library(knitr)
library(rmarkdown)
library(markdown)
library(tidyverse)
library(car)
library(rcompanion)
library(tidyverse)
library(car)
library(Hmisc)
Descriptif_Mucautomed_V1 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Descriptif_Mucautomed_V1.csv", stringsAsFactors=TRUE)
summary(Descriptif_Mucautomed_V1)
## centre Rempli_Parent Age.à.l.inclusion..année. Genre Grossesse
## Adulte :98 Non : 2 Min. : 3.51 F:82 :12
## Péditrie:73 Oui :71 1st Qu.:12.87 M:89 0 :38
## NA's:98 Median :23.07 1 : 4
## Mean :24.65 N.A :44
## 3rd Qu.:34.23 NA's:73
## Max. :68.11
##
## TrimGro Taille..m. Poids..kg. IMC AnneeDgn
## : 12 Min. :0.970 Min. : 13.70 Min. :13.76 Min. :1968
## 1 : 3 1st Qu.:1.500 1st Qu.: 41.00 1st Qu.:17.31 1st Qu.:1997
## 3 : 1 Median :1.615 Median : 54.00 Median :19.82 Median :2007
## N.A : 44 Mean :1.569 Mean : 51.06 Mean :19.99 Mean :2004
## NA's:111 3rd Qu.:1.698 3rd Qu.: 62.88 3rd Qu.:22.30 3rd Qu.:2012
## Max. :1.860 Max. :125.00 Max. :40.82 Max. :2022
## NA's :1 NA's :1 NA's :1 NA's :42
## Transplant OrganeTranspl VEMS.pource VEMS_ml
## Non:166 :166 Min. : 30.00 Min. : 2.93
## Oui: 5 poumon, foie, rein : 1 1st Qu.: 74.75 1st Qu.:1640.00
## poumon, rein : 1 Median : 91.50 Median :2480.00
## poumons : 2 Mean : 88.32 Mean :2487.41
## poumons (bipulmonaire): 1 3rd Qu.:104.00 3rd Qu.:3335.00
## Max. :135.00 Max. :5470.00
## NA's :15 NA's :16
## Diabete Zscore PAC
## insulino-requerant : 28 Min. :-2.15000 Min. :0.00000
## NC : 17 1st Qu.:-0.60000 1st Qu.:0.00000
## non :118 Median :-0.09000 Median :0.00000
## non insulino-requerant: 8 Mean : 0.09435 Mean :0.08784
## 3rd Qu.: 0.64000 3rd Qu.:0.00000
## Max. : 3.44000 Max. :1.00000
## NA's :102 NA's :23
## NivEtude1 NivEtude2 Colonisation_1
## > bac :97 :164 S aureus méti S :64
## aucun ou < CEP: 6 > bac: 5 Pseudomonas aeruginosa:57
## bac :21 bac : 2 :27
## brevet-CAP-BEP:31 flore banale :11
## NC :11 Achromobacter ssp : 3
## NR : 5 S maltophilia : 3
## (Other) : 6
## pyo.Resistant.ou.sensible Colonisation_2
## : 12 :127
## donnee manquante: 36 S aureus méti S : 20
## R : 3 Haemophilus influenzae: 8
## S : 14 S aureus méti R : 5
## S et R : 3 S maltophilia : 3
## NA's :103 Serratia marcescens : 3
## (Other) : 5
## Colonisation_3 Colonisation_PS_SAmetiR SaitCiter
## :165 Non:113 : 13
## S aureus méti R : 1 Oui: 58 Non: 3
## Achromobacter ssp : 1 NR : 2
## Autre bactérie : 1 Oui:153
## S aureus méti S : 2
## Serratia marcescens: 1
##
## CatSocioProf1
## :39
## employes :39
## cadres et professions intellectuelles superieures:26
## sans activite professionnelle :24
## professions intermediaires :23
## artisans, commercants, chefs d'entreprise :14
## (Other) : 6
## CatSocioProf2 MdtSpeMuco1
## :57 : 1
## artisans, commercants, chefs d'entreprise : 6 KAFTRIO :15
## professions intermediaires : 5 KALYDECO:69
## cadres et professions intellectuelles superieures: 2 non :70
## employes : 1 ORKAMBI :14
## (Other) : 2 SYMKEVI : 2
## NA's :98
## MdtSpeMuco2 MdtsAutomed NbAutomed Antalgique
## :104 :38 Min. :0.000 :38
## KAFTRIO: 65 Non:50 1st Qu.:0.000 Non :22
## SYMKEVI: 2 Oui:83 Median :1.000 Oui :63
## Mean :1.293 NA's:48
## 3rd Qu.:2.000
## Max. :8.000
## NA's :38
## antiinflammatoire..VO.ou.cutanée. antispasmodique ttt.meteorisme Laxatif
## :38 :38 :38 :38
## Non :79 Non :65 Non :84 Non :83
## Oui : 6 Oui :20 Oui : 1 Oui : 2
## NA's:48 NA's:48 NA's:48 NA's:48
##
##
##
## Antidiarrhéique antiacide antiémétique
## :38 :38 :38
## Non :79 Non :81 Non :83
## Oui : 6 Oui : 4 Oui : 2
## NA's:48 NA's:48 NA's:48
##
##
##
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## :38
## Non :74
## Oui :11
## NA's:48
##
##
##
## expectorant.fluidifiant.bronchique bronchodilatateur corticoide.cutané
## :38 :38 :38
## Non :77 Non :84 Non :82
## Oui : 8 Oui : 1 Oui : 3
## NA's:48 NA's:48 NA's:48
##
##
##
## Antiinfectieux Antiseptiques antiallergique..antiHOui..
## :38 :38 :38
## Non :82 Non :83 Non :84
## Oui : 3 Oui : 2 Oui : 1
## NA's:48 NA's:48 NA's:48
##
##
##
## anxiolytique..benzodiazepine. sedatifs.hypno antihemorragique topique.acne
## :38 :38 :38 :38
## Non :83 Non :79 Non :83 Non :84
## Oui : 2 Oui : 6 Oui : 2 Oui : 1
## NA's:48 NA's:48 NA's:48 NA's:48
##
##
##
## element.mineral.vitamines..Zinc..Mg.. homéopathie ModifAutomed ConsoMedCompl
## :38 :38 : 38 :38
## Non :77 3 : 1 NA/NR: 11 Non:64
## Oui : 8 Non :76 Non :107 NR : 1
## NA's:48 Oui : 8 Oui : 15 Oui:68
## NA's:48
##
##
## SiNon.JmsInteresse SiNon.PasEfficace SiNon.Mauvais SiNon.ConseilProIgn
## :39 :39 :39 :39
## Non :19 Non :49 Non :54 Non :56
## NR : 8 NR : 8 NR : 8 NR : 8
## Oui :38 Oui : 8 Oui : 3 Oui : 1
## NA's:67 NA's:67 NA's:67 NA's:67
##
##
## SiNon.DeconseillePro SiNon.PasBudget SiNon.Autre SiOui.HE SiOui.Plante
## :39 :39 :39 :38 :38
## Non :55 Non :54 Non :41 Non :37 Non :54
## NR : 8 NR : 8 NR : 8 NR : 1 NR : 1
## Oui : 2 Oui : 3 Oui :16 Oui :31 Oui :14
## NA's:67 NA's:67 NA's:67 NA's:64 NA's:64
##
##
## SiOui.Homeo SiOui.Champi SiOui.Algue SiOui.ComplAlim SiOui.Probio
## :38 :38 :38 :38 :38
## Non :39 Non :67 Non :66 Non :46 Non :34
## NR : 1 NR : 1 NR : 1 NR : 1 NR : 1
## Oui :29 Oui : 1 Oui : 2 Oui :22 Oui :34
## NA's:64 NA's:64 NA's:64 NA's:64 NA's:64
##
##
## SiOui.VitOlig SiOui.FlBach SiOui.Tisane SiOui.CBD SiOuiEpiceArom SiOui.Autre
## :38 :38 :38 :38 :38 :38
## Non :43 Non :62 Non :37 Non :63 Non :54 Non :60
## NR : 1 NR : 1 NR : 1 NR : 1 NR : 1 NR : 1
## Oui :26 Oui : 6 Oui :31 Oui : 5 Oui :14 Oui : 8
## NA's:63 NA's:64 NA's:64 NA's:64 NA's:64 NA's:64
##
##
## PdtPeau
## :39
## Non:51
## NR : 9
## Oui:72
##
##
##
## effet.recherchéOui.produit.peau
## hydratation (dont eczema), entretien de la peau, aide à la cicatrisation:52
## :38
## NR :10
## amelioration respiratoire : 5
## anti-acné : 5
## (Other) :11
## NA's :50
## effet.recherché2.produit.peau CritQual
## :93 :38
## NR :10 Non :14
## nettoyage de la peau : 5 NR :43
## anti-inflammatoire (dont corticoide): 4 Oui :72
## protection solaire : 4 NA's: 4
## (Other) : 5
## NA's :50
## CritQualCategorieOui CritQualCategorie2
## NR :68 :78
## :38 autre : 1
## autre :10 avis, retours, conseils sur ce produit: 3
## produit biologique: 9 NR :67
## produit efficace : 9 produit efficace : 2
## (Other) :17 NA's :20
## NA's :20
## CritProv CritProvCategorieOui CritProvCategorie2 CritPrix
## :38 :38 :57 :38
## Non :64 en pharmacie : 2 fabrique en Asie : 1 Non :66
## NR :43 fabrique en France:13 fabrique en Europe: 2 NR :43
## Oui :22 NR :51 NR :49 Oui :20
## NA's: 4 NA's :67 NA's :62 NA's: 4
##
##
## CritAutre ThManuPhy ThMedChin ThPsyCorp ThAutre PsychoTh Psychia
## :38 :38 : 38 : 38 : 38 : 38 : 2
## Non :72 Non:89 Non:124 Non:116 Non:124 Non:106 Non : 11
## NR :43 NR : 2 NR : 2 NR : 2 NR : 2 NR : 8 NR : 5
## Oui :12 Oui:42 Oui: 7 Oui: 15 Oui: 7 Oui: 19 Oui : 1
## NA's: 6 NA's:152
##
##
## Psychol Psychotp PsyAutre Regime Vegetr Vegetl SansGlu
## : 2 : 2 : 2 : 38 : 38 : 38 : 38
## Non : 1 Non : 12 Non : 10 Non:108 Non:128 Non:130 Non:128
## NR : 5 NR : 5 NR : 5 NR : 3 NR : 3 NR : 3 NR : 3
## Oui : 11 NA's:152 Oui : 2 Oui: 22 Oui: 2 Oui: 2
## NA's:152 NA's:152
##
##
## SansLac RegiAutre Budget
## : 38 : 38 :38
## Non:128 Non:112 < 2Non :29
## NR : 3 NR : 3 > 5Non :12
## Oui: 2 Oui: 18 2Non - 5Non:45
## autre : 5
## NR :42
##
## Regime.initiative.personnelle.ou.medicale ConnaissInter InterrogProfSante
## : 39 :38 :38
## donnee manquante : 3 Non :95 Non :65
## initiative personnelle: 3 NR :17 NR :21
## NR : 3 Oui :20 Oui :44
## raison medicale : 16 NA's: 1 NA's: 3
## NA's :107
##
## SiOui.MedG SiOui.MedSpe SiOui.PharmOff SiOui.PharmH SiOui.kine SiOui.ost
## :38 :38 :38 :38 :38 :38
## Non :24 Non :27 Non :23 Non :40 Non :38 Non :39
## NR :21 NR :21 NR :21 NR :21 NR :21 NR :21
## Oui :19 Oui :16 Oui :20 Oui : 3 Oui : 5 Oui : 4
## NA's:69 NA's:69 NA's:69 NA's:69 NA's:69 NA's:69
##
##
## SiOui.InfLib SiOui.InfH SiOui.Diet SiOui.Nat SiOui.Autre.1 COVIDOui9
## :38 :38 :38 :38 :38 :38
## Non :42 Non :38 Non :39 Non :37 Non :42 Non:90
## NR :21 NR :21 NR :21 NR :21 NR :21 NR : 3
## Oui : 1 Oui : 5 Oui : 4 Oui : 6 Oui : 1 Oui:40
## NA's:69 NA's:69 NA's:69 NA's:69 NA's:69
##
##
## COVIDModifMedCompl Expression ModifAutomed.1 ConsoMedCompl.1
## : 38 :38 : 38 :38
## Non :108 Non:66 NA/NR: 11 Non:64
## NR : 17 NR : 2 Non :107 NR : 1
## Oui : 7 Oui:65 Oui : 15 Oui:68
## NA's: 1
##
##
## SiNon.JmsInteresse.1 SiNon.PasEfficace.1 SiNon.Mauvais.1 SiNon.ConseilProIgn.1
## :38 :38 :38 :38
## Non :19 Non :49 Non :54 Non :56
## NR : 8 NR : 8 NR : 8 NR : 8
## Oui :38 Oui : 8 Oui : 3 Oui : 1
## NA's:68 NA's:68 NA's:68 NA's:68
##
##
## SiNon.DeconseillePro.1 SiNon.PasBudget.1 SiNon.Autre.1 SiOui.HE.1
## :38 :38 :38 :38
## Non :55 Non :54 Non :41 Non :37
## NR : 8 NR : 8 NR : 8 NR : 1
## Oui : 2 Oui : 3 Oui :16 Oui :31
## NA's:68 NA's:68 NA's:68 NA's:64
##
##
## SiOui.Plante.1 SiOui.Homeo.1 SiOui.Champi.1 SiOui.Algue.1 SiOui.ComplAlim.1
## :38 :38 :38 :38 :38
## Non :54 Non :39 Non :67 Non :66 Non :46
## NR : 1 NR : 1 NR : 1 NR : 1 NR : 1
## Oui :14 Oui :29 Oui : 1 Oui : 2 Oui :22
## NA's:64 NA's:64 NA's:64 NA's:64 NA's:64
##
##
## SiOui.Probio.1 SiOui.VitOlig.1 SiOui.FlBach.1 SiOui.Tisane.1 SiOui.CBD.1
## :38 :38 :38 :38 :38
## Non :34 Non :43 Non :62 Non :37 Non :63
## NR : 1 NR : 1 NR : 1 NR : 1 NR : 1
## Oui :34 Oui :26 Oui : 6 Oui :31 Oui : 5
## NA's:64 NA's:63 NA's:64 NA's:64 NA's:64
##
##
## SiOuiEpiceArom.1 SiOui.Autre.2 PdtPeau.1
## :38 :38 :39
## Non :54 Non :60 Non:51
## NR : 1 NR : 1 NR : 9
## Oui :14 Oui : 8 Oui:72
## NA's:64 NA's:64
##
##
## effet.recherchéOui.produit.peau.1
## hydratation (dont eczema), entretien de la peau, aide à la cicatrisation:52
## :38
## NR :10
## amelioration respiratoire : 5
## anti-acné : 5
## (Other) :11
## NA's :50
## effet.recherché2.produit.peau.1 CritQual.1
## :93 :38
## NR :10 Non :14
## nettoyage de la peau : 5 NR :43
## anti-inflammatoire (dont corticoide): 4 Oui :72
## protection solaire : 4 NA's: 4
## (Other) : 5
## NA's :50
## CritQualCategorieOui.1 CritQualCategorie2.1
## NR :68 :78
## :38 autre : 1
## autre :10 avis, retours, conseils sur ce produit: 3
## produit biologique: 9 NR :67
## produit efficace : 9 produit efficace : 2
## (Other) :17 NA's :20
## NA's :20
## CritProv.1 CritProvCategorieOui.1 CritProvCategorie2.1
## :38 :38 :57
## Non :64 en pharmacie : 2 fabrique en Asie : 1
## NR :43 fabrique en France:13 fabrique en Europe: 2
## Oui :22 NR :51 NR :49
## NA's: 4 NA's :67 NA's :62
##
##
## CritPrix.1 CritAutre.1 ThManuPhy.1 ThMedChin.1 ThPsyCorp.1 ThAutre.1
## :38 :38 :38 : 38 : 38 : 38
## Non :66 Non :72 Non:89 Non:124 Non:116 Non:124
## NR :43 NR :43 NR : 2 NR : 2 NR : 2 NR : 2
## Oui :20 Oui :12 Oui:42 Oui: 7 Oui: 15 Oui: 7
## NA's: 4 NA's: 6
##
##
## PsychoTh.1 Psychia.1 Psychol.1 Psychotp.1 PsyAutre.1 Regime.1 Vegetr.1
## : 38 : 2 : 2 : 2 : 2 : 38 : 38
## Non:106 Non : 11 Non : 1 Non : 12 Non : 10 Non:108 Non:128
## NR : 8 NR : 5 NR : 5 NR : 5 NR : 5 NR : 3 NR : 3
## Oui: 19 Oui : 1 Oui : 11 NA's:152 Oui : 2 Oui: 22 Oui: 2
## NA's:152 NA's:152 NA's:152
##
##
## Vegetl.1 SansGlu.1 SansLac.1 RegiAutre.1 Budget.1
## : 38 : 38 : 38 : 38 :38
## Non:130 Non:128 Non:128 Non:112 < 2Non :29
## NR : 3 NR : 3 NR : 3 NR : 3 > 5Non :12
## Oui: 2 Oui: 2 Oui: 18 2Non - 5Non:45
## autre : 5
## NR :42
##
## Regime.initiative.personnelle.ou.medicale.1 ConnaissInter.1
## : 39 :38
## donnee manquante : 3 Non :95
## initiative personnelle: 3 NR :17
## NR : 3 Oui :20
## raison medicale : 16 NA's: 1
## NA's :107
##
## InterrogProfSante.1 SiOui.MedG.1 SiOui.MedSpe.1 SiOui.PharmOff.1
## :38 :38 :38 :38
## Non :65 Non :24 Non :27 Non :23
## NR :21 NR :21 NR :21 NR :21
## Oui :44 Oui :19 Oui :16 Oui :20
## NA's: 3 NA's:69 NA's:69 NA's:69
##
##
## SiOui.PharmH.1 SiOui.kine.1 SiOui.ost.1 SiOui.InfLib.1 SiOui.InfH.1
## :38 :38 :38 :38 :38
## Non :40 Non :38 Non :39 Non :42 Non :38
## NR :21 NR :21 NR :21 NR :21 NR :21
## Oui : 3 Oui : 5 Oui : 4 Oui : 1 Oui : 5
## NA's:69 NA's:69 NA's:69 NA's:69 NA's:69
##
##
## SiOui.Diet.1 SiOui.Nat.1 SiOui.Autre.3 COVIDOui9.1 COVIDModifMedCompl.1
## :38 :38 :38 :38 : 38
## Non :39 Non :37 Non :42 Non:90 Non :108
## NR :21 NR :21 NR :21 NR : 3 NR : 17
## Oui : 4 Oui : 6 Oui : 1 Oui:40 Oui : 7
## NA's:69 NA's:69 NA's:69 NA's: 1
##
##
## Expression.1
## :38
## Non:66
## NR : 2
## Oui:65
##
##
##
library(Hmisc)
describe(Descriptif_Mucautomed_V1)
## Descriptif_Mucautomed_V1
##
## 184 Variables 171 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct
## 171 0 2
##
## Value Adulte Péditrie
## Frequency 98 73
## Proportion 0.573 0.427
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct
## 73 98 2
##
## Value Non Oui
## Frequency 2 71
## Proportion 0.027 0.973
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 171 0 167 1 24.65 15.84 6.725 8.270
## .25 .50 .75 .90 .95
## 12.870 23.070 34.235 42.730 50.295
##
## lowest : 3.51 4.35 4.62 5.79 6.11, highest: 56.46 56.99 61.92 62.74 68.11
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 171 0 2
##
## Value F M
## Frequency 82 89
## Proportion 0.48 0.52
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 98 73 4
##
## Value 0 1 N.A
## Frequency 12 38 4 44
## Proportion 0.122 0.388 0.041 0.449
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 60 111 4
##
## Value 1 3 N.A
## Frequency 12 3 1 44
## Proportion 0.200 0.050 0.017 0.733
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 170 1 69 0.999 1.569 0.1927 1.219 1.309
## .25 .50 .75 .90 .95
## 1.500 1.615 1.697 1.750 1.760
##
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.800 1.810 1.830 1.850 1.860
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 170 1 91 1 51.06 19.01 21.13 25.90
## .25 .50 .75 .90 .95
## 41.00 54.00 62.88 70.28 74.00
##
## lowest : 13.7 16.0 17.0 18.6 19.8, highest: 77.0 80.0 87.0 88.0 125.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 170 1 155 1 19.99 4.039 14.88 15.20
## .25 .50 .75 .90 .95
## 17.31 19.81 22.30 24.73 25.68
##
## lowest : 13.76 13.98 14.07 14.08 14.13, highest: 26.49 26.56 27.16 27.22 40.82
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 129 42 43 0.999 2004 12.38 1981 1987
## .25 .50 .75 .90 .95
## 1997 2007 2012 2015 2017
##
## lowest : 1968 1972 1978 1980 1981, highest: 2017 2018 2020 2021 2022
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 171 0 2
##
## Value Non Oui
## Frequency 166 5
## Proportion 0.971 0.029
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 171 0 5
##
## lowest : poumon, foie, rein poumon, rein poumons poumons (bipulmonaire)
## highest: poumon, foie, rein poumon, rein poumons poumons (bipulmonaire)
##
## Value poumon, foie, rein poumon, rein
## Frequency 166 1 1
## Proportion 0.971 0.006 0.006
##
## Value poumons poumons (bipulmonaire)
## Frequency 2 1
## Proportion 0.012 0.006
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 156 15 70 1 88.32 25.41 45.50 51.50
## .25 .50 .75 .90 .95
## 74.75 91.50 104.00 114.50 120.00
##
## lowest : 30 35 38 40 43, highest: 122 125 127 128 135
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 155 16 125 1 2487 1140 1075 1236
## .25 .50 .75 .90 .95
## 1640 2480 3335 3730 4089
##
## lowest : 2.93 300.00 850.00 860.00 880.00
## highest: 4280.00 4390.00 4440.00 4480.00 5470.00
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 171 0 4
##
## Value insulino-requerant NC non
## Frequency 28 17 118
## Proportion 0.164 0.099 0.690
##
## Value non insulino-requerant
## Frequency 8
## Proportion 0.047
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 69 102 65 1 0.09435 1.204 -1.262 -1.124
## .25 .50 .75 .90 .95
## -0.600 -0.090 0.640 1.604 2.198
##
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest: 1.85 2.43 2.51 3.10 3.44
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 148 23 2 0.24 13 0.08784 0.1613
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 171 0 6
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NC
## highest: aucun ou < CEP bac brevet-CAP-BEP NC NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 97 6 21 31
## Proportion 0.567 0.035 0.123 0.181
##
## Value NC NR
## Frequency 11 5
## Proportion 0.064 0.029
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct
## 171 0 3
##
## Value > bac bac
## Frequency 164 5 2
## Proportion 0.959 0.029 0.012
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 171 0 10
##
## lowest : Achromobacter ssp Autre bactérie B.multivorans flore banale
## highest: Haemophilus influenzae S aureus méti S S maltophilia NR Pseudomonas aeruginosa
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 68 103 5
##
## lowest : donnee manquante R S S et R
## highest: donnee manquante R S S et R
##
## Value donnee manquante R S
## Frequency 12 36 3 14
## Proportion 0.176 0.529 0.044 0.206
##
## Value S et R
## Frequency 3
## Proportion 0.044
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 171 0 10
##
## lowest : S aureus méti R Achromobacter ssp Haemophilus influenzae Nocardia
## highest: Pa résistant Proteus mirabilis S aureus méti S S maltophilia Serratia marcescens
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 171 0 6
##
## lowest : S aureus méti R Achromobacter ssp Autre bactérie S aureus méti S
## highest: S aureus méti R Achromobacter ssp Autre bactérie S aureus méti S Serratia marcescens
##
## Value S aureus méti R Achromobacter ssp
## Frequency 165 1 1
## Proportion 0.965 0.006 0.006
##
## Value Autre bactérie S aureus méti S Serratia marcescens
## Frequency 1 2 1
## Proportion 0.006 0.012 0.006
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 171 0 2
##
## Value Non Oui
## Frequency 113 58
## Proportion 0.661 0.339
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 13 3 2 153
## Proportion 0.076 0.018 0.012 0.895
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 171 0 8
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 73 98 7
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 171 0 6
##
## lowest : KAFTRIO KALYDECO non ORKAMBI
## highest: KAFTRIO KALYDECO non ORKAMBI SYMKEVI
##
## Value KAFTRIO KALYDECO non ORKAMBI SYMKEVI
## Frequency 1 15 69 70 14 2
## Proportion 0.006 0.088 0.404 0.409 0.082 0.012
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 171 0 3
##
## Value KAFTRIO SYMKEVI
## Frequency 104 65 2
## Proportion 0.608 0.380 0.012
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct
## 171 0 3
##
## Value Non Oui
## Frequency 38 50 83
## Proportion 0.222 0.292 0.485
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 133 38 8 0.912 1.293 1.55
##
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##
## Value 0 1 2 3 4 5 6 8
## Frequency 50 42 19 10 5 2 4 1
## Proportion 0.376 0.316 0.143 0.075 0.038 0.015 0.030 0.008
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 22 63
## Proportion 0.309 0.179 0.512
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 79 6
## Proportion 0.309 0.642 0.049
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 65 20
## Proportion 0.309 0.528 0.163
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 84 1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 83 2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 79 6
## Proportion 0.309 0.642 0.049
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 81 4
## Proportion 0.309 0.659 0.033
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 83 2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 74 11
## Proportion 0.309 0.602 0.089
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 77 8
## Proportion 0.309 0.626 0.065
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 84 1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 82 3
## Proportion 0.309 0.667 0.024
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 82 3
## Proportion 0.309 0.667 0.024
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 83 2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 84 1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 83 2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 79 6
## Proportion 0.309 0.642 0.049
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 83 2
## Proportion 0.309 0.675 0.016
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 84 1
## Proportion 0.309 0.683 0.008
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 123 48 3
##
## Value Non Oui
## Frequency 38 77 8
## Proportion 0.309 0.626 0.065
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 123 48 4
##
## Value 3 Non Oui
## Frequency 38 1 76 8
## Proportion 0.309 0.008 0.618 0.065
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 171 0 4
##
## Value NA/NR Non Oui
## Frequency 38 11 107 15
## Proportion 0.222 0.064 0.626 0.088
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 64 1 68
## Proportion 0.222 0.374 0.006 0.398
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 19 8 38
## Proportion 0.375 0.183 0.077 0.365
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 49 8 8
## Proportion 0.375 0.471 0.077 0.077
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 54 8 3
## Proportion 0.375 0.519 0.077 0.029
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 56 8 1
## Proportion 0.375 0.538 0.077 0.010
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 55 8 2
## Proportion 0.375 0.529 0.077 0.019
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 54 8 3
## Proportion 0.375 0.519 0.077 0.029
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 104 67 4
##
## Value Non NR Oui
## Frequency 39 41 8 16
## Proportion 0.375 0.394 0.077 0.154
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 37 1 31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 54 1 14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 39 1 29
## Proportion 0.355 0.364 0.009 0.271
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 67 1 1
## Proportion 0.355 0.626 0.009 0.009
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 66 1 2
## Proportion 0.355 0.617 0.009 0.019
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 46 1 22
## Proportion 0.355 0.430 0.009 0.206
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 34 1 34
## Proportion 0.355 0.318 0.009 0.318
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 108 63 4
##
## Value Non NR Oui
## Frequency 38 43 1 26
## Proportion 0.352 0.398 0.009 0.241
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 62 1 6
## Proportion 0.355 0.579 0.009 0.056
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 37 1 31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 63 1 5
## Proportion 0.355 0.589 0.009 0.047
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 54 1 14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 60 1 8
## Proportion 0.355 0.561 0.009 0.075
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 39 51 9 72
## Proportion 0.228 0.298 0.053 0.421
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 121 50 12
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 121 50 8
##
## lowest : anti-acné anti-inflammatoire (dont corticoide) bien être, massage, sommeil confort musculaire
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 167 4 4
##
## Value Non NR Oui
## Frequency 38 14 43 72
## Proportion 0.228 0.084 0.257 0.431
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 151 20 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 151 20 5
##
## lowest : autre avis, retours, conseils sur ce produit NR produit efficace
## highest: autre avis, retours, conseils sur ce produit NR produit efficace
##
## (78, 0.517), autre (1, 0.007), avis, retours, conseils sur ce produit (3,
## 0.020), NR (67, 0.444), produit efficace (2, 0.013)
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 167 4 4
##
## Value Non NR Oui
## Frequency 38 64 43 22
## Proportion 0.228 0.383 0.257 0.132
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 104 67 4
##
## Value en pharmacie fabrique en France
## Frequency 38 2 13
## Proportion 0.365 0.019 0.125
##
## Value NR
## Frequency 51
## Proportion 0.490
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 109 62 4
##
## Value fabrique en Asie fabrique en Europe
## Frequency 57 1 2
## Proportion 0.523 0.009 0.018
##
## Value NR
## Frequency 49
## Proportion 0.450
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 167 4 4
##
## Value Non NR Oui
## Frequency 38 66 43 20
## Proportion 0.228 0.395 0.257 0.120
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 165 6 4
##
## Value Non NR Oui
## Frequency 38 72 43 12
## Proportion 0.230 0.436 0.261 0.073
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 89 2 42
## Proportion 0.222 0.520 0.012 0.246
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 124 2 7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 116 2 15
## Proportion 0.222 0.678 0.012 0.088
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 124 2 7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 106 8 19
## Proportion 0.222 0.620 0.047 0.111
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 19 152 4
##
## Value Non NR Oui
## Frequency 2 11 5 1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 19 152 4
##
## Value Non NR Oui
## Frequency 2 1 5 11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 19 152 3
##
## Value Non NR
## Frequency 2 12 5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 19 152 4
##
## Value Non NR Oui
## Frequency 2 10 5 2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 108 3 22
## Proportion 0.222 0.632 0.018 0.129
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 128 3 2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 171 0 3
##
## Value Non NR
## Frequency 38 130 3
## Proportion 0.222 0.760 0.018
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 128 3 2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 128 3 2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 112 3 18
## Proportion 0.222 0.655 0.018 0.105
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 171 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 38 29 12 45 5
## Proportion 0.222 0.170 0.070 0.263 0.029
##
## Value NR
## Frequency 42
## Proportion 0.246
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 64 107 5
##
## lowest : donnee manquante initiative personnelle NR raison medicale
## highest: donnee manquante initiative personnelle NR raison medicale
##
## Value donnee manquante initiative personnelle
## Frequency 39 3 3
## Proportion 0.609 0.047 0.047
##
## Value NR raison medicale
## Frequency 3 16
## Proportion 0.047 0.250
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 170 1 4
##
## Value Non NR Oui
## Frequency 38 95 17 20
## Proportion 0.224 0.559 0.100 0.118
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 168 3 4
##
## Value Non NR Oui
## Frequency 38 65 21 44
## Proportion 0.226 0.387 0.125 0.262
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 24 21 19
## Proportion 0.373 0.235 0.206 0.186
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 27 21 16
## Proportion 0.373 0.265 0.206 0.157
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 23 21 20
## Proportion 0.373 0.225 0.206 0.196
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 40 21 3
## Proportion 0.373 0.392 0.206 0.029
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 38 21 5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 39 21 4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 42 21 1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 38 21 5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 39 21 4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 37 21 6
## Proportion 0.373 0.363 0.206 0.059
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 42 21 1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 90 3 40
## Proportion 0.222 0.526 0.018 0.234
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 170 1 4
##
## Value Non NR Oui
## Frequency 38 108 17 7
## Proportion 0.224 0.635 0.100 0.041
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 66 2 65
## Proportion 0.222 0.386 0.012 0.380
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 171 0 4
##
## Value NA/NR Non Oui
## Frequency 38 11 107 15
## Proportion 0.222 0.064 0.626 0.088
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 64 1 68
## Proportion 0.222 0.374 0.006 0.398
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 19 8 38
## Proportion 0.369 0.184 0.078 0.369
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 49 8 8
## Proportion 0.369 0.476 0.078 0.078
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 54 8 3
## Proportion 0.369 0.524 0.078 0.029
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 56 8 1
## Proportion 0.369 0.544 0.078 0.010
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 55 8 2
## Proportion 0.369 0.534 0.078 0.019
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 54 8 3
## Proportion 0.369 0.524 0.078 0.029
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 103 68 4
##
## Value Non NR Oui
## Frequency 38 41 8 16
## Proportion 0.369 0.398 0.078 0.155
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 37 1 31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 54 1 14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 39 1 29
## Proportion 0.355 0.364 0.009 0.271
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 67 1 1
## Proportion 0.355 0.626 0.009 0.009
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 66 1 2
## Proportion 0.355 0.617 0.009 0.019
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 46 1 22
## Proportion 0.355 0.430 0.009 0.206
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 34 1 34
## Proportion 0.355 0.318 0.009 0.318
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 108 63 4
##
## Value Non NR Oui
## Frequency 38 43 1 26
## Proportion 0.352 0.398 0.009 0.241
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 62 1 6
## Proportion 0.355 0.579 0.009 0.056
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 37 1 31
## Proportion 0.355 0.346 0.009 0.290
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 63 1 5
## Proportion 0.355 0.589 0.009 0.047
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 54 1 14
## Proportion 0.355 0.505 0.009 0.131
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 107 64 4
##
## Value Non NR Oui
## Frequency 38 60 1 8
## Proportion 0.355 0.561 0.009 0.075
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 39 51 9 72
## Proportion 0.228 0.298 0.053 0.421
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 121 50 12
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 121 50 8
##
## lowest : anti-acné anti-inflammatoire (dont corticoide) bien être, massage, sommeil confort musculaire
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 167 4 4
##
## Value Non NR Oui
## Frequency 38 14 43 72
## Proportion 0.228 0.084 0.257 0.431
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 151 20 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 151 20 5
##
## lowest : autre avis, retours, conseils sur ce produit NR produit efficace
## highest: autre avis, retours, conseils sur ce produit NR produit efficace
##
## (78, 0.517), autre (1, 0.007), avis, retours, conseils sur ce produit (3,
## 0.020), NR (67, 0.444), produit efficace (2, 0.013)
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 167 4 4
##
## Value Non NR Oui
## Frequency 38 64 43 22
## Proportion 0.228 0.383 0.257 0.132
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 104 67 4
##
## Value en pharmacie fabrique en France
## Frequency 38 2 13
## Proportion 0.365 0.019 0.125
##
## Value NR
## Frequency 51
## Proportion 0.490
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 109 62 4
##
## Value fabrique en Asie fabrique en Europe
## Frequency 57 1 2
## Proportion 0.523 0.009 0.018
##
## Value NR
## Frequency 49
## Proportion 0.450
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 167 4 4
##
## Value Non NR Oui
## Frequency 38 66 43 20
## Proportion 0.228 0.395 0.257 0.120
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 165 6 4
##
## Value Non NR Oui
## Frequency 38 72 43 12
## Proportion 0.230 0.436 0.261 0.073
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 89 2 42
## Proportion 0.222 0.520 0.012 0.246
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 124 2 7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 116 2 15
## Proportion 0.222 0.678 0.012 0.088
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 124 2 7
## Proportion 0.222 0.725 0.012 0.041
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 106 8 19
## Proportion 0.222 0.620 0.047 0.111
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 19 152 4
##
## Value Non NR Oui
## Frequency 2 11 5 1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 19 152 4
##
## Value Non NR Oui
## Frequency 2 1 5 11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 19 152 3
##
## Value Non NR
## Frequency 2 12 5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 19 152 4
##
## Value Non NR Oui
## Frequency 2 10 5 2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 108 3 22
## Proportion 0.222 0.632 0.018 0.129
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 128 3 2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 171 0 3
##
## Value Non NR
## Frequency 38 130 3
## Proportion 0.222 0.760 0.018
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 128 3 2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 128 3 2
## Proportion 0.222 0.749 0.018 0.012
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 112 3 18
## Proportion 0.222 0.655 0.018 0.105
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 171 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 38 29 12 45 5
## Proportion 0.222 0.170 0.070 0.263 0.029
##
## Value NR
## Frequency 42
## Proportion 0.246
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 64 107 5
##
## lowest : donnee manquante initiative personnelle NR raison medicale
## highest: donnee manquante initiative personnelle NR raison medicale
##
## Value donnee manquante initiative personnelle
## Frequency 39 3 3
## Proportion 0.609 0.047 0.047
##
## Value NR raison medicale
## Frequency 3 16
## Proportion 0.047 0.250
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 170 1 4
##
## Value Non NR Oui
## Frequency 38 95 17 20
## Proportion 0.224 0.559 0.100 0.118
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 168 3 4
##
## Value Non NR Oui
## Frequency 38 65 21 44
## Proportion 0.226 0.387 0.125 0.262
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 24 21 19
## Proportion 0.373 0.235 0.206 0.186
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 27 21 16
## Proportion 0.373 0.265 0.206 0.157
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 23 21 20
## Proportion 0.373 0.225 0.206 0.196
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 40 21 3
## Proportion 0.373 0.392 0.206 0.029
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 38 21 5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 39 21 4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 42 21 1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 38 21 5
## Proportion 0.373 0.373 0.206 0.049
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 39 21 4
## Proportion 0.373 0.382 0.206 0.039
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 37 21 6
## Proportion 0.373 0.363 0.206 0.059
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 102 69 4
##
## Value Non NR Oui
## Frequency 38 42 21 1
## Proportion 0.373 0.412 0.206 0.010
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 90 3 40
## Proportion 0.222 0.526 0.018 0.234
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 170 1 4
##
## Value Non NR Oui
## Frequency 38 108 17 7
## Proportion 0.224 0.635 0.100 0.041
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 171 0 4
##
## Value Non NR Oui
## Frequency 38 66 2 65
## Proportion 0.222 0.386 0.012 0.380
## --------------------------------------------------------------------------------
Descriptif_Mucautomed_V3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Descriptif_Mucautomed_V1.csv", stringsAsFactors=TRUE)
by(Descriptif_Mucautomed_V3,Descriptif_Mucautomed_V1$centre,na.delete=TRUE, Hmisc::describe)
## Descriptif_Mucautomed_V1$centre: Adulte
## data[x, , drop = FALSE]
##
## 184 Variables 98 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 98 0 1 Adulte
##
## Value Adulte
## Frequency 98
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 98 0 96 1 34.31 11.92 21.22 22.19
## .25 .50 .75 .90 .95
## 26.47 33.16 41.20 49.60 54.36
##
## lowest : 19.14 19.45 20.21 20.56 20.79, highest: 56.46 56.99 61.92 62.74 68.11
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 98 0 2
##
## Value F M
## Frequency 54 44
## Proportion 0.551 0.449
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 98 0 4
##
## Value 0 1 N.A
## Frequency 12 38 4 44
## Proportion 0.122 0.388 0.041 0.449
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 60 38 4
##
## Value 1 3 N.A
## Frequency 12 3 1 44
## Proportion 0.200 0.050 0.017 0.733
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 97 1 30 0.997 1.657 0.1014 1.500 1.536
## .25 .50 .75 .90 .95
## 1.600 1.650 1.730 1.760 1.802
##
## lowest : 1.48 1.50 1.53 1.54 1.55, highest: 1.80 1.81 1.83 1.85 1.86
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 97 1 40 0.998 60.21 12.47 45.4 47.0
## .25 .50 .75 .90 .95
## 52.0 58.0 66.0 73.4 77.0
##
## lowest : 41.0 43.0 45.0 45.5 46.0, highest: 77.0 80.0 87.0 88.0 125.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 97 1 89 1 21.8 3.143 17.75 18.44
## .25 .50 .75 .90 .95
## 19.82 21.43 23.39 25.18 25.95
##
## lowest : 16.53 16.71 17.63 17.65 17.69, highest: 25.96 26.49 26.56 27.16 40.82
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 62 36 37 0.998 1997 13.86 1978 1981
## .25 .50 .75 .90 .95
## 1989 1996 2003 2014 2020
##
## lowest : 1968 1972 1978 1980 1981, highest: 2015 2018 2020 2021 2022
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 98 0 2
##
## Value Non Oui
## Frequency 93 5
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 98 0 5
##
## lowest : poumon, foie, rein poumon, rein poumons poumons (bipulmonaire)
## highest: poumon, foie, rein poumon, rein poumons poumons (bipulmonaire)
##
## Value poumon, foie, rein poumon, rein
## Frequency 93 1 1
## Proportion 0.949 0.010 0.010
##
## Value poumons poumons (bipulmonaire)
## Frequency 2 1
## Proportion 0.020 0.010
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 86 12 55 0.999 80.66 28.88 40.75 46.00
## .25 .50 .75 .90 .95
## 62.75 82.00 100.00 110.00 117.25
##
## lowest : 30 35 38 40 43, highest: 115 118 120 121 122
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 85 13 70 1 2651 1104 1174 1236
## .25 .50 .75 .90 .95
## 2000 2690 3400 3960 4200
##
## lowest : 300 1000 1100 1130 1170, highest: 4200 4280 4390 4440 4480
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 98 0 4
##
## Value insulino-requerant NC non
## Frequency 17 17 57
## Proportion 0.173 0.173 0.582
##
## Value non insulino-requerant
## Frequency 7
## Proportion 0.071
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 77 21 2 0.421 13 0.1688 0.2843
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 98 0 6
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NC
## highest: aucun ou < CEP bac brevet-CAP-BEP NC NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 57 4 8 15
## Proportion 0.582 0.041 0.082 0.153
##
## Value NC NR
## Frequency 11 3
## Proportion 0.112 0.031
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct value
## 98 0 1
##
## Value
## Frequency 98
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 98 0 7
##
## lowest : Achromobacter ssp flore banale S aureus méti S S maltophilia
## highest: flore banale S aureus méti S S maltophilia NR Pseudomonas aeruginosa
##
## (23, 0.235), Achromobacter ssp (2, 0.020), flore banale (1, 0.010), S
## aureus méti S (23, 0.235), S maltophilia (2, 0.020), NR (1, 0.010),
## Pseudomonas aeruginosa (46, 0.469)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 57 41 5
##
## lowest : donnee manquante R S S et R
## highest: donnee manquante R S S et R
##
## Value donnee manquante R S
## Frequency 12 31 3 8
## Proportion 0.211 0.544 0.053 0.140
##
## Value S et R
## Frequency 3
## Proportion 0.053
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 98 0 10
##
## lowest : S aureus méti R Achromobacter ssp Haemophilus influenzae Nocardia
## highest: Pa résistant Proteus mirabilis S aureus méti S S maltophilia Serratia marcescens
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 98 0 6
##
## lowest : S aureus méti R Achromobacter ssp Autre bactérie S aureus méti S
## highest: S aureus méti R Achromobacter ssp Autre bactérie S aureus méti S Serratia marcescens
##
## Value S aureus méti R Achromobacter ssp
## Frequency 92 1 1
## Proportion 0.939 0.010 0.010
##
## Value Autre bactérie S aureus méti S Serratia marcescens
## Frequency 1 2 1
## Proportion 0.010 0.020 0.010
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 98 0 2
##
## Value Non Oui
## Frequency 51 47
## Proportion 0.52 0.48
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 13 1 1 83
## Proportion 0.133 0.010 0.010 0.847
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 98 0 8
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct value
## 2 96 1
##
## Value
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 98 0 5
##
## lowest : KAFTRIO KALYDECO non SYMKEVI
## highest: KAFTRIO KALYDECO non SYMKEVI
##
## Value KAFTRIO KALYDECO non SYMKEVI
## Frequency 1 10 47 38 2
## Proportion 0.010 0.102 0.480 0.388 0.020
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 98 0 3
##
## Value KAFTRIO SYMKEVI
## Frequency 52 44 2
## Proportion 0.531 0.449 0.020
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct
## 98 0 3
##
## Value Non Oui
## Frequency 34 20 44
## Proportion 0.347 0.204 0.449
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 64 34 8 0.935 1.594 1.827
##
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##
## Value 0 1 2 3 4 5 6 8
## Frequency 20 20 9 7 3 1 3 1
## Proportion 0.312 0.312 0.141 0.109 0.047 0.016 0.047 0.016
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 8 38
## Proportion 0.425 0.100 0.475
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 42 4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 33 13
## Proportion 0.425 0.412 0.162
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 80 18 2
##
## Value Non
## Frequency 34 46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 43 3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 43 3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 42 4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 42 4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 80 18 2
##
## Value Non
## Frequency 34 46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 41 5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 41 5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 80 18 4
##
## Value 3 Non Oui
## Frequency 34 1 44 1
## Proportion 0.425 0.013 0.550 0.013
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 98 0 4
##
## Value NA/NR Non Oui
## Frequency 34 2 52 10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 98 0 3
##
## Value Non Oui
## Frequency 34 28 36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 7 4 17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 20 4 4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 22 4 2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 24 4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 23 4 1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 21 4 3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 19 4 5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 17 19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 26 10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 23 13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 19 17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 71 27 3
##
## Value Non Oui
## Frequency 34 22 15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 33 3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 15 21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 35 16 3 44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 83 15 9
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 83 15 8
##
## lowest : anti-acné anti-inflammatoire (dont corticoide) bien être, massage, sommeil confort musculaire
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 9 12 41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 85 13 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 85 13 5
##
## lowest : autre avis, retours, conseils sur ce produit NR produit efficace
## highest: autre avis, retours, conseils sur ce produit NR produit efficace
##
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 35 12 15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 62 36 4
##
## Value en pharmacie fabrique en France
## Frequency 34 2 9
## Proportion 0.548 0.032 0.145
##
## Value NR
## Frequency 17
## Proportion 0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 67 31 4
##
## Value fabrique en Asie fabrique en Europe
## Frequency 50 1 1
## Proportion 0.746 0.015 0.015
##
## Value NR
## Frequency 15
## Proportion 0.224
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 38 12 12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 43 12 7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 38 1 25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 58 1 5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 52 1 11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 1 3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 3 7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 51 2 11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 98 0 3
##
## Value Non NR
## Frequency 34 62 2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 2 2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 2 8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 98 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 34 19 5 25 2
## Proportion 0.347 0.194 0.051 0.255 0.020
##
## Value NR
## Frequency 13
## Proportion 0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 48 50 5
##
## lowest : donnee manquante initiative personnelle NR raison medicale
## highest: donnee manquante initiative personnelle NR raison medicale
##
## Value donnee manquante initiative personnelle
## Frequency 35 3 2
## Proportion 0.729 0.062 0.042
##
## Value NR raison medicale
## Frequency 2 6
## Proportion 0.042 0.125
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 45 6 12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 34 9 20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 13 9 6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 9 9 10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 11 9 8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 18 9 1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 19 9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 50 2 12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 53 9 1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 23 1 40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 98 0 4
##
## Value NA/NR Non Oui
## Frequency 34 2 52 10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 98 0 3
##
## Value Non Oui
## Frequency 34 28 36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 7 4 17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 20 4 4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 22 4 2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 24 4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 23 4 1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 21 4 3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 19 4 5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 17 19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 26 10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 23 13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 19 17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 71 27 3
##
## Value Non Oui
## Frequency 34 22 15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 33 3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 15 21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 35 16 3 44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 83 15 9
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 83 15 8
##
## lowest : anti-acné anti-inflammatoire (dont corticoide) bien être, massage, sommeil confort musculaire
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 9 12 41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 85 13 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 85 13 5
##
## lowest : autre avis, retours, conseils sur ce produit NR produit efficace
## highest: autre avis, retours, conseils sur ce produit NR produit efficace
##
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 35 12 15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 62 36 4
##
## Value en pharmacie fabrique en France
## Frequency 34 2 9
## Proportion 0.548 0.032 0.145
##
## Value NR
## Frequency 17
## Proportion 0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 67 31 4
##
## Value fabrique en Asie fabrique en Europe
## Frequency 50 1 1
## Proportion 0.746 0.015 0.015
##
## Value NR
## Frequency 15
## Proportion 0.224
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 38 12 12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 43 12 7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 38 1 25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 58 1 5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 52 1 11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 1 3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 3 7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 51 2 11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 98 0 3
##
## Value Non NR
## Frequency 34 62 2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 2 2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 2 8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 98 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 34 19 5 25 2
## Proportion 0.347 0.194 0.051 0.255 0.020
##
## Value NR
## Frequency 13
## Proportion 0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 48 50 5
##
## lowest : donnee manquante initiative personnelle NR raison medicale
## highest: donnee manquante initiative personnelle NR raison medicale
##
## Value donnee manquante initiative personnelle
## Frequency 35 3 2
## Proportion 0.729 0.062 0.042
##
## Value NR raison medicale
## Frequency 2 6
## Proportion 0.042 0.125
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 45 6 12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 34 9 20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 13 9 6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 9 9 10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 11 9 8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 18 9 1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 19 9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 50 2 12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 53 9 1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 23 1 40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent Zscore Psychia Psychol Psychotp
## [6] PsyAutre Psychia.1 Psychol.1 Psychotp.1 PsyAutre.1
## ------------------------------------------------------------
## Descriptif_Mucautomed_V1$centre: Péditrie
## data[x, , drop = FALSE]
##
## 184 Variables 73 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 73 0 1 Péditrie
##
## Value Péditrie
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct
## 73 0 2
##
## Value Non Oui
## Frequency 2 71
## Proportion 0.027 0.973
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 73 0 71 1 11.69 4.481 5.982 6.404
## .25 .50 .75 .90 .95
## 8.400 11.650 14.770 16.776 17.310
##
## lowest : 3.51 4.35 4.62 5.79 6.11, highest: 17.29 17.34 17.48 18.54 18.83
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 73 0 2
##
## Value F M
## Frequency 28 45
## Proportion 0.384 0.616
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 73 0 53 1 1.452 0.232 1.114 1.186
## .25 .50 .75 .90 .95
## 1.310 1.460 1.630 1.690 1.720
##
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.715 1.720 1.740 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 73 0 65 1 38.91 17.6 19.32 20.68
## .25 .50 .75 .90 .95
## 26.10 34.00 51.00 59.44 65.80
##
## lowest : 13.7 16.0 17.0 18.6 19.8, highest: 60.5 65.0 67.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 73 0 69 1 17.58 3.158 14.11 14.62
## .25 .50 .75 .90 .95
## 15.23 17.19 19.08 21.15 24.23
##
## lowest : 13.76 13.98 14.07 14.08 14.13, highest: 24.02 24.54 24.77 25.22 27.22
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 67 6 16 0.993 2010 4.422 2005 2006
## .25 .50 .75 .90 .95
## 2007 2010 2014 2015 2016
##
## lowest : 2003 2004 2005 2006 2007, highest: 2014 2015 2016 2017 2018
##
## Value 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
## Frequency 1 2 4 6 7 5 7 2 7 7 2
## Proportion 0.015 0.030 0.060 0.090 0.104 0.075 0.104 0.030 0.104 0.104 0.030
##
## Value 2014 2015 2016 2017 2018
## Frequency 5 5 4 2 1
## Proportion 0.075 0.075 0.060 0.030 0.015
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 73 0 1 Non
##
## Value Non
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct value
## 73 0 1
##
## Value
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 70 3 43 0.999 97.73 16.64 75.35 82.00
## .25 .50 .75 .90 .95
## 88.00 96.50 106.75 119.00 123.65
##
## lowest : 63 65 74 77 79, highest: 122 125 127 128 135
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 70 3 67 1 2289 1140 947.5 1243.0
## .25 .50 .75 .90 .95
## 1500.0 2095.0 3105.0 3555.0 3820.0
##
## lowest : 2.93 850.00 860.00 880.00 1030.00
## highest: 3630.00 3820.00 3920.00 4180.00 5470.00
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 73 0 3
##
## Value insulino-requerant non non insulino-requerant
## Frequency 11 61 1
## Proportion 0.151 0.836 0.014
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 69 4 65 1 0.09435 1.204 -1.262 -1.124
## .25 .50 .75 .90 .95
## -0.600 -0.090 0.640 1.604 2.198
##
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest: 1.85 2.43 2.51 3.10 3.44
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 71 2 1 0 0 0
##
## Value 0
## Frequency 71
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 73 0 5
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NR
## highest: > bac aucun ou < CEP bac brevet-CAP-BEP NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 40 2 13 16
## Proportion 0.548 0.027 0.178 0.219
##
## Value NR
## Frequency 2
## Proportion 0.027
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct
## 73 0 3
##
## Value > bac bac
## Frequency 66 5 2
## Proportion 0.904 0.068 0.027
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 73 0 9
##
## lowest : Achromobacter ssp Autre bactérie B.multivorans flore banale
## highest: flore banale Haemophilus influenzae S aureus méti S S maltophilia Pseudomonas aeruginosa
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 11 62 2
##
## Value donnee manquante S
## Frequency 5 6
## Proportion 0.455 0.545
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 73 0 4
##
## Value Haemophilus influenzae
## Frequency 65 2
## Proportion 0.890 0.027
##
## Value S aureus méti S S maltophilia
## Frequency 5 1
## Proportion 0.068 0.014
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct value
## 73 0 1
##
## Value
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 73 0 2
##
## Value Non Oui
## Frequency 62 11
## Proportion 0.849 0.151
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 73 0 3
##
## Value Non NR Oui
## Frequency 2 1 70
## Proportion 0.027 0.014 0.959
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 73 0 8
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 71 2 7
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 73 0 4
##
## Value KAFTRIO KALYDECO non ORKAMBI
## Frequency 5 22 32 14
## Proportion 0.068 0.301 0.438 0.192
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 73 0 2
##
## Value KAFTRIO
## Frequency 52 21
## Proportion 0.712 0.288
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct
## 73 0 3
##
## Value Non Oui
## Frequency 4 30 39
## Proportion 0.055 0.411 0.534
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 69 4 7 0.882 1.014 1.257
##
## lowest : 0 1 2 3 4, highest: 2 3 4 5 6
##
## Value 0 1 2 3 4 5 6
## Frequency 30 22 10 3 2 1 1
## Proportion 0.435 0.319 0.145 0.043 0.029 0.014 0.014
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 14 25
## Proportion 0.093 0.326 0.581
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 37 2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 32 7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 37 2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 36 3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 32 7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 35 4
## Proportion 0.093 0.814 0.093
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 37 2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 36 3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 32 7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 73 0 4
##
## Value NA/NR Non Oui
## Frequency 4 9 55 5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 36 1 32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 12 4 21
## Proportion 0.119 0.286 0.095 0.500
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 29 4 4
## Proportion 0.119 0.690 0.095 0.095
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 32 4 1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 32 4 1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 32 4 1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 42 31 3
##
## Value Non NR
## Frequency 5 33 4
## Proportion 0.119 0.786 0.095
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 22 4 11
## Proportion 0.119 0.524 0.095 0.262
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 20 1 12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 13 1 19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 31 1 1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 23 1 9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 15 1 17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 21 1 11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 22 1 10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 35 6 28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 38 35 10
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 38 35 5
##
## lowest : anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
## highest: anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
##
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 5 31 31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 66 7 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 66 7 4
##
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 29 31 7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 42 31 3
##
## Value fabrique en France NR
## Frequency 4 4 34
## Proportion 0.095 0.095 0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 42 31 3
##
## Value fabrique en Europe NR
## Frequency 7 1 34
## Proportion 0.167 0.024 0.810
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 28 31 8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 69 4 4
##
## Value Non NR Oui
## Frequency 4 29 31 5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 51 1 17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 66 1 2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 52 5 12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 11 5 1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 1 5 11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 19 54 3
##
## Value Non NR
## Frequency 2 12 5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 10 5 2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 57 1 11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 58 1 10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 73 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 4 10 7 20 3
## Proportion 0.055 0.137 0.096 0.274 0.041
##
## Value NR
## Frequency 29
## Proportion 0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 16 57 4
##
## Value initiative personnelle NR
## Frequency 4 1 1
## Proportion 0.250 0.062 0.062
##
## Value raison medicale
## Frequency 10
## Proportion 0.625
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 50 11 8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 31 12 24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 11 12 13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 18 12 6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 12 12 12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 40 33 3
##
## Value Non NR
## Frequency 4 24 12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 20 12 4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 40 1 28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 55 8 6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 43 1 25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 73 0 4
##
## Value NA/NR Non Oui
## Frequency 4 9 55 5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 36 1 32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 12 4 21
## Proportion 0.098 0.293 0.098 0.512
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 29 4 4
## Proportion 0.098 0.707 0.098 0.098
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 32 4 1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 32 4 1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 32 4 1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 41 32 3
##
## Value Non NR
## Frequency 4 33 4
## Proportion 0.098 0.805 0.098
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 22 4 11
## Proportion 0.098 0.537 0.098 0.268
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 20 1 12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 13 1 19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 31 1 1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 23 1 9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 15 1 17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 21 1 11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 22 1 10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 35 6 28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 38 35 10
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 38 35 5
##
## lowest : anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
## highest: anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
##
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 5 31 31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 66 7 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 66 7 4
##
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 29 31 7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 42 31 3
##
## Value fabrique en France NR
## Frequency 4 4 34
## Proportion 0.095 0.095 0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 42 31 3
##
## Value fabrique en Europe NR
## Frequency 7 1 34
## Proportion 0.167 0.024 0.810
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 28 31 8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 69 4 4
##
## Value Non NR Oui
## Frequency 4 29 31 5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 51 1 17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 66 1 2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 52 5 12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 11 5 1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 1 5 11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 19 54 3
##
## Value Non NR
## Frequency 2 12 5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 10 5 2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 57 1 11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 58 1 10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 73 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 4 10 7 20 3
## Proportion 0.055 0.137 0.096 0.274 0.041
##
## Value NR
## Frequency 29
## Proportion 0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 16 57 4
##
## Value initiative personnelle NR
## Frequency 4 1 1
## Proportion 0.250 0.062 0.062
##
## Value raison medicale
## Frequency 10
## Proportion 0.625
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 50 11 8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 31 12 24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 11 12 13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 18 12 6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 12 12 12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 40 33 3
##
## Value Non NR
## Frequency 4 24 12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 20 12 4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 40 1 28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 55 8 6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 43 1 25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Grossesse TrimGro
by(Descriptif_Mucautomed_V1,Descriptif_Mucautomed_V1$centre,Hmisc::describe)
## Descriptif_Mucautomed_V1$centre: Adulte
## data[x, , drop = FALSE]
##
## 184 Variables 98 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 98 0 1 Adulte
##
## Value Adulte
## Frequency 98
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 98 0 96 1 34.31 11.92 21.22 22.19
## .25 .50 .75 .90 .95
## 26.47 33.16 41.20 49.60 54.36
##
## lowest : 19.14 19.45 20.21 20.56 20.79, highest: 56.46 56.99 61.92 62.74 68.11
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 98 0 2
##
## Value F M
## Frequency 54 44
## Proportion 0.551 0.449
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 98 0 4
##
## Value 0 1 N.A
## Frequency 12 38 4 44
## Proportion 0.122 0.388 0.041 0.449
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 60 38 4
##
## Value 1 3 N.A
## Frequency 12 3 1 44
## Proportion 0.200 0.050 0.017 0.733
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 97 1 30 0.997 1.657 0.1014 1.500 1.536
## .25 .50 .75 .90 .95
## 1.600 1.650 1.730 1.760 1.802
##
## lowest : 1.48 1.50 1.53 1.54 1.55, highest: 1.80 1.81 1.83 1.85 1.86
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 97 1 40 0.998 60.21 12.47 45.4 47.0
## .25 .50 .75 .90 .95
## 52.0 58.0 66.0 73.4 77.0
##
## lowest : 41.0 43.0 45.0 45.5 46.0, highest: 77.0 80.0 87.0 88.0 125.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 97 1 89 1 21.8 3.143 17.75 18.44
## .25 .50 .75 .90 .95
## 19.82 21.43 23.39 25.18 25.95
##
## lowest : 16.53 16.71 17.63 17.65 17.69, highest: 25.96 26.49 26.56 27.16 40.82
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 62 36 37 0.998 1997 13.86 1978 1981
## .25 .50 .75 .90 .95
## 1989 1996 2003 2014 2020
##
## lowest : 1968 1972 1978 1980 1981, highest: 2015 2018 2020 2021 2022
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 98 0 2
##
## Value Non Oui
## Frequency 93 5
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 98 0 5
##
## lowest : poumon, foie, rein poumon, rein poumons poumons (bipulmonaire)
## highest: poumon, foie, rein poumon, rein poumons poumons (bipulmonaire)
##
## Value poumon, foie, rein poumon, rein
## Frequency 93 1 1
## Proportion 0.949 0.010 0.010
##
## Value poumons poumons (bipulmonaire)
## Frequency 2 1
## Proportion 0.020 0.010
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 86 12 55 0.999 80.66 28.88 40.75 46.00
## .25 .50 .75 .90 .95
## 62.75 82.00 100.00 110.00 117.25
##
## lowest : 30 35 38 40 43, highest: 115 118 120 121 122
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 85 13 70 1 2651 1104 1174 1236
## .25 .50 .75 .90 .95
## 2000 2690 3400 3960 4200
##
## lowest : 300 1000 1100 1130 1170, highest: 4200 4280 4390 4440 4480
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 98 0 4
##
## Value insulino-requerant NC non
## Frequency 17 17 57
## Proportion 0.173 0.173 0.582
##
## Value non insulino-requerant
## Frequency 7
## Proportion 0.071
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 77 21 2 0.421 13 0.1688 0.2843
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 98 0 6
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NC
## highest: aucun ou < CEP bac brevet-CAP-BEP NC NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 57 4 8 15
## Proportion 0.582 0.041 0.082 0.153
##
## Value NC NR
## Frequency 11 3
## Proportion 0.112 0.031
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct value
## 98 0 1
##
## Value
## Frequency 98
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 98 0 7
##
## lowest : Achromobacter ssp flore banale S aureus méti S S maltophilia
## highest: flore banale S aureus méti S S maltophilia NR Pseudomonas aeruginosa
##
## (23, 0.235), Achromobacter ssp (2, 0.020), flore banale (1, 0.010), S
## aureus méti S (23, 0.235), S maltophilia (2, 0.020), NR (1, 0.010),
## Pseudomonas aeruginosa (46, 0.469)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 57 41 5
##
## lowest : donnee manquante R S S et R
## highest: donnee manquante R S S et R
##
## Value donnee manquante R S
## Frequency 12 31 3 8
## Proportion 0.211 0.544 0.053 0.140
##
## Value S et R
## Frequency 3
## Proportion 0.053
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 98 0 10
##
## lowest : S aureus méti R Achromobacter ssp Haemophilus influenzae Nocardia
## highest: Pa résistant Proteus mirabilis S aureus méti S S maltophilia Serratia marcescens
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 98 0 6
##
## lowest : S aureus méti R Achromobacter ssp Autre bactérie S aureus méti S
## highest: S aureus méti R Achromobacter ssp Autre bactérie S aureus méti S Serratia marcescens
##
## Value S aureus méti R Achromobacter ssp
## Frequency 92 1 1
## Proportion 0.939 0.010 0.010
##
## Value Autre bactérie S aureus méti S Serratia marcescens
## Frequency 1 2 1
## Proportion 0.010 0.020 0.010
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 98 0 2
##
## Value Non Oui
## Frequency 51 47
## Proportion 0.52 0.48
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 13 1 1 83
## Proportion 0.133 0.010 0.010 0.847
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 98 0 8
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct value
## 2 96 1
##
## Value
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 98 0 5
##
## lowest : KAFTRIO KALYDECO non SYMKEVI
## highest: KAFTRIO KALYDECO non SYMKEVI
##
## Value KAFTRIO KALYDECO non SYMKEVI
## Frequency 1 10 47 38 2
## Proportion 0.010 0.102 0.480 0.388 0.020
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 98 0 3
##
## Value KAFTRIO SYMKEVI
## Frequency 52 44 2
## Proportion 0.531 0.449 0.020
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct
## 98 0 3
##
## Value Non Oui
## Frequency 34 20 44
## Proportion 0.347 0.204 0.449
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 64 34 8 0.935 1.594 1.827
##
## lowest : 0 1 2 3 4, highest: 3 4 5 6 8
##
## Value 0 1 2 3 4 5 6 8
## Frequency 20 20 9 7 3 1 3 1
## Proportion 0.312 0.312 0.141 0.109 0.047 0.016 0.047 0.016
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 8 38
## Proportion 0.425 0.100 0.475
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 42 4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 33 13
## Proportion 0.425 0.412 0.162
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 80 18 2
##
## Value Non
## Frequency 34 46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 43 3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 43 3
## Proportion 0.425 0.537 0.038
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 42 4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 42 4
## Proportion 0.425 0.525 0.050
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 80 18 2
##
## Value Non
## Frequency 34 46
## Proportion 0.425 0.575
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 41 5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 44 2
## Proportion 0.425 0.550 0.025
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 45 1
## Proportion 0.425 0.562 0.013
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 80 18 3
##
## Value Non Oui
## Frequency 34 41 5
## Proportion 0.425 0.512 0.062
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 80 18 4
##
## Value 3 Non Oui
## Frequency 34 1 44 1
## Proportion 0.425 0.013 0.550 0.013
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 98 0 4
##
## Value NA/NR Non Oui
## Frequency 34 2 52 10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 98 0 3
##
## Value Non Oui
## Frequency 34 28 36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 7 4 17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 20 4 4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 22 4 2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 24 4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 23 4 1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 21 4 3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 19 4 5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 17 19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 26 10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 23 13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 19 17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 71 27 3
##
## Value Non Oui
## Frequency 34 22 15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 33 3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 15 21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 35 16 3 44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 83 15 9
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 83 15 8
##
## lowest : anti-acné anti-inflammatoire (dont corticoide) bien être, massage, sommeil confort musculaire
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 9 12 41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 85 13 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 85 13 5
##
## lowest : autre avis, retours, conseils sur ce produit NR produit efficace
## highest: autre avis, retours, conseils sur ce produit NR produit efficace
##
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 35 12 15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 62 36 4
##
## Value en pharmacie fabrique en France
## Frequency 34 2 9
## Proportion 0.548 0.032 0.145
##
## Value NR
## Frequency 17
## Proportion 0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 67 31 4
##
## Value fabrique en Asie fabrique en Europe
## Frequency 50 1 1
## Proportion 0.746 0.015 0.015
##
## Value NR
## Frequency 15
## Proportion 0.224
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 38 12 12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 43 12 7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 38 1 25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 58 1 5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 52 1 11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 1 3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 3 7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 51 2 11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 98 0 3
##
## Value Non NR
## Frequency 34 62 2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 2 2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 2 8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 98 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 34 19 5 25 2
## Proportion 0.347 0.194 0.051 0.255 0.020
##
## Value NR
## Frequency 13
## Proportion 0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 48 50 5
##
## lowest : donnee manquante initiative personnelle NR raison medicale
## highest: donnee manquante initiative personnelle NR raison medicale
##
## Value donnee manquante initiative personnelle
## Frequency 35 3 2
## Proportion 0.729 0.062 0.042
##
## Value NR raison medicale
## Frequency 2 6
## Proportion 0.042 0.125
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 45 6 12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 34 9 20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 13 9 6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 9 9 10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 11 9 8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 18 9 1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 19 9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 50 2 12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 53 9 1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 23 1 40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 98 0 4
##
## Value NA/NR Non Oui
## Frequency 34 2 52 10
## Proportion 0.347 0.020 0.531 0.102
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 98 0 3
##
## Value Non Oui
## Frequency 34 28 36
## Proportion 0.347 0.286 0.367
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 7 4 17
## Proportion 0.548 0.113 0.065 0.274
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 20 4 4
## Proportion 0.548 0.323 0.065 0.065
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 22 4 2
## Proportion 0.548 0.355 0.065 0.032
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 24 4
## Proportion 0.548 0.387 0.065
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 23 4 1
## Proportion 0.548 0.371 0.065 0.016
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 21 4 3
## Proportion 0.548 0.339 0.065 0.048
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 19 4 5
## Proportion 0.548 0.306 0.065 0.081
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 17 19
## Proportion 0.486 0.243 0.271
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 26 10
## Proportion 0.486 0.371 0.143
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 35 1
## Proportion 0.486 0.500 0.014
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 23 13
## Proportion 0.486 0.329 0.186
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 19 17
## Proportion 0.486 0.271 0.243
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 71 27 3
##
## Value Non Oui
## Frequency 34 22 15
## Proportion 0.479 0.310 0.211
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 33 3
## Proportion 0.486 0.471 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 15 21
## Proportion 0.486 0.214 0.300
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 28 8
## Proportion 0.486 0.400 0.114
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 70 28 3
##
## Value Non Oui
## Frequency 34 31 5
## Proportion 0.486 0.443 0.071
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 35 16 3 44
## Proportion 0.357 0.163 0.031 0.449
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 83 15 9
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 83 15 8
##
## lowest : anti-acné anti-inflammatoire (dont corticoide) bien être, massage, sommeil confort musculaire
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 9 12 41
## Proportion 0.354 0.094 0.125 0.427
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 85 13 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 85 13 5
##
## lowest : autre avis, retours, conseils sur ce produit NR produit efficace
## highest: autre avis, retours, conseils sur ce produit NR produit efficace
##
## (59, 0.694), autre (1, 0.012), avis, retours, conseils sur ce produit (2,
## 0.024), NR (22, 0.259), produit efficace (1, 0.012)
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 35 12 15
## Proportion 0.354 0.365 0.125 0.156
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 62 36 4
##
## Value en pharmacie fabrique en France
## Frequency 34 2 9
## Proportion 0.548 0.032 0.145
##
## Value NR
## Frequency 17
## Proportion 0.274
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 67 31 4
##
## Value fabrique en Asie fabrique en Europe
## Frequency 50 1 1
## Proportion 0.746 0.015 0.015
##
## Value NR
## Frequency 15
## Proportion 0.224
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 38 12 12
## Proportion 0.354 0.396 0.125 0.125
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 96 2 4
##
## Value Non NR Oui
## Frequency 34 43 12 7
## Proportion 0.354 0.448 0.125 0.073
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 38 1 25
## Proportion 0.347 0.388 0.010 0.255
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 58 1 5
## Proportion 0.347 0.592 0.010 0.051
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 52 1 11
## Proportion 0.347 0.531 0.010 0.112
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 1 3
## Proportion 0.347 0.612 0.010 0.031
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 3 7
## Proportion 0.347 0.551 0.031 0.071
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 51 2 11
## Proportion 0.347 0.520 0.020 0.112
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 98 0 3
##
## Value Non NR
## Frequency 34 62 2
## Proportion 0.347 0.633 0.020
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 61 2 1
## Proportion 0.347 0.622 0.020 0.010
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 60 2 2
## Proportion 0.347 0.612 0.020 0.020
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 54 2 8
## Proportion 0.347 0.551 0.020 0.082
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 98 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 34 19 5 25 2
## Proportion 0.347 0.194 0.051 0.255 0.020
##
## Value NR
## Frequency 13
## Proportion 0.133
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 48 50 5
##
## lowest : donnee manquante initiative personnelle NR raison medicale
## highest: donnee manquante initiative personnelle NR raison medicale
##
## Value donnee manquante initiative personnelle
## Frequency 35 3 2
## Proportion 0.729 0.062 0.042
##
## Value NR raison medicale
## Frequency 2 6
## Proportion 0.042 0.125
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 45 6 12
## Proportion 0.351 0.464 0.062 0.124
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 34 9 20
## Proportion 0.351 0.351 0.093 0.206
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 13 9 6
## Proportion 0.548 0.210 0.145 0.097
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 9 9 10
## Proportion 0.548 0.145 0.145 0.161
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 11 9 8
## Proportion 0.548 0.177 0.145 0.129
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 18 9 1
## Proportion 0.548 0.290 0.145 0.016
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 15 9 4
## Proportion 0.548 0.242 0.145 0.065
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 16 9 3
## Proportion 0.548 0.258 0.145 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 62 36 4
##
## Value Non NR Oui
## Frequency 34 17 9 2
## Proportion 0.548 0.274 0.145 0.032
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 62 36 3
##
## Value Non NR
## Frequency 34 19 9
## Proportion 0.548 0.306 0.145
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 50 2 12
## Proportion 0.347 0.510 0.020 0.122
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 97 1 4
##
## Value Non NR Oui
## Frequency 34 53 9 1
## Proportion 0.351 0.546 0.093 0.010
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 98 0 4
##
## Value Non NR Oui
## Frequency 34 23 1 40
## Proportion 0.347 0.235 0.010 0.408
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent Zscore Psychia Psychol Psychotp
## [6] PsyAutre Psychia.1 Psychol.1 Psychotp.1 PsyAutre.1
## ------------------------------------------------------------
## Descriptif_Mucautomed_V1$centre: Péditrie
## data[x, , drop = FALSE]
##
## 184 Variables 73 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 73 0 1 Péditrie
##
## Value Péditrie
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct
## 73 0 2
##
## Value Non Oui
## Frequency 2 71
## Proportion 0.027 0.973
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 73 0 71 1 11.69 4.481 5.982 6.404
## .25 .50 .75 .90 .95
## 8.400 11.650 14.770 16.776 17.310
##
## lowest : 3.51 4.35 4.62 5.79 6.11, highest: 17.29 17.34 17.48 18.54 18.83
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 73 0 2
##
## Value F M
## Frequency 28 45
## Proportion 0.384 0.616
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 73 0 53 1 1.452 0.232 1.114 1.186
## .25 .50 .75 .90 .95
## 1.310 1.460 1.630 1.690 1.720
##
## lowest : 0.970 1.030 1.070 1.105 1.120, highest: 1.715 1.720 1.740 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 73 0 65 1 38.91 17.6 19.32 20.68
## .25 .50 .75 .90 .95
## 26.10 34.00 51.00 59.44 65.80
##
## lowest : 13.7 16.0 17.0 18.6 19.8, highest: 60.5 65.0 67.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 73 0 69 1 17.58 3.158 14.11 14.62
## .25 .50 .75 .90 .95
## 15.23 17.19 19.08 21.15 24.23
##
## lowest : 13.76 13.98 14.07 14.08 14.13, highest: 24.02 24.54 24.77 25.22 27.22
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 67 6 16 0.993 2010 4.422 2005 2006
## .25 .50 .75 .90 .95
## 2007 2010 2014 2015 2016
##
## lowest : 2003 2004 2005 2006 2007, highest: 2014 2015 2016 2017 2018
##
## Value 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
## Frequency 1 2 4 6 7 5 7 2 7 7 2
## Proportion 0.015 0.030 0.060 0.090 0.104 0.075 0.104 0.030 0.104 0.104 0.030
##
## Value 2014 2015 2016 2017 2018
## Frequency 5 5 4 2 1
## Proportion 0.075 0.075 0.060 0.030 0.015
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 73 0 1 Non
##
## Value Non
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct value
## 73 0 1
##
## Value
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 70 3 43 0.999 97.73 16.64 75.35 82.00
## .25 .50 .75 .90 .95
## 88.00 96.50 106.75 119.00 123.65
##
## lowest : 63 65 74 77 79, highest: 122 125 127 128 135
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 70 3 67 1 2289 1140 947.5 1243.0
## .25 .50 .75 .90 .95
## 1500.0 2095.0 3105.0 3555.0 3820.0
##
## lowest : 2.93 850.00 860.00 880.00 1030.00
## highest: 3630.00 3820.00 3920.00 4180.00 5470.00
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 73 0 3
##
## Value insulino-requerant non non insulino-requerant
## Frequency 11 61 1
## Proportion 0.151 0.836 0.014
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 69 4 65 1 0.09435 1.204 -1.262 -1.124
## .25 .50 .75 .90 .95
## -0.600 -0.090 0.640 1.604 2.198
##
## lowest : -2.15 -1.60 -1.48 -1.33 -1.16, highest: 1.85 2.43 2.51 3.10 3.44
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 71 2 1 0 0 0
##
## Value 0
## Frequency 71
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 73 0 5
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NR
## highest: > bac aucun ou < CEP bac brevet-CAP-BEP NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 40 2 13 16
## Proportion 0.548 0.027 0.178 0.219
##
## Value NR
## Frequency 2
## Proportion 0.027
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct
## 73 0 3
##
## Value > bac bac
## Frequency 66 5 2
## Proportion 0.904 0.068 0.027
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 73 0 9
##
## lowest : Achromobacter ssp Autre bactérie B.multivorans flore banale
## highest: flore banale Haemophilus influenzae S aureus méti S S maltophilia Pseudomonas aeruginosa
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 11 62 2
##
## Value donnee manquante S
## Frequency 5 6
## Proportion 0.455 0.545
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 73 0 4
##
## Value Haemophilus influenzae
## Frequency 65 2
## Proportion 0.890 0.027
##
## Value S aureus méti S S maltophilia
## Frequency 5 1
## Proportion 0.068 0.014
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct value
## 73 0 1
##
## Value
## Frequency 73
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 73 0 2
##
## Value Non Oui
## Frequency 62 11
## Proportion 0.849 0.151
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 73 0 3
##
## Value Non NR Oui
## Frequency 2 1 70
## Proportion 0.027 0.014 0.959
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 73 0 8
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 71 2 7
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 73 0 4
##
## Value KAFTRIO KALYDECO non ORKAMBI
## Frequency 5 22 32 14
## Proportion 0.068 0.301 0.438 0.192
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 73 0 2
##
## Value KAFTRIO
## Frequency 52 21
## Proportion 0.712 0.288
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct
## 73 0 3
##
## Value Non Oui
## Frequency 4 30 39
## Proportion 0.055 0.411 0.534
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 69 4 7 0.882 1.014 1.257
##
## lowest : 0 1 2 3 4, highest: 2 3 4 5 6
##
## Value 0 1 2 3 4 5 6
## Frequency 30 22 10 3 2 1 1
## Proportion 0.435 0.319 0.145 0.043 0.029 0.014 0.014
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 14 25
## Proportion 0.093 0.326 0.581
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 37 2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 32 7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 37 2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 36 3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 32 7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 35 4
## Proportion 0.093 0.814 0.093
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 37 2
## Proportion 0.093 0.860 0.047
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 38 1
## Proportion 0.093 0.884 0.023
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 43 30 2
##
## Value Non
## Frequency 4 39
## Proportion 0.093 0.907
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 36 3
## Proportion 0.093 0.837 0.070
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 43 30 3
##
## Value Non Oui
## Frequency 4 32 7
## Proportion 0.093 0.744 0.163
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 73 0 4
##
## Value NA/NR Non Oui
## Frequency 4 9 55 5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 36 1 32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 12 4 21
## Proportion 0.119 0.286 0.095 0.500
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 29 4 4
## Proportion 0.119 0.690 0.095 0.095
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 32 4 1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 32 4 1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 32 4 1
## Proportion 0.119 0.762 0.095 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 42 31 3
##
## Value Non NR
## Frequency 5 33 4
## Proportion 0.119 0.786 0.095
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 42 31 4
##
## Value Non NR Oui
## Frequency 5 22 4 11
## Proportion 0.119 0.524 0.095 0.262
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 20 1 12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 13 1 19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 31 1 1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 23 1 9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 15 1 17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 21 1 11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 22 1 10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 35 6 28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 38 35 10
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 38 35 5
##
## lowest : anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
## highest: anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
##
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 5 31 31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 66 7 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 66 7 4
##
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 29 31 7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 42 31 3
##
## Value fabrique en France NR
## Frequency 4 4 34
## Proportion 0.095 0.095 0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 42 31 3
##
## Value fabrique en Europe NR
## Frequency 7 1 34
## Proportion 0.167 0.024 0.810
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 28 31 8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 69 4 4
##
## Value Non NR Oui
## Frequency 4 29 31 5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 51 1 17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 66 1 2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 52 5 12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 11 5 1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 1 5 11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 19 54 3
##
## Value Non NR
## Frequency 2 12 5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 10 5 2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 57 1 11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 58 1 10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 73 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 4 10 7 20 3
## Proportion 0.055 0.137 0.096 0.274 0.041
##
## Value NR
## Frequency 29
## Proportion 0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 16 57 4
##
## Value initiative personnelle NR
## Frequency 4 1 1
## Proportion 0.250 0.062 0.062
##
## Value raison medicale
## Frequency 10
## Proportion 0.625
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 50 11 8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 31 12 24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 11 12 13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 18 12 6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 12 12 12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 40 33 3
##
## Value Non NR
## Frequency 4 24 12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 20 12 4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 40 1 28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 55 8 6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 43 1 25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 73 0 4
##
## Value NA/NR Non Oui
## Frequency 4 9 55 5
## Proportion 0.055 0.123 0.753 0.068
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 36 1 32
## Proportion 0.055 0.493 0.014 0.438
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 12 4 21
## Proportion 0.098 0.293 0.098 0.512
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 29 4 4
## Proportion 0.098 0.707 0.098 0.098
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 32 4 1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 32 4 1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 32 4 1
## Proportion 0.098 0.780 0.098 0.024
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 41 32 3
##
## Value Non NR
## Frequency 4 33 4
## Proportion 0.098 0.805 0.098
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 41 32 4
##
## Value Non NR Oui
## Frequency 4 22 4 11
## Proportion 0.098 0.537 0.098 0.268
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 20 1 12
## Proportion 0.108 0.541 0.027 0.324
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 13 1 19
## Proportion 0.108 0.351 0.027 0.514
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 31 1 1
## Proportion 0.108 0.838 0.027 0.027
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 23 1 9
## Proportion 0.108 0.622 0.027 0.243
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 15 1 17
## Proportion 0.108 0.405 0.027 0.459
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 21 1 11
## Proportion 0.108 0.568 0.027 0.297
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 22 1 10
## Proportion 0.108 0.595 0.027 0.270
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 37 36 3
##
## Value Non NR
## Frequency 4 32 1
## Proportion 0.108 0.865 0.027
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 26 1 6
## Proportion 0.108 0.703 0.027 0.162
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 37 36 4
##
## Value Non NR Oui
## Frequency 4 29 1 3
## Proportion 0.108 0.784 0.027 0.081
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 35 6 28
## Proportion 0.055 0.479 0.082 0.384
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 38 35 10
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) bien être, massage, sommeil
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 38 35 5
##
## lowest : anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
## highest: anti-inflammatoire (dont corticoide) bien être, massage, sommeil NR protection solaire
##
## (27, 0.711), anti-inflammatoire (dont corticoide) (3, 0.079), bien être,
## massage, sommeil (1, 0.026), NR (6, 0.158), protection solaire (1, 0.026)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 5 31 31
## Proportion 0.056 0.070 0.437 0.437
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 66 7 8
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 66 7 4
##
## (19, 0.288), avis, retours, conseils sur ce produit (1, 0.015), NR (45, 0.682),
## produit efficace (1, 0.015)
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 29 31 7
## Proportion 0.056 0.408 0.437 0.099
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 42 31 3
##
## Value fabrique en France NR
## Frequency 4 4 34
## Proportion 0.095 0.095 0.810
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 42 31 3
##
## Value fabrique en Europe NR
## Frequency 7 1 34
## Proportion 0.167 0.024 0.810
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 28 31 8
## Proportion 0.056 0.394 0.437 0.113
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 69 4 4
##
## Value Non NR Oui
## Frequency 4 29 31 5
## Proportion 0.058 0.420 0.449 0.072
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 51 1 17
## Proportion 0.055 0.699 0.014 0.233
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 66 1 2
## Proportion 0.055 0.904 0.014 0.027
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 64 1 4
## Proportion 0.055 0.877 0.014 0.055
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 52 5 12
## Proportion 0.055 0.712 0.068 0.164
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 11 5 1
## Proportion 0.105 0.579 0.263 0.053
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 1 5 11
## Proportion 0.105 0.053 0.263 0.579
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 19 54 3
##
## Value Non NR
## Frequency 2 12 5
## Proportion 0.105 0.632 0.263
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 19 54 4
##
## Value Non NR Oui
## Frequency 2 10 5 2
## Proportion 0.105 0.526 0.263 0.105
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 57 1 11
## Proportion 0.055 0.781 0.014 0.151
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 67 1 1
## Proportion 0.055 0.918 0.014 0.014
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 73 0 3
##
## Value Non NR
## Frequency 4 68 1
## Proportion 0.055 0.932 0.014
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 58 1 10
## Proportion 0.055 0.795 0.014 0.137
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 73 0 6
##
## lowest : < 2Non > 5Non 2Non - 5Non autre
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre
## Frequency 4 10 7 20 3
## Proportion 0.055 0.137 0.096 0.274 0.041
##
## Value NR
## Frequency 29
## Proportion 0.397
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 16 57 4
##
## Value initiative personnelle NR
## Frequency 4 1 1
## Proportion 0.250 0.062 0.062
##
## Value raison medicale
## Frequency 10
## Proportion 0.625
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 50 11 8
## Proportion 0.055 0.685 0.151 0.110
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 71 2 4
##
## Value Non NR Oui
## Frequency 4 31 12 24
## Proportion 0.056 0.437 0.169 0.338
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 11 12 13
## Proportion 0.100 0.275 0.300 0.325
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 18 12 6
## Proportion 0.10 0.45 0.30 0.15
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 12 12 12
## Proportion 0.1 0.3 0.3 0.3
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 40 33 3
##
## Value Non NR
## Frequency 4 24 12
## Proportion 0.1 0.6 0.3
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 20 12 4
## Proportion 0.1 0.5 0.3 0.1
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 40 33 4
##
## Value Non NR Oui
## Frequency 4 23 12 1
## Proportion 0.100 0.575 0.300 0.025
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 40 1 28
## Proportion 0.055 0.548 0.014 0.384
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 55 8 6
## Proportion 0.055 0.753 0.110 0.082
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 73 0 4
##
## Value Non NR Oui
## Frequency 4 43 1 25
## Proportion 0.055 0.589 0.014 0.342
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Grossesse TrimGro
Mucautomed_Adultes_V3 <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Mucautomed_Adultes_V3.csv", sep=";", stringsAsFactors=TRUE)
by(Mucautomed_Adultes_V3,Mucautomed_Adultes_V3$MdtsAutomed,Hmisc::describe)
## Mucautomed_Adultes_V3$MdtsAutomed:
## data[x, , drop = FALSE]
##
## 184 Variables 1 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 1 0 1 Adulte
##
## Value Adulte
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct value
## 1 0 1 68,11
##
## Value 68,11
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Genre
## n missing distinct value
## 1 0 1 M
##
## Value M
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct value
## 1 0 1 N.A
##
## Value N.A
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct value
## 1 0 1 N.A
##
## Value N.A
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct value
## 1 0 1 1,86
##
## Value 1,86
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct value
## 1 0 1 77
##
## Value 77
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## IMC
## n missing distinct value
## 1 0 1 22,26
##
## Value 22,26
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 1 0 1 Non
##
## Value Non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd
## 1 0 1 0 94 NA
##
## Value 94
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd
## 1 0 1 0 3310 NA
##
## Value 3310
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct value
## 1 0 1 non
##
## Value non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 1 0 1 0 0 NA
##
## Value 0
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct value
## 1 0 1 bac
##
## Value bac
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct value
## 1 0 1 S aureus méti S
##
## Value S aureus méti S
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct value
## 1 0 1 Non
##
## Value Non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct value
## 1 0 1 NR
##
## Value NR
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct value
## 1 0 1 non
##
## Value non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent AnneeDgn
## [3] Zscore NivEtude2
## [5] pyo.Resistant.ou.sensible CatSocioProf2
## [7] NbAutomed Psychia
## [9] Psychol Psychotp
## [11] PsyAutre Psychia.1
## [13] Psychol.1 Psychotp.1
## [15] PsyAutre.1
## ------------------------------------------------------------
## Mucautomed_Adultes_V3$MdtsAutomed: Non
## data[x, , drop = FALSE]
##
## 184 Variables 20 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 20 0 1 Adulte
##
## Value Adulte
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct
## 20 0 20
##
## lowest : 20,79 21,3 23,62 25,48 26,55, highest: 44,04 48,67 53,58 53,99 62,74
##
## Value 20,79 21,3 23,62 25,48 26,55 26,71 26,74 27,2 27,26 28,09 28,25
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
##
## Value 30,18 33,91 36,21 40,5 44,04 48,67 53,58 53,99 62,74
## Frequency 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 20 0 2
##
## Value F M
## Frequency 10 10
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 20 0 3
##
## Value 0 1 N.A
## Frequency 8 2 10
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 12 8 3
##
## Value 1 3 N.A
## Frequency 1 1 10
## Proportion 0.083 0.083 0.833
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct
## 20 0 13
##
## lowest : 1,5 1,53 1,58 1,6 1,65, highest: 1,72 1,75 1,76 1,79 1,81
##
## Value 1,5 1,53 1,58 1,6 1,65 1,66 1,68 1,7 1,72 1,75 1,76 1,79 1,81
## Frequency 2 1 1 2 2 1 1 1 1 3 3 1 1
## Proportion 0.10 0.05 0.05 0.10 0.10 0.05 0.05 0.05 0.05 0.15 0.15 0.05 0.05
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct
## 20 0 16
##
## lowest : 45 49 50 51 54 , highest: 68 69 70,2 74 80
##
## Value 45 49 50 51 54 55 62 63 65 66 67 68 69
## Frequency 1 1 1 1 3 2 1 2 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.15 0.10 0.05 0.10 0.05 0.05 0.05 0.05 0.05
##
## Value 70,2 74 80
## Frequency 1 1 1
## Proportion 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## IMC
## n missing distinct
## 20 0 20
##
## lowest : 17,63 17,76 18,14 18,69 19,22, highest: 23,14 24,22 24,97 25,01 25,78
##
## Value 17,63 17,76 18,14 18,69 19,22 20,2 21,22 21,43 21,63 21,78 21,88
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
##
## Value 21,95 22,28 22,32 22,67 23,14 24,22 24,97 25,01 25,78
## Frequency 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 17 3 16 0.999 1999 15.71 1976 1982
## .25 .50 .75 .90 .95
## 1994 1997 2010 2013 2015
##
## lowest : 1968 1978 1985 1989 1994, highest: 2010 2011 2013 2014 2021
##
## Value 1968 1978 1985 1989 1994 1995 1996 1997 2001 2004 2005
## Frequency 1 1 1 1 1 1 1 2 1 1 1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059
##
## Value 2010 2011 2013 2014 2021
## Frequency 1 1 1 1 1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 2 18 2
##
## Value poumons poumons (bipulmonaire)
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 19 1 18 0.999 77.74 30.51 41.7 43.8
## .25 .50 .75 .90 .95
## 59.5 77.0 97.0 109.8 113.7
##
## lowest : 30 43 44 50 53, highest: 100 106 109 113 120
##
## Value 30 43 44 50 53 66 70 75 77 79 87
## Frequency 1 1 1 1 1 1 2 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.053 0.053 0.053 0.053
##
## Value 91 94 100 106 109 113 120
## Frequency 1 1 1 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 19 1 19 1 2638 1197 1251 1292
## .25 .50 .75 .90 .95
## 1880 2400 3420 4010 4073
##
## lowest : 1170 1260 1300 1555 1760, highest: 3470 3700 4000 4050 4280
##
## Value 1170 1260 1300 1555 1760 2000 2100 2130 2310 2400 2770
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##
## Value 3200 3300 3370 3470 3700 4000 4050 4280
## Frequency 1 1 1 1 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 20 0 3
##
## Value insulino-requerant non non insulino-requerant
## Frequency 5 12 3
## Proportion 0.25 0.60 0.15
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 16 4 2 0.565 4 0.25 0.4
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 20 0 4
##
## Value > bac brevet-CAP-BEP NC NR
## Frequency 13 5 1 1
## Proportion 0.65 0.25 0.05 0.05
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 18 2 3
##
## Value S aureus méti S S maltophilia Pseudomonas aeruginosa
## Frequency 6 1 11
## Proportion 0.333 0.056 0.611
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct value
## 10 10 1 donnee manquante
##
## Value donnee manquante
## Frequency 10
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 9 11 5
##
## lowest : S aureus méti R Haemophilus influenzae S aureus méti S S maltophilia Serratia marcescens
## highest: S aureus méti R Haemophilus influenzae S aureus méti S S maltophilia Serratia marcescens
##
## S aureus méti R (1, 0.111), Haemophilus influenzae (1, 0.111), S aureus
## méti S (5, 0.556), S maltophilia (1, 0.111), Serratia marcescens (1,
## 0.111)
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 2 18 2
##
## Value Achromobacter ssp Autre bactérie
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 9 11
## Proportion 0.45 0.55
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct value
## 19 1 1 Oui
##
## Value Oui
## Frequency 19
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 20 0 6
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires
## highest: artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 20 0 4
##
## Value KAFTRIO KALYDECO non SYMKEVI
## Frequency 2 9 8 1
## Proportion 0.10 0.45 0.40 0.05
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 9 11 1 KAFTRIO
##
## Value KAFTRIO
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 20 0 1 0 0 0
##
## Value 0
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 20 0 3
##
## Value NA/NR Non Oui
## Frequency 2 15 3
## Proportion 0.10 0.75 0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 2 1 8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 8 1 2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 6 3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 5 2 13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 15 5 6
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 5 15 4
##
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 1 6 13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 19 1 4
##
## Value autre NR produit biologique
## Frequency 2 12 3
## Proportion 0.105 0.632 0.158
##
## Value produit efficace
## Frequency 2
## Proportion 0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 13 7 3
##
## Value autre NR produit efficace
## Frequency 1 11 1
## Proportion 0.077 0.846 0.077
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 11 6 3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct value
## 9 11 1 NR
##
## Value NR
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct value
## 7 13 1 NR
##
## Value NR
## Frequency 7
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 6 2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 14 6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 20 0 4
##
## Value < 2Non > 5Non 2Non - 5Non NR
## Frequency 5 2 8 5
## Proportion 0.25 0.10 0.40 0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 5 15 3
##
## Value donnee manquante initiative personnelle raison medicale
## Frequency 2 1 2
## Proportion 0.4 0.2 0.4
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 3 5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 10 3 7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 3 4 3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 2 4 4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 5 4 1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 20 0 3
##
## Value NA/NR Non Oui
## Frequency 2 15 3
## Proportion 0.10 0.75 0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 2 1 8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 8 1 2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 6 3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 5 2 13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 15 5 6
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 5 15 4
##
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 1 6 13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 19 1 4
##
## Value autre NR produit biologique
## Frequency 2 12 3
## Proportion 0.105 0.632 0.158
##
## Value produit efficace
## Frequency 2
## Proportion 0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 13 7 3
##
## Value autre NR produit efficace
## Frequency 1 11 1
## Proportion 0.077 0.846 0.077
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 11 6 3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct value
## 9 11 1 NR
##
## Value NR
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct value
## 7 13 1 NR
##
## Value NR
## Frequency 7
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 6 2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 14 6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 20 0 4
##
## Value < 2Non > 5Non 2Non - 5Non NR
## Frequency 5 2 8 5
## Proportion 0.25 0.10 0.40 0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 5 15 3
##
## Value donnee manquante initiative personnelle raison medicale
## Frequency 2 1 2
## Proportion 0.4 0.2 0.4
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 3 5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 10 3 7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 3 4 3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 2 4 4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 5 4 1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent Zscore NivEtude2 CatSocioProf2 Psychia
## [6] Psychol Psychotp PsyAutre Psychia.1 Psychol.1
## [11] Psychotp.1 PsyAutre.1
## ------------------------------------------------------------
## Mucautomed_Adultes_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE]
##
## 184 Variables 44 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 44 0 1 Adulte
##
## Value Adulte
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct
## 44 0 43
##
## lowest : 19,45 20,21 21,82 22 22,19, highest: 43,99 50,07 50,52 56,46 56,99
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 44 0 2
##
## Value F M
## Frequency 27 17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 44 0 3
##
## Value 0 1 N.A
## Frequency 26 1 17
## Proportion 0.591 0.023 0.386
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 18 26 2
##
## Value 1 N.A
## Frequency 1 17
## Proportion 0.056 0.944
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct
## 44 0 23
##
## lowest : 1,48 1,5 1,53 1,54 1,55, highest: 1,75 1,77 1,8 1,83 1,85
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct
## 44 0 26
##
## lowest : 41 43 45 46 47, highest: 72 73 74 75 88
## --------------------------------------------------------------------------------
## IMC
## n missing distinct
## 44 0 42
##
## lowest : 16,53 17,69 18,22 18,43 18,44, highest: 25,22 25,61 25,95 26,49 27,16
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 43 1 28 0.998 1996 13.3 1980 1981
## .25 .50 .75 .90 .95
## 1988 1996 2002 2014 2020
##
## lowest : 1972 1978 1980 1981 1982, highest: 2012 2015 2018 2020 2022
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 2 42 2
##
## Value poumon, rein poumons
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 34 10 25 0.998 83.76 29.49 36.95 48.30
## .25 .50 .75 .90 .95
## 66.75 86.00 103.00 113.10 116.05
##
## lowest : 30 35 38 48 49, highest: 111 114 115 118 122
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 33 11 30 0.999 2770 1051 1196 1324
## .25 .50 .75 .90 .95
## 2330 2800 3400 3950 4276
##
## lowest : 1100 1190 1200 1220 1740, highest: 3750 4000 4200 4390 4440
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 44 0 4
##
## Value insulino-requerant NC non
## Frequency 6 14 22
## Proportion 0.136 0.318 0.500
##
## Value non insulino-requerant
## Frequency 2
## Proportion 0.045
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 29 15 2 0.493 6 0.2069 0.3399
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 44 0 5
##
## lowest : > bac aucun ou < CEP brevet-CAP-BEP NC NR
## highest: > bac aucun ou < CEP brevet-CAP-BEP NC NR
##
## Value > bac aucun ou < CEP brevet-CAP-BEP NC
## Frequency 28 1 5 9
## Proportion 0.636 0.023 0.114 0.205
##
## Value NR
## Frequency 1
## Proportion 0.023
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 25 19 5
##
## lowest : flore banale S aureus méti S S maltophilia NR Pseudomonas aeruginosa
## highest: flore banale S aureus méti S S maltophilia NR Pseudomonas aeruginosa
##
## Value flore banale S aureus méti S S maltophilia
## Frequency 1 6 1
## Proportion 0.04 0.24 0.04
##
## Value NR Pseudomonas aeruginosa
## Frequency 1 16
## Proportion 0.04 0.64
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 16 28 2
##
## Value donnee manquante S
## Frequency 14 2
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 10 34 6
##
## lowest : S aureus méti R Achromobacter ssp Haemophilus influenzae Nocardia S aureus méti S
## highest: Achromobacter ssp Haemophilus influenzae Nocardia S aureus méti S Serratia marcescens
##
## S aureus méti R (3, 0.3), Achromobacter ssp (1, 0.1), Haemophilus
## influenzae (1, 0.1), Nocardia (1, 0.1), S aureus méti S (3, 0.3),
## Serratia marcescens (1, 0.1)
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 2 42 2
##
## Value S aureus méti S Serratia marcescens
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 27 17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct value
## 33 11 1 Oui
##
## Value Oui
## Frequency 33
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 44 0 6
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers professions intermediaires
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 44 0 4
##
## Value KAFTRIO KALYDECO non SYMKEVI
## Frequency 6 19 18 1
## Proportion 0.136 0.432 0.409 0.023
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 18 26 2
##
## Value KAFTRIO SYMKEVI
## Frequency 17 1
## Proportion 0.944 0.056
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 44 0 1 Oui
##
## Value Oui
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 44 0 7 0.893 2.318 1.738
##
## lowest : 1 2 3 4 5, highest: 3 4 5 6 8
##
## Value 1 2 3 4 5 6 8
## Frequency 20 9 7 3 1 3 1
## Proportion 0.455 0.205 0.159 0.068 0.023 0.068 0.023
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 6 38
## Proportion 0.136 0.864
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 40 4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 31 13
## Proportion 0.705 0.295
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct value
## 44 0 1 Non
##
## Value Non
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 41 3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 41 3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 40 4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 40 4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct value
## 44 0 1 Non
##
## Value Non
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 39 5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 39 5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 44 0 3
##
## Value 3 Non Oui
## Frequency 1 42 1
## Proportion 0.023 0.955 0.023
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 37 7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 17 27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 5 3 9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 17 27 2
##
## Value Non NR
## Frequency 14 3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 13 3 1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 9 18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 20 7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct value
## 27 17 1 Non
##
## Value Non
## Frequency 27
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 26 1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 15 12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 28 16 2
##
## Value Non Oui
## Frequency 17 11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 10 17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 23 4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 21 6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 11 1 31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 34 10 5
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 12 32 6
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire nettoyage de la peau NR
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
##
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 8 6 28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 32 12 7
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 13 31 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 2
## Proportion 0.154
##
## Value NR
## Frequency 11
## Proportion 0.846
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 24 6 12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 19 25 3
##
## Value en pharmacie fabrique en France NR
## Frequency 2 9 8
## Proportion 0.105 0.474 0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 10 34 3
##
## Value fabrique en Asie fabrique en Europe NR
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 26 6 10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 29 6 7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 23 1 20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 40 1 3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 1 9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 1 2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 3 7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 36 2 6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 2 1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 38 2 4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 44 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 14 3 17 2 8
## Proportion 0.318 0.068 0.386 0.045 0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 8 36 4
##
## Value donnee manquante initiative personnelle NR
## Frequency 1 1 2
## Proportion 0.125 0.125 0.250
##
## Value raison medicale
## Frequency 4
## Proportion 0.500
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 33 3 7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 24 6 13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 12 5 1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 9 5 4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 2 8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 35 7 1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 12 1 31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 37 7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 17 27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 5 3 9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 17 27 2
##
## Value Non NR
## Frequency 14 3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 13 3 1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 9 18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 20 7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct value
## 27 17 1 Non
##
## Value Non
## Frequency 27
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 26 1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 15 12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 28 16 2
##
## Value Non Oui
## Frequency 17 11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 10 17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 23 4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 21 6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 11 1 31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 34 10 5
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 12 32 6
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire nettoyage de la peau NR
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
##
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 8 6 28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 32 12 7
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 13 31 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 2
## Proportion 0.154
##
## Value NR
## Frequency 11
## Proportion 0.846
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 24 6 12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 19 25 3
##
## Value en pharmacie fabrique en France NR
## Frequency 2 9 8
## Proportion 0.105 0.474 0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 10 34 3
##
## Value fabrique en Asie fabrique en Europe NR
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 26 6 10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 29 6 7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 23 1 20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 40 1 3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 1 9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 1 2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 3 7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 36 2 6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 2 1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 38 2 4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 44 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 14 3 17 2 8
## Proportion 0.318 0.068 0.386 0.045 0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 8 36 4
##
## Value donnee manquante initiative personnelle NR
## Frequency 1 1 2
## Proportion 0.125 0.125 0.250
##
## Value raison medicale
## Frequency 4
## Proportion 0.500
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 33 3 7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 24 6 13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 12 5 1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 9 5 4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 2 8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 35 7 1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 12 1 31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent Zscore NivEtude2 CatSocioProf2 Psychia
## [6] Psychol Psychotp PsyAutre Psychia.1 Psychol.1
## [11] Psychotp.1 PsyAutre.1
by(Mucautomed_Adultes_V3,Mucautomed_Adultes_V3$MdtsAutomed,na.delete=TRUE, Hmisc::describe)
## Mucautomed_Adultes_V3$MdtsAutomed:
## data[x, , drop = FALSE]
##
## 184 Variables 1 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 1 0 1 Adulte
##
## Value Adulte
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct value
## 1 0 1 68,11
##
## Value 68,11
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Genre
## n missing distinct value
## 1 0 1 M
##
## Value M
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct value
## 1 0 1 N.A
##
## Value N.A
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct value
## 1 0 1 N.A
##
## Value N.A
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct value
## 1 0 1 1,86
##
## Value 1,86
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct value
## 1 0 1 77
##
## Value 77
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## IMC
## n missing distinct value
## 1 0 1 22,26
##
## Value 22,26
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 1 0 1 Non
##
## Value Non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd
## 1 0 1 0 94 NA
##
## Value 94
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd
## 1 0 1 0 3310 NA
##
## Value 3310
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct value
## 1 0 1 non
##
## Value non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 1 0 1 0 0 NA
##
## Value 0
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct value
## 1 0 1 bac
##
## Value bac
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct value
## 1 0 1 S aureus méti S
##
## Value S aureus méti S
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct value
## 1 0 1 Non
##
## Value Non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct value
## 1 0 1 NR
##
## Value NR
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct value
## 1 0 1 non
##
## Value non
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct value
## 1 0 1
##
## Value
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent AnneeDgn
## [3] Zscore NivEtude2
## [5] pyo.Resistant.ou.sensible CatSocioProf2
## [7] NbAutomed Psychia
## [9] Psychol Psychotp
## [11] PsyAutre Psychia.1
## [13] Psychol.1 Psychotp.1
## [15] PsyAutre.1
## ------------------------------------------------------------
## Mucautomed_Adultes_V3$MdtsAutomed: Non
## data[x, , drop = FALSE]
##
## 184 Variables 20 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 20 0 1 Adulte
##
## Value Adulte
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct
## 20 0 20
##
## lowest : 20,79 21,3 23,62 25,48 26,55, highest: 44,04 48,67 53,58 53,99 62,74
##
## Value 20,79 21,3 23,62 25,48 26,55 26,71 26,74 27,2 27,26 28,09 28,25
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
##
## Value 30,18 33,91 36,21 40,5 44,04 48,67 53,58 53,99 62,74
## Frequency 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 20 0 2
##
## Value F M
## Frequency 10 10
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 20 0 3
##
## Value 0 1 N.A
## Frequency 8 2 10
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 12 8 3
##
## Value 1 3 N.A
## Frequency 1 1 10
## Proportion 0.083 0.083 0.833
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct
## 20 0 13
##
## lowest : 1,5 1,53 1,58 1,6 1,65, highest: 1,72 1,75 1,76 1,79 1,81
##
## Value 1,5 1,53 1,58 1,6 1,65 1,66 1,68 1,7 1,72 1,75 1,76 1,79 1,81
## Frequency 2 1 1 2 2 1 1 1 1 3 3 1 1
## Proportion 0.10 0.05 0.05 0.10 0.10 0.05 0.05 0.05 0.05 0.15 0.15 0.05 0.05
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct
## 20 0 16
##
## lowest : 45 49 50 51 54 , highest: 68 69 70,2 74 80
##
## Value 45 49 50 51 54 55 62 63 65 66 67 68 69
## Frequency 1 1 1 1 3 2 1 2 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.15 0.10 0.05 0.10 0.05 0.05 0.05 0.05 0.05
##
## Value 70,2 74 80
## Frequency 1 1 1
## Proportion 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## IMC
## n missing distinct
## 20 0 20
##
## lowest : 17,63 17,76 18,14 18,69 19,22, highest: 23,14 24,22 24,97 25,01 25,78
##
## Value 17,63 17,76 18,14 18,69 19,22 20,2 21,22 21,43 21,63 21,78 21,88
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
##
## Value 21,95 22,28 22,32 22,67 23,14 24,22 24,97 25,01 25,78
## Frequency 1 1 1 1 1 1 1 1 1
## Proportion 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05 0.05
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 17 3 16 0.999 1999 15.71 1976 1982
## .25 .50 .75 .90 .95
## 1994 1997 2010 2013 2015
##
## lowest : 1968 1978 1985 1989 1994, highest: 2010 2011 2013 2014 2021
##
## Value 1968 1978 1985 1989 1994 1995 1996 1997 2001 2004 2005
## Frequency 1 1 1 1 1 1 1 2 1 1 1
## Proportion 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.118 0.059 0.059 0.059
##
## Value 2010 2011 2013 2014 2021
## Frequency 1 1 1 1 1
## Proportion 0.059 0.059 0.059 0.059 0.059
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 2 18 2
##
## Value poumons poumons (bipulmonaire)
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 19 1 18 0.999 77.74 30.51 41.7 43.8
## .25 .50 .75 .90 .95
## 59.5 77.0 97.0 109.8 113.7
##
## lowest : 30 43 44 50 53, highest: 100 106 109 113 120
##
## Value 30 43 44 50 53 66 70 75 77 79 87
## Frequency 1 1 1 1 1 1 2 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.105 0.053 0.053 0.053 0.053
##
## Value 91 94 100 106 109 113 120
## Frequency 1 1 1 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 19 1 19 1 2638 1197 1251 1292
## .25 .50 .75 .90 .95
## 1880 2400 3420 4010 4073
##
## lowest : 1170 1260 1300 1555 1760, highest: 3470 3700 4000 4050 4280
##
## Value 1170 1260 1300 1555 1760 2000 2100 2130 2310 2400 2770
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
##
## Value 3200 3300 3370 3470 3700 4000 4050 4280
## Frequency 1 1 1 1 1 1 1 1
## Proportion 0.053 0.053 0.053 0.053 0.053 0.053 0.053 0.053
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 20 0 3
##
## Value insulino-requerant non non insulino-requerant
## Frequency 5 12 3
## Proportion 0.25 0.60 0.15
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 16 4 2 0.565 4 0.25 0.4
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 20 0 4
##
## Value > bac brevet-CAP-BEP NC NR
## Frequency 13 5 1 1
## Proportion 0.65 0.25 0.05 0.05
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 18 2 3
##
## Value S aureus méti S S maltophilia Pseudomonas aeruginosa
## Frequency 6 1 11
## Proportion 0.333 0.056 0.611
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct value
## 10 10 1 donnee manquante
##
## Value donnee manquante
## Frequency 10
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 9 11 5
##
## lowest : S aureus méti R Haemophilus influenzae S aureus méti S S maltophilia Serratia marcescens
## highest: S aureus méti R Haemophilus influenzae S aureus méti S S maltophilia Serratia marcescens
##
## S aureus méti R (1, 0.111), Haemophilus influenzae (1, 0.111), S aureus
## méti S (5, 0.556), S maltophilia (1, 0.111), Serratia marcescens (1,
## 0.111)
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 2 18 2
##
## Value Achromobacter ssp Autre bactérie
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 9 11
## Proportion 0.45 0.55
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct value
## 19 1 1 Oui
##
## Value Oui
## Frequency 19
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 20 0 6
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires
## highest: artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 20 0 4
##
## Value KAFTRIO KALYDECO non SYMKEVI
## Frequency 2 9 8 1
## Proportion 0.10 0.45 0.40 0.05
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 9 11 1 KAFTRIO
##
## Value KAFTRIO
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 20 0 1 0 0 0
##
## Value 0
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct value
## 2 18 1 Non
##
## Value Non
## Frequency 2
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 20 0 3
##
## Value NA/NR Non Oui
## Frequency 2 15 3
## Proportion 0.10 0.75 0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 2 1 8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 8 1 2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 6 3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 5 2 13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 15 5 6
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 5 15 4
##
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 1 6 13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 19 1 4
##
## Value autre NR produit biologique
## Frequency 2 12 3
## Proportion 0.105 0.632 0.158
##
## Value produit efficace
## Frequency 2
## Proportion 0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 13 7 3
##
## Value autre NR produit efficace
## Frequency 1 11 1
## Proportion 0.077 0.846 0.077
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 11 6 3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct value
## 9 11 1 NR
##
## Value NR
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct value
## 7 13 1 NR
##
## Value NR
## Frequency 7
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 6 2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 14 6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 20 0 4
##
## Value < 2Non > 5Non 2Non - 5Non NR
## Frequency 5 2 8 5
## Proportion 0.25 0.10 0.40 0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 5 15 3
##
## Value donnee manquante initiative personnelle raison medicale
## Frequency 2 1 2
## Proportion 0.4 0.2 0.4
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 3 5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 10 3 7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 3 4 3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 2 4 4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 5 4 1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 20 0 3
##
## Value NA/NR Non Oui
## Frequency 2 15 3
## Proportion 0.10 0.75 0.15
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 2 1 8
## Proportion 0.182 0.091 0.727
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 11 9 2
##
## Value Non NR
## Frequency 10 1
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 9 1 1
## Proportion 0.818 0.091 0.091
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 11 9 3
##
## Value Non NR Oui
## Frequency 8 1 2
## Proportion 0.727 0.091 0.182
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 6 3
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 4 5
## Proportion 0.444 0.556
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct value
## 9 11 1 Non
##
## Value Non
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 5 4
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 8 1
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 9 11 2
##
## Value Non Oui
## Frequency 7 2
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 5 2 13
## Proportion 0.25 0.10 0.65
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 15 5 6
##
## lowest : amelioration respiratoire anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR protection solaire
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 5 15 4
##
## anti-inflammatoire (dont corticoide) (1, 0.2), bien être, massage, sommeil (1,
## 0.2), nettoyage de la peau (1, 0.2), NR (2, 0.4)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 1 6 13
## Proportion 0.05 0.30 0.65
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 19 1 4
##
## Value autre NR produit biologique
## Frequency 2 12 3
## Proportion 0.105 0.632 0.158
##
## Value produit efficace
## Frequency 2
## Proportion 0.105
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 13 7 3
##
## Value autre NR produit efficace
## Frequency 1 11 1
## Proportion 0.077 0.846 0.077
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 11 6 3
## Proportion 0.55 0.30 0.15
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct value
## 9 11 1 NR
##
## Value NR
## Frequency 9
## Proportion 1
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct value
## 7 13 1 NR
##
## Value NR
## Frequency 7
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 6 2
## Proportion 0.6 0.3 0.1
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 14 6
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 15 5
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct value
## 20 0 1 Non
##
## Value Non
## Frequency 20
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 19 1
## Proportion 0.95 0.05
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 20 0 4
##
## Value < 2Non > 5Non 2Non - 5Non NR
## Frequency 5 2 8 5
## Proportion 0.25 0.10 0.40 0.25
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 5 15 3
##
## Value donnee manquante initiative personnelle raison medicale
## Frequency 2 1 2
## Proportion 0.4 0.2 0.4
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 12 3 5
## Proportion 0.60 0.15 0.25
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 20 0 3
##
## Value Non NR Oui
## Frequency 10 3 7
## Proportion 0.50 0.15 0.35
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 3 4 3
## Proportion 0.3 0.4 0.3
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 2 4 4
## Proportion 0.2 0.4 0.4
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 4 4 2
## Proportion 0.4 0.4 0.2
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 10 10 3
##
## Value Non NR Oui
## Frequency 5 4 1
## Proportion 0.5 0.4 0.1
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 10 10 2
##
## Value Non NR
## Frequency 6 4
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 16 4
## Proportion 0.8 0.2
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 20 0 2
##
## Value Non NR
## Frequency 18 2
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 20 0 2
##
## Value Non Oui
## Frequency 11 9
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent Zscore NivEtude2 CatSocioProf2 Psychia
## [6] Psychol Psychotp PsyAutre Psychia.1 Psychol.1
## [11] Psychotp.1 PsyAutre.1
## ------------------------------------------------------------
## Mucautomed_Adultes_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE]
##
## 184 Variables 44 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 44 0 1 Adulte
##
## Value Adulte
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct
## 44 0 43
##
## lowest : 19,45 20,21 21,82 22 22,19, highest: 43,99 50,07 50,52 56,46 56,99
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 44 0 2
##
## Value F M
## Frequency 27 17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## Grossesse
## n missing distinct
## 44 0 3
##
## Value 0 1 N.A
## Frequency 26 1 17
## Proportion 0.591 0.023 0.386
## --------------------------------------------------------------------------------
## TrimGro
## n missing distinct
## 18 26 2
##
## Value 1 N.A
## Frequency 1 17
## Proportion 0.056 0.944
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct
## 44 0 23
##
## lowest : 1,48 1,5 1,53 1,54 1,55, highest: 1,75 1,77 1,8 1,83 1,85
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct
## 44 0 26
##
## lowest : 41 43 45 46 47, highest: 72 73 74 75 88
## --------------------------------------------------------------------------------
## IMC
## n missing distinct
## 44 0 42
##
## lowest : 16,53 17,69 18,22 18,43 18,44, highest: 25,22 25,61 25,95 26,49 27,16
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 43 1 28 0.998 1996 13.3 1980 1981
## .25 .50 .75 .90 .95
## 1988 1996 2002 2014 2020
##
## lowest : 1972 1978 1980 1981 1982, highest: 2012 2015 2018 2020 2022
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## OrganeTranspl
## n missing distinct
## 2 42 2
##
## Value poumon, rein poumons
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 34 10 25 0.998 83.76 29.49 36.95 48.30
## .25 .50 .75 .90 .95
## 66.75 86.00 103.00 113.10 116.05
##
## lowest : 30 35 38 48 49, highest: 111 114 115 118 122
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 33 11 30 0.999 2770 1051 1196 1324
## .25 .50 .75 .90 .95
## 2330 2800 3400 3950 4276
##
## lowest : 1100 1190 1200 1220 1740, highest: 3750 4000 4200 4390 4440
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 44 0 4
##
## Value insulino-requerant NC non
## Frequency 6 14 22
## Proportion 0.136 0.318 0.500
##
## Value non insulino-requerant
## Frequency 2
## Proportion 0.045
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Sum Mean Gmd
## 29 15 2 0.493 6 0.2069 0.3399
##
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 44 0 5
##
## lowest : > bac aucun ou < CEP brevet-CAP-BEP NC NR
## highest: > bac aucun ou < CEP brevet-CAP-BEP NC NR
##
## Value > bac aucun ou < CEP brevet-CAP-BEP NC
## Frequency 28 1 5 9
## Proportion 0.636 0.023 0.114 0.205
##
## Value NR
## Frequency 1
## Proportion 0.023
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 25 19 5
##
## lowest : flore banale S aureus méti S S maltophilia NR Pseudomonas aeruginosa
## highest: flore banale S aureus méti S S maltophilia NR Pseudomonas aeruginosa
##
## Value flore banale S aureus méti S S maltophilia
## Frequency 1 6 1
## Proportion 0.04 0.24 0.04
##
## Value NR Pseudomonas aeruginosa
## Frequency 1 16
## Proportion 0.04 0.64
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 16 28 2
##
## Value donnee manquante S
## Frequency 14 2
## Proportion 0.875 0.125
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 10 34 6
##
## lowest : S aureus méti R Achromobacter ssp Haemophilus influenzae Nocardia S aureus méti S
## highest: Achromobacter ssp Haemophilus influenzae Nocardia S aureus méti S Serratia marcescens
##
## S aureus méti R (3, 0.3), Achromobacter ssp (1, 0.1), Haemophilus
## influenzae (1, 0.1), Nocardia (1, 0.1), S aureus méti S (3, 0.3),
## Serratia marcescens (1, 0.1)
## --------------------------------------------------------------------------------
## Colonisation_3
## n missing distinct
## 2 42 2
##
## Value S aureus méti S Serratia marcescens
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 27 17
## Proportion 0.614 0.386
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct value
## 33 11 1 Oui
##
## Value Oui
## Frequency 33
## Proportion 1
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 44 0 6
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers professions intermediaires
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 44 0 4
##
## Value KAFTRIO KALYDECO non SYMKEVI
## Frequency 6 19 18 1
## Proportion 0.136 0.432 0.409 0.023
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct
## 18 26 2
##
## Value KAFTRIO SYMKEVI
## Frequency 17 1
## Proportion 0.944 0.056
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 44 0 1 Oui
##
## Value Oui
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 44 0 7 0.893 2.318 1.738
##
## lowest : 1 2 3 4 5, highest: 3 4 5 6 8
##
## Value 1 2 3 4 5 6 8
## Frequency 20 9 7 3 1 3 1
## Proportion 0.455 0.205 0.159 0.068 0.023 0.068 0.023
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 6 38
## Proportion 0.136 0.864
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 40 4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 31 13
## Proportion 0.705 0.295
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct value
## 44 0 1 Non
##
## Value Non
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 41 3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 41 3
## Proportion 0.932 0.068
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 40 4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 40 4
## Proportion 0.909 0.091
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct value
## 44 0 1 Non
##
## Value Non
## Frequency 44
## Proportion 1
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 39 5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 43 1
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 39 5
## Proportion 0.886 0.114
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 44 0 3
##
## Value 3 Non Oui
## Frequency 1 42 1
## Proportion 0.023 0.955 0.023
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 37 7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 17 27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 5 3 9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 17 27 2
##
## Value Non NR
## Frequency 14 3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 13 3 1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 9 18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 20 7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct value
## 27 17 1 Non
##
## Value Non
## Frequency 27
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 26 1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 15 12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 28 16 2
##
## Value Non Oui
## Frequency 17 11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 10 17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 23 4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 21 6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 11 1 31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 34 10 5
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 12 32 6
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire nettoyage de la peau NR
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
##
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 8 6 28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 32 12 7
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 13 31 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 2
## Proportion 0.154
##
## Value NR
## Frequency 11
## Proportion 0.846
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 24 6 12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 19 25 3
##
## Value en pharmacie fabrique en France NR
## Frequency 2 9 8
## Proportion 0.105 0.474 0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 10 34 3
##
## Value fabrique en Asie fabrique en Europe NR
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 26 6 10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 29 6 7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 23 1 20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 40 1 3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 1 9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 1 2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 3 7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 36 2 6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 2 1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 38 2 4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 44 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 14 3 17 2 8
## Proportion 0.318 0.068 0.386 0.045 0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 8 36 4
##
## Value donnee manquante initiative personnelle NR
## Frequency 1 1 2
## Proportion 0.125 0.125 0.250
##
## Value raison medicale
## Frequency 4
## Proportion 0.500
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 33 3 7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 24 6 13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 12 5 1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 9 5 4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 2 8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 35 7 1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 12 1 31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 37 7
## Proportion 0.841 0.159
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 44 0 2
##
## Value Non Oui
## Frequency 17 27
## Proportion 0.386 0.614
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 5 3 9
## Proportion 0.294 0.176 0.529
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 17 27 2
##
## Value Non NR
## Frequency 14 3
## Proportion 0.824 0.176
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 13 3 1
## Proportion 0.765 0.176 0.059
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 12 3 2
## Proportion 0.706 0.176 0.118
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 17 27 3
##
## Value Non NR Oui
## Frequency 11 3 3
## Proportion 0.647 0.176 0.176
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 9 18
## Proportion 0.333 0.667
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 20 7
## Proportion 0.741 0.259
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct value
## 27 17 1 Non
##
## Value Non
## Frequency 27
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 26 1
## Proportion 0.963 0.037
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 19 8
## Proportion 0.704 0.296
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 15 12
## Proportion 0.556 0.444
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 28 16 2
##
## Value Non Oui
## Frequency 17 11
## Proportion 0.607 0.393
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 10 17
## Proportion 0.37 0.63
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 23 4
## Proportion 0.852 0.148
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 21 6
## Proportion 0.778 0.222
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 27 17 2
##
## Value Non Oui
## Frequency 24 3
## Proportion 0.889 0.111
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 11 1 31
## Proportion 0.256 0.023 0.721
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 34 10 5
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## highest: anti-acné bien être, massage, sommeil confort musculaire hydratation (dont eczema), entretien de la peau, aide à la cicatrisation NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 12 32 6
##
## lowest : anti-acné bien être, massage, sommeil confort musculaire nettoyage de la peau NR
## highest: bien être, massage, sommeil confort musculaire nettoyage de la peau NR protection solaire
##
## anti-acné (1, 0.083), bien être, massage, sommeil (1, 0.083), confort
## musculaire (1, 0.083), nettoyage de la peau (4, 0.333), NR (2, 0.167),
## protection solaire (3, 0.250)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 8 6 28
## Proportion 0.190 0.143 0.667
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 32 12 7
##
## lowest : autre avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 13 31 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 2
## Proportion 0.154
##
## Value NR
## Frequency 11
## Proportion 0.846
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 24 6 12
## Proportion 0.571 0.143 0.286
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 19 25 3
##
## Value en pharmacie fabrique en France NR
## Frequency 2 9 8
## Proportion 0.105 0.474 0.421
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 10 34 3
##
## Value fabrique en Asie fabrique en Europe NR
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 26 6 10
## Proportion 0.619 0.143 0.238
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 42 2 3
##
## Value Non NR Oui
## Frequency 29 6 7
## Proportion 0.690 0.143 0.167
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 23 1 20
## Proportion 0.523 0.023 0.455
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 40 1 3
## Proportion 0.909 0.023 0.068
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 1 9
## Proportion 0.773 0.023 0.205
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 1 2
## Proportion 0.932 0.023 0.045
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 3 7
## Proportion 0.773 0.068 0.159
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 36 2 6
## Proportion 0.818 0.045 0.136
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 44 0 2
##
## Value Non NR
## Frequency 42 2
## Proportion 0.955 0.045
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 41 2 1
## Proportion 0.932 0.045 0.023
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 38 2 4
## Proportion 0.864 0.045 0.091
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 44 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 14 3 17 2 8
## Proportion 0.318 0.068 0.386 0.045 0.182
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 8 36 4
##
## Value donnee manquante initiative personnelle NR
## Frequency 1 1 2
## Proportion 0.125 0.125 0.250
##
## Value raison medicale
## Frequency 4
## Proportion 0.500
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 33 3 7
## Proportion 0.767 0.070 0.163
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 24 6 13
## Proportion 0.558 0.140 0.302
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 7 5 6
## Proportion 0.389 0.278 0.333
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 12 5 1
## Proportion 0.667 0.278 0.056
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 9 5 4
## Proportion 0.500 0.278 0.222
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 10 5 3
## Proportion 0.556 0.278 0.167
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 18 26 3
##
## Value Non NR Oui
## Frequency 11 5 2
## Proportion 0.611 0.278 0.111
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 18 26 2
##
## Value Non NR
## Frequency 13 5
## Proportion 0.722 0.278
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 34 2 8
## Proportion 0.773 0.045 0.182
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 43 1 3
##
## Value Non NR Oui
## Frequency 35 7 1
## Proportion 0.814 0.163 0.023
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 44 0 3
##
## Value Non NR Oui
## Frequency 12 1 31
## Proportion 0.273 0.023 0.705
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Rempli_Parent Zscore NivEtude2 CatSocioProf2 Psychia
## [6] Psychol Psychotp PsyAutre Psychia.1 Psychol.1
## [11] Psychotp.1 PsyAutre.1
Mucautomed_Pedia_V3 <- read.csv2("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/Mucautomed_Pedia_V3.csv", stringsAsFactors=TRUE)
by(Mucautomed_Pedia_V3,Mucautomed_Pedia_V3$MdtsAutomed,Hmisc::describe)
## Mucautomed_Pedia_V3$MdtsAutomed: Non
## data[x, , drop = FALSE]
##
## 184 Variables 30 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 30 0 1 Péditrie
##
## Value Péditrie
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct value
## 30 0 1 Oui
##
## Value Oui
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 30 0 30 1 10.81 4.225 5.146 6.141
## .25 .50 .75 .90 .95
## 7.980 10.775 13.928 14.808 16.127
##
## lowest : 4.35 4.62 5.79 6.18 6.62, highest: 14.59 14.67 16.05 16.19 17.48
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 30 0 2
##
## Value F M
## Frequency 12 18
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 30 0 27 0.999 1.406 0.2387 1.093 1.134
## .25 .50 .75 .90 .95
## 1.252 1.365 1.580 1.684 1.706
##
## lowest : 1.030 1.070 1.120 1.135 1.160, highest: 1.630 1.683 1.690 1.720 1.740
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 30 0 28 1 35 16.4 18.26 19.80
## .25 .50 .75 .90 .95
## 23.48 30.35 44.12 55.02 61.69
##
## lowest : 16.0 17.0 19.8 20.4 21.3, highest: 50.0 53.5 55.0 55.2 67.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 30 0 28 1 16.86 2.661 14.30 14.79
## .25 .50 .75 .90 .95
## 15.14 15.96 18.07 19.54 21.47
##
## lowest : 13.98 14.08 14.57 14.81 14.96, highest: 19.23 19.49 20.03 22.65 25.22
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 29 1 12 0.99 2011 4.128 2006 2007
## .25 .50 .75 .90 .95
## 2008 2011 2014 2016 2017
##
## lowest : 2004 2006 2007 2008 2009, highest: 2013 2014 2015 2016 2017
##
## Value 2004 2006 2007 2008 2009 2011 2012 2013 2014 2015 2016
## Frequency 1 1 3 3 4 4 3 1 3 2 2
## Proportion 0.034 0.034 0.103 0.103 0.138 0.138 0.103 0.034 0.103 0.069 0.069
##
## Value 2017
## Frequency 2
## Proportion 0.069
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 30 0 1 Non
##
## Value Non
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 28 2 24 0.999 95.39 15.6 75.75 81.10
## .25 .50 .75 .90 .95
## 86.75 96.50 107.25 111.60 114.30
##
## lowest : 63 74 79 82 85, highest: 109 111 113 115 120
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 28 2 27 1 1955 1016 867 992
## .25 .50 .75 .90 .95
## 1425 1805 2445 3376 3518
##
## lowest : 2.93 860.00 880.00 1040.00 1260.00
## highest: 3020.00 3340.00 3460.00 3550.00 3600.00
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 30 0 2
##
## Value insulino-requerant non
## Frequency 7 23
## Proportion 0.233 0.767
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 30 0 29 1 -0.1037 1.049 -1.3315 -1.1230
## .25 .50 .75 .90 .95
## -0.7275 -0.1600 0.2325 0.8790 1.4220
##
## lowest : -1.60 -1.48 -1.15 -1.12 -1.11, highest: 0.59 0.87 0.96 1.80 3.44
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 29 1 1 0 0 0
##
## Value 0
## Frequency 29
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 30 0 4
##
## Value > bac bac brevet-CAP-BEP NR
## Frequency 20 5 4 1
## Proportion 0.667 0.167 0.133 0.033
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct value
## 1 29 1 > bac
##
## Value > bac
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 30 0 6
##
## lowest : Autre bactérie flore banale Haemophilus influenzae S aureus méti S S maltophilia
## highest: flore banale Haemophilus influenzae S aureus méti S S maltophilia Pseudomonas aeruginosa
##
## Autre bactérie (2, 0.067), flore banale (4, 0.133), Haemophilus
## influenzae (1, 0.033), S aureus méti S (18, 0.600), S maltophilia (1,
## 0.033), Pseudomonas aeruginosa (4, 0.133)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 4 26 2
##
## Value donnee manquante S
## Frequency 2 2
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 3 27 3
##
## Value Haemophilus influenzae S aureus méti S
## Frequency 1 1
## Proportion 0.333 0.333
##
## Value S maltophilia
## Frequency 1
## Proportion 0.333
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 26 4
## Proportion 0.867 0.133
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 2 28
## Proportion 0.067 0.933
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 30 0 7
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 5 25 3
##
## artisans, commercants, chefs d'entreprise (2, 0.4), cadres et professions
## intellectuelles superieures (1, 0.2), professions intermediaires (2, 0.4)
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 30 0 4
##
## Value KAFTRIO KALYDECO non ORKAMBI
## Frequency 1 9 14 6
## Proportion 0.033 0.300 0.467 0.200
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 8 22 1 KAFTRIO
##
## Value KAFTRIO
## Frequency 8
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 30 0 1 Non
##
## Value Non
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 30 0 1 0 0 0
##
## Value 0
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 30 0 3
##
## Value NA/NR Non Oui
## Frequency 5 24 1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 7 3 11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 14 3 4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 10 3 8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 2 1 7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 18 3 9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 12 18 5
##
## lowest : anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 4 26 2
##
## Value NR protection solaire
## Frequency 3 1
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 29 1 2
##
## Value NR Oui
## Frequency 16 13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 29 1 4
##
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 24 6 2
##
## Value NR produit efficace
## Frequency 23 1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 10 16 3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 19 11 2
##
## Value fabrique en France NR
## Frequency 3 16
## Proportion 0.158 0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 17 13 2
##
## Value fabrique en Europe NR
## Frequency 1 16
## Proportion 0.059 0.941
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 11 16 2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 27 3 3
##
## Value Non NR Oui
## Frequency 10 16 1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 1 6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 4 3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 7 23 2
##
## Value NR Oui
## Frequency 4 3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 7 23 2
##
## Value Non NR
## Frequency 3 4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 21 1 8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 30 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 2 1 8 1 18
## Proportion 0.067 0.033 0.267 0.033 0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 10 20 2
##
## Value NR raison medicale
## Frequency 1 9
## Proportion 0.1 0.9
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 8 2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 28 2 3
##
## Value Non NR Oui
## Frequency 13 7 8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 3 7 5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 4 7 4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 5 7 3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 18 12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 24 4 2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 20 10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 30 0 3
##
## Value NA/NR Non Oui
## Frequency 5 24 1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 7 3 11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 14 3 4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 10 3 8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 2 1 7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 18 3 9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 12 18 5
##
## lowest : anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 4 26 2
##
## Value NR protection solaire
## Frequency 3 1
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 29 1 2
##
## Value NR Oui
## Frequency 16 13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 29 1 4
##
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 24 6 2
##
## Value NR produit efficace
## Frequency 23 1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 10 16 3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 19 11 2
##
## Value fabrique en France NR
## Frequency 3 16
## Proportion 0.158 0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 17 13 2
##
## Value fabrique en Europe NR
## Frequency 1 16
## Proportion 0.059 0.941
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 11 16 2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 27 3 3
##
## Value Non NR Oui
## Frequency 10 16 1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 1 6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 4 3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 7 23 2
##
## Value NR Oui
## Frequency 4 3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 7 23 2
##
## Value Non NR
## Frequency 3 4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 21 1 8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 30 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 2 1 8 1 18
## Proportion 0.067 0.033 0.267 0.033 0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 10 20 2
##
## Value NR raison medicale
## Frequency 1 9
## Proportion 0.1 0.9
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 8 2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 28 2 3
##
## Value Non NR Oui
## Frequency 13 7 8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 3 7 5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 4 7 4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 5 7 3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 18 12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 24 4 2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 20 10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Grossesse
## [2] TrimGro
## [3] OrganeTranspl
## [4] Colonisation_3
## [5] Antalgique
## [6] antiinflammatoire..VO.ou.cutanée.
## [7] antispasmodique
## [8] ttt.meteorisme
## [9] Laxatif
## [10] Antidiarrhéique
## [11] antiacide
## [12] antiémétique
## [13] spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## [14] expectorant.fluidifiant.bronchique
## [15] bronchodilatateur
## [16] corticoide.cutané
## [17] Antiinfectieux
## [18] Antiseptiques
## [19] antiallergique..antiHOui..
## [20] anxiolytique..benzodiazepine.
## [21] sedatifs.hypno
## [22] antihemorragique
## [23] topique.acne
## [24] element.mineral.vitamines..Zinc..Mg..
## [25] homéopathie
## ------------------------------------------------------------
## Mucautomed_Pedia_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE]
##
## 184 Variables 39 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 39 0 1 Péditrie
##
## Value Péditrie
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct value
## 39 0 1 Oui
##
## Value Oui
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 39 0 38 1 12.16 4.49 6.110 6.974
## .25 .50 .75 .90 .95
## 9.450 12.830 15.600 16.876 17.029
##
## lowest : 3.51 6.11 6.35 7.13 7.85, highest: 16.85 16.98 17.00 17.29 18.83
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 39 0 2
##
## Value F M
## Frequency 16 23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 39 0 34 0.999 1.485 0.2261 1.172 1.226
## .25 .50 .75 .90 .95
## 1.328 1.540 1.655 1.716 1.722
##
## lowest : 0.970 1.105 1.180 1.210 1.230, highest: 1.690 1.715 1.720 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 39 0 37 1 41.99 18.34 20.40 23.24
## .25 .50 .75 .90 .95
## 29.45 40.80 56.40 60.10 65.40
##
## lowest : 13.7 18.6 20.6 21.0 23.8, highest: 60.0 60.5 65.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 39 0 38 1 18.21 3.552 14.12 14.56
## .25 .50 .75 .90 .95
## 16.01 17.48 19.46 23.46 24.56
##
## lowest : 13.76 14.07 14.13 14.54 14.56, highest: 23.32 24.02 24.54 24.77 27.22
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 38 1 15 0.993 2010 4.565 2005 2005
## .25 .50 .75 .90 .95
## 2006 2009 2012 2015 2016
##
## lowest : 2003 2004 2005 2006 2007, highest: 2013 2014 2015 2016 2018
##
## Value 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
## Frequency 1 1 4 5 4 2 3 2 3 4 1
## Proportion 0.026 0.026 0.105 0.132 0.105 0.053 0.079 0.053 0.079 0.105 0.026
##
## Value 2014 2015 2016 2018
## Frequency 2 3 2 1
## Proportion 0.053 0.079 0.053 0.026
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 38 1 28 0.999 97.74 16.84 76.55 83.40
## .25 .50 .75 .90 .95
## 88.25 94.50 104.50 119.90 125.45
##
## lowest : 65 74 77 82 84, highest: 119 122 125 128 135
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 38 1 37 1 2435 1072 1081 1331
## .25 .50 .75 .90 .95
## 1615 2455 3298 3469 3820
##
## lowest : 850 1030 1090 1310 1340, highest: 3390 3400 3630 3820 4180
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 39 0 3
##
## Value insulino-requerant non non insulino-requerant
## Frequency 4 34 1
## Proportion 0.103 0.872 0.026
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 37 2 36 1 0.2859 1.336 -1.194 -1.116
## .25 .50 .75 .90 .95
## -0.470 0.110 0.940 1.712 2.446
##
## lowest : -2.15 -1.33 -1.16 -1.14 -1.10, highest: 1.62 1.85 2.43 2.51 3.10
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 39 0 1 0 0 0
##
## Value 0
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 39 0 5
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NR
## highest: > bac aucun ou < CEP bac brevet-CAP-BEP NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 19 2 8 9
## Proportion 0.487 0.051 0.205 0.231
##
## Value NR
## Frequency 1
## Proportion 0.026
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct
## 4 35 2
##
## Value > bac bac
## Frequency 2 2
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 36 3 6
##
## lowest : Achromobacter ssp B.multivorans flore banale Haemophilus influenzae S aureus méti S
## highest: B.multivorans flore banale Haemophilus influenzae S aureus méti S Pseudomonas aeruginosa
##
## Achromobacter ssp (1, 0.028), B.multivorans (1, 0.028), flore banale
## (5, 0.139), Haemophilus influenzae (1, 0.028), S aureus méti S (22,
## 0.611), Pseudomonas aeruginosa (6, 0.167)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 6 33 2
##
## Value donnee manquante S
## Frequency 3 3
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 5 34 2
##
## Value Haemophilus influenzae S aureus méti S
## Frequency 1 4
## Proportion 0.2 0.8
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 33 6
## Proportion 0.846 0.154
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 39 0 2
##
## Value NR Oui
## Frequency 1 38
## Proportion 0.026 0.974
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 38 1 6
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires
## highest: artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 11 28 6
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers professions intermediaires
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 39 0 4
##
## Value KAFTRIO KALYDECO non ORKAMBI
## Frequency 4 11 16 8
## Proportion 0.103 0.282 0.410 0.205
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 11 28 1 KAFTRIO
##
## Value KAFTRIO
## Frequency 11
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 39 0 1 Oui
##
## Value Oui
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 39 0 6 0.804 1.795 1.147
##
## lowest : 1 2 3 4 5, highest: 2 3 4 5 6
##
## Value 1 2 3 4 5 6
## Frequency 22 10 3 2 1 1
## Proportion 0.564 0.256 0.077 0.051 0.026 0.026
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 14 25
## Proportion 0.359 0.641
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 32 7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 32 7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 35 4
## Proportion 0.897 0.103
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 32 7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 39 0 3
##
## Value NA/NR Non Oui
## Frequency 4 31 4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 16 23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 5 1 10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 12 1 3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 11 12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 9 14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 13 10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 22 1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 17 3 19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 22 17 7
##
## lowest : amelioration respiratoire bien être, massage, sommeil hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 7 32 3
##
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 5 15 18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 33 6 6
##
## lowest : avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 23 16 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 1
## Proportion 0.043
##
## Value NR
## Frequency 22
## Proportion 0.957
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 19 20 2
##
## Value fabrique en France NR
## Frequency 1 18
## Proportion 0.053 0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct value
## 18 21 1 NR
##
## Value NR
## Frequency 18
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 17 15 6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 28 11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 29 1 9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 39 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 8 6 12 2 11
## Proportion 0.205 0.154 0.308 0.051 0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 2 37 2
##
## Value initiative personnelle raison medicale
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 30 3 6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 18 5 16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 11 5 5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 22 1 16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 31 4 4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 23 1 15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 39 0 3
##
## Value NA/NR Non Oui
## Frequency 4 31 4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 16 23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 5 1 10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 12 1 3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 11 12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 9 14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 13 10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 22 1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 17 3 19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 22 17 7
##
## lowest : amelioration respiratoire bien être, massage, sommeil hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 7 32 3
##
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 5 15 18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 33 6 6
##
## lowest : avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 23 16 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 1
## Proportion 0.043
##
## Value NR
## Frequency 22
## Proportion 0.957
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 19 20 2
##
## Value fabrique en France NR
## Frequency 1 18
## Proportion 0.053 0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct value
## 18 21 1 NR
##
## Value NR
## Frequency 18
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 17 15 6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 28 11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 29 1 9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 39 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 8 6 12 2 11
## Proportion 0.205 0.154 0.308 0.051 0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 2 37 2
##
## Value initiative personnelle raison medicale
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 30 3 6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 18 5 16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 11 5 5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 22 1 16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 31 4 4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 23 1 15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Grossesse TrimGro OrganeTranspl Colonisation_3
by(Mucautomed_Pedia_V3,Mucautomed_Pedia_V3$MdtsAutomed,na.delete=TRUE, Hmisc::describe)
## Mucautomed_Pedia_V3$MdtsAutomed: Non
## data[x, , drop = FALSE]
##
## 184 Variables 30 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 30 0 1 Péditrie
##
## Value Péditrie
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct value
## 30 0 1 Oui
##
## Value Oui
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 30 0 30 1 10.81 4.225 5.146 6.141
## .25 .50 .75 .90 .95
## 7.980 10.775 13.928 14.808 16.127
##
## lowest : 4.35 4.62 5.79 6.18 6.62, highest: 14.59 14.67 16.05 16.19 17.48
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 30 0 2
##
## Value F M
## Frequency 12 18
## Proportion 0.4 0.6
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 30 0 27 0.999 1.406 0.2387 1.093 1.134
## .25 .50 .75 .90 .95
## 1.252 1.365 1.580 1.684 1.706
##
## lowest : 1.030 1.070 1.120 1.135 1.160, highest: 1.630 1.683 1.690 1.720 1.740
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 30 0 28 1 35 16.4 18.26 19.80
## .25 .50 .75 .90 .95
## 23.48 30.35 44.12 55.02 61.69
##
## lowest : 16.0 17.0 19.8 20.4 21.3, highest: 50.0 53.5 55.0 55.2 67.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 30 0 28 1 16.86 2.661 14.30 14.79
## .25 .50 .75 .90 .95
## 15.14 15.96 18.07 19.54 21.47
##
## lowest : 13.98 14.08 14.57 14.81 14.96, highest: 19.23 19.49 20.03 22.65 25.22
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 29 1 12 0.99 2011 4.128 2006 2007
## .25 .50 .75 .90 .95
## 2008 2011 2014 2016 2017
##
## lowest : 2004 2006 2007 2008 2009, highest: 2013 2014 2015 2016 2017
##
## Value 2004 2006 2007 2008 2009 2011 2012 2013 2014 2015 2016
## Frequency 1 1 3 3 4 4 3 1 3 2 2
## Proportion 0.034 0.034 0.103 0.103 0.138 0.138 0.103 0.034 0.103 0.069 0.069
##
## Value 2017
## Frequency 2
## Proportion 0.069
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 30 0 1 Non
##
## Value Non
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 28 2 24 0.999 95.39 15.6 75.75 81.10
## .25 .50 .75 .90 .95
## 86.75 96.50 107.25 111.60 114.30
##
## lowest : 63 74 79 82 85, highest: 109 111 113 115 120
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 28 2 27 1 1955 1016 867 992
## .25 .50 .75 .90 .95
## 1425 1805 2445 3376 3518
##
## lowest : 2.93 860.00 880.00 1040.00 1260.00
## highest: 3020.00 3340.00 3460.00 3550.00 3600.00
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 30 0 2
##
## Value insulino-requerant non
## Frequency 7 23
## Proportion 0.233 0.767
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 30 0 29 1 -0.1037 1.049 -1.3315 -1.1230
## .25 .50 .75 .90 .95
## -0.7275 -0.1600 0.2325 0.8790 1.4220
##
## lowest : -1.60 -1.48 -1.15 -1.12 -1.11, highest: 0.59 0.87 0.96 1.80 3.44
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 29 1 1 0 0 0
##
## Value 0
## Frequency 29
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 30 0 4
##
## Value > bac bac brevet-CAP-BEP NR
## Frequency 20 5 4 1
## Proportion 0.667 0.167 0.133 0.033
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct value
## 1 29 1 > bac
##
## Value > bac
## Frequency 1
## Proportion 1
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 30 0 6
##
## lowest : Autre bactérie flore banale Haemophilus influenzae S aureus méti S S maltophilia
## highest: flore banale Haemophilus influenzae S aureus méti S S maltophilia Pseudomonas aeruginosa
##
## Autre bactérie (2, 0.067), flore banale (4, 0.133), Haemophilus
## influenzae (1, 0.033), S aureus méti S (18, 0.600), S maltophilia (1,
## 0.033), Pseudomonas aeruginosa (4, 0.133)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 4 26 2
##
## Value donnee manquante S
## Frequency 2 2
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 3 27 3
##
## Value Haemophilus influenzae S aureus méti S
## Frequency 1 1
## Proportion 0.333 0.333
##
## Value S maltophilia
## Frequency 1
## Proportion 0.333
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 26 4
## Proportion 0.867 0.133
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 2 28
## Proportion 0.067 0.933
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 30 0 7
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 5 25 3
##
## artisans, commercants, chefs d'entreprise (2, 0.4), cadres et professions
## intellectuelles superieures (1, 0.2), professions intermediaires (2, 0.4)
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 30 0 4
##
## Value KAFTRIO KALYDECO non ORKAMBI
## Frequency 1 9 14 6
## Proportion 0.033 0.300 0.467 0.200
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 8 22 1 KAFTRIO
##
## Value KAFTRIO
## Frequency 8
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 30 0 1 Non
##
## Value Non
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 30 0 1 0 0 0
##
## Value 0
## Frequency 30
## Proportion 1
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 30 0 3
##
## Value NA/NR Non Oui
## Frequency 5 24 1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 7 3 11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 14 3 4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 10 3 8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 2 1 7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 18 3 9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 12 18 5
##
## lowest : anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 4 26 2
##
## Value NR protection solaire
## Frequency 3 1
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 29 1 2
##
## Value NR Oui
## Frequency 16 13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 29 1 4
##
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 24 6 2
##
## Value NR produit efficace
## Frequency 23 1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 10 16 3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 19 11 2
##
## Value fabrique en France NR
## Frequency 3 16
## Proportion 0.158 0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct
## 17 13 2
##
## Value fabrique en Europe NR
## Frequency 1 16
## Proportion 0.059 0.941
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 11 16 2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 27 3 3
##
## Value Non NR Oui
## Frequency 10 16 1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 1 6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 4 3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 7 23 2
##
## Value NR Oui
## Frequency 4 3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 7 23 2
##
## Value Non NR
## Frequency 3 4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 21 1 8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 30 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 2 1 8 1 18
## Proportion 0.067 0.033 0.267 0.033 0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 10 20 2
##
## Value NR raison medicale
## Frequency 1 9
## Proportion 0.1 0.9
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 8 2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 28 2 3
##
## Value Non NR Oui
## Frequency 13 7 8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 3 7 5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 4 7 4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 5 7 3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 18 12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 24 4 2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 20 10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 30 0 3
##
## Value NA/NR Non Oui
## Frequency 5 24 1
## Proportion 0.167 0.800 0.033
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 7 3 11
## Proportion 0.333 0.143 0.524
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 14 3 4
## Proportion 0.667 0.143 0.190
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 21 9 2
##
## Value Non NR
## Frequency 18 3
## Proportion 0.857 0.143
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 21 9 3
##
## Value Non NR Oui
## Frequency 10 3 8
## Proportion 0.476 0.143 0.381
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 2 1 7
## Proportion 0.2 0.1 0.7
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 4 1 5
## Proportion 0.4 0.1 0.5
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 7 1 2
## Proportion 0.7 0.1 0.2
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct
## 10 20 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 5 1 4
## Proportion 0.5 0.1 0.4
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 10 20 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 18 3 9
## Proportion 0.6 0.1 0.3
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 12 18 5
##
## lowest : anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## highest: anti-acné anti-infectieux (gel hydroalcoolique) hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique NR
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 4 26 2
##
## Value NR protection solaire
## Frequency 3 1
## Proportion 0.75 0.25
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 29 1 2
##
## Value NR Oui
## Frequency 16 13
## Proportion 0.552 0.448
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 29 1 4
##
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 24 6 2
##
## Value NR produit efficace
## Frequency 23 1
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 10 16 3
## Proportion 0.345 0.552 0.103
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 19 11 2
##
## Value fabrique en France NR
## Frequency 3 16
## Proportion 0.158 0.842
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct
## 17 13 2
##
## Value fabrique en Europe NR
## Frequency 1 16
## Proportion 0.059 0.941
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 29 1 3
##
## Value Non NR Oui
## Frequency 11 16 2
## Proportion 0.379 0.552 0.069
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 27 3 3
##
## Value Non NR Oui
## Frequency 10 16 1
## Proportion 0.370 0.593 0.037
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 1 6
## Proportion 0.767 0.033 0.200
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 23 4 3
## Proportion 0.767 0.133 0.100
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 7 23 2
##
## Value NR Oui
## Frequency 4 3
## Proportion 0.571 0.429
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 7 23 2
##
## Value Non NR
## Frequency 3 4
## Proportion 0.429 0.571
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 7 23 3
##
## Value Non NR Oui
## Frequency 2 4 1
## Proportion 0.286 0.571 0.143
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 1 9
## Proportion 0.667 0.033 0.300
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 28 1 1
## Proportion 0.933 0.033 0.033
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct
## 30 0 2
##
## Value Non NR
## Frequency 29 1
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 21 1 8
## Proportion 0.700 0.033 0.267
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 30 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 2 1 8 1 18
## Proportion 0.067 0.033 0.267 0.033 0.600
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 10 20 2
##
## Value NR raison medicale
## Frequency 1 9
## Proportion 0.1 0.9
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 20 8 2
## Proportion 0.667 0.267 0.067
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 28 2 3
##
## Value Non NR Oui
## Frequency 13 7 8
## Proportion 0.464 0.250 0.286
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 3 7 5
## Proportion 0.200 0.467 0.333
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 4 7 4
## Proportion 0.267 0.467 0.267
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 15 15 2
##
## Value Non NR
## Frequency 8 7
## Proportion 0.533 0.467
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 5 7 3
## Proportion 0.333 0.467 0.200
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 15 15 3
##
## Value Non NR Oui
## Frequency 7 7 1
## Proportion 0.467 0.467 0.067
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 18 12
## Proportion 0.6 0.4
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 30 0 3
##
## Value Non NR Oui
## Frequency 24 4 2
## Proportion 0.800 0.133 0.067
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 30 0 2
##
## Value Non Oui
## Frequency 20 10
## Proportion 0.667 0.333
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Grossesse
## [2] TrimGro
## [3] OrganeTranspl
## [4] Colonisation_3
## [5] Antalgique
## [6] antiinflammatoire..VO.ou.cutanée.
## [7] antispasmodique
## [8] ttt.meteorisme
## [9] Laxatif
## [10] Antidiarrhéique
## [11] antiacide
## [12] antiémétique
## [13] spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## [14] expectorant.fluidifiant.bronchique
## [15] bronchodilatateur
## [16] corticoide.cutané
## [17] Antiinfectieux
## [18] Antiseptiques
## [19] antiallergique..antiHOui..
## [20] anxiolytique..benzodiazepine.
## [21] sedatifs.hypno
## [22] antihemorragique
## [23] topique.acne
## [24] element.mineral.vitamines..Zinc..Mg..
## [25] homéopathie
## ------------------------------------------------------------
## Mucautomed_Pedia_V3$MdtsAutomed: Oui
## data[x, , drop = FALSE]
##
## 184 Variables 39 Observations
## --------------------------------------------------------------------------------
## centre
## n missing distinct value
## 39 0 1 Péditrie
##
## Value Péditrie
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## Rempli_Parent
## n missing distinct value
## 39 0 1 Oui
##
## Value Oui
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## Age.à.l.inclusion..année.
## n missing distinct Info Mean Gmd .05 .10
## 39 0 38 1 12.16 4.49 6.110 6.974
## .25 .50 .75 .90 .95
## 9.450 12.830 15.600 16.876 17.029
##
## lowest : 3.51 6.11 6.35 7.13 7.85, highest: 16.85 16.98 17.00 17.29 18.83
## --------------------------------------------------------------------------------
## Genre
## n missing distinct
## 39 0 2
##
## Value F M
## Frequency 16 23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## Taille..m.
## n missing distinct Info Mean Gmd .05 .10
## 39 0 34 0.999 1.485 0.2261 1.172 1.226
## .25 .50 .75 .90 .95
## 1.328 1.540 1.655 1.716 1.722
##
## lowest : 0.970 1.105 1.180 1.210 1.230, highest: 1.690 1.715 1.720 1.742 1.756
## --------------------------------------------------------------------------------
## Poids..kg.
## n missing distinct Info Mean Gmd .05 .10
## 39 0 37 1 41.99 18.34 20.40 23.24
## .25 .50 .75 .90 .95
## 29.45 40.80 56.40 60.10 65.40
##
## lowest : 13.7 18.6 20.6 21.0 23.8, highest: 60.0 60.5 65.0 69.0 75.0
## --------------------------------------------------------------------------------
## IMC
## n missing distinct Info Mean Gmd .05 .10
## 39 0 38 1 18.21 3.552 14.12 14.56
## .25 .50 .75 .90 .95
## 16.01 17.48 19.46 23.46 24.56
##
## lowest : 13.76 14.07 14.13 14.54 14.56, highest: 23.32 24.02 24.54 24.77 27.22
## --------------------------------------------------------------------------------
## AnneeDgn
## n missing distinct Info Mean Gmd .05 .10
## 38 1 15 0.993 2010 4.565 2005 2005
## .25 .50 .75 .90 .95
## 2006 2009 2012 2015 2016
##
## lowest : 2003 2004 2005 2006 2007, highest: 2013 2014 2015 2016 2018
##
## Value 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
## Frequency 1 1 4 5 4 2 3 2 3 4 1
## Proportion 0.026 0.026 0.105 0.132 0.105 0.053 0.079 0.053 0.079 0.105 0.026
##
## Value 2014 2015 2016 2018
## Frequency 2 3 2 1
## Proportion 0.053 0.079 0.053 0.026
## --------------------------------------------------------------------------------
## Transplant
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## VEMS.pource
## n missing distinct Info Mean Gmd .05 .10
## 38 1 28 0.999 97.74 16.84 76.55 83.40
## .25 .50 .75 .90 .95
## 88.25 94.50 104.50 119.90 125.45
##
## lowest : 65 74 77 82 84, highest: 119 122 125 128 135
## --------------------------------------------------------------------------------
## VEMS_ml
## n missing distinct Info Mean Gmd .05 .10
## 38 1 37 1 2435 1072 1081 1331
## .25 .50 .75 .90 .95
## 1615 2455 3298 3469 3820
##
## lowest : 850 1030 1090 1310 1340, highest: 3390 3400 3630 3820 4180
## --------------------------------------------------------------------------------
## Diabete
## n missing distinct
## 39 0 3
##
## Value insulino-requerant non non insulino-requerant
## Frequency 4 34 1
## Proportion 0.103 0.872 0.026
## --------------------------------------------------------------------------------
## Zscore
## n missing distinct Info Mean Gmd .05 .10
## 37 2 36 1 0.2859 1.336 -1.194 -1.116
## .25 .50 .75 .90 .95
## -0.470 0.110 0.940 1.712 2.446
##
## lowest : -2.15 -1.33 -1.16 -1.14 -1.10, highest: 1.62 1.85 2.43 2.51 3.10
## --------------------------------------------------------------------------------
## PAC
## n missing distinct Info Mean Gmd
## 39 0 1 0 0 0
##
## Value 0
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## NivEtude1
## n missing distinct
## 39 0 5
##
## lowest : > bac aucun ou < CEP bac brevet-CAP-BEP NR
## highest: > bac aucun ou < CEP bac brevet-CAP-BEP NR
##
## Value > bac aucun ou < CEP bac brevet-CAP-BEP
## Frequency 19 2 8 9
## Proportion 0.487 0.051 0.205 0.231
##
## Value NR
## Frequency 1
## Proportion 0.026
## --------------------------------------------------------------------------------
## NivEtude2
## n missing distinct
## 4 35 2
##
## Value > bac bac
## Frequency 2 2
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_1
## n missing distinct
## 36 3 6
##
## lowest : Achromobacter ssp B.multivorans flore banale Haemophilus influenzae S aureus méti S
## highest: B.multivorans flore banale Haemophilus influenzae S aureus méti S Pseudomonas aeruginosa
##
## Achromobacter ssp (1, 0.028), B.multivorans (1, 0.028), flore banale
## (5, 0.139), Haemophilus influenzae (1, 0.028), S aureus méti S (22,
## 0.611), Pseudomonas aeruginosa (6, 0.167)
## --------------------------------------------------------------------------------
## pyo.Resistant.ou.sensible
## n missing distinct
## 6 33 2
##
## Value donnee manquante S
## Frequency 3 3
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## Colonisation_2
## n missing distinct
## 5 34 2
##
## Value Haemophilus influenzae S aureus méti S
## Frequency 1 4
## Proportion 0.2 0.8
## --------------------------------------------------------------------------------
## Colonisation_PS_SAmetiR
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 33 6
## Proportion 0.846 0.154
## --------------------------------------------------------------------------------
## SaitCiter
## n missing distinct
## 39 0 2
##
## Value NR Oui
## Frequency 1 38
## Proportion 0.026 0.974
## --------------------------------------------------------------------------------
## CatSocioProf1
## n missing distinct
## 38 1 6
##
## lowest : agriculteurs exploitants artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires
## highest: artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## CatSocioProf2
## n missing distinct
## 11 28 6
##
## lowest : artisans, commercants, chefs d'entreprise cadres et professions intellectuelles superieures employes ouvriers professions intermediaires
## highest: cadres et professions intellectuelles superieures employes ouvriers professions intermediaires sans activite professionnelle
## --------------------------------------------------------------------------------
## MdtSpeMuco1
## n missing distinct
## 39 0 4
##
## Value KAFTRIO KALYDECO non ORKAMBI
## Frequency 4 11 16 8
## Proportion 0.103 0.282 0.410 0.205
## --------------------------------------------------------------------------------
## MdtSpeMuco2
## n missing distinct value
## 11 28 1 KAFTRIO
##
## Value KAFTRIO
## Frequency 11
## Proportion 1
## --------------------------------------------------------------------------------
## MdtsAutomed
## n missing distinct value
## 39 0 1 Oui
##
## Value Oui
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## NbAutomed
## n missing distinct Info Mean Gmd
## 39 0 6 0.804 1.795 1.147
##
## lowest : 1 2 3 4 5, highest: 2 3 4 5 6
##
## Value 1 2 3 4 5 6
## Frequency 22 10 3 2 1 1
## Proportion 0.564 0.256 0.077 0.051 0.026 0.026
## --------------------------------------------------------------------------------
## Antalgique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 14 25
## Proportion 0.359 0.641
## --------------------------------------------------------------------------------
## antiinflammatoire..VO.ou.cutanée.
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## antispasmodique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 32 7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ttt.meteorisme
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## Laxatif
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antidiarrhéique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## antiacide
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antiémétique
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## spécialités.ORL..decongestionnants.vasoconstricteurs..antalgiques.antibacteriens..solutions.de.lavage.de.nez..
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 32 7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## expectorant.fluidifiant.bronchique
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 35 4
## Proportion 0.897 0.103
## --------------------------------------------------------------------------------
## bronchodilatateur
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## corticoide.cutané
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Antiinfectieux
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Antiseptiques
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## antiallergique..antiHOui..
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## anxiolytique..benzodiazepine.
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## sedatifs.hypno
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## antihemorragique
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## topique.acne
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## element.mineral.vitamines..Zinc..Mg..
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## homéopathie
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 32 7
## Proportion 0.821 0.179
## --------------------------------------------------------------------------------
## ModifAutomed
## n missing distinct
## 39 0 3
##
## Value NA/NR Non Oui
## Frequency 4 31 4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 16 23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 5 1 10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 12 1 3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 11 12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 9 14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 13 10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 22 1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 17 3 19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau
## n missing distinct
## 22 17 7
##
## lowest : amelioration respiratoire bien être, massage, sommeil hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau
## n missing distinct
## 7 32 3
##
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 5 15 18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui
## n missing distinct
## 33 6 6
##
## lowest : avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2
## n missing distinct
## 23 16 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 1
## Proportion 0.043
##
## Value NR
## Frequency 22
## Proportion 0.957
## --------------------------------------------------------------------------------
## CritProv
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui
## n missing distinct
## 19 20 2
##
## Value fabrique en France NR
## Frequency 1 18
## Proportion 0.053 0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2
## n missing distinct value
## 18 21 1 NR
##
## Value NR
## Frequency 18
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 17 15 6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 28 11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 29 1 9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget
## n missing distinct
## 39 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 8 6 12 2 11
## Proportion 0.205 0.154 0.308 0.051 0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale
## n missing distinct
## 2 37 2
##
## Value initiative personnelle raison medicale
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## ConnaissInter
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 30 3 6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 18 5 16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 11 5 5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.1
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 22 1 16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 31 4 4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 23 1 15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
## ModifAutomed.1
## n missing distinct
## 39 0 3
##
## Value NA/NR Non Oui
## Frequency 4 31 4
## Proportion 0.103 0.795 0.103
## --------------------------------------------------------------------------------
## ConsoMedCompl.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 16 23
## Proportion 0.41 0.59
## --------------------------------------------------------------------------------
## SiNon.JmsInteresse.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 5 1 10
## Proportion 0.312 0.062 0.625
## --------------------------------------------------------------------------------
## SiNon.PasEfficace.1
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Mauvais.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.ConseilProIgn.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.DeconseillePro.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 14 1 1
## Proportion 0.875 0.062 0.062
## --------------------------------------------------------------------------------
## SiNon.PasBudget.1
## n missing distinct
## 16 23 2
##
## Value Non NR
## Frequency 15 1
## Proportion 0.938 0.062
## --------------------------------------------------------------------------------
## SiNon.Autre.1
## n missing distinct
## 16 23 3
##
## Value Non NR Oui
## Frequency 12 1 3
## Proportion 0.750 0.062 0.188
## --------------------------------------------------------------------------------
## SiOui.HE.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 11 12
## Proportion 0.478 0.522
## --------------------------------------------------------------------------------
## SiOui.Plante.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Homeo.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 9 14
## Proportion 0.391 0.609
## --------------------------------------------------------------------------------
## SiOui.Champi.1
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.Algue.1
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOui.ComplAlim.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 19 4
## Proportion 0.826 0.174
## --------------------------------------------------------------------------------
## SiOui.Probio.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 13 10
## Proportion 0.565 0.435
## --------------------------------------------------------------------------------
## SiOui.VitOlig.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.FlBach.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 22 1
## Proportion 0.957 0.043
## --------------------------------------------------------------------------------
## SiOui.Tisane.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 17 6
## Proportion 0.739 0.261
## --------------------------------------------------------------------------------
## SiOui.CBD.1
## n missing distinct value
## 23 16 1 Non
##
## Value Non
## Frequency 23
## Proportion 1
## --------------------------------------------------------------------------------
## SiOuiEpiceArom.1
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## SiOui.Autre.2
## n missing distinct
## 23 16 2
##
## Value Non Oui
## Frequency 21 2
## Proportion 0.913 0.087
## --------------------------------------------------------------------------------
## PdtPeau.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 17 3 19
## Proportion 0.436 0.077 0.487
## --------------------------------------------------------------------------------
## effet.recherchéOui.produit.peau.1
## n missing distinct
## 22 17 7
##
## lowest : amelioration respiratoire bien être, massage, sommeil hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau
## highest: hydratation (dont eczema), entretien de la peau, aide à la cicatrisation keratodermie aquagenique nettoyage de la peau NR prise en charge d'un traumatisme benin
## --------------------------------------------------------------------------------
## effet.recherché2.produit.peau.1
## n missing distinct
## 7 32 3
##
## anti-inflammatoire (dont corticoide) (3, 0.429), bien être, massage, sommeil
## (1, 0.143), NR (3, 0.429)
## --------------------------------------------------------------------------------
## CritQual.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 5 15 18
## Proportion 0.132 0.395 0.474
## --------------------------------------------------------------------------------
## CritQualCategorieOui.1
## n missing distinct
## 33 6 6
##
## lowest : avis, retours, conseils sur ce produit composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique
## highest: composition (la plus naturelle possible, peu d'ingredients…) composition la plus naturelle possible NR produit biologique produit efficace
## --------------------------------------------------------------------------------
## CritQualCategorie2.1
## n missing distinct
## 23 16 2
##
## Value avis, retours, conseils sur ce produit
## Frequency 1
## Proportion 0.043
##
## Value NR
## Frequency 22
## Proportion 0.957
## --------------------------------------------------------------------------------
## CritProv.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## CritProvCategorieOui.1
## n missing distinct
## 19 20 2
##
## Value fabrique en France NR
## Frequency 1 18
## Proportion 0.053 0.947
## --------------------------------------------------------------------------------
## CritProvCategorie2.1
## n missing distinct value
## 18 21 1 NR
##
## Value NR
## Frequency 18
## Proportion 1
## --------------------------------------------------------------------------------
## CritPrix.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 17 15 6
## Proportion 0.447 0.395 0.158
## --------------------------------------------------------------------------------
## CritAutre.1
## n missing distinct
## 38 1 3
##
## Value Non NR Oui
## Frequency 19 15 4
## Proportion 0.500 0.395 0.105
## --------------------------------------------------------------------------------
## ThManuPhy.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 28 11
## Proportion 0.718 0.282
## --------------------------------------------------------------------------------
## ThMedChin.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## ThPsyCorp.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## ThAutre.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 36 3
## Proportion 0.923 0.077
## --------------------------------------------------------------------------------
## PsychoTh.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 29 1 9
## Proportion 0.744 0.026 0.231
## --------------------------------------------------------------------------------
## Psychia.1
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## Psychol.1
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 1 1 8
## Proportion 0.1 0.1 0.8
## --------------------------------------------------------------------------------
## Psychotp.1
## n missing distinct
## 10 29 2
##
## Value Non NR
## Frequency 9 1
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## PsyAutre.1
## n missing distinct
## 10 29 3
##
## Value Non NR Oui
## Frequency 8 1 1
## Proportion 0.8 0.1 0.1
## --------------------------------------------------------------------------------
## Regime.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Vegetr.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 38 1
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## Vegetl.1
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansGlu.1
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## SansLac.1
## n missing distinct value
## 39 0 1 Non
##
## Value Non
## Frequency 39
## Proportion 1
## --------------------------------------------------------------------------------
## RegiAutre.1
## n missing distinct
## 39 0 2
##
## Value Non Oui
## Frequency 37 2
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## Budget.1
## n missing distinct
## 39 0 5
##
## lowest : < 2Non > 5Non 2Non - 5Non autre NR
## highest: < 2Non > 5Non 2Non - 5Non autre NR
##
## Value < 2Non > 5Non 2Non - 5Non autre NR
## Frequency 8 6 12 2 11
## Proportion 0.205 0.154 0.308 0.051 0.282
## --------------------------------------------------------------------------------
## Regime.initiative.personnelle.ou.medicale.1
## n missing distinct
## 2 37 2
##
## Value initiative personnelle raison medicale
## Frequency 1 1
## Proportion 0.5 0.5
## --------------------------------------------------------------------------------
## ConnaissInter.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 30 3 6
## Proportion 0.769 0.077 0.154
## --------------------------------------------------------------------------------
## InterrogProfSante.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 18 5 16
## Proportion 0.462 0.128 0.410
## --------------------------------------------------------------------------------
## SiOui.MedG.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.MedSpe.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 11 5 5
## Proportion 0.524 0.238 0.238
## --------------------------------------------------------------------------------
## SiOui.PharmOff.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 8 5 8
## Proportion 0.381 0.238 0.381
## --------------------------------------------------------------------------------
## SiOui.PharmH.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.kine.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.ost.1
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfLib.1
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## SiOui.InfH.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Diet.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Nat.1
## n missing distinct
## 21 18 3
##
## Value Non NR Oui
## Frequency 15 5 1
## Proportion 0.714 0.238 0.048
## --------------------------------------------------------------------------------
## SiOui.Autre.3
## n missing distinct
## 21 18 2
##
## Value Non NR
## Frequency 16 5
## Proportion 0.762 0.238
## --------------------------------------------------------------------------------
## COVIDOui9.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 22 1 16
## Proportion 0.564 0.026 0.410
## --------------------------------------------------------------------------------
## COVIDModifMedCompl.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 31 4 4
## Proportion 0.795 0.103 0.103
## --------------------------------------------------------------------------------
## Expression.1
## n missing distinct
## 39 0 3
##
## Value Non NR Oui
## Frequency 23 1 15
## Proportion 0.590 0.026 0.385
## --------------------------------------------------------------------------------
##
## Variables with all observations missing:
##
## [1] Grossesse TrimGro OrganeTranspl Colonisation_3
update_09_22 <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/update_09_22.csv", sep=";", stringsAsFactors=TRUE)
verification de la normalité des donnée pour le choix du test
table(update_09_22$Automed.,update_09_22$Centre)
##
## adulte pediatrie
## Non 20 30
## Oui 44 39
les conditions de validité sont respectées -> test Xi²
test : automediaction
chisq.test(update_09_22$Automed.,update_09_22$Centre)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_09_22$Automed. and update_09_22$Centre
## X-squared = 1.6271, df = 1, p-value = 0.2021
test : medecine Complementaire
chisq.test(update_09_22$MedCompl.,update_09_22$Centre)
##
## Pearson's Chi-squared test
##
## data: update_09_22$MedCompl. and update_09_22$Centre
## X-squared = 2.0502, df = 2, p-value = 0.3588
visualisation des données en pourcentage:
chisq.test(update_09_22$MedCompl.,update_09_22$Centre)$expected
## update_09_22$Centre
## update_09_22$MedCompl. adulte pediatrie
## DM 0.481203 0.518797
## Non 30.796992 33.203008
## Oui 32.721805 35.278195
verification de la normalité des donnée pour le choix du test
table(update_09_22$MedCompl.,update_09_22$Centre)
##
## adulte pediatrie
## DM 0 1
## Non 28 36
## Oui 36 32
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_09_22$MedCompl.,update_09_22$Centre)$expected
## update_09_22$Centre
## update_09_22$MedCompl. adulte pediatrie
## DM 0.481203 0.518797
## Non 30.796992 33.203008
## Oui 32.721805 35.278195
test :
chisq.test(update_09_22$MedCompl.,update_09_22$Centre)
##
## Pearson's Chi-squared test
##
## data: update_09_22$MedCompl. and update_09_22$Centre
## X-squared = 2.0502, df = 2, p-value = 0.3588
update_adulte <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/update_adulte.csv", sep=";", stringsAsFactors=TRUE)
verification de la normalité des donnée pour le choix du test
table(update_adulte$Automed.,update_adulte$Genre)
##
## F M
## Non 10 10
## Oui 27 17
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_adulte$Automed.,update_adulte$Genre)$expected
## update_adulte$Genre
## update_adulte$Automed. F M
## Non 11.5625 8.4375
## Oui 25.4375 18.5625
test :
chisq.test(update_adulte$Automed.,update_adulte$Genre)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$Automed. and update_adulte$Genre
## X-squared = 0.33663, df = 1, p-value = 0.5618
verification de la normalité des donnée pour le choix du test
table(update_adulte$Automed.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Non Oui
## Non 7 10
## Oui 8 17
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_adulte$Automed.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##
## update_adulte$Automed. Non Oui
## Non 6.071429 10.92857
## Oui 8.928571 16.07143
test :
chisq.test(update_adulte$Automed.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$Automed. and update_adulte$Colonisation_P_aeruginosa_SARM.oui.non
## X-squared = 0.079059, df = 1, p-value = 0.7786
verification de la normalité des donnée pour le choix du test
table(update_adulte$Automed.,update_adulte$modulateur_.CFTR.)
##
## Non Oui
## Non 8 12
## Oui 18 26
les conditions de validité sont respectées -> test Xi²
visualisation des données tab de contingence:
chisq.test(update_adulte$Automed.,update_adulte$modulateur_.CFTR.)$expected
##
## update_adulte$Automed. Non Oui
## Non 8.125 11.875
## Oui 17.875 26.125
test :
chisq.test(update_adulte$Automed.,update_adulte$modulateur_.CFTR.)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$Automed. and update_adulte$modulateur_.CFTR.
## X-squared = 0, df = 1, p-value = 1
verification de la normalité des donnée pour le choix du test
table(update_adulte$Automed.,update_adulte$MedCompl.)
##
## Non Oui
## Non 11 9
## Oui 17 27
les conditions de validité sont respectées -> test Xi²
visualisation des données tab de contingence:
chisq.test(update_adulte$Automed.,update_adulte$MedCompl.)$expected
## update_adulte$MedCompl.
## update_adulte$Automed. Non Oui
## Non 8.75 11.25
## Oui 19.25 24.75
test :
chisq.test(update_adulte$Automed.,update_adulte$MedCompl.)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$Automed. and update_adulte$MedCompl.
## X-squared = 0.90505, df = 1, p-value = 0.3414
verification de la normalité des donnée pour le choix du test
table(update_adulte$Automed.,update_adulte$CatSocioProf1)
##
## agriculteurs exploitants artisans, commercants, chefs d'entreprise
## Non 1 1
## Oui 0 7
##
## cadres et professions intellectuelles superieures employes ouvriers
## Non 2 7 0
## Oui 7 12 2
##
## professions intermediaires sans activite professionnelle
## Non 3 6
## Oui 6 10
les conditions de validité ne sont respectées -> test de fisher
visualisation des données tab de contingence:
chisq.test(update_adulte$Automed.,update_adulte$CatSocioProf1)$expected
## update_adulte$CatSocioProf1
## update_adulte$Automed. agriculteurs exploitants
## Non 0.3125
## Oui 0.6875
## update_adulte$CatSocioProf1
## update_adulte$Automed. artisans, commercants, chefs d'entreprise
## Non 2.5
## Oui 5.5
## update_adulte$CatSocioProf1
## update_adulte$Automed. cadres et professions intellectuelles superieures
## Non 2.8125
## Oui 6.1875
## update_adulte$CatSocioProf1
## update_adulte$Automed. employes ouvriers professions intermediaires
## Non 5.9375 0.625 2.8125
## Oui 13.0625 1.375 6.1875
## update_adulte$CatSocioProf1
## update_adulte$Automed. sans activite professionnelle
## Non 5
## Oui 11
test :
fisher.test(update_adulte$Automed.,update_adulte$CatSocioProf1)
##
## Fisher's Exact Test for Count Data
##
## data: update_adulte$Automed. and update_adulte$CatSocioProf1
## p-value = 0.6039
## alternative hypothesis: two.sided
update_pedia <- read.csv("C:/Users/mallah.s/Desktop/Stats et Theses/Mucautomed/update_pedia.csv", sep=";", stringsAsFactors=TRUE)
verification de la normalité des donnée pour le choix du test
table(update_pedia$Automed.,update_pedia$Genre)
##
## F M
## Non 12 18
## Oui 16 23
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_pedia$Automed.,update_pedia$Genre)$expected
## update_pedia$Genre
## update_pedia$Automed. F M
## Non 12.17391 17.82609
## Oui 15.82609 23.17391
test :
chisq.test(update_pedia$Automed.,update_pedia$Genre)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_pedia$Automed. and update_pedia$Genre
## X-squared = 0, df = 1, p-value = 1
verification de la normalité des donnée pour le choix du test
table(update_pedia$Automed.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Non Oui
## Non 26 4
## Oui 30 6
les conditions de validité ne sont pas respectées -> test de fisher
visualisation des données en pourcentage:
chisq.test(update_pedia$Automed.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##
## update_pedia$Automed. Non Oui
## Non 25.45455 4.545455
## Oui 30.54545 5.454545
test :
fisher.test(update_pedia$Automed.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Fisher's Exact Test for Count Data
##
## data: update_pedia$Automed. and update_pedia$Colonisation_P_aeruginosa_SARM.oui.non
## p-value = 0.7454
## alternative hypothesis: true odds ratio is not equal to 1
## 95 percent confidence interval:
## 0.272145 6.950750
## sample estimates:
## odds ratio
## 1.29489
verification de la normalité des donnée pour le choix du test
table(update_pedia$Automed.,update_pedia$modulateur_.CFTR.)
##
## Non Oui
## Non 14 16
## Oui 16 23
les conditions de validité sont respectées -> test Xi²
visualisation des données tab de contingence:
chisq.test(update_pedia$Automed.,update_pedia$modulateur_.CFTR.)$expected
## update_pedia$modulateur_.CFTR.
## update_pedia$Automed. Non Oui
## Non 13.04348 16.95652
## Oui 16.95652 22.04348
test :
chisq.test(update_pedia$Automed.,update_pedia$modulateur_.CFTR.)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_pedia$Automed. and update_pedia$modulateur_.CFTR.
## X-squared = 0.050015, df = 1, p-value = 0.823
verification de la normalité des donnée pour le choix du test
table(update_pedia$Automed.,update_pedia$MedCompl.)
##
## Non Oui
## Non 20 9
## Oui 16 23
les conditions de validité sont respectées -> test Xi²
visualisation des données tab de contingence:
chisq.test(update_pedia$Automed.,update_pedia$MedCompl.)$expected
## update_pedia$MedCompl.
## update_pedia$Automed. Non Oui
## Non 15.35294 13.64706
## Oui 20.64706 18.35294
test :
chisq.test(update_pedia$Automed.,update_pedia$MedCompl.)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_pedia$Automed. and update_pedia$MedCompl.
## X-squared = 4.1504, df = 1, p-value = 0.04162
verification de la normalité des donnée pour le choix du test
table(update_pedia$Automed.,update_pedia$CatSocioProf1)
##
## agriculteurs exploitants artisans, commercants, chefs d'entreprise
## Non 1 2
## Oui 1 4
##
## cadres et professions intellectuelles superieures employes ouvriers
## Non 8 10 1
## Oui 9 10 0
##
## professions intermediaires sans activite professionnelle
## Non 5 3
## Oui 9 5
les conditions de validité ne sont respectées -> test de fisher
visualisation des données tab de contingence:
chisq.test(update_pedia$Automed.,update_pedia$CatSocioProf1)$expected
## update_pedia$CatSocioProf1
## update_pedia$Automed. agriculteurs exploitants
## Non 0.8823529
## Oui 1.1176471
## update_pedia$CatSocioProf1
## update_pedia$Automed. artisans, commercants, chefs d'entreprise
## Non 2.647059
## Oui 3.352941
## update_pedia$CatSocioProf1
## update_pedia$Automed. cadres et professions intellectuelles superieures
## Non 7.5
## Oui 9.5
## update_pedia$CatSocioProf1
## update_pedia$Automed. employes ouvriers professions intermediaires
## Non 8.823529 0.4411765 6.176471
## Oui 11.176471 0.5588235 7.823529
## update_pedia$CatSocioProf1
## update_pedia$Automed. sans activite professionnelle
## Non 3.529412
## Oui 4.470588
test :
fisher.test(update_pedia$Automed.,update_pedia$CatSocioProf1)
##
## Fisher's Exact Test for Count Data
##
## data: update_pedia$Automed. and update_pedia$CatSocioProf1
## p-value = 0.9284
## alternative hypothesis: two.sided
verification de la normalité des donnée pour le choix du test
table(update_adulte$MedCompl.,update_adulte$Genre)
##
## F M
## Non 14 14
## Oui 23 13
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_adulte$MedCompl.,update_adulte$Genre)$expected
## update_adulte$Genre
## update_adulte$MedCompl. F M
## Non 16.1875 11.8125
## Oui 20.8125 15.1875
test :
chisq.test(update_adulte$MedCompl.,update_adulte$Genre)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$MedCompl. and update_adulte$Genre
## X-squared = 0.74131, df = 1, p-value = 0.3892
verification de la normalité des donnée pour le choix du test
table(update_adulte$MedCompl.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Non Oui
## Non 5 15
## Oui 10 12
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_adulte$MedCompl.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##
## update_adulte$MedCompl. Non Oui
## Non 7.142857 12.85714
## Oui 7.857143 14.14286
test :
chisq.test(update_adulte$MedCompl.,update_adulte$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$MedCompl. and update_adulte$Colonisation_P_aeruginosa_SARM.oui.non
## X-squared = 1.1221, df = 1, p-value = 0.2895
verification de la normalité des donnée pour le choix du test
table(update_adulte$MedCompl.,update_adulte$modulateur_.CFTR.)
##
## Non Oui
## Non 12 16
## Oui 14 22
les conditions de validité sont respectées -> test Xi²
visualisation des données tab de contingence:
chisq.test(update_adulte$MedCompl.,update_adulte$modulateur_.CFTR.)$expected
##
## update_adulte$MedCompl. Non Oui
## Non 11.375 16.625
## Oui 14.625 21.375
test :
chisq.test(update_adulte$MedCompl.,update_adulte$modulateur_.CFTR.)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_adulte$MedCompl. and update_adulte$modulateur_.CFTR.
## X-squared = 0.0041128, df = 1, p-value = 0.9489
verification de la normalité des donnée pour le choix du test
table(update_adulte$MedCompl.,update_adulte$CatSocioProf1)
##
## agriculteurs exploitants artisans, commercants, chefs d'entreprise
## Non 1 3
## Oui 0 5
##
## cadres et professions intellectuelles superieures employes ouvriers
## Non 4 6 2
## Oui 5 13 0
##
## professions intermediaires sans activite professionnelle
## Non 3 9
## Oui 6 7
les conditions de validité ne sont respectées -> test de fisher
visualisation des données tab de contingence:
chisq.test(update_adulte$MedCompl.,update_adulte$CatSocioProf1)$expected
## update_adulte$CatSocioProf1
## update_adulte$MedCompl. agriculteurs exploitants
## Non 0.4375
## Oui 0.5625
## update_adulte$CatSocioProf1
## update_adulte$MedCompl. artisans, commercants, chefs d'entreprise
## Non 3.5
## Oui 4.5
## update_adulte$CatSocioProf1
## update_adulte$MedCompl. cadres et professions intellectuelles superieures
## Non 3.9375
## Oui 5.0625
## update_adulte$CatSocioProf1
## update_adulte$MedCompl. employes ouvriers professions intermediaires
## Non 8.3125 0.875 3.9375
## Oui 10.6875 1.125 5.0625
## update_adulte$CatSocioProf1
## update_adulte$MedCompl. sans activite professionnelle
## Non 7
## Oui 9
test :
fisher.test(update_adulte$MedCompl.,update_adulte$CatSocioProf1)
##
## Fisher's Exact Test for Count Data
##
## data: update_adulte$MedCompl. and update_adulte$CatSocioProf1
## p-value = 0.4021
## alternative hypothesis: two.sided
verification de la normalité des donnée pour le choix du test
table(update_pedia$MedCompl.,update_pedia$Genre)
##
## F M
## Non 12 24
## Oui 16 16
les conditions de validité sont respectées -> test Xi²
visualisation des données en pourcentage:
chisq.test(update_pedia$MedCompl.,update_pedia$Genre)$expected
## update_pedia$Genre
## update_pedia$MedCompl. F M
## Non 14.82353 21.17647
## Oui 13.17647 18.82353
test :
chisq.test(update_pedia$MedCompl.,update_pedia$Genre)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_pedia$MedCompl. and update_pedia$Genre
## X-squared = 1.3157, df = 1, p-value = 0.2514
verification de la normalité des donnée pour le choix du test
table(update_pedia$MedCompl.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Non Oui
## Non 28 6
## Oui 27 4
les conditions de validité ne sont pas respectées -> test de fisher
visualisation des données en pourcentage:
chisq.test(update_pedia$MedCompl.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)$expected
##
## update_pedia$MedCompl. Non Oui
## Non 28.76923 5.230769
## Oui 26.23077 4.769231
test :
fisher.test(update_pedia$MedCompl.,update_pedia$Colonisation_P_aeruginosa_SARM.oui.non)
##
## Fisher's Exact Test for Count Data
##
## data: update_pedia$MedCompl. and update_pedia$Colonisation_P_aeruginosa_SARM.oui.non
## p-value = 0.7359
## alternative hypothesis: true odds ratio is not equal to 1
## 95 percent confidence interval:
## 0.1292926 3.3119944
## sample estimates:
## odds ratio
## 0.6952652
verification de la normalité des donnée pour le choix du test
table(update_pedia$MedCompl.,update_pedia$modulateur_.CFTR.)
##
## Non Oui
## Non 19 17
## Oui 10 22
les conditions de validité sont respectées -> test Xi²
visualisation des données tab de contingence:
chisq.test(update_pedia$MedCompl.,update_pedia$modulateur_.CFTR.)$expected
## update_pedia$modulateur_.CFTR.
## update_pedia$MedCompl. Non Oui
## Non 15.35294 20.64706
## Oui 13.64706 18.35294
test :
chisq.test(update_pedia$MedCompl.,update_pedia$modulateur_.CFTR.)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: update_pedia$MedCompl. and update_pedia$modulateur_.CFTR.
## X-squared = 2.3901, df = 1, p-value = 0.1221
verification de la normalité des donnée pour le choix du test
table(update_pedia$MedCompl.,update_pedia$CatSocioProf1)
##
## agriculteurs exploitants artisans, commercants, chefs d'entreprise
## Non 1 4
## Oui 1 2
##
## cadres et professions intellectuelles superieures employes ouvriers
## Non 10 8 1
## Oui 7 12 0
##
## professions intermediaires sans activite professionnelle
## Non 8 3
## Oui 5 5
les conditions de validité ne sont respectées -> test de fisher
visualisation des données tab de contingence:
chisq.test(update_pedia$MedCompl.,update_pedia$CatSocioProf1)$expected
## update_pedia$CatSocioProf1
## update_pedia$MedCompl. agriculteurs exploitants
## Non 1.0447761
## Oui 0.9552239
## update_pedia$CatSocioProf1
## update_pedia$MedCompl. artisans, commercants, chefs d'entreprise
## Non 3.134328
## Oui 2.865672
## update_pedia$CatSocioProf1
## update_pedia$MedCompl. cadres et professions intellectuelles superieures
## Non 8.880597
## Oui 8.119403
## update_pedia$CatSocioProf1
## update_pedia$MedCompl. employes ouvriers professions intermediaires
## Non 10.447761 0.5223881 6.791045
## Oui 9.552239 0.4776119 6.208955
## update_pedia$CatSocioProf1
## update_pedia$MedCompl. sans activite professionnelle
## Non 4.179104
## Oui 3.820896
test :
fisher.test(update_pedia$MedCompl.,update_pedia$CatSocioProf1)
##
## Fisher's Exact Test for Count Data
##
## data: update_pedia$MedCompl. and update_pedia$CatSocioProf1
## p-value = 0.7051
## alternative hypothesis: two.sided
test de normalité
shapiro.test(update_adulte$VEMS_ml[update_adulte$Automed.=="Non"])
##
## Shapiro-Wilk normality test
##
## data: update_adulte$VEMS_ml[update_adulte$Automed. == "Non"]
## W = 0.93853, p-value = 0.248
shapiro.test(update_adulte$VEMS_ml[update_adulte$Automed.=="Oui"])
##
## Shapiro-Wilk normality test
##
## data: update_adulte$VEMS_ml[update_adulte$Automed. == "Oui"]
## W = 0.96856, p-value = 0.4414
La normalité étant acceptée -> t-test.
t.test(update_adulte$VEMS_ml ~ update_adulte$Automed.)
##
## Welch Two Sample t-test
##
## data: update_adulte$VEMS_ml by update_adulte$Automed.
## t = -0.46714, df = 34.483, p-value = 0.6433
## alternative hypothesis: true difference in means between group Non and group Oui is not equal to 0
## 95 percent confidence interval:
## -705.1172 441.4330
## sample estimates:
## mean in group Non mean in group Oui
## 2638.158 2770.000
test de normalité
shapiro.test(update_adulte$VEMS_ml[update_adulte$MedCompl.=="Non"])
##
## Shapiro-Wilk normality test
##
## data: update_adulte$VEMS_ml[update_adulte$MedCompl. == "Non"]
## W = 0.96064, p-value = 0.4042
shapiro.test(update_adulte$VEMS_ml[update_adulte$MedCompl.=="Oui"])
##
## Shapiro-Wilk normality test
##
## data: update_adulte$VEMS_ml[update_adulte$MedCompl. == "Oui"]
## W = 0.95574, p-value = 0.3146
La normalité étant acceptée -> t-test.
t.test(update_adulte$VEMS_ml ~ update_adulte$MedCompl.)
##
## Welch Two Sample t-test
##
## data: update_adulte$VEMS_ml by update_adulte$MedCompl.
## t = -1.6605, df = 49.966, p-value = 0.1031
## alternative hypothesis: true difference in means between group Non and group Oui is not equal to 0
## 95 percent confidence interval:
## -945.45780 89.68857
## sample estimates:
## mean in group Non mean in group Oui
## 2507.885 2935.769
verification de la normalité des donnée pour le choix du test
table(update_adulte$Automed.,update_adulte$VEMS_catégories)
##
## [30-50%[ [50-80%[ > ou egal a 80%
## Non 3 8 8
## Oui 5 7 22
les conditions de validité ne sont respectées -> test de fisher
visualisation des données tab de contingence:
chisq.test(update_adulte$Automed.,update_adulte$VEMS_catégories)$expected
## update_adulte$VEMS_catégories
## update_adulte$Automed. [30-50%[ [50-80%[ > ou egal a 80%
## Non 2.867925 5.377358 10.75472
## Oui 5.132075 9.622642 19.24528
test :
fisher.test(update_adulte$Automed.,update_adulte$VEMS_catégories)
##
## Fisher's Exact Test for Count Data
##
## data: update_adulte$Automed. and update_adulte$VEMS_catégories
## p-value = 0.1959
## alternative hypothesis: two.sided
verification de la normalité des donnée pour le choix du test
table(update_adulte$MedCompl.,update_adulte$VEMS_catégories)
##
## [30-50%[ [50-80%[ > ou egal a 80%
## Non 6 7 13
## Oui 2 8 17
les conditions de validité ne sont respectées -> test de fisher
visualisation des données tab de contingence:
chisq.test(update_adulte$MedCompl.,update_adulte$VEMS_catégories)$expected
## update_adulte$VEMS_catégories
## update_adulte$MedCompl. [30-50%[ [50-80%[ > ou egal a 80%
## Non 3.924528 7.358491 14.71698
## Oui 4.075472 7.641509 15.28302
test :
fisher.test(update_adulte$MedCompl.,update_adulte$VEMS_catégories)
##
## Fisher's Exact Test for Count Data
##
## data: update_adulte$MedCompl. and update_adulte$VEMS_catégories
## p-value = 0.3099
## alternative hypothesis: two.sided