Overview

Dataset info

Number of variables 14
Number of observations 362818
Total Missing (%) 7.1%
Total size in memory 38.8 MiB
Average record size in memory 112.0 B

Variables types

Numeric 3
Categorical 9
Boolean 0
Date 0
Text (Unique) 0
Rejected 2
Unsupported 0

Warnings

Variables

Code catégorie professionnelle
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
C
360196
M
 
2622
Value Count Frequency (%)  
C 360196 99.3%
 
M 2622 0.7%
 

Code profession
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 10.309
Minimum 10
Maximum 40
Zeros (%) 0.0%

Quantile statistics

Minimum 10
5-th percentile 10
Q1 10
Median 10
Q3 10
95-th percentile 10
Maximum 40
Range 30
Interquartile range 0

Descriptive statistics

Standard deviation 2.8087
Coef of variation 0.27246
Kurtosis 98.821
Mean 10.309
MAD 0.60856
Skewness 9.8459
Sum 3740164
Variance 7.8889
Memory size 2.8 MiB
Value Count Frequency (%)  
10 357683 98.6%
 
40 2921 0.8%
 
21 2214 0.6%
 

Minimum 5 values

Value Count Frequency (%)  
10 357683 98.6%
 
21 2214 0.6%
 
40 2921 0.8%
 

Maximum 5 values

Value Count Frequency (%)  
10 357683 98.6%
 
21 2214 0.6%
 
40 2921 0.8%
 

Code savoir-faire
Categorical

Distinct count 190
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
SM53
66476
SM26
64277
SM42
 
17866
Other values (187)
214199
Value Count Frequency (%)  
SM53 66476 18.3%
 
SM26 64277 17.7%
 
SM42 17866 4.9%
 
SM02 15313 4.2%
 
SM54 13659 3.8%
 
SM44 11103 3.1%
 
SM40 10858 3.0%
 
SM04 8881 2.4%
 
SM25 8120 2.2%
 
SM38 7675 2.1%
 
Other values (180) 138590 38.2%
 

Code type savoir-faire
Categorical

Distinct count 10
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
S
304168
C
 
21650
CAPA
 
19501
Other values (7)
 
17499
Value Count Frequency (%)  
S 304168 83.8%
 
C 21650 6.0%
 
CAPA 19501 5.4%
 
DNQ 5521 1.5%
 
OP 5022 1.4%
 
CEX 3879 1.1%
 
FQ 2004 0.6%
 
DEC 805 0.2%
 
SH 210 0.1%
 
PAC 58 0.0%
 

Identifiant PP
Numeric

Distinct count 309833
Unique (%) 85.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 10023000000
Minimum 10000001015
Maximum 10101747276
Zeros (%) 0.0%

Quantile statistics

Minimum 10000001015
5-th percentile 10001000000
Q1 10002000000
Median 10003000000
Q3 10005000000
95-th percentile 10101000000
Maximum 10101747276
Range 101746261
Interquartile range 2389000

Descriptive statistics

Standard deviation 39537000
Coef of variation 0.0039447
Kurtosis 0.14802
Mean 10023000000
MAD 31873000
Skewness 1.4642
Sum 3636413164258953
Variance 1563200000000000
Memory size 2.8 MiB
Value Count Frequency (%)  
10002059011 7 0.0%
 
10003327201 7 0.0%
 
10002488897 6 0.0%
 
10001475515 6 0.0%
 
10003167326 6 0.0%
 
10003743761 6 0.0%
 
10002691508 6 0.0%
 
10002008588 6 0.0%
 
10003098570 6 0.0%
 
10003099354 6 0.0%
 
Other values (309823) 362756 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
10000001015 1 0.0%
 
10000001056 1 0.0%
 
10000001122 1 0.0%
 
10000001247 1 0.0%
 
10000001437 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
10101747078 1 0.0%
 
10101747094 1 0.0%
 
10101747110 1 0.0%
 
10101747219 1 0.0%
 
10101747276 1 0.0%
 

Identification nationale PP
Numeric

Distinct count 309833
Unique (%) 85.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 810020000000
Minimum 810000001015
Maximum 810101747276
Zeros (%) 0.0%

Quantile statistics

Minimum 810000001015
5-th percentile 810000000000
Q1 810000000000
Median 810000000000
Q3 810000000000
95-th percentile 810100000000
Maximum 810101747276
Range 101746261
Interquartile range 2389000

Descriptive statistics

Standard deviation 39537000
Coef of variation 4.8809e-05
Kurtosis 0.14802
Mean 810020000000
MAD 31873000
Skewness 1.4642
Sum 293890813164258953
Variance 1563200000000000
Memory size 2.8 MiB
Value Count Frequency (%)  
810002059011 7 0.0%
 
810003327201 7 0.0%
 
810002488897 6 0.0%
 
810002967288 6 0.0%
 
810001951911 6 0.0%
 
810001475515 6 0.0%
 
810002691508 6 0.0%
 
810003098570 6 0.0%
 
810002008588 6 0.0%
 
810003743761 6 0.0%
 
Other values (309823) 362756 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
810000001015 1 0.0%
 
810000001056 1 0.0%
 
810000001122 1 0.0%
 
810000001247 1 0.0%
 
810000001437 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
810101747078 1 0.0%
 
810101747094 1 0.0%
 
810101747110 1 0.0%
 
810101747219 1 0.0%
 
810101747276 1 0.0%
 

Libellé catégorie professionnelle
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Civil
360196
Militaire
 
2622
Value Count Frequency (%)  
Civil 360196 99.3%
 
Militaire 2622 0.7%
 

Libellé profession
Categorical

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Médecin
357683
Chirurgien-Dentiste
 
2921
Pharmacien
 
2214
Value Count Frequency (%)  
Médecin 357683 98.6%
 
Chirurgien-Dentiste 2921 0.8%
 
Pharmacien 2214 0.6%
 

Libellé savoir-faire
Categorical

Distinct count 159
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Spécialiste en Médecine Générale
66476
Qualifié en Médecine Générale
64277
Psychiatrie
 
17965
Other values (156)
214100
Value Count Frequency (%)  
Spécialiste en Médecine Générale 66476 18.3%
 
Qualifié en Médecine Générale 64277 17.7%
 
Psychiatrie 17965 5.0%
 
Anesthesie-réanimation 15313 4.2%
 
Médecine Générale 13659 3.8%
 
Radio-diagnostic 11103 3.1%
 
Pédiatrie 11037 3.0%
 
Médecine du travail 9747 2.7%
 
Cardiologie et maladies vasculaires 8881 2.4%
 
Ophtalmologie 7675 2.1%
 
Other values (149) 136685 37.7%
 

Libellé type savoir-faire
Categorical

Distinct count 10
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Spécialité ordinale
304168
Compétence
 
21650
Capacité
 
19501
Other values (7)
 
17499
Value Count Frequency (%)  
Spécialité ordinale 304168 83.8%
 
Compétence 21650 6.0%
 
Capacité 19501 5.4%
 
DESC non qualifiant 5521 1.5%
 
Orientation particulière 5022 1.4%
 
Compétence Exclusive 3879 1.1%
 
Fonction Qualifiée 2004 0.6%
 
Droit d'exercice complémentaire 805 0.2%
 
Spécialité de concours hospitalier 210 0.1%
 
Qualification PAC 58 0.0%
 

Nom d'exercice
Categorical

Distinct count 133052
Unique (%) 36.7%
Missing (%) 0.0%
Missing (n) 0
MARTIN
 
823
BERNARD
 
475
NGUYEN
 
464
Other values (133049)
361056
Value Count Frequency (%)  
MARTIN 823 0.2%
 
BERNARD 475 0.1%
 
NGUYEN 464 0.1%
 
THOMAS 450 0.1%
 
DURAND 403 0.1%
 
RICHARD 391 0.1%
 
MICHEL 387 0.1%
 
PETIT 383 0.1%
 
ROBERT 372 0.1%
 
SIMON 368 0.1%
 
Other values (133042) 358302 98.8%
 

Prénom d'exercice
Categorical

Distinct count 18388
Unique (%) 5.1%
Missing (%) 0.0%
Missing (n) 0
PHILIPPE
 
8083
MICHEL
 
6226
PIERRE
 
6132
Other values (18385)
342377
Value Count Frequency (%)  
PHILIPPE 8083 2.2%
 
MICHEL 6226 1.7%
 
PIERRE 6132 1.7%
 
ALAIN 5209 1.4%
 
DOMINIQUE 4706 1.3%
 
CATHERINE 4564 1.3%
 
JACQUES 4503 1.2%
 
FRANCOIS 4495 1.2%
 
BERNARD 4288 1.2%
 
PATRICK 3899 1.1%
 
Other values (18378) 310713 85.6%
 

Type d'identifiant PP
Constant

This variable is constant and should be ignored for analysis

Constant value 8

Unnamed: 13
Constant

This variable is constant and should be ignored for analysis

Constant value

Correlations

Sample

Type d'identifiant PP Identifiant PP Identification nationale PP Nom d'exercice Prénom d'exercice Code profession Libellé profession Code catégorie professionnelle Libellé catégorie professionnelle Code type savoir-faire Libellé type savoir-faire Code savoir-faire Libellé savoir-faire Unnamed: 13
0 8 10000508936 810000508936 RIO NATHALIE 21 Pharmacien C Civil FQ Fonction Qualifiée FQ01 Expérience prat. art. R.5124-16 du CSP Fabricant NaN
1 8 10000464957 810000464957 WITTