312
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     16     1     2
## Proportion 0.842 0.053 0.105
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     1     8
## Proportion 0.526 0.053 0.421
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency      8     1    10
## Proportion 0.421 0.053 0.526
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency      6     1    12
## Proportion 0.316 0.053 0.632
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency      9     1     9
## Proportion 0.474 0.053 0.474
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     16     1     2
## Proportion 0.842 0.053 0.105
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     1     8
## Proportion 0.526 0.053 0.421
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     17     1     1
## Proportion 0.895 0.053 0.053
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     12     1     6
## Proportion 0.632 0.053 0.316
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       19       31        3 
##                             
## Value        Non    NR   Oui
## Frequency     15     1     3
## Proportion 0.789 0.053 0.158
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    23    5   22
## Proportion 0.46 0.10 0.44
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       27       23        7 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                
## highest: anti-infectieux (gel hydroalcoolique)                                    hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique                                                 NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       27       23        6 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                 NR                                  
## highest: anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       49        1        3 
##                             
## Value        Non    NR   Oui
## Frequency      1    22    26
## Proportion 0.020 0.449 0.531
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       48        2        6 
## 
## lowest : autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                           produit biologique                                          
## highest: avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       48        2        4 
##                                                                               
## Value                                  autre               NR produit efficace
## Frequency                11                1               34                2
## Proportion            0.229            0.021            0.708            0.042
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       49        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     21    22     6
## Proportion 0.429 0.449 0.122
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       28       22        2 
##                                                 
## Value      fabrique en France                 NR
## Frequency                   3                 25
## Proportion              0.107              0.893
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       29       21        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                   5                  1                 23
## Proportion              0.172              0.034              0.793
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       49        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     23    22     4
## Proportion 0.469 0.449 0.082
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       47        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     24    22     1
## Proportion 0.511 0.468 0.021
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    38    1   11
## Proportion 0.76 0.02 0.22
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    46    1    3
## Proportion 0.92 0.02 0.06
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    46    1    3
## Proportion 0.92 0.02 0.06
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    47    1    2
## Proportion 0.94 0.02 0.04
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    43    4    3
## Proportion 0.86 0.08 0.06
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##        7       43        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##        7       43        2 
##                       
## Value         NR   Oui
## Frequency      4     3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##        7       43        2 
##                       
## Value        Non    NR
## Frequency      3     4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##        7       43        3 
##                             
## Value        Non    NR   Oui
## Frequency      2     4     1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    35    1   14
## Proportion 0.70 0.02 0.28
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    48    1    1
## Proportion 0.96 0.02 0.02
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non   NR
## Frequency    49    1
## Proportion 0.98 0.02
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    47    1    2
## Proportion 0.94 0.02 0.04
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    48    1    1
## Proportion 0.96 0.02 0.02
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    37    1   12
## Proportion 0.74 0.02 0.24
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       50        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency            7           3          16           1          23
## Proportion        0.14        0.06        0.32        0.02        0.46
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       16       34        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                       1                      2                      1
## Proportion                  0.062                  0.125                  0.062
##                                                         
## Value                          NR        raison medicale
## Frequency                       1                     11
## Proportion                  0.062                  0.688
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    32   11    7
## Proportion 0.64 0.22 0.14
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       48        2        3 
##                             
## Value        Non    NR   Oui
## Frequency     23    10    15
## Proportion 0.479 0.208 0.312
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency     6   11    8
## Proportion 0.24 0.44 0.32
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency     9   11    5
## Proportion 0.36 0.44 0.20
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency     8   11    6
## Proportion 0.32 0.44 0.24
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       25       25        2 
##                     
## Value       Non   NR
## Frequency    14   11
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    12   11    2
## Proportion 0.48 0.44 0.08
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    11   11    3
## Proportion 0.44 0.44 0.12
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    13   11    1
## Proportion 0.52 0.44 0.04
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       25       25        2 
##                     
## Value       Non   NR
## Frequency    14   11
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       25       25        2 
##                     
## Value       Non   NR
## Frequency    14   11
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    11   11    3
## Proportion 0.44 0.44 0.12
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       25       25        3 
##                          
## Value       Non   NR  Oui
## Frequency    13   11    1
## Proportion 0.52 0.44 0.04
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non  Oui
## Frequency    34   16
## Proportion 0.68 0.32
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       50        0        3 
##                          
## Value       Non   NR  Oui
## Frequency    42    6    2
## Proportion 0.84 0.12 0.04
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       50        0        2 
##                     
## Value       Non  Oui
## Frequency    31   19
## Proportion 0.62 0.38
## --------------------------------------------------------------------------------
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$MdtsAutomed: 1
## data[x, , drop = FALSE] 
## 
##  184  Variables      83  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##       83        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        44       39
## Proportion     0.53     0.47
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       39       44        1      Oui 
##               
## Value      Oui
## Frequency   39
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       83        0       81        1    23.38    14.68    7.202    8.494 
##      .25      .50      .75      .90      .95 
##   13.040   21.820   33.160   40.968   43.853 
## 
## lowest :  3.51  6.11  6.35  7.13  7.85, highest: 43.99 50.07 50.52 56.46 56.99
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       83        0        2 
##                       
## Value          F     M
## Frequency     43    40
## Proportion 0.518 0.482
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       27       56        2    0.107        1  0.03704  0.07407 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        1       82        1        0        1       NA 
##             
## Value      1
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       83        0       49    0.999    1.572   0.1828    1.236    1.317 
##      .25      .50      .75      .90      .95 
##    1.500    1.610    1.695    1.730    1.755 
## 
## lowest : 0.970 1.105 1.180 1.210 1.230, highest: 1.756 1.770 1.800 1.830 1.850
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       83        0       57    0.999    51.13    18.01    23.92    28.52 
##      .25      .50      .75      .90      .95 
##    42.00    54.00    62.25    70.80    73.00 
## 
## lowest : 13.7 18.6 20.6 21.0 23.8, highest: 72.0 73.0 74.0 75.0 88.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       83        0       79        1    20.03    3.849    14.60    15.64 
##      .25      .50      .75      .90      .95 
##    17.58    19.72    22.71    24.63    25.57 
## 
## lowest : 13.76 14.07 14.13 14.54 14.56, highest: 25.61 25.95 26.49 27.16 27.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       81        2       38    0.999     2002    12.74     1981     1986 
##      .25      .50      .75      .90      .95 
##     1994     2005     2011     2015     2018 
## 
## lowest : 1972 1978 1980 1981 1982, highest: 2015 2016 2018 2020 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non   Oui
## Frequency     81     2
## Proportion 0.976 0.024
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       83        0        3 
##                                                  
## Value                   poumon, rein      poumons
## Frequency            81            1            1
## Proportion        0.976        0.012        0.012
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       72       11       43    0.999    91.14    24.04    48.55    65.00 
##      .25      .50      .75      .90      .95 
##    82.00    93.00   103.50   117.70   122.00 
## 
## lowest :  30  35  38  48  49, highest: 119 122 125 128 135
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       71       12       65        1     2591     1072     1145     1310 
##      .25      .50      .75      .90      .95 
##     1770     2600     3365     3750     4090 
## 
## lowest :  850 1030 1090 1100 1190, highest: 4000 4180 4200 4390 4440
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       83        0        4 
##                                                                                
## Value                                 insulino-requerant                    non
## Frequency                      14                     10                     56
## Proportion                  0.169                  0.120                  0.675
##                                  
## Value      non insulino-requerant
## Frequency                       3
## Proportion                  0.036
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37       46       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      Sum     Mean      Gmd 
##       68       15        2    0.241        6  0.08824   0.1633 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       83        0        6 
## 
## lowest :                > bac          aucun ou < CEP bac            brevet-CAP-BEP
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac aucun ou < CEP            bac
## Frequency               9             47              3              8
## Proportion          0.108          0.566          0.036          0.096
##                                         
## Value      brevet-CAP-BEP             NR
## Frequency              14              2
## Proportion          0.169          0.024
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       83        0        3 
##                             
## Value            > bac   bac
## Frequency     79     2     2
## Proportion 0.952 0.024 0.024
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       83        0        9 
## 
## lowest :                              Achromobacter ssp         B.multivorans             flore banale              Haemophilus influenzae
## highest:    Haemophilus influenzae    S aureus méti S           S maltophilia          NR                        Pseudomonas aeruginosa   
## 
## (22, 0.265), Achromobacter ssp (1, 0.012), B.multivorans (1, 0.012), flore
## banale (6, 0.072), Haemophilus influenzae (1, 0.012), S aureus méti S (28,
## 0.337), S maltophilia (1, 0.012), NR (1, 0.012), Pseudomonas aeruginosa (22,
## 0.265)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       32       51        3 
##                                                              
## Value                       donnee manquante                S
## Frequency                10               17                5
## Proportion            0.312            0.531            0.156
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       83        0        7 
## 
## lowest :                             S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Nocardia              
## highest:    Achromobacter ssp         Haemophilus influenzae    Nocardia                  S aureus méti S           Serratia marcescens   
## 
## (68, 0.819), S aureus méti R (3, 0.036), Achromobacter ssp (1, 0.012),
## Haemophilus influenzae (2, 0.024), Nocardia (1, 0.012), S aureus méti S (7,
## 0.084), Serratia marcescens (1, 0.012)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       83        0        3 
##                                                                       
## Value                              S aureus méti S Serratia marcescens
## Frequency                   81                   1                   1
## Proportion               0.976               0.012               0.012
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non   Oui
## Frequency     60    23
## Proportion 0.723 0.277
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       83        0        3 
##                             
## Value                1    NR
## Frequency     11    71     1
## Proportion 0.133 0.855 0.012
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       83        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 
##       40       43        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 
##       83        0        5 
## 
## lowest : KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
## highest: KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
##                                                        
## Value       KAFTRIO KALYDECO      non  ORKAMBI  SYMKEVI
## Frequency        10       30       34        8        1
## Proportion    0.120    0.361    0.410    0.096    0.012
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       83        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency       54      28       1
## Proportion   0.651   0.337   0.012
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       83        0        1        0        1        0 
##              
## Value       1
## Frequency  83
## Proportion  1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       83        0        7    0.856    2.072     1.47 
## 
## lowest : 1 2 3 4 5, highest: 3 4 5 6 8
##                                                     
## Value          1     2     3     4     5     6     8
## Frequency     42    19    10     5     2     4     1
## Proportion 0.506 0.229 0.120 0.060 0.024 0.048 0.012
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.549       63    0.759   0.3703 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.201        6  0.07229   0.1358 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.549       20    0.241   0.3703 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.036        1  0.01205   0.0241 
## 
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.071        2   0.0241  0.04761 
## 
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.201        6  0.07229   0.1358 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.138        4  0.04819  0.09286 
## 
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.071        2   0.0241  0.04761 
## 
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.345       11   0.1325   0.2327 
## 
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.261        8  0.09639   0.1763 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.036        1  0.01205   0.0241 
## 
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.105        3  0.03614  0.07053 
## 
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.105        3  0.03614  0.07053 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.071        2   0.0241  0.04761 
## 
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.036        1  0.01205   0.0241 
## 
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.071        2   0.0241  0.04761 
## 
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.201        6  0.07229   0.1358 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.071        2   0.0241  0.04761 
## 
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.036        1  0.01205   0.0241 
## 
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       83        0        2    0.261        8  0.09639   0.1763 
## 
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info     Mean      Gmd 
##       83        0        3     0.29   0.1325   0.2439 
##                             
## Value          0     1     3
## Frequency     74     8     1
## Proportion 0.892 0.096 0.012
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       83        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      4    68    11
## Proportion 0.048 0.819 0.133
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non   Oui
## Frequency     33    50
## Proportion 0.398 0.602
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    10     4    19
## Proportion 0.029 0.294 0.118 0.559
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    26     4     3
## Proportion 0.029 0.765 0.118 0.088
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    26     4     3
## Proportion 0.029 0.765 0.118 0.088
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    28     4     1
## Proportion 0.029 0.824 0.118 0.029
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    27     4     2
## Proportion 0.029 0.794 0.118 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    27     4     2
## Proportion 0.029 0.794 0.118 0.059
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       34       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    23     4     6
## Proportion 0.029 0.676 0.118 0.176
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       50       33        2 
##                   
## Value      Non Oui
## Frequency   20  30
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    38   12
## Proportion 0.76 0.24
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    29   21
## Proportion 0.58 0.42
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##       50       33        1      Non 
##               
## Value      Non
## Frequency   50
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    49    1
## Proportion 0.98 0.02
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    38   12
## Proportion 0.76 0.24
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    28   22
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       51       32        2 
##                       
## Value        Non   Oui
## Frequency     34    17
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    46    4
## Proportion 0.92 0.08
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    27   23
## Proportion 0.54 0.46
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    46    4
## Proportion 0.92 0.08
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    42    8
## Proportion 0.84 0.16
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       50       33        2 
##                   
## Value      Non Oui
## Frequency   45   5
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       83        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    28     4    50
## Proportion 0.012 0.337 0.048 0.602
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       56       27        9 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation
## 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 
##       56       27        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 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     13    21    46
## Proportion 0.162 0.262 0.575
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       65       18        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 
##       65       18        3 
## 
## (29, 0.446), avis, retours, conseils sur ce produit (3, 0.046), NR (33, 0.508)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     43    21    16
## Proportion 0.537 0.262 0.200
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       38       45        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   2                 10                 26
## Proportion              0.053              0.263              0.684
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       42       41        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  14                  1                  1
## Proportion              0.333              0.024              0.024
##                              
## Value                      NR
## Frequency                  26
## Proportion              0.619
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     43    21    16
## Proportion 0.537 0.262 0.200
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     48    21    11
## Proportion 0.600 0.262 0.138
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     51     1    31
## Proportion 0.614 0.012 0.373
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     78     1     4
## Proportion 0.940 0.012 0.048
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     70     1    12
## Proportion 0.843 0.012 0.145
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     77     1     5
## Proportion 0.928 0.012 0.060
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     63     4    16
## Proportion 0.759 0.048 0.193
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       10       73        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       10       73        3 
##                       
## Value      Non  NR Oui
## Frequency    1   1   8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       10       73        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       10       73        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     73     2     8
## Proportion 0.880 0.024 0.096
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     80     2     1
## Proportion 0.964 0.024 0.012
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non    NR
## Frequency     81     2
## Proportion 0.976 0.024
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non    NR
## Frequency     81     2
## Proportion 0.976 0.024
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     80     2     1
## Proportion 0.964 0.024 0.012
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     75     2     6
## Proportion 0.904 0.024 0.072
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       83        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           22           9          29           4          19
## Proportion       0.265       0.108       0.349       0.048       0.229
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       10       73        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       1                      2                      2
## Proportion                    0.1                    0.2                    0.2
##                                  
## Value             raison medicale
## Frequency                       5
## Proportion                    0.5
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       82        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     63     6    13
## Proportion 0.768 0.073 0.159
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       82        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     42    11    29
## Proportion 0.512 0.134 0.354
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     18    10    11
## Proportion 0.462 0.256 0.282
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     18    10    11
## Proportion 0.462 0.256 0.282
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     15    10    14
## Proportion 0.385 0.256 0.359
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     26    10     3
## Proportion 0.667 0.256 0.077
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     26    10     3
## Proportion 0.667 0.256 0.077
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     28    10     1
## Proportion 0.718 0.256 0.026
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       39       44        2 
##                       
## Value        Non    NR
## Frequency     29    10
## Proportion 0.744 0.256
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     24    10     5
## Proportion 0.615 0.256 0.128
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     25    10     4
## Proportion 0.641 0.256 0.103
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     26    10     3
## Proportion 0.667 0.256 0.077
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       39       44        2 
##                       
## Value        Non    NR
## Frequency     29    10
## Proportion 0.744 0.256
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     56     3    24
## Proportion 0.675 0.036 0.289
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       82        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     66    11     5
## Proportion 0.805 0.134 0.061
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     35     2    46
## Proportion 0.422 0.024 0.554
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      4    68    11
## Proportion 0.048 0.819 0.133
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non   Oui
## Frequency     33    50
## Proportion 0.398 0.602
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     10     4    19
## Proportion 0.303 0.121 0.576
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     4     3
## Proportion 0.788 0.121 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     4     3
## Proportion 0.788 0.121 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     28     4     1
## Proportion 0.848 0.121 0.030
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     27     4     2
## Proportion 0.818 0.121 0.061
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     27     4     2
## Proportion 0.818 0.121 0.061
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       33       50        3 
##                             
## Value        Non    NR   Oui
## Frequency     23     4     6
## Proportion 0.697 0.121 0.182
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       50       33        2 
##                   
## Value      Non Oui
## Frequency   20  30
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    38   12
## Proportion 0.76 0.24
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    29   21
## Proportion 0.58 0.42
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##       50       33        1      Non 
##               
## Value      Non
## Frequency   50
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    49    1
## Proportion 0.98 0.02
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    38   12
## Proportion 0.76 0.24
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    28   22
## Proportion 0.56 0.44
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       51       32        2 
##                       
## Value        Non   Oui
## Frequency     34    17
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    46    4
## Proportion 0.92 0.08
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    27   23
## Proportion 0.54 0.46
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    46    4
## Proportion 0.92 0.08
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       50       33        2 
##                     
## Value       Non  Oui
## Frequency    42    8
## Proportion 0.84 0.16
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       50       33        2 
##                   
## Value      Non Oui
## Frequency   45   5
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       83        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    28     4    50
## Proportion 0.012 0.337 0.048 0.602
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       56       27        9 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                bien être, massage, sommeil                                              confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation
## 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 
##       56       27        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 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     13    21    46
## Proportion 0.162 0.262 0.575
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       65       18        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 
##       65       18        3 
## 
## (29, 0.446), avis, retours, conseils sur ce produit (3, 0.046), NR (33, 0.508)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     43    21    16
## Proportion 0.537 0.262 0.200
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       38       45        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   2                 10                 26
## Proportion              0.053              0.263              0.684
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       42       41        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  14                  1                  1
## Proportion              0.333              0.024              0.024
##                              
## Value                      NR
## Frequency                  26
## Proportion              0.619
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     43    21    16
## Proportion 0.537 0.262 0.200
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       80        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     48    21    11
## Proportion 0.600 0.262 0.138
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     51     1    31
## Proportion 0.614 0.012 0.373
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     78     1     4
## Proportion 0.940 0.012 0.048
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     70     1    12
## Proportion 0.843 0.012 0.145
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     77     1     5
## Proportion 0.928 0.012 0.060
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     63     4    16
## Proportion 0.759 0.048 0.193
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       10       73        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       10       73        3 
##                       
## Value      Non  NR Oui
## Frequency    1   1   8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       10       73        2 
##                   
## Value      Non  NR
## Frequency    9   1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       10       73        3 
##                       
## Value      Non  NR Oui
## Frequency    8   1   1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     73     2     8
## Proportion 0.880 0.024 0.096
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     80     2     1
## Proportion 0.964 0.024 0.012
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non    NR
## Frequency     81     2
## Proportion 0.976 0.024
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       83        0        2 
##                       
## Value        Non    NR
## Frequency     81     2
## Proportion 0.976 0.024
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     80     2     1
## Proportion 0.964 0.024 0.012
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     75     2     6
## Proportion 0.904 0.024 0.072
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       83        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           22           9          29           4          19
## Proportion       0.265       0.108       0.349       0.048       0.229
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       10       73        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       1                      2                      2
## Proportion                    0.1                    0.2                    0.2
##                                  
## Value             raison medicale
## Frequency                       5
## Proportion                    0.5
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       82        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     63     6    13
## Proportion 0.768 0.073 0.159
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       82        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     42    11    29
## Proportion 0.512 0.134 0.354
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     18    10    11
## Proportion 0.462 0.256 0.282
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     18    10    11
## Proportion 0.462 0.256 0.282
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     15    10    14
## Proportion 0.385 0.256 0.359
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     26    10     3
## Proportion 0.667 0.256 0.077
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     26    10     3
## Proportion 0.667 0.256 0.077
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     28    10     1
## Proportion 0.718 0.256 0.026
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       39       44        2 
##                       
## Value        Non    NR
## Frequency     29    10
## Proportion 0.744 0.256
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     24    10     5
## Proportion 0.615 0.256 0.128
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     25    10     4
## Proportion 0.641 0.256 0.103
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       39       44        3 
##                             
## Value        Non    NR   Oui
## Frequency     26    10     3
## Proportion 0.667 0.256 0.077
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       39       44        2 
##                       
## Value        Non    NR
## Frequency     29    10
## Proportion 0.744 0.256
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     56     3    24
## Proportion 0.675 0.036 0.289
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       82        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     66    11     5
## Proportion 0.805 0.134 0.061
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       83        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     35     2    46
## Proportion 0.422 0.024 0.554
## --------------------------------------------------------------------------------

Description des variables selon recoursConso medecine complementaire

by(Descriptif_Mucautomed_V1,Descriptif_Mucautomed_V1$ConsoMedCompl,Hmisc::describe)
## Descriptif_Mucautomed_V1$ConsoMedCompl: 
## data[x, , drop = FALSE] 
## 
##  184  Variables      38  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##       38        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        34        4
## Proportion    0.895    0.105
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct 
##        4       34        2 
##                   
## Value      Non Oui
## Frequency    2   2
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       38        0       38        1    33.28    14.39    16.48    18.96 
##      .25      .50      .75      .90      .95 
##    23.32    33.47    41.54    46.69    52.74 
## 
## lowest :  7.58 11.63 17.34 18.54 19.14, highest: 45.53 49.40 51.12 61.92 68.11
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       38        0        2 
##                       
## Value          F     M
## Frequency     17    21
## Proportion 0.447 0.553
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##        5       33        2      0.5        1      0.2      0.4 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        1       37        1        0        1       NA 
##             
## Value      1
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       22    0.993    1.638   0.1189    1.481    1.542 
##      .25      .50      .75      .90      .95 
##    1.570    1.650    1.700    1.754    1.770 
## 
## lowest : 1.232 1.405 1.500 1.530 1.550, highest: 1.730 1.750 1.760 1.810 1.860
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       28    0.999    58.71    15.98     42.7     46.6 
##      .25      .50      .75      .90      .95 
##     51.0     57.0     63.3     75.2     79.0 
## 
## lowest :  22.9  31.5  45.5  46.0  47.0, highest:  71.0  74.0  77.0  87.0 125.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       37        1    21.57    4.037    16.56    17.90 
##      .25      .50      .75      .90      .95 
##    19.47    21.10    22.64    25.21    26.08 
## 
## lowest : 15.09 15.96 16.71 17.65 18.07, highest: 24.86 25.73 25.96 26.56 40.82
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd 
##        2       36        2        1     1989       12 
##                     
## Value      1983 1995
## Frequency     1    1
## Proportion  0.5  0.5
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency     37     1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       38        0        2 
##                                                 
## Value                         poumon, foie, rein
## Frequency                  37                  1
## Proportion              0.974              0.026
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       31    0.999    82.92     29.6     45.4     46.6 
##      .25      .50      .75      .90      .95 
##     62.0     90.0    104.0    112.0    120.2 
## 
## lowest :  40  43  46  47  48, highest: 108 118 120 121 127
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37        1       37        1     2615     1245     1104     1266 
##      .25      .50      .75      .90      .95 
##     1820     2670     3310     3908     4256 
## 
## lowest :  300 1000 1130 1200 1310, highest: 3900 3920 4200 4480 5470
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       38        0        4 
##                                                                                
## Value                                 insulino-requerant                    non
## Frequency                       3                      6                     27
## Proportion                  0.079                  0.158                  0.711
##                                  
## Value      non insulino-requerant
## Frequency                       2
## Proportion                  0.053
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd 
##        2       36        2        1    -0.48     0.16 
##                       
## Value      -0.56 -0.40
## Frequency      1     1
## Proportion   0.5   0.5
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       35        3        2    0.235        3  0.08571   0.1613 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       38        0        6 
## 
## lowest :                > bac          aucun ou < CEP bac            brevet-CAP-BEP
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac aucun ou < CEP            bac
## Frequency               1             17              3              8
## Proportion          0.026          0.447          0.079          0.211
##                                         
## Value      brevet-CAP-BEP             NR
## Frequency               8              1
## Proportion          0.211          0.026
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       38        0        2 
##                       
## Value            > bac
## Frequency     36     2
## Proportion 0.947 0.053
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       38        0        5 
## 
## lowest :                           Achromobacter ssp      flore banale           S aureus méti S     Pseudomonas aeruginosa
## highest:                           Achromobacter ssp      flore banale           S aureus méti S     Pseudomonas aeruginosa
##                                                                                
## Value                                  Achromobacter ssp           flore banale
## Frequency                       3                      2                      1
## Proportion                  0.079                  0.053                  0.026
##                                                         
## Value             S aureus méti S Pseudomonas aeruginosa
## Frequency                      12                     20
## Proportion                  0.316                  0.526
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       21       17        5 
## 
## lowest :                  donnee manquante R                S                S et R          
## highest:                  donnee manquante R                S                S et R          
##                                                                               
## Value                       donnee manquante                R                S
## Frequency                 1                7                3                7
## Proportion            0.048            0.333            0.143            0.333
##                            
## Value                S et R
## Frequency                 3
## Proportion            0.143
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       38        0        9 
## 
## lowest :                             S aureus méti R            Achromobacter ssp         Haemophilus influenzae    Pa résistant          
## highest:    Pa résistant              Proteus mirabilis         S aureus méti S           S maltophilia             Serratia marcescens   
## 
## (21, 0.553), S aureus méti R (1, 0.026), Achromobacter ssp (1, 0.026),
## Haemophilus influenzae (4, 0.105), Pa résistant (1, 0.026), Proteus mirabilis
## (1, 0.026), S aureus méti S (7, 0.184), S maltophilia (1, 0.026), Serratia
## marcescens (1, 0.026)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       38        0        3 
##                                                           
## Value                      S aureus méti R S aureus méti S
## Frequency               36               1               1
## Proportion           0.947           0.026           0.026
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       38        0        2 
##                       
## Value        Non   Oui
## Frequency     18    20
## Proportion 0.474 0.526
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       38        0        4 
##                                   
## Value                0     1    NR
## Frequency      1     1    35     1
## Proportion 0.026 0.026 0.921 0.026
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct    value 
##        3       35        1          
##             
## Value       
## Frequency  3
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       38        0        4 
##                                               
## Value                KAFTRIO KALYDECO      non
## Frequency         1        2       21       14
## Proportion    0.026    0.053    0.553    0.368
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       38        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency       17      20       1
## Proportion   0.447   0.526   0.026
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct    value 
##        2       36        1          
##             
## Value       
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct    value 
##       38        0        1          
##              
## Value        
## Frequency  38
## Proportion  1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] MdtsAutomed                                                                                                   
##  [2] NbAutomed                                                                                                     
##  [3] Antalgique                                                                                                    
##  [4] antiinflammatoire..VO.ou.cutanée.                                                                             
##  [5] antispasmodique                                                                                               
##  [6] ttt.meteorisme                                                                                                
##  [7] Laxatif                                                                                                       
##  [8] Antidiarrhéique                                                                                               
##  [9] antiacide                                                                                                     
## [10] antiémétique                                                                                                  
## [11] spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## [12] expectorant.fluidifiant.bronchique                                                                            
## [13] bronchodilatateur                                                                                             
## [14] corticoide.cutané                                                                                             
## [15] Antiinfectieux                                                                                                
## [16] Antiseptiques                                                                                                 
## [17] antiallergique..antiH1..                                                                                      
## [18] anxiolytique..benzodiazepine.                                                                                 
## [19] sedatifs.hypno                                                                                                
## [20] antihemorragique                                                                                              
## [21] topique.acne                                                                                                  
## [22] element.mineral.vitamines..Zinc..Mg..                                                                         
## [23] homéopathie                                                                                                   
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$ConsoMedCompl: Non
## data[x, , drop = FALSE] 
## 
##  184  Variables      64  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##       64        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        28       36
## Proportion    0.438    0.562
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       36       28        1      Oui 
##               
## Value      Oui
## Frequency   36
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       64        0       64        1     21.9    14.82    6.982    8.417 
##      .25      .50      .75      .90      .95 
##   12.070   16.990   27.535   40.957   50.242 
## 
## lowest :  4.62  5.79  6.18  6.83  7.84, highest: 48.67 50.52 53.58 53.99 56.99
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       64        0        2 
##                       
## Value          F     M
## Frequency     26    38
## Proportion 0.406 0.594
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       14       50        2      0.2        1  0.07143   0.1429 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        1       63        1        0        1       NA 
##             
## Value      1
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       64        0       41    0.999    1.568   0.2042    1.172    1.310 
##      .25      .50      .75      .90      .95 
##    1.460    1.640    1.700    1.747    1.760 
## 
## lowest : 1.030 1.070 1.135 1.160 1.240, highest: 1.756 1.760 1.770 1.800 1.850
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       64        0       46    0.999    50.53    19.74    20.79    26.79 
##      .25      .50      .75      .90      .95 
##    33.85    54.00    64.50    70.00    73.85 
## 
## lowest : 16.0 17.0 19.8 20.4 23.0, highest: 70.0 73.0 74.0 75.0 88.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       64        0       61        1    19.78    4.158    14.96    15.36 
##      .25      .50      .75      .90      .95 
##    16.79    19.23    22.60    25.16    25.75 
## 
## lowest : 13.98 14.54 14.57 14.96 14.99, highest: 25.61 25.78 26.49 27.16 27.22
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       61        3       29    0.998     2004    12.42     1981     1989 
##      .25      .50      .75      .90      .95 
##     1997     2007     2012     2015     2017 
## 
## lowest : 1968 1972 1978 1981 1982, highest: 2015 2016 2017 2018 2020
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       64        0        2 
##                       
## Value        Non   Oui
## Frequency     61     3
## Proportion 0.953 0.047
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       64        0        3 
##                                                                                
## Value                                            poumons poumons (bipulmonaire)
## Frequency                      61                      2                      1
## Proportion                  0.953                  0.031                  0.016
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       61        3       39    0.999    86.92    26.02       38       50 
##      .25      .50      .75      .90      .95 
##       79       89      103      113      119 
## 
## lowest :  30  35  38  44  49, highest: 118 119 120 122 128
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       61        3       59        1     2450     1080     1100     1260 
##      .25      .50      .75      .90      .95 
##     1710     2340     3330     3600     3750 
## 
## lowest :  860  880 1040 1100 1190, highest: 3700 3750 4180 4200 4390
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       64        0        4 
##                                                                                
## Value                                 insulino-requerant                    non
## Frequency                       2                     14                     45
## Proportion                  0.031                  0.219                  0.703
##                                  
## Value      non insulino-requerant
## Frequency                       3
## Proportion                  0.047
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       35       29       35        1   0.2429    1.347   -1.516   -1.030 
##      .25      .50      .75      .90      .95 
##   -0.430    0.010    0.705    2.178    2.687 
## 
## lowest : -2.15 -1.60 -1.48 -1.15 -0.85, highest:  1.80  2.43  2.51  3.10  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       56        8        2    0.287        6   0.1071   0.1948 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       64        0        6 
## 
## lowest :                > bac          aucun ou < CEP bac            brevet-CAP-BEP
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac aucun ou < CEP            bac
## Frequency               1             40              1              6
## Proportion          0.016          0.625          0.016          0.094
##                                         
## Value      brevet-CAP-BEP             NR
## Frequency              13              3
## Proportion          0.203          0.047
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       64        0        2 
##                       
## Value              bac
## Frequency     63     1
## Proportion 0.984 0.016
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       64        0        8 
## 
## lowest :                              Achromobacter ssp         Autre bactérie            flore banale              Haemophilus influenzae
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          Pseudomonas aeruginosa   
## 
## (10, 0.156), Achromobacter ssp (1, 0.016), Autre bactérie (2, 0.031), flore
## banale (5, 0.078), Haemophilus influenzae (1, 0.016), S aureus méti S (22,
## 0.344), S maltophilia (2, 0.031), Pseudomonas aeruginosa (21, 0.328)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       21       43        3 
##                                                              
## Value                       donnee manquante                S
## Frequency                 1               16                4
## Proportion            0.048            0.762            0.190
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       64        0        6 
## 
## lowest :                             S aureus méti R            Achromobacter ssp         Haemophilus influenzae    S aureus méti S       
## highest:   S aureus méti R            Achromobacter ssp         Haemophilus influenzae    S aureus méti S           Serratia marcescens   
##                                                                                
## Value                                    S aureus méti R      Achromobacter ssp
## Frequency                      48                      3                      1
## Proportion                  0.750                  0.047                  0.016
##                                                                                
## Value      Haemophilus influenzae        S aureus méti S    Serratia marcescens
## Frequency                       2                      9                      1
## Proportion                  0.031                  0.141                  0.016
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       64        0        5 
## 
## lowest :                           Achromobacter ssp      Autre bactérie         S aureus méti S        Serratia marcescens
## highest:                           Achromobacter ssp      Autre bactérie         S aureus méti S        Serratia marcescens
##                                                                       
## Value                            Achromobacter ssp      Autre bactérie
## Frequency                   60                   1                   1
## Proportion               0.938               0.016               0.016
##                                                   
## Value          S aureus méti S Serratia marcescens
## Frequency                    1                   1
## Proportion               0.016               0.016
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       64        0        2 
##                       
## Value        Non   Oui
## Frequency     42    22
## Proportion 0.656 0.344
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       64        0        4 
##                                   
## Value                0     1    NR
## Frequency      1     2    60     1
## Proportion 0.016 0.031 0.938 0.016
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       64        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 
##       36       28        5 
## 
## lowest :                                                   artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures professions intermediaires                        sans activite professionnelle                    
## highest:                                                   artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures professions intermediaires                        sans activite professionnelle                    
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       64        0        5 
## 
## lowest : KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
## highest: KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
##                                                        
## Value       KAFTRIO KALYDECO      non  ORKAMBI  SYMKEVI
## Frequency         5       22       31        4        2
## Proportion    0.078    0.344    0.484    0.062    0.031
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       64        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency       44      19       1
## Proportion   0.688   0.297   0.016
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       64        0        2    0.749       33   0.5156   0.5074 
## 
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       64        0        4    0.843   0.7188   0.8581 
##                                   
## Value          0     1     2     3
## Frequency     31    22     9     2
## Proportion 0.484 0.344 0.141 0.031
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.248       30   0.9091   0.1705 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.088        1   0.0303  0.06061 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.386        5   0.1515   0.2652 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.248        3  0.09091   0.1705 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.171        2  0.06061   0.1174 
## 
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.088        1   0.0303  0.06061 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.088        1   0.0303  0.06061 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.088        1   0.0303  0.06061 
## 
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       33       31        2    0.088        1   0.0303  0.06061 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info     Mean      Gmd 
##       33       31        1        0        0        0 
##              
## Value       0
## Frequency  33
## Proportion  1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       64        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    55     4
## Proportion 0.078 0.859 0.062
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct    value 
##       64        0        1      Non 
##               
## Value      Non
## Frequency   64
## Proportion   1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     19     7    38
## Proportion 0.297 0.109 0.594
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     49     7     8
## Proportion 0.766 0.109 0.125
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     54     7     3
## Proportion 0.844 0.109 0.047
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     56     7     1
## Proportion 0.875 0.109 0.016
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     7     2
## Proportion 0.859 0.109 0.031
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     54     7     3
## Proportion 0.844 0.109 0.047
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     7    16
## Proportion 0.641 0.109 0.250
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct    value 
##        1       63        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     3    28
## Proportion 0.516 0.047 0.438
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       31       33        7 
## 
## lowest : anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    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                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       31       33        3 
##                                                                    
## Value                                         NR protection solaire
## Frequency                  25                  3                  3
## Proportion              0.806              0.097              0.097
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       60        4        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    25    27
## Proportion 0.133 0.417 0.450
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       51       13        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 
##       51       13        4 
## 
## (11, 0.216), avis, retours, conseils sur ce produit (2, 0.039), NR (37, 0.725),
## produit efficace (1, 0.020)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       60        4        3 
##                             
## Value        Non    NR   Oui
## Frequency     31    25     4
## Proportion 0.517 0.417 0.067
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       30       34        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   1                  3                 26
## Proportion              0.033              0.100              0.867
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       31       33        2 
##                       
## Value               NR
## Frequency      5    26
## Proportion 0.161 0.839
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       60        4        3 
##                             
## Value        Non    NR   Oui
## Frequency     28    25     7
## Proportion 0.467 0.417 0.117
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       59        5        3 
##                             
## Value        Non    NR   Oui
## Frequency     32    25     2
## Proportion 0.542 0.424 0.034
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     53     1    10
## Proportion 0.828 0.016 0.156
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       64        0        2 
##                       
## Value        Non    NR
## Frequency     63     1
## Proportion 0.984 0.016
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     60     1     3
## Proportion 0.938 0.016 0.047
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     1     2
## Proportion 0.953 0.016 0.031
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     4     5
## Proportion 0.859 0.062 0.078
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##        6       58        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     2     1
## Proportion 0.500 0.333 0.167
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##        6       58        2 
##                       
## Value         NR   Oui
## Frequency      2     4
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##        6       58        2 
##                       
## Value        Non    NR
## Frequency      4     2
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##        6       58        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     2     1
## Proportion 0.500 0.333 0.167
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     52     2    10
## Proportion 0.812 0.031 0.156
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     2     1
## Proportion 0.953 0.031 0.016
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       64        0        2 
##                       
## Value        Non    NR
## Frequency     62     2
## Proportion 0.969 0.031
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     2     1
## Proportion 0.953 0.031 0.016
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     2     1
## Proportion 0.953 0.031 0.016
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     2     7
## Proportion 0.859 0.031 0.109
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       64        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           2          14           2          32
## Proportion       0.219       0.031       0.219       0.031       0.500
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       13       51        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                       1                      1                      1
## Proportion                  0.077                  0.077                  0.077
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                      8
## Proportion                  0.154                  0.615
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       63        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     44    12     7
## Proportion 0.698 0.190 0.111
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       61        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     37    15     9
## Proportion 0.607 0.246 0.148
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      4    15     5
## Proportion 0.167 0.625 0.208
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      3    15     6
## Proportion 0.125 0.625 0.250
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      4    15     5
## Proportion 0.167 0.625 0.208
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     2    21
## Proportion 0.641 0.031 0.328
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       63        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     48    13     2
## Proportion 0.762 0.206 0.032
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     39     1    24
## Proportion 0.609 0.016 0.375
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    55     4
## Proportion 0.078 0.859 0.062
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct    value 
##       64        0        1      Non 
##               
## Value      Non
## Frequency   64
## Proportion   1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     19     7    38
## Proportion 0.297 0.109 0.594
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     49     7     8
## Proportion 0.766 0.109 0.125
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     54     7     3
## Proportion 0.844 0.109 0.047
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     56     7     1
## Proportion 0.875 0.109 0.016
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     7     2
## Proportion 0.859 0.109 0.031
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     54     7     3
## Proportion 0.844 0.109 0.047
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     7    16
## Proportion 0.641 0.109 0.250
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct    value 
##        1       63        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     3    28
## Proportion 0.516 0.047 0.438
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       31       33        7 
## 
## lowest : anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    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                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       31       33        3 
##                                                                    
## Value                                         NR protection solaire
## Frequency                  25                  3                  3
## Proportion              0.806              0.097              0.097
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       60        4        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    25    27
## Proportion 0.133 0.417 0.450
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       51       13        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 
##       51       13        4 
## 
## (11, 0.216), avis, retours, conseils sur ce produit (2, 0.039), NR (37, 0.725),
## produit efficace (1, 0.020)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       60        4        3 
##                             
## Value        Non    NR   Oui
## Frequency     31    25     4
## Proportion 0.517 0.417 0.067
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       30       34        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   1                  3                 26
## Proportion              0.033              0.100              0.867
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       31       33        2 
##                       
## Value               NR
## Frequency      5    26
## Proportion 0.161 0.839
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       60        4        3 
##                             
## Value        Non    NR   Oui
## Frequency     28    25     7
## Proportion 0.467 0.417 0.117
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       59        5        3 
##                             
## Value        Non    NR   Oui
## Frequency     32    25     2
## Proportion 0.542 0.424 0.034
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     53     1    10
## Proportion 0.828 0.016 0.156
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       64        0        2 
##                       
## Value        Non    NR
## Frequency     63     1
## Proportion 0.984 0.016
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     60     1     3
## Proportion 0.938 0.016 0.047
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     1     2
## Proportion 0.953 0.016 0.031
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     4     5
## Proportion 0.859 0.062 0.078
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##        6       58        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     2     1
## Proportion 0.500 0.333 0.167
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##        6       58        2 
##                       
## Value         NR   Oui
## Frequency      2     4
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##        6       58        2 
##                       
## Value        Non    NR
## Frequency      4     2
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##        6       58        3 
##                             
## Value        Non    NR   Oui
## Frequency      3     2     1
## Proportion 0.500 0.333 0.167
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     52     2    10
## Proportion 0.812 0.031 0.156
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     2     1
## Proportion 0.953 0.031 0.016
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       64        0        2 
##                       
## Value        Non    NR
## Frequency     62     2
## Proportion 0.969 0.031
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     2     1
## Proportion 0.953 0.031 0.016
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     61     2     1
## Proportion 0.953 0.031 0.016
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     2     7
## Proportion 0.859 0.031 0.109
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       64        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           2          14           2          32
## Proportion       0.219       0.031       0.219       0.031       0.500
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       13       51        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                       1                      1                      1
## Proportion                  0.077                  0.077                  0.077
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                      8
## Proportion                  0.154                  0.615
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       63        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     44    12     7
## Proportion 0.698 0.190 0.111
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       61        3        3 
##                             
## Value        Non    NR   Oui
## Frequency     37    15     9
## Proportion 0.607 0.246 0.148
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      4    15     5
## Proportion 0.167 0.625 0.208
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      3    15     6
## Proportion 0.125 0.625 0.250
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      4    15     5
## Proportion 0.167 0.625 0.208
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       24       40        3 
##                             
## Value        Non    NR   Oui
## Frequency      8    15     1
## Proportion 0.333 0.625 0.042
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       24       40        2 
##                       
## Value        Non    NR
## Frequency      9    15
## Proportion 0.375 0.625
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     41     2    21
## Proportion 0.641 0.031 0.328
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       63        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     48    13     2
## Proportion 0.762 0.206 0.032
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       64        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     39     1    24
## Proportion 0.609 0.016 0.375
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] SiOui.HE          SiOui.Plante      SiOui.Homeo       SiOui.Champi     
##  [5] SiOui.Algue       SiOui.ComplAlim   SiOui.Probio      SiOui.FlBach     
##  [9] SiOui.Tisane      SiOui.CBD         SiOuiEpiceArom    SiOui.Autre      
## [13] SiOui.HE.1        SiOui.Plante.1    SiOui.Homeo.1     SiOui.Champi.1   
## [17] SiOui.Algue.1     SiOui.ComplAlim.1 SiOui.Probio.1    SiOui.FlBach.1   
## [21] SiOui.Tisane.1    SiOui.CBD.1       SiOuiEpiceArom.1  SiOui.Autre.2    
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$ConsoMedCompl: NR
## data[x, , drop = FALSE] 
## 
##  184  Variables      1  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct    value 
##        1        0        1 Péditrie 
##                    
## Value      Péditrie
## Frequency         1
## Proportion        1
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0      8.4       NA 
##               
## Value      8.4
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct    value 
##        1        0        1        M 
##             
## Value      M
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0     1.29       NA 
##                
## Value      1.29
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0     24.9       NA 
##                
## Value      24.9
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0    14.96       NA 
##                 
## Value      14.96
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0     2014       NA 
##                
## Value      2014
## 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.... 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0      104       NA 
##               
## Value      104
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0     1640       NA 
##                
## Value      1640
## Frequency     1
## Proportion    1
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct    value 
##        1        0        1      non 
##               
## Value      non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0    -0.57       NA 
##                 
## Value      -0.57
## 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
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct    value 
##        1        0        1          
##             
## Value       
## 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        1 
##             
## Value      1
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1 
##                          n                    missing 
##                          1                          0 
##                   distinct                      value 
##                          1 professions intermediaires 
##                                      
## Value      professions intermediaires
## Frequency                           1
## Proportion                          1
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        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     Info     Mean      Gmd 
##        1        0        1        0        0       NA 
##             
## Value      0
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##        1        0        1        0        0       NA 
##             
## Value      0
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct    value 
##        1        0        1    NA/NR 
##                 
## Value      NA/NR
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct    value 
##        1        0        1    NA/NR 
##                 
## Value      NA/NR
## Frequency      1
## Proportion     1
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct    value 
##        1        0        1       NR 
##              
## Value      NR
## Frequency   1
## Proportion  1
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct    value 
##        1        0        1      Oui 
##               
## Value      Oui
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct    value 
##        1        0        1      Non 
##               
## Value      Non
## Frequency    1
## Proportion   1
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
##  [1] Grossesse                                                                                                     
##  [2] TrimGro                                                                                                       
##  [3] pyo.Resistant.ou.sensible                                                                                     
##  [4] Antalgique                                                                                                    
##  [5] antiinflammatoire..VO.ou.cutanée.                                                                             
##  [6] antispasmodique                                                                                               
##  [7] ttt.meteorisme                                                                                                
##  [8] Laxatif                                                                                                       
##  [9] Antidiarrhéique                                                                                               
## [10] antiacide                                                                                                     
## [11] antiémétique                                                                                                  
## [12] spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## [13] expectorant.fluidifiant.bronchique                                                                            
## [14] bronchodilatateur                                                                                             
## [15] corticoide.cutané                                                                                             
## [16] Antiinfectieux                                                                                                
## [17] Antiseptiques                                                                                                 
## [18] antiallergique..antiH1..                                                                                      
## [19] anxiolytique..benzodiazepine.                                                                                 
## [20] sedatifs.hypno                                                                                                
## [21] antihemorragique                                                                                              
## [22] topique.acne                                                                                                  
## [23] element.mineral.vitamines..Zinc..Mg..                                                                         
## [24] homéopathie                                                                                                   
## [25] effet.recherchéOui.produit.peau                                                                               
## [26] effet.recherché2.produit.peau                                                                                 
## [27] CritProvCategorieOui                                                                                          
## [28] CritProvCategorie2                                                                                            
## [29] Psychia                                                                                                       
## [30] Psychol                                                                                                       
## [31] Psychotp                                                                                                      
## [32] PsyAutre                                                                                                      
## [33] Regime.initiative.personnelle.ou.medicale                                                                     
## [34] SiOui.MedG                                                                                                    
## [35] SiOui.MedSpe                                                                                                  
## [36] SiOui.PharmOff                                                                                                
## [37] SiOui.PharmH                                                                                                  
## [38] SiOui.kine                                                                                                    
## [39] SiOui.ost                                                                                                     
## [40] SiOui.InfLib                                                                                                  
## [41] SiOui.InfH                                                                                                    
## [42] SiOui.Diet                                                                                                    
## [43] SiOui.Nat                                                                                                     
## [44] SiOui.Autre.1                                                                                                 
## [45] effet.recherchéOui.produit.peau.1                                                                             
## [46] effet.recherché2.produit.peau.1                                                                               
## [47] CritProvCategorieOui.1                                                                                        
## [48] CritProvCategorie2.1                                                                                          
## [49] Psychia.1                                                                                                     
## [50] Psychol.1                                                                                                     
## [51] Psychotp.1                                                                                                    
## [52] PsyAutre.1                                                                                                    
## [53] Regime.initiative.personnelle.ou.medicale.1                                                                   
## [54] SiOui.MedG.1                                                                                                  
## [55] SiOui.MedSpe.1                                                                                                
## [56] SiOui.PharmOff.1                                                                                              
## [57] SiOui.PharmH.1                                                                                                
## [58] SiOui.kine.1                                                                                                  
## [59] SiOui.ost.1                                                                                                   
## [60] SiOui.InfLib.1                                                                                                
## [61] SiOui.InfH.1                                                                                                  
## [62] SiOui.Diet.1                                                                                                  
## [63] SiOui.Nat.1                                                                                                   
## [64] SiOui.Autre.3                                                                                                 
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$ConsoMedCompl: Oui
## data[x, , drop = FALSE] 
## 
##  184  Variables      68  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##       68        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        36       32
## Proportion    0.529    0.471
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct    value 
##       32       36        1      Oui 
##               
## Value      Oui
## Frequency   32
## Proportion   1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       68        0       66        1    22.66    15.14    6.194    7.417 
##      .25      .50      .75      .90      .95 
##   11.440   21.395   33.145   40.441   44.023 
## 
## lowest :  3.51  4.35  6.11  6.35  6.62, highest: 43.99 44.04 50.07 56.46 62.74
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       68        0        2 
##                       
## Value          F     M
## Frequency     39    29
## Proportion 0.574 0.426
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       45        2    0.239        2  0.08696    0.166 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        2       66        2        1        2        2 
##                   
## Value        1   3
## Frequency    1   1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       68        0       43    0.999    1.538   0.2088    1.190    1.230 
##      .25      .50      .75      .90      .95 
##    1.444    1.587    1.669    1.744    1.757 
## 
## lowest : 0.970 1.105 1.120 1.180 1.210, highest: 1.750 1.760 1.790 1.810 1.830
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       68        0       52    0.999    47.79    18.69    20.74    23.53 
##      .25      .50      .75      .90      .95 
##    34.10    49.35    59.40    68.60    71.65 
## 
## lowest : 13.7 18.6 19.8 20.6 21.0, highest: 70.2 71.0 72.0 75.0 80.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       68        0       66        1     19.4    3.714    14.28    15.05 
##      .25      .50      .75      .90      .95 
##    17.13    19.42    21.48    23.51    24.51 
## 
## lowest : 13.76 14.07 14.08 14.13 14.56, highest: 24.02 24.77 24.97 25.16 25.95
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       65        3       34    0.998     2004     12.2     1985     1987 
##      .25      .50      .75      .90      .95 
##     1997     2006     2012     2015     2017 
## 
## lowest : 1978 1980 1985 1986 1987, highest: 2016 2017 2018 2021 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     67     1
## Proportion 0.985 0.015
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       68        0        2 
##                                     
## Value                   poumon, rein
## Frequency            67            1
## Proportion        0.985        0.015
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       57       11       37    0.999    93.05     21.4     64.0     65.6 
##      .25      .50      .75      .90      .95 
##     84.0     95.0    106.0    114.4    120.4 
## 
## lowest :  43  48  60  65  66, highest: 119 120 122 125 135
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56       12       49        1     2459     1169     1075     1230 
##      .25      .50      .75      .90      .95 
##     1582     2515     3362     3820     4012 
## 
## lowest :    2.93  850.00 1030.00 1090.00 1170.00
## highest: 3820.00 4000.00 4050.00 4280.00 4440.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       68        0        4 
##                                                                                
## Value                                 insulino-requerant                    non
## Frequency                      12                      8                     45
## Proportion                  0.176                  0.118                  0.662
##                                  
## Value      non insulino-requerant
## Frequency                       3
## Proportion                  0.044
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       31       37       31        1 -0.01484    1.098   -1.150   -1.120 
##      .25      .50      .75      .90      .95 
##   -0.820   -0.130    0.675    1.540    1.610 
## 
## lowest : -1.33 -1.16 -1.14 -1.12 -1.11, highest:  1.25  1.54  1.60  1.62  1.85
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       56       12        2    0.199        4  0.07143   0.1351 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       68        0        6 
## 
## lowest :                > bac          aucun ou < CEP bac            brevet-CAP-BEP
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac aucun ou < CEP            bac
## Frequency               9             39              2              7
## Proportion          0.132          0.574          0.029          0.103
##                                         
## Value      brevet-CAP-BEP             NR
## Frequency              10              1
## Proportion          0.147          0.015
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       68        0        3 
##                             
## Value            > bac   bac
## Frequency     64     3     1
## Proportion 0.941 0.044 0.015
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       68        0        8 
## 
## lowest :                              B.multivorans             flore banale              Haemophilus influenzae    S aureus méti S       
## highest:    Haemophilus influenzae    S aureus méti S           S maltophilia          NR                        Pseudomonas aeruginosa   
## 
## (14, 0.206), B.multivorans (1, 0.015), flore banale (5, 0.074), Haemophilus
## influenzae (1, 0.015), S aureus méti S (29, 0.426), S maltophilia (1, 0.015),
## NR (1, 0.015), Pseudomonas aeruginosa (16, 0.235)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       26       42        3 
##                                                              
## Value                       donnee manquante                S
## Frequency                10               13                3
## Proportion            0.385            0.500            0.115
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       68        0        7 
## 
## lowest :                             S aureus méti R            Haemophilus influenzae    Nocardia                  S aureus méti S       
## highest:    Haemophilus influenzae    Nocardia                  S aureus méti S           S maltophilia             Serratia marcescens   
## 
## (57, 0.838), S aureus méti R (1, 0.015), Haemophilus influenzae (2, 0.029),
## Nocardia (1, 0.015), S aureus méti S (4, 0.059), S maltophilia (2, 0.029),
## Serratia marcescens (1, 0.015)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct    value 
##       68        0        1          
##              
## Value        
## Frequency  68
## Proportion  1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     52    16
## Proportion 0.765 0.235
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       68        0        2 
##                       
## Value         NA     1
## Frequency     11    57
## Proportion 0.162 0.838
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       68        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                    
## --------------------------------------------------------------------------------
## CatSocioProf2 
##        n  missing distinct 
##       33       35        6 
## 
## lowest :                                                   artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                         
## highest: artisans, commercants, chefs d'entreprise         cadres et professions intellectuelles superieures employes                                          ouvriers                                          professions intermediaires                       
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       68        0        4 
##                                               
## Value       KAFTRIO KALYDECO      non  ORKAMBI
## Frequency         8       26       24       10
## Proportion    0.118    0.382    0.353    0.147
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       68        0        2 
##                           
## Value              KAFTRIO
## Frequency       42      26
## Proportion   0.618   0.382
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       68        0        2    0.584       50   0.7353   0.3951 
## 
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       68        0        8    0.951    1.853    1.996 
## 
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##                                                           
## Value          0     1     2     3     4     5     6     8
## Frequency     18    20    10     8     5     2     4     1
## Proportion 0.265 0.294 0.147 0.118 0.074 0.029 0.059 0.015
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.696       33   0.6346   0.4729 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.261        5  0.09615   0.1772 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.616       15   0.2885   0.4186 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.057        1  0.01923  0.03846 
## 
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.111        2  0.03846  0.07541 
## 
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.163        3  0.05769   0.1109 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.213        4  0.07692   0.1448 
## 
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info     Mean      Gmd 
##       52       16        1        0        0        0 
##              
## Value       0
## Frequency  52
## Proportion  1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.501       11   0.2115   0.3401 
## 
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2     0.35        7   0.1346   0.2376 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.057        1  0.01923  0.03846 
## 
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.163        3  0.05769   0.1109 
## 
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.111        2  0.03846  0.07541 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.111        2  0.03846  0.07541 
## 
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.057        1  0.01923  0.03846 
## 
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.057        1  0.01923  0.03846 
## 
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.261        5  0.09615   0.1772 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.111        2  0.03846  0.07541 
## 
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.057        1  0.01923  0.03846 
## 
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       52       16        2    0.391        8   0.1538   0.2655 
## 
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info     Mean      Gmd 
##       52       16        3    0.431   0.2115   0.3688 
##                             
## Value          0     1     3
## Frequency     43     8     1
## Proportion 0.827 0.154 0.019
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       68        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    52    11
## Proportion 0.074 0.765 0.162
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct    value 
##       68        0        1      Oui 
##               
## Value      Oui
## Frequency   68
## Proportion   1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct    value 
##        1       67        1          
##             
## Value       
## Frequency  1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     37    31
## Proportion 0.544 0.456
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     54    14
## Proportion 0.794 0.206
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     39    29
## Proportion 0.574 0.426
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     67     1
## Proportion 0.985 0.015
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     66     2
## Proportion 0.971 0.029
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     46    22
## Proportion 0.676 0.324
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       68        0        2 
##                   
## Value      Non Oui
## Frequency   34  34
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     43    25
## Proportion 0.632 0.368
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     62     6
## Proportion 0.912 0.088
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     37    31
## Proportion 0.544 0.456
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     63     5
## Proportion 0.926 0.074
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     54    14
## Proportion 0.794 0.206
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     60     8
## Proportion 0.882 0.118
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       68        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    17     6    44
## Proportion 0.015 0.250 0.088 0.647
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       52       16       10 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                              confort musculaire                                                      
## 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 
##       52       16        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 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency      6    18    44
## Proportion 0.088 0.265 0.647
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       61        7        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 
##       61        7        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (29, 0.475), autre (1, 0.016), avis, retours, conseils sur ce produit (1,
## 0.016), NR (29, 0.475), produit efficace (1, 0.016)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     32    18    18
## Proportion 0.471 0.265 0.265
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       36       32        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   1                 10                 25
## Proportion              0.028              0.278              0.694
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       40       28        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  14                  1                  2
## Proportion              0.350              0.025              0.050
##                              
## Value                      NR
## Frequency                  23
## Proportion              0.575
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     37    18    13
## Proportion 0.544 0.265 0.191
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       67        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     40    18     9
## Proportion 0.597 0.269 0.134
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     36     1    31
## Proportion 0.529 0.015 0.456
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     60     1     7
## Proportion 0.882 0.015 0.103
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     1    12
## Proportion 0.809 0.015 0.176
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     62     1     5
## Proportion 0.912 0.015 0.074
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     50     4    14
## Proportion 0.735 0.059 0.206
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       11       57        2 
##                       
## Value        Non    NR
## Frequency      8     3
## Proportion 0.727 0.273
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       11       57        3 
##                             
## Value        Non    NR   Oui
## Frequency      1     3     7
## Proportion 0.091 0.273 0.636
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       11       57        2 
##                       
## Value        Non    NR
## Frequency      8     3
## Proportion 0.727 0.273
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       11       57        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     3     1
## Proportion 0.636 0.273 0.091
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     1    12
## Proportion 0.809 0.015 0.176
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     66     1     1
## Proportion 0.971 0.015 0.015
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non    NR
## Frequency     67     1
## Proportion 0.985 0.015
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     66     1     1
## Proportion 0.971 0.015 0.015
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     66     1     1
## Proportion 0.971 0.015 0.015
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     56     1    11
## Proportion 0.824 0.015 0.162
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       68        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           15          10          31           3           9
## Proportion       0.221       0.147       0.456       0.044       0.132
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       13       55        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       2                      2                      1
## Proportion                  0.154                  0.154                  0.077
##                                  
## Value             raison medicale
## Frequency                       8
## Proportion                  0.615
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     50     5    13
## Proportion 0.735 0.074 0.191
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     27     6    35
## Proportion 0.397 0.088 0.515
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    20    6   14
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    24    6   10
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     19     6    15
## Proportion 0.475 0.150 0.375
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    32    6    2
## Proportion 0.80 0.15 0.05
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     6     5
## Proportion 0.725 0.150 0.125
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     31     6     3
## Proportion 0.775 0.150 0.075
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       40       28        2 
##                     
## Value       Non   NR
## Frequency    34    6
## Proportion 0.85 0.15
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    30    6    4
## Proportion 0.75 0.15 0.10
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    30    6    4
## Proportion 0.75 0.15 0.10
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    28    6    6
## Proportion 0.70 0.15 0.15
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     6     1
## Proportion 0.825 0.150 0.025
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     49     1    18
## Proportion 0.721 0.015 0.265
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     59     4     5
## Proportion 0.868 0.059 0.074
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     1    41
## Proportion 0.382 0.015 0.603
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value      NA/NR   Non   Oui
## Frequency      5    52    11
## Proportion 0.074 0.765 0.162
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct    value 
##       68        0        1      Oui 
##               
## Value      Oui
## Frequency   68
## Proportion   1
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     37    31
## Proportion 0.544 0.456
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     54    14
## Proportion 0.794 0.206
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     39    29
## Proportion 0.574 0.426
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     67     1
## Proportion 0.985 0.015
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     66     2
## Proportion 0.971 0.029
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     46    22
## Proportion 0.676 0.324
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       68        0        2 
##                   
## Value      Non Oui
## Frequency   34  34
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     43    25
## Proportion 0.632 0.368
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     62     6
## Proportion 0.912 0.088
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     37    31
## Proportion 0.544 0.456
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     63     5
## Proportion 0.926 0.074
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     54    14
## Proportion 0.794 0.206
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non   Oui
## Frequency     60     8
## Proportion 0.882 0.118
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       68        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency      1    17     6    44
## Proportion 0.015 0.250 0.088 0.647
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       52       16       10 
## 
## lowest : amelioration respiratoire                                                anti-acné                                                                anti-infectieux (gel hydroalcoolique)                                    bien être, massage, sommeil                                              confort musculaire                                                      
## 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 
##       52       16        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 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency      6    18    44
## Proportion 0.088 0.265 0.647
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       61        7        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 
##       61        7        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (29, 0.475), autre (1, 0.016), avis, retours, conseils sur ce produit (1,
## 0.016), NR (29, 0.475), produit efficace (1, 0.016)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     32    18    18
## Proportion 0.471 0.265 0.265
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       36       32        3 
##                                                                    
## Value            en pharmacie fabrique en France                 NR
## Frequency                   1                 10                 25
## Proportion              0.028              0.278              0.694
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       40       28        4 
##                                                                    
## Value                           fabrique en Asie fabrique en Europe
## Frequency                  14                  1                  2
## Proportion              0.350              0.025              0.050
##                              
## Value                      NR
## Frequency                  23
## Proportion              0.575
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     37    18    13
## Proportion 0.544 0.265 0.191
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       67        1        3 
##                             
## Value        Non    NR   Oui
## Frequency     40    18     9
## Proportion 0.597 0.269 0.134
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     36     1    31
## Proportion 0.529 0.015 0.456
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     60     1     7
## Proportion 0.882 0.015 0.103
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     1    12
## Proportion 0.809 0.015 0.176
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     62     1     5
## Proportion 0.912 0.015 0.074
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     50     4    14
## Proportion 0.735 0.059 0.206
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       11       57        2 
##                       
## Value        Non    NR
## Frequency      8     3
## Proportion 0.727 0.273
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       11       57        3 
##                             
## Value        Non    NR   Oui
## Frequency      1     3     7
## Proportion 0.091 0.273 0.636
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       11       57        2 
##                       
## Value        Non    NR
## Frequency      8     3
## Proportion 0.727 0.273
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       11       57        3 
##                             
## Value        Non    NR   Oui
## Frequency      7     3     1
## Proportion 0.636 0.273 0.091
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     55     1    12
## Proportion 0.809 0.015 0.176
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     66     1     1
## Proportion 0.971 0.015 0.015
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       68        0        2 
##                       
## Value        Non    NR
## Frequency     67     1
## Proportion 0.985 0.015
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     66     1     1
## Proportion 0.971 0.015 0.015
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     66     1     1
## Proportion 0.971 0.015 0.015
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     56     1    11
## Proportion 0.824 0.015 0.162
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       68        0        5 
## 
## lowest : < 2Non      > 5Non      2Non - 5Non autre       NR         
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value           < 2Non      > 5Non 2Non - 5Non       autre          NR
## Frequency           15          10          31           3           9
## Proportion       0.221       0.147       0.456       0.044       0.132
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       13       55        4 
##                                                                                
## Value            donnee manquante initiative personnelle                     NR
## Frequency                       2                      2                      1
## Proportion                  0.154                  0.154                  0.077
##                                  
## Value             raison medicale
## Frequency                       8
## Proportion                  0.615
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     50     5    13
## Proportion 0.735 0.074 0.191
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     27     6    35
## Proportion 0.397 0.088 0.515
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    20    6   14
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    24    6   10
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     19     6    15
## Proportion 0.475 0.150 0.375
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    32    6    2
## Proportion 0.80 0.15 0.05
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     29     6     5
## Proportion 0.725 0.150 0.125
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     31     6     3
## Proportion 0.775 0.150 0.075
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       40       28        2 
##                     
## Value       Non   NR
## Frequency    34    6
## Proportion 0.85 0.15
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    30    6    4
## Proportion 0.75 0.15 0.10
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    30    6    4
## Proportion 0.75 0.15 0.10
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       40       28        3 
##                          
## Value       Non   NR  Oui
## Frequency    28    6    6
## Proportion 0.70 0.15 0.15
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       40       28        3 
##                             
## Value        Non    NR   Oui
## Frequency     33     6     1
## Proportion 0.825 0.150 0.025
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     49     1    18
## Proportion 0.721 0.015 0.265
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     59     4     5
## Proportion 0.868 0.059 0.074
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       68        0        3 
##                             
## Value        Non    NR   Oui
## Frequency     26     1    41
## Proportion 0.382 0.015 0.603
## --------------------------------------------------------------------------------
## 
## Variables with all observations missing:
## 
## [1] SiNon.JmsInteresse.1   SiNon.PasEfficace.1    SiNon.Mauvais.1       
## [4] SiNon.ConseilProIgn.1  SiNon.DeconseillePro.1 SiNon.PasBudget.1     
## [7] SiNon.Autre.1

Description des variables selon colonisation à Pseudomonas aeruginosa et/ou S aureus métiR

by(Descriptif_Mucautomed_V1,Descriptif_Mucautomed_V1$Colonisation_PS_SAmetiR,Hmisc::describe)
## Descriptif_Mucautomed_V1$Colonisation_PS_SAmetiR: Non
## data[x, , drop = FALSE] 
## 
##  184  Variables      113  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##      113        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        51       62
## Proportion    0.451    0.549
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct 
##       62       51        2 
##                       
## Value        Non   Oui
## Frequency      1    61
## Proportion 0.016 0.984
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      113        0      111        1    20.83     14.2    6.152    7.632 
##      .25      .50      .75      .90      .95 
##   10.760   16.480   28.030   40.474   43.486 
## 
## lowest :  3.51  4.35  4.62  5.79  6.11, highest: 44.04 45.53 56.99 61.92 68.11
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##      113        0        2 
##                       
## Value          F     M
## Frequency     58    55
## Proportion 0.513 0.487
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       26       87        2    0.213        2  0.07692   0.1477 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        2      111        2        1        2        2 
##                   
## Value        1   3
## Frequency    1   1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      112        1       59    0.999    1.526   0.2056    1.149    1.233 
##      .25      .50      .75      .90      .95 
##    1.404    1.583    1.650    1.720    1.746 
## 
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.742 1.750 1.790 1.800 1.860
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      112        1       75        1     47.7    20.31    20.13    23.08 
##      .25      .50      .75      .90      .95 
##    31.88    49.85    59.40    67.00    74.45 
## 
## lowest :  13.7  16.0  17.0  18.6  19.8, highest:  75.0  77.0  80.0  88.0 125.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      112        1      107        1    19.58     4.35    14.57    15.08 
##      .25      .50      .75      .90      .95 
##    16.33    19.20    22.39    24.60    25.69 
## 
## lowest : 13.76 13.98 14.08 14.13 14.54, highest: 25.95 26.49 27.16 27.22 40.82
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       92       21       33    0.998     2006    9.666     1989     1993 
##      .25      .50      .75      .90      .95 
##     2003     2008     2012     2016     2017 
## 
## lowest : 1978 1980 1986 1987 1988, highest: 2015 2016 2017 2018 2020
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##      113        0        2 
##                       
## Value        Non   Oui
## Frequency    112     1
## Proportion 0.991 0.009
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##      113        0        2 
##                           
## Value              poumons
## Frequency      112       1
## Proportion   0.991   0.009
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##      100       13       51    0.999    94.36    19.26    67.75    73.80 
##      .25      .50      .75      .90      .95 
##    85.75    95.50   106.25   115.30   120.10 
## 
## lowest :  38  43  57  63  68, highest: 120 122 125 127 128
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       99       14       86        1     2446     1107     1039     1300 
##      .25      .50      .75      .90      .95 
##     1620     2480     3245     3606     4000 
## 
## lowest :    2.93  300.00  860.00  880.00 1030.00
## highest: 4000.00 4050.00 4180.00 4200.00 4390.00
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##      113        0        4 
##                                                                                
## Value                                 insulino-requerant                    non
## Frequency                      15                     15                     82
## Proportion                  0.133                  0.133                  0.726
##                                  
## Value      non insulino-requerant
## Frequency                       1
## Proportion                  0.009
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       60       53       58        1  0.09217    1.211  -1.3375  -1.1230 
##      .25      .50      .75      .90      .95 
##  -0.5775  -0.0700   0.6025   1.6020   2.4340 
## 
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest:  1.80  2.43  2.51  3.10  3.44
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       95       18        2    0.031        1  0.01053  0.02105 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##      113        0        6 
## 
## lowest :                > bac          aucun ou < CEP bac            brevet-CAP-BEP
## highest: > bac          aucun ou < CEP bac            brevet-CAP-BEP NR            
##                                                                       
## Value                              > bac aucun ou < CEP            bac
## Frequency              11             64              2             11
## Proportion          0.097          0.566          0.018          0.097
##                                         
## Value      brevet-CAP-BEP             NR
## Frequency              22              3
## Proportion          0.195          0.027
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##      113        0        3 
##                             
## Value            > bac   bac
## Frequency    108     3     2
## Proportion 0.956 0.027 0.018
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##      113        0        9 
## 
## lowest :                              Achromobacter ssp         Autre bactérie            B.multivorans             flore banale          
## highest:    flore banale              Haemophilus influenzae    S aureus méti S           S maltophilia          NR                       
## 
## (26, 0.230), Achromobacter ssp (3, 0.027), Autre bactérie (2, 0.018),
## B.multivorans (1, 0.009), flore banale (11, 0.097), Haemophilus influenzae (2,
## 0.018), S aureus méti S (64, 0.566), S maltophilia (3, 0.027), NR (1, 0.009)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct    value 
##       12      101        1          
##              
## Value        
## Frequency  12
## Proportion  1
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##      113        0        6 
## 
## lowest :                              Achromobacter ssp         Haemophilus influenzae    S aureus méti S           S maltophilia         
## highest:    Achromobacter ssp         Haemophilus influenzae    S aureus méti S           S maltophilia             Serratia marcescens   
##                                                                                
## Value                                  Achromobacter ssp Haemophilus influenzae
## Frequency                      96                      1                      8
## Proportion                  0.850                  0.009                  0.071
##                                                                                
## Value             S aureus méti S          S maltophilia    Serratia marcescens
## Frequency                       3                      3                      2
## Proportion                  0.027                  0.027                  0.018
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct    value 
##      113        0        1          
##               
## Value         
## Frequency  113
## Proportion   1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct    value 
##      113        0        1      Non 
##               
## Value      Non
## Frequency  113
## Proportion   1
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value                0     1    NR
## Frequency     12     2    97     2
## Proportion 0.106 0.018 0.858 0.018
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##      113        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 
##       63       50        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 
##      113        0        6 
## 
## lowest :          KAFTRIO  KALYDECO non      ORKAMBI 
## highest: KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
##                                                                 
## Value                KAFTRIO KALYDECO      non  ORKAMBI  SYMKEVI
## Frequency         1       11       39       49       12        1
## Proportion    0.009    0.097    0.345    0.434    0.106    0.009
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##      113        0        3 
##                                   
## Value              KAFTRIO SYMKEVI
## Frequency       77      34       2
## Proportion   0.681   0.301   0.018
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       95       18        2    0.698       60   0.6316   0.4703 
## 
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       95       18        7    0.913    1.274    1.492 
## 
## lowest : 0 1 2 3 4, highest: 2 3 4 5 6
##                                                     
## Value          0     1     2     3     4     5     6
## Frequency     35    31    12     8     5     2     2
## Proportion 0.368 0.326 0.126 0.084 0.053 0.021 0.021
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.618       44   0.7097   0.4188 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.138        3  0.04839   0.0936 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.525       14   0.2258   0.3554 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.048        1  0.01613  0.03226 
## 
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.094        2  0.03226  0.06346 
## 
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.181        4  0.06452   0.1227 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.138        3  0.04839   0.0936 
## 
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.094        2  0.03226  0.06346 
## 
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.406       10   0.1613    0.275 
## 
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.262        6  0.09677   0.1777 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info     Mean      Gmd 
##       62       51        1        0        0        0 
##              
## Value       0
## Frequency  62
## Proportion  1
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.094        2  0.03226  0.06346 
## 
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.048        1  0.01613  0.03226 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info     Mean      Gmd 
##       62       51        1        0        0        0 
##              
## Value       0
## Frequency  62
## Proportion  1
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info     Mean      Gmd 
##       62       51        1        0        0        0 
##              
## Value       0
## Frequency  62
## Proportion  1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.048        1  0.01613  0.03226 
## 
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.222        5  0.08065   0.1507 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.048        1  0.01613  0.03226 
## 
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info     Mean      Gmd 
##       62       51        1        0        0        0 
##              
## Value       0
## Frequency  62
## Proportion  1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.301        7   0.1129   0.2036 
## 
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       62       51        2    0.301        7   0.1129   0.2036 
## 
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     18     8    76    11
## Proportion 0.159 0.071 0.673 0.097
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    42     1    52
## Proportion 0.159 0.372 0.009 0.460
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       62       51        4 
##                                   
## Value              Non    NR   Oui
## Frequency     19    13     6    24
## Proportion 0.306 0.210 0.097 0.387
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       62       51        4 
##                                   
## Value              Non    NR   Oui
## Frequency     19    31     6     6
## Proportion 0.306 0.500 0.097 0.097
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       62       51        4 
##                                   
## Value              Non    NR   Oui
## Frequency     19    36     6     1
## Proportion 0.306 0.581 0.097 0.016
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       62       51        3 
##                             
## Value              Non    NR
## Frequency     19    37     6
## Proportion 0.306 0.597 0.097
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       62       51        4 
##                                   
## Value              Non    NR   Oui
## Frequency     19    35     6     2
## Proportion 0.306 0.565 0.097 0.032
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       62       51        3 
##                             
## Value              Non    NR
## Frequency     19    37     6
## Proportion 0.306 0.597 0.097
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       62       51        4 
##                                   
## Value              Non    NR   Oui
## Frequency     19    25     6    12
## Proportion 0.306 0.403 0.097 0.194
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29     1    23
## Proportion 0.254 0.408 0.014 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    41     1    11
## Proportion 0.254 0.577 0.014 0.155
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30     1    22
## Proportion 0.254 0.423 0.014 0.310
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    51     1     1
## Proportion 0.254 0.718 0.014 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    51     1     1
## Proportion 0.254 0.718 0.014 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    38     1    14
## Proportion 0.254 0.535 0.014 0.197
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    23     1    29
## Proportion 0.254 0.324 0.014 0.408
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29     1    23
## Proportion 0.254 0.408 0.014 0.324
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    47     1     5
## Proportion 0.254 0.662 0.014 0.070
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    28     1    24
## Proportion 0.254 0.394 0.014 0.338
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    50     1     2
## Proportion 0.254 0.704 0.014 0.028
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    41     1    11
## Proportion 0.254 0.577 0.014 0.155
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    46     1     6
## Proportion 0.254 0.648 0.014 0.085
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    36     9    50
## Proportion 0.159 0.319 0.080 0.442
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       77       36       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 
##       77       36        7 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18     9    32    51
## Proportion 0.164 0.082 0.291 0.464
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       99       14        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 
##       99       14        4 
## 
## (46, 0.465), avis, retours, conseils sur ce produit (2, 0.020), NR (50, 0.505),
## produit efficace (1, 0.010)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    45    32    15
## Proportion 0.164 0.409 0.291 0.136
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       66       47        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  18                  1                  8
## Proportion              0.273              0.015              0.121
##                              
## Value                      NR
## Frequency                  39
## Proportion              0.591
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       69       44        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                  30                  2                 37
## Proportion              0.435              0.029              0.536
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    47    32    13
## Proportion 0.164 0.427 0.291 0.118
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##      108        5        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    47    32    11
## Proportion 0.167 0.435 0.296 0.102
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    66     1    28
## Proportion 0.159 0.584 0.009 0.248
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    89     1     5
## Proportion 0.159 0.788 0.009 0.044
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    83     1    11
## Proportion 0.159 0.735 0.009 0.097
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    89     1     5
## Proportion 0.159 0.788 0.009 0.044
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    75     7    13
## Proportion 0.159 0.664 0.062 0.115
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct 
##       16       97        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     8     5     1
## Proportion 0.125 0.500 0.312 0.062
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct 
##       16       97        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5     8
## Proportion 0.125 0.062 0.312 0.500
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct 
##       16       97        3 
##                             
## Value              Non    NR
## Frequency      2     9     5
## Proportion 0.125 0.562 0.312
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct 
##       16       97        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     7     5     2
## Proportion 0.125 0.438 0.312 0.125
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    79     2    14
## Proportion 0.159 0.699 0.018 0.124
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    92     2     1
## Proportion 0.159 0.814 0.018 0.009
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##      113        0        3 
##                             
## Value              Non    NR
## Frequency     18    93     2
## Proportion 0.159 0.823 0.018
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    91     2     2
## Proportion 0.159 0.805 0.018 0.018
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    92     2     1
## Proportion 0.159 0.814 0.018 0.009
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    82     2    11
## Proportion 0.159 0.726 0.018 0.097
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##      113        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           18          17          10          35           4
## Proportion       0.159       0.150       0.088       0.310       0.035
##                       
## Value               NR
## Frequency           29
## Proportion       0.257
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       34       79        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      18                      1                      2
## Proportion                  0.529                  0.029                  0.059
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                     11
## Proportion                  0.059                  0.324
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##      112        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    73     8    13
## Proportion 0.161 0.652 0.071 0.116
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    46    12    34
## Proportion 0.164 0.418 0.109 0.309
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    19    13    14
## Proportion 0.281 0.297 0.203 0.219
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    22    13    11
## Proportion 0.281 0.344 0.203 0.172
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    15    13    18
## Proportion 0.281 0.234 0.203 0.281
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30    13     3
## Proportion 0.281 0.469 0.203 0.047
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29    13     4
## Proportion 0.281 0.453 0.203 0.062
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30    13     3
## Proportion 0.281 0.469 0.203 0.047
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       64       49        3 
##                             
## Value              Non    NR
## Frequency     18    33    13
## Proportion 0.281 0.516 0.203
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30    13     3
## Proportion 0.281 0.469 0.203 0.047
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29    13     4
## Proportion 0.281 0.453 0.203 0.062
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    27    13     6
## Proportion 0.281 0.422 0.203 0.094
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       64       49        3 
##                             
## Value              Non    NR
## Frequency     18    33    13
## Proportion 0.281 0.516 0.203
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    64     2    29
## Proportion 0.159 0.566 0.018 0.257
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##      112        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    75    12     7
## Proportion 0.161 0.670 0.107 0.062
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    49     1    45
## Proportion 0.159 0.434 0.009 0.398
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     18     8    76    11
## Proportion 0.159 0.071 0.673 0.097
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    42     1    52
## Proportion 0.159 0.372 0.009 0.460
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       61       52        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    13     6    24
## Proportion 0.295 0.213 0.098 0.393
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       61       52        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    31     6     6
## Proportion 0.295 0.508 0.098 0.098
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       61       52        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    36     6     1
## Proportion 0.295 0.590 0.098 0.016
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       61       52        3 
##                             
## Value              Non    NR
## Frequency     18    37     6
## Proportion 0.295 0.607 0.098
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       61       52        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    35     6     2
## Proportion 0.295 0.574 0.098 0.033
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       61       52        3 
##                             
## Value              Non    NR
## Frequency     18    37     6
## Proportion 0.295 0.607 0.098
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       61       52        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    25     6    12
## Proportion 0.295 0.410 0.098 0.197
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29     1    23
## Proportion 0.254 0.408 0.014 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    41     1    11
## Proportion 0.254 0.577 0.014 0.155
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30     1    22
## Proportion 0.254 0.423 0.014 0.310
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    51     1     1
## Proportion 0.254 0.718 0.014 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    51     1     1
## Proportion 0.254 0.718 0.014 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    38     1    14
## Proportion 0.254 0.535 0.014 0.197
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    23     1    29
## Proportion 0.254 0.324 0.014 0.408
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29     1    23
## Proportion 0.254 0.408 0.014 0.324
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    47     1     5
## Proportion 0.254 0.662 0.014 0.070
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    28     1    24
## Proportion 0.254 0.394 0.014 0.338
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    50     1     2
## Proportion 0.254 0.704 0.014 0.028
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    41     1    11
## Proportion 0.254 0.577 0.014 0.155
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       71       42        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    46     1     6
## Proportion 0.254 0.648 0.014 0.085
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    36     9    50
## Proportion 0.159 0.319 0.080 0.442
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       77       36       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 
##       77       36        7 
## 
## lowest :                                      anti-inflammatoire (dont corticoide) bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                
## highest: bien être, massage, sommeil          confort musculaire                   nettoyage de la peau                 NR                                   protection solaire                  
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18     9    32    51
## Proportion 0.164 0.082 0.291 0.464
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       99       14        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 
##       99       14        4 
## 
## (46, 0.465), avis, retours, conseils sur ce produit (2, 0.020), NR (50, 0.505),
## produit efficace (1, 0.010)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    45    32    15
## Proportion 0.164 0.409 0.291 0.136
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       66       47        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  18                  1                  8
## Proportion              0.273              0.015              0.121
##                              
## Value                      NR
## Frequency                  39
## Proportion              0.591
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       69       44        3 
##                                                                    
## Value                         fabrique en Europe                 NR
## Frequency                  30                  2                 37
## Proportion              0.435              0.029              0.536
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    47    32    13
## Proportion 0.164 0.427 0.291 0.118
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##      108        5        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    47    32    11
## Proportion 0.167 0.435 0.296 0.102
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    66     1    28
## Proportion 0.159 0.584 0.009 0.248
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    89     1     5
## Proportion 0.159 0.788 0.009 0.044
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    83     1    11
## Proportion 0.159 0.735 0.009 0.097
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    89     1     5
## Proportion 0.159 0.788 0.009 0.044
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    75     7    13
## Proportion 0.159 0.664 0.062 0.115
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct 
##       16       97        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     8     5     1
## Proportion 0.125 0.500 0.312 0.062
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct 
##       16       97        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     1     5     8
## Proportion 0.125 0.062 0.312 0.500
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct 
##       16       97        3 
##                             
## Value              Non    NR
## Frequency      2     9     5
## Proportion 0.125 0.562 0.312
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct 
##       16       97        4 
##                                   
## Value              Non    NR   Oui
## Frequency      2     7     5     2
## Proportion 0.125 0.438 0.312 0.125
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    79     2    14
## Proportion 0.159 0.699 0.018 0.124
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    92     2     1
## Proportion 0.159 0.814 0.018 0.009
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##      113        0        3 
##                             
## Value              Non    NR
## Frequency     18    93     2
## Proportion 0.159 0.823 0.018
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    91     2     2
## Proportion 0.159 0.805 0.018 0.018
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    92     2     1
## Proportion 0.159 0.814 0.018 0.009
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    82     2    11
## Proportion 0.159 0.726 0.018 0.097
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##      113        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           18          17          10          35           4
## Proportion       0.159       0.150       0.088       0.310       0.035
##                       
## Value               NR
## Frequency           29
## Proportion       0.257
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       34       79        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      18                      1                      2
## Proportion                  0.529                  0.029                  0.059
##                                                         
## Value                          NR        raison medicale
## Frequency                       2                     11
## Proportion                  0.059                  0.324
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##      112        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    73     8    13
## Proportion 0.161 0.652 0.071 0.116
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##      110        3        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    46    12    34
## Proportion 0.164 0.418 0.109 0.309
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    19    13    14
## Proportion 0.281 0.297 0.203 0.219
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    22    13    11
## Proportion 0.281 0.344 0.203 0.172
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    15    13    18
## Proportion 0.281 0.234 0.203 0.281
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30    13     3
## Proportion 0.281 0.469 0.203 0.047
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29    13     4
## Proportion 0.281 0.453 0.203 0.062
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30    13     3
## Proportion 0.281 0.469 0.203 0.047
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       64       49        3 
##                             
## Value              Non    NR
## Frequency     18    33    13
## Proportion 0.281 0.516 0.203
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    30    13     3
## Proportion 0.281 0.469 0.203 0.047
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    29    13     4
## Proportion 0.281 0.453 0.203 0.062
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       64       49        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    27    13     6
## Proportion 0.281 0.422 0.203 0.094
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       64       49        3 
##                             
## Value              Non    NR
## Frequency     18    33    13
## Proportion 0.281 0.516 0.203
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    64     2    29
## Proportion 0.159 0.566 0.018 0.257
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##      112        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    75    12     7
## Proportion 0.161 0.670 0.107 0.062
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##      113        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     18    49     1    45
## Proportion 0.159 0.434 0.009 0.398
## --------------------------------------------------------------------------------
## ------------------------------------------------------------ 
## Descriptif_Mucautomed_V1$Colonisation_PS_SAmetiR: Oui
## data[x, , drop = FALSE] 
## 
##  184  Variables      58  Observations
## --------------------------------------------------------------------------------
## centre 
##        n  missing distinct 
##       58        0        2 
##                             
## Value        Adulte Péditrie
## Frequency        47       11
## Proportion     0.81     0.19
## --------------------------------------------------------------------------------
## Rempli_Parent 
##        n  missing distinct 
##       11       47        2 
##                       
## Value        Non   Oui
## Frequency      1    10
## Proportion 0.091 0.909
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       58        0       58        1    32.09    14.93    10.83    15.29 
##      .25      .50      .75      .90      .95 
##    23.30    32.73    40.96    50.20    53.64 
## 
## lowest :  7.13 10.00 10.79 10.84 13.77, highest: 51.12 53.58 53.99 56.46 62.74
## --------------------------------------------------------------------------------
## Genre 
##        n  missing distinct 
##       58        0        2 
##                       
## Value          F     M
## Frequency     24    34
## Proportion 0.414 0.586
## --------------------------------------------------------------------------------
## Grossesse 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       16       42        2    0.329        2    0.125   0.2333 
## 
## --------------------------------------------------------------------------------
## TrimGro 
##        n  missing distinct     Info     Mean      Gmd 
##        2       56        1        0        1        0 
##             
## Value      1
## Frequency  2
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       58        0       29    0.997    1.653   0.1332    1.384    1.500 
##      .25      .50      .75      .90      .95 
##    1.593    1.685    1.737    1.760    1.810 
## 
## lowest : 1.210 1.315 1.350 1.390 1.480, highest: 1.760 1.770 1.810 1.830 1.850
## --------------------------------------------------------------------------------
## Poids..kg. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       58        0       38    0.999    57.55    13.81    32.31    45.35 
##      .25      .50      .75      .90      .95 
##    50.25    57.85    65.75    72.00    74.00 
## 
## lowest : 20.6 27.0 30.7 32.6 45.0, highest: 72.0 73.0 74.0 77.0 87.0
## --------------------------------------------------------------------------------
## IMC 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       58        0       56        1    20.79    3.133    16.68    17.72 
##      .25      .50      .75      .90      .95 
##    18.79    21.17    22.20    24.80    25.25 
## 
## lowest : 14.07 14.81 16.53 16.71 16.87, highest: 25.01 25.16 25.73 25.96 26.56
## --------------------------------------------------------------------------------
## AnneeDgn 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       37       21       23    0.997     1997    15.64     1977     1981 
##      .25      .50      .75      .90      .95 
##     1985     1996     2007     2013     2016 
## 
## lowest : 1968 1972 1978 1981 1982, highest: 2011 2012 2015 2021 2022
## --------------------------------------------------------------------------------
## Transplant 
##        n  missing distinct 
##       58        0        2 
##                       
## Value        Non   Oui
## Frequency     54     4
## Proportion 0.931 0.069
## --------------------------------------------------------------------------------
## OrganeTranspl 
##        n  missing distinct 
##       58        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                      54                      1                      1
## Proportion                  0.931                  0.017                  0.017
##                                                         
## Value                     poumons poumons (bipulmonaire)
## Frequency                       1                      1
## Proportion                  0.017                  0.017
## --------------------------------------------------------------------------------
## VEMS.... 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        2       45    0.999    77.54    30.89    38.75    46.00 
##      .25      .50      .75      .90      .95 
##    54.50    77.00    99.25   113.50   118.50 
## 
## lowest :  30  35  40  44  46, highest: 115 118 120 121 135
## --------------------------------------------------------------------------------
## VEMS..mL.s. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##       56        2       49        1     2560     1213     1160     1200 
##      .25      .50      .75      .90      .95 
##     1715     2490     3375     3860     4320 
## 
## lowest :  850 1000 1130 1170 1190, highest: 4200 4280 4440 4480 5470
## --------------------------------------------------------------------------------
## Diabete 
##        n  missing distinct 
##       58        0        4 
##                                                                                
## Value                                 insulino-requerant                    non
## Frequency                       2                     13                     36
## Proportion                  0.034                  0.224                  0.621
##                                  
## Value      non insulino-requerant
## Frequency                       7
## Proportion                  0.121
## --------------------------------------------------------------------------------
## Zscore 
##        n  missing distinct     Info     Mean      Gmd 
##        9       49        9        1   0.1089    1.264 
## 
## lowest : -1.14 -0.80 -0.77 -0.47 -0.12, highest: -0.12  0.02  0.87  1.54  1.85
##                                                                 
## Value      -1.14 -0.80 -0.77 -0.47 -0.12  0.02  0.87  1.54  1.85
## Frequency      1     1     1     1     1     1     1     1     1
## Proportion 0.111 0.111 0.111 0.111 0.111 0.111 0.111 0.111 0.111
## --------------------------------------------------------------------------------
## PAC 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       53        5        2    0.526       12   0.2264    0.357 
## 
## --------------------------------------------------------------------------------
## NivEtude1 
##        n  missing distinct 
##       58        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              33              4             10              9
## Proportion          0.569          0.069          0.172          0.155
##                          
## Value                  NR
## Frequency               2
## Proportion          0.034
## --------------------------------------------------------------------------------
## NivEtude2 
##        n  missing distinct 
##       58        0        2 
##                       
## Value            > bac
## Frequency     56     2
## Proportion 0.966 0.034
## --------------------------------------------------------------------------------
## Colonisation_1 
##        n  missing distinct 
##       58        0        2 
##                                                         
## Value                             Pseudomonas aeruginosa
## Frequency                       1                     57
## Proportion                  0.017                  0.983
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible 
##        n  missing distinct 
##       56        2        4 
##                                                                               
## Value      donnee manquante                R                S           S et R
## Frequency                36                3               14                3
## Proportion            0.643            0.054            0.250            0.054
## --------------------------------------------------------------------------------
## Colonisation_2 
##        n  missing distinct 
##       58        0        8 
## 
## lowest :                          S aureus méti R         Achromobacter ssp      Nocardia               Pa résistant       
## highest:    Nocardia               Pa résistant           Proteus mirabilis      S aureus méti S        Serratia marcescens
## 
## (31, 0.534), S aureus méti R (5, 0.086), Achromobacter ssp (1, 0.017), Nocardia
## (1, 0.017), Pa résistant (1, 0.017), Proteus mirabilis (1, 0.017), S aureus
## méti S (17, 0.293), Serratia marcescens (1, 0.017)
## --------------------------------------------------------------------------------
## Colonisation_3 
##        n  missing distinct 
##       58        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                   52                   1                   1
## Proportion               0.897               0.017               0.017
##                                                                       
## Value           Autre bactérie     S aureus méti S Serratia marcescens
## Frequency                    1                   2                   1
## Proportion               0.017               0.034               0.017
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR 
##        n  missing distinct    value 
##       58        0        1      Oui 
##               
## Value      Oui
## Frequency   58
## Proportion   1
## --------------------------------------------------------------------------------
## SaitCiter 
##        n  missing distinct 
##       58        0        3 
##                             
## Value         NA     0     1
## Frequency      1     1    56
## Proportion 0.017 0.017 0.966
## --------------------------------------------------------------------------------
## CatSocioProf1 
##        n  missing distinct 
##       58        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 
##       10       48        2 
##                                                             
## Value                                                       
## Frequency                                           9       
## Proportion                                          0.9     
##                                                             
## Value      cadres et professions intellectuelles superieures
## Frequency                                           1       
## Proportion                                          0.1     
## --------------------------------------------------------------------------------
## MdtSpeMuco1 
##        n  missing distinct 
##       58        0        5 
## 
## lowest : KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
## highest: KAFTRIO  KALYDECO non      ORKAMBI  SYMKEVI 
##                                                        
## Value       KAFTRIO KALYDECO      non  ORKAMBI  SYMKEVI
## Frequency         4       30       21        2        1
## Proportion    0.069    0.517    0.362    0.034    0.017
## --------------------------------------------------------------------------------
## MdtSpeMuco2 
##        n  missing distinct 
##       58        0        2 
##                           
## Value              KAFTRIO
## Frequency       27      31
## Proportion   0.466   0.534
## --------------------------------------------------------------------------------
## MdtsAutomed 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       38       20        2    0.717       23   0.6053   0.4908 
## 
## --------------------------------------------------------------------------------
## NbAutomed 
##        n  missing distinct     Info     Mean      Gmd 
##       38       20        6    0.908    1.342    1.723 
## 
## lowest : 0 1 2 3 6, highest: 1 2 3 6 8
##                                               
## Value          0     1     2     3     6     8
## Frequency     15    11     7     2     2     1
## Proportion 0.395 0.289 0.184 0.053 0.053 0.026
## --------------------------------------------------------------------------------
## Antalgique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.432       19   0.8261   0.3004 
## 
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.341        3   0.1304   0.2372 
## 
## --------------------------------------------------------------------------------
## antispasmodique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2     0.58        6   0.2609   0.4032 
## 
## --------------------------------------------------------------------------------
## ttt.meteorisme 
##        n  missing distinct     Info     Mean      Gmd 
##       23       35        1        0        0        0 
##              
## Value       0
## Frequency  23
## Proportion  1
## --------------------------------------------------------------------------------
## Laxatif 
##        n  missing distinct     Info     Mean      Gmd 
##       23       35        1        0        0        0 
##              
## Value       0
## Frequency  23
## Proportion  1
## --------------------------------------------------------------------------------
## Antidiarrhéique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.239        2  0.08696    0.166 
## 
## --------------------------------------------------------------------------------
## antiacide 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## antiémétique 
##        n  missing distinct     Info     Mean      Gmd 
##       23       35        1        0        0        0 
##              
## Value       0
## Frequency  23
## Proportion  1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.239        2  0.08696    0.166 
## 
## --------------------------------------------------------------------------------
## bronchodilatateur 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## corticoide.cutané 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## Antiinfectieux 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.239        2  0.08696    0.166 
## 
## --------------------------------------------------------------------------------
## Antiseptiques 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.239        2  0.08696    0.166 
## 
## --------------------------------------------------------------------------------
## antiallergique..antiH1.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## sedatifs.hypno 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## antihemorragique 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## topique.acne 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg.. 
##        n  missing distinct     Info      Sum     Mean      Gmd 
##       23       35        2    0.125        1  0.04348  0.08696 
## 
## --------------------------------------------------------------------------------
## homéopathie 
##        n  missing distinct     Info     Mean      Gmd 
##       23       35        3    0.239   0.1739   0.3399 
##                             
## Value          0     1     3
## Frequency     21     1     1
## Proportion 0.913 0.043 0.043
## --------------------------------------------------------------------------------
## ModifAutomed 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     20     3    31     4
## Proportion 0.345 0.052 0.534 0.069
## --------------------------------------------------------------------------------
## ConsoMedCompl 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non   Oui
## Frequency     20    22    16
## Proportion 0.345 0.379 0.276
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     6     2    14
## Proportion 0.476 0.143 0.048 0.333
## --------------------------------------------------------------------------------
## SiNon.PasEfficace 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    18     2     2
## Proportion 0.476 0.429 0.048 0.048
## --------------------------------------------------------------------------------
## SiNon.Mauvais 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    18     2     2
## Proportion 0.476 0.429 0.048 0.048
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19     2     1
## Proportion 0.476 0.452 0.048 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro 
##        n  missing distinct 
##       42       16        3 
##                             
## Value              Non    NR
## Frequency     20    20     2
## Proportion 0.476 0.476 0.048
## --------------------------------------------------------------------------------
## SiNon.PasBudget 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    17     2     3
## Proportion 0.476 0.405 0.048 0.071
## --------------------------------------------------------------------------------
## SiNon.Autre 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    16     2     4
## Proportion 0.476 0.381 0.048 0.095
## --------------------------------------------------------------------------------
## SiOui.HE 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     8     8
## Proportion 0.556 0.222 0.222
## --------------------------------------------------------------------------------
## SiOui.Plante 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    13     3
## Proportion 0.556 0.361 0.083
## --------------------------------------------------------------------------------
## SiOui.Homeo 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     9     7
## Proportion 0.556 0.250 0.194
## --------------------------------------------------------------------------------
## SiOui.Champi 
##        n  missing distinct 
##       36       22        2 
##                       
## Value              Non
## Frequency     20    16
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.Algue 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    15     1
## Proportion 0.556 0.417 0.028
## --------------------------------------------------------------------------------
## SiOui.ComplAlim 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     8     8
## Proportion 0.556 0.222 0.222
## --------------------------------------------------------------------------------
## SiOui.Probio 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    11     5
## Proportion 0.556 0.306 0.139
## --------------------------------------------------------------------------------
## SiOui.VitOlig 
##        n  missing distinct 
##       37       21        3 
##                             
## Value              Non   Oui
## Frequency     20    14     3
## Proportion 0.541 0.378 0.081
## --------------------------------------------------------------------------------
## SiOui.FlBach 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    15     1
## Proportion 0.556 0.417 0.028
## --------------------------------------------------------------------------------
## SiOui.Tisane 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     9     7
## Proportion 0.556 0.250 0.194
## --------------------------------------------------------------------------------
## SiOui.CBD 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    13     3
## Proportion 0.556 0.361 0.083
## --------------------------------------------------------------------------------
## SiOuiEpiceArom 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    13     3
## Proportion 0.556 0.361 0.083
## --------------------------------------------------------------------------------
## SiOui.Autre 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    14     2
## Proportion 0.556 0.389 0.056
## --------------------------------------------------------------------------------
## PdtPeau 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non   Oui
## Frequency     21    15    22
## Proportion 0.362 0.259 0.379
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau 
##        n  missing distinct 
##       44       14        8 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation
## highest: confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation nettoyage de la peau                                                     NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau 
##        n  missing distinct 
##       44       14        6 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                
## highest: anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                 NR                                  
## --------------------------------------------------------------------------------
## CritQual 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     5    11    21
## Proportion 0.351 0.088 0.193 0.368
## --------------------------------------------------------------------------------
## CritQualCategorieOui 
##        n  missing distinct 
##       52        6        7 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                          
## highest: avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2 
##        n  missing distinct 
##       52        6        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (32, 0.615), autre (1, 0.019), avis, retours, conseils sur ce produit (1,
## 0.019), NR (17, 0.327), produit efficace (1, 0.019)
## --------------------------------------------------------------------------------
## CritProv 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19    11     7
## Proportion 0.351 0.333 0.193 0.123
## --------------------------------------------------------------------------------
## CritProvCategorieOui 
##        n  missing distinct 
##       38       20        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  20                  1                  5
## Proportion              0.526              0.026              0.132
##                              
## Value                      NR
## Frequency                  12
## Proportion              0.316
## --------------------------------------------------------------------------------
## CritProvCategorie2 
##        n  missing distinct 
##       40       18        3 
##                                                              
## Value                       fabrique en Asie               NR
## Frequency                27                1               12
## Proportion            0.675            0.025            0.300
## --------------------------------------------------------------------------------
## CritPrix 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19    11     7
## Proportion 0.351 0.333 0.193 0.123
## --------------------------------------------------------------------------------
## CritAutre 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    25    11     1
## Proportion 0.351 0.439 0.193 0.018
## --------------------------------------------------------------------------------
## ThManuPhy 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    23     1    14
## Proportion 0.345 0.397 0.017 0.241
## --------------------------------------------------------------------------------
## ThMedChin 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    35     1     2
## Proportion 0.345 0.603 0.017 0.034
## --------------------------------------------------------------------------------
## ThPsyCorp 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    33     1     4
## Proportion 0.345 0.569 0.017 0.069
## --------------------------------------------------------------------------------
## ThAutre 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    35     1     2
## Proportion 0.345 0.603 0.017 0.034
## --------------------------------------------------------------------------------
## PsychoTh 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    31     1     6
## Proportion 0.345 0.534 0.017 0.103
## --------------------------------------------------------------------------------
## Psychia 
##        n  missing distinct    value 
##        3       55        1      Non 
##               
## Value      Non
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## Psychol 
##        n  missing distinct    value 
##        3       55        1      Oui 
##               
## Value      Oui
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## Psychotp 
##        n  missing distinct    value 
##        3       55        1      Non 
##               
## Value      Non
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## PsyAutre 
##        n  missing distinct    value 
##        3       55        1      Non 
##               
## Value      Non
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## Regime 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    29     1     8
## Proportion 0.345 0.500 0.017 0.138
## --------------------------------------------------------------------------------
## Vegetr 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    36     1     1
## Proportion 0.345 0.621 0.017 0.017
## --------------------------------------------------------------------------------
## Vegetl 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non    NR
## Frequency     20    37     1
## Proportion 0.345 0.638 0.017
## --------------------------------------------------------------------------------
## SansGlu 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non    NR
## Frequency     20    37     1
## Proportion 0.345 0.638 0.017
## --------------------------------------------------------------------------------
## SansLac 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    36     1     1
## Proportion 0.345 0.621 0.017 0.017
## --------------------------------------------------------------------------------
## RegiAutre 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    30     1     7
## Proportion 0.345 0.517 0.017 0.121
## --------------------------------------------------------------------------------
## Budget 
##        n  missing distinct 
##       58        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           20          12           2          10           1
## Proportion       0.345       0.207       0.034       0.172       0.017
##                       
## Value               NR
## Frequency           13
## Proportion       0.224
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale 
##        n  missing distinct 
##       30       28        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      21                      2                      1
## Proportion                  0.700                  0.067                  0.033
##                                                         
## Value                          NR        raison medicale
## Frequency                       1                      5
## Proportion                  0.033                  0.167
## --------------------------------------------------------------------------------
## ConnaissInter 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    22     9     7
## Proportion 0.345 0.379 0.155 0.121
## --------------------------------------------------------------------------------
## InterrogProfSante 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19     9    10
## Proportion 0.345 0.328 0.155 0.172
## --------------------------------------------------------------------------------
## SiOui.MedG 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     5     8     5
## Proportion 0.526 0.132 0.211 0.132
## --------------------------------------------------------------------------------
## SiOui.MedSpe 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     5     8     5
## Proportion 0.526 0.132 0.211 0.132
## --------------------------------------------------------------------------------
## SiOui.PharmOff 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     8     8     2
## Proportion 0.526 0.211 0.211 0.053
## --------------------------------------------------------------------------------
## SiOui.PharmH 
##        n  missing distinct 
##       38       20        3 
##                             
## Value              Non    NR
## Frequency     20    10     8
## Proportion 0.526 0.263 0.211
## --------------------------------------------------------------------------------
## SiOui.kine 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## SiOui.ost 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## SiOui.InfLib 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## SiOui.InfH 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     8     8     2
## Proportion 0.526 0.211 0.211 0.053
## --------------------------------------------------------------------------------
## SiOui.Diet 
##        n  missing distinct 
##       38       20        3 
##                             
## Value              Non    NR
## Frequency     20    10     8
## Proportion 0.526 0.263 0.211
## --------------------------------------------------------------------------------
## SiOui.Nat 
##        n  missing distinct 
##       38       20        3 
##                             
## Value              Non    NR
## Frequency     20    10     8
## Proportion 0.526 0.263 0.211
## --------------------------------------------------------------------------------
## SiOui.Autre.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## COVIDOui9 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    26     1    11
## Proportion 0.345 0.448 0.017 0.190
## --------------------------------------------------------------------------------
## COVIDModifMedCompl 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non    NR
## Frequency     20    33     5
## Proportion 0.345 0.569 0.086
## --------------------------------------------------------------------------------
## Expression 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    17     1    20
## Proportion 0.345 0.293 0.017 0.345
## --------------------------------------------------------------------------------
## ModifAutomed.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value            NA/NR   Non   Oui
## Frequency     20     3    31     4
## Proportion 0.345 0.052 0.534 0.069
## --------------------------------------------------------------------------------
## ConsoMedCompl.1 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non   Oui
## Frequency     20    22    16
## Proportion 0.345 0.379 0.276
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     6     2    14
## Proportion 0.476 0.143 0.048 0.333
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    18     2     2
## Proportion 0.476 0.429 0.048 0.048
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    18     2     2
## Proportion 0.476 0.429 0.048 0.048
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19     2     1
## Proportion 0.476 0.452 0.048 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1 
##        n  missing distinct 
##       42       16        3 
##                             
## Value              Non    NR
## Frequency     20    20     2
## Proportion 0.476 0.476 0.048
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    17     2     3
## Proportion 0.476 0.405 0.048 0.071
## --------------------------------------------------------------------------------
## SiNon.Autre.1 
##        n  missing distinct 
##       42       16        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    16     2     4
## Proportion 0.476 0.381 0.048 0.095
## --------------------------------------------------------------------------------
## SiOui.HE.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     8     8
## Proportion 0.556 0.222 0.222
## --------------------------------------------------------------------------------
## SiOui.Plante.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    13     3
## Proportion 0.556 0.361 0.083
## --------------------------------------------------------------------------------
## SiOui.Homeo.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     9     7
## Proportion 0.556 0.250 0.194
## --------------------------------------------------------------------------------
## SiOui.Champi.1 
##        n  missing distinct 
##       36       22        2 
##                       
## Value              Non
## Frequency     20    16
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.Algue.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    15     1
## Proportion 0.556 0.417 0.028
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     8     8
## Proportion 0.556 0.222 0.222
## --------------------------------------------------------------------------------
## SiOui.Probio.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    11     5
## Proportion 0.556 0.306 0.139
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1 
##        n  missing distinct 
##       37       21        3 
##                             
## Value              Non   Oui
## Frequency     20    14     3
## Proportion 0.541 0.378 0.081
## --------------------------------------------------------------------------------
## SiOui.FlBach.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    15     1
## Proportion 0.556 0.417 0.028
## --------------------------------------------------------------------------------
## SiOui.Tisane.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20     9     7
## Proportion 0.556 0.250 0.194
## --------------------------------------------------------------------------------
## SiOui.CBD.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    13     3
## Proportion 0.556 0.361 0.083
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    13     3
## Proportion 0.556 0.361 0.083
## --------------------------------------------------------------------------------
## SiOui.Autre.2 
##        n  missing distinct 
##       36       22        3 
##                             
## Value              Non   Oui
## Frequency     20    14     2
## Proportion 0.556 0.389 0.056
## --------------------------------------------------------------------------------
## PdtPeau.1 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non   Oui
## Frequency     21    15    22
## Proportion 0.362 0.259 0.379
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1 
##        n  missing distinct 
##       44       14        8 
## 
## lowest :                                                                          amelioration respiratoire                                                anti-acné                                                                confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation
## highest: confort musculaire                                                       hydratation (dont eczema), entretien de la peau, aide à la cicatrisation nettoyage de la peau                                                     NR                                                                       protection solaire                                                      
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1 
##        n  missing distinct 
##       44       14        6 
## 
## lowest :                                      anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                
## highest: anti-acné                            anti-inflammatoire (dont corticoide) bien être, massage, sommeil          nettoyage de la peau                 NR                                  
## --------------------------------------------------------------------------------
## CritQual.1 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     5    11    21
## Proportion 0.351 0.088 0.193 0.368
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1 
##        n  missing distinct 
##       52        6        7 
## 
## lowest :                                                              autre                                                        avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                          
## highest: avis, retours, conseils sur ce produit                       composition (la plus naturelle possible, peu d'ingredients…) NR                                                           produit biologique                                           produit efficace                                            
## --------------------------------------------------------------------------------
## CritQualCategorie2.1 
##        n  missing distinct 
##       52        6        5 
## 
## lowest :                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## highest:                                        autre                                  avis, retours, conseils sur ce produit NR                                     produit efficace                      
## 
## (32, 0.615), autre (1, 0.019), avis, retours, conseils sur ce produit (1,
## 0.019), NR (17, 0.327), produit efficace (1, 0.019)
## --------------------------------------------------------------------------------
## CritProv.1 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19    11     7
## Proportion 0.351 0.333 0.193 0.123
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1 
##        n  missing distinct 
##       38       20        4 
##                                                                    
## Value                               en pharmacie fabrique en France
## Frequency                  20                  1                  5
## Proportion              0.526              0.026              0.132
##                              
## Value                      NR
## Frequency                  12
## Proportion              0.316
## --------------------------------------------------------------------------------
## CritProvCategorie2.1 
##        n  missing distinct 
##       40       18        3 
##                                                              
## Value                       fabrique en Asie               NR
## Frequency                27                1               12
## Proportion            0.675            0.025            0.300
## --------------------------------------------------------------------------------
## CritPrix.1 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19    11     7
## Proportion 0.351 0.333 0.193 0.123
## --------------------------------------------------------------------------------
## CritAutre.1 
##        n  missing distinct 
##       57        1        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    25    11     1
## Proportion 0.351 0.439 0.193 0.018
## --------------------------------------------------------------------------------
## ThManuPhy.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    23     1    14
## Proportion 0.345 0.397 0.017 0.241
## --------------------------------------------------------------------------------
## ThMedChin.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    35     1     2
## Proportion 0.345 0.603 0.017 0.034
## --------------------------------------------------------------------------------
## ThPsyCorp.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    33     1     4
## Proportion 0.345 0.569 0.017 0.069
## --------------------------------------------------------------------------------
## ThAutre.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    35     1     2
## Proportion 0.345 0.603 0.017 0.034
## --------------------------------------------------------------------------------
## PsychoTh.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    31     1     6
## Proportion 0.345 0.534 0.017 0.103
## --------------------------------------------------------------------------------
## Psychia.1 
##        n  missing distinct    value 
##        3       55        1      Non 
##               
## Value      Non
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## Psychol.1 
##        n  missing distinct    value 
##        3       55        1      Oui 
##               
## Value      Oui
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## Psychotp.1 
##        n  missing distinct    value 
##        3       55        1      Non 
##               
## Value      Non
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## PsyAutre.1 
##        n  missing distinct    value 
##        3       55        1      Non 
##               
## Value      Non
## Frequency    3
## Proportion   1
## --------------------------------------------------------------------------------
## Regime.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    29     1     8
## Proportion 0.345 0.500 0.017 0.138
## --------------------------------------------------------------------------------
## Vegetr.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    36     1     1
## Proportion 0.345 0.621 0.017 0.017
## --------------------------------------------------------------------------------
## Vegetl.1 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non    NR
## Frequency     20    37     1
## Proportion 0.345 0.638 0.017
## --------------------------------------------------------------------------------
## SansGlu.1 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non    NR
## Frequency     20    37     1
## Proportion 0.345 0.638 0.017
## --------------------------------------------------------------------------------
## SansLac.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    36     1     1
## Proportion 0.345 0.621 0.017 0.017
## --------------------------------------------------------------------------------
## RegiAutre.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    30     1     7
## Proportion 0.345 0.517 0.017 0.121
## --------------------------------------------------------------------------------
## Budget.1 
##        n  missing distinct 
##       58        0        6 
## 
## lowest :             < 2Non      > 5Non      2Non - 5Non autre      
## highest: < 2Non      > 5Non      2Non - 5Non autre       NR         
##                                                                       
## Value                       < 2Non      > 5Non 2Non - 5Non       autre
## Frequency           20          12           2          10           1
## Proportion       0.345       0.207       0.034       0.172       0.017
##                       
## Value               NR
## Frequency           13
## Proportion       0.224
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1 
##        n  missing distinct 
##       30       28        5 
## 
## lowest :                        donnee manquante       initiative personnelle NR                     raison medicale       
## highest:                        donnee manquante       initiative personnelle NR                     raison medicale       
##                                                                                
## Value                                   donnee manquante initiative personnelle
## Frequency                      21                      2                      1
## Proportion                  0.700                  0.067                  0.033
##                                                         
## Value                          NR        raison medicale
## Frequency                       1                      5
## Proportion                  0.033                  0.167
## --------------------------------------------------------------------------------
## ConnaissInter.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    22     9     7
## Proportion 0.345 0.379 0.155 0.121
## --------------------------------------------------------------------------------
## InterrogProfSante.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    19     9    10
## Proportion 0.345 0.328 0.155 0.172
## --------------------------------------------------------------------------------
## SiOui.MedG.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     5     8     5
## Proportion 0.526 0.132 0.211 0.132
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     5     8     5
## Proportion 0.526 0.132 0.211 0.132
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     8     8     2
## Proportion 0.526 0.211 0.211 0.053
## --------------------------------------------------------------------------------
## SiOui.PharmH.1 
##        n  missing distinct 
##       38       20        3 
##                             
## Value              Non    NR
## Frequency     20    10     8
## Proportion 0.526 0.263 0.211
## --------------------------------------------------------------------------------
## SiOui.kine.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## SiOui.ost.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## SiOui.InfLib.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## SiOui.InfH.1 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     8     8     2
## Proportion 0.526 0.211 0.211 0.053
## --------------------------------------------------------------------------------
## SiOui.Diet.1 
##        n  missing distinct 
##       38       20        3 
##                             
## Value              Non    NR
## Frequency     20    10     8
## Proportion 0.526 0.263 0.211
## --------------------------------------------------------------------------------
## SiOui.Nat.1 
##        n  missing distinct 
##       38       20        3 
##                             
## Value              Non    NR
## Frequency     20    10     8
## Proportion 0.526 0.263 0.211
## --------------------------------------------------------------------------------
## SiOui.Autre.3 
##        n  missing distinct 
##       38       20        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20     9     8     1
## Proportion 0.526 0.237 0.211 0.026
## --------------------------------------------------------------------------------
## COVIDOui9.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    26     1    11
## Proportion 0.345 0.448 0.017 0.190
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1 
##        n  missing distinct 
##       58        0        3 
##                             
## Value              Non    NR
## Frequency     20    33     5
## Proportion 0.345 0.569 0.086
## --------------------------------------------------------------------------------
## Expression.1 
##        n  missing distinct 
##       58        0        4 
##                                   
## Value              Non    NR   Oui
## Frequency     20    17     1    20
## Proportion 0.345 0.293 0.017 0.345
## --------------------------------------------------------------------------------

Proportion de la population ayant une colonisation à Pseudomonas aeruginosa et/ou S aureus métiR en fonction de l’automediaction (pedia+adulte)

tc<-table(Descriptif_Mucautomed_V1$Colonisation_PS_SAmetiR,Descriptif_Mucautomed_V1$MdtsAutomed)

table de proportion globale

prop.table(tc)
##      
##               0         1
##   Non 0.2631579 0.4511278
##   Oui 0.1127820 0.1729323

Table de proportions en ligne

prop.table(tc,1)
##      
##               0         1
##   Non 0.3684211 0.6315789
##   Oui 0.3947368 0.6052632

Table de proportions en colonne

prop.table(tc,2)
##      
##               0         1
##   Non 0.7000000 0.7228916
##   Oui 0.3000000 0.2771084

Proportion de la population ayant une colonisation à Pseudomonas aeruginosa et/ou S aureus métiR en fonction de l’automediaction : Adultes

Mucautomed_Adultes <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/LEMAGNER_Sophie/Mucautomed_Adultes.csv", stringsAsFactors=TRUE)
tc_A<-table(Mucautomed_Adultes$Colonisation_PS_SAmetiR,Mucautomed_Adultes$MdtsAutomed)

table de proportion globale

prop.table(tc_A)
##      
##              0        1
##   Non 0.140625 0.421875
##   Oui 0.171875 0.265625

Table de proportions en ligne

prop.table(tc_A,1)
##      
##               0         1
##   Non 0.2500000 0.7500000
##   Oui 0.3928571 0.6071429

Table de proportions en colonne

prop.table(tc_A,2)
##      
##               0         1
##   Non 0.4500000 0.6136364
##   Oui 0.5500000 0.3863636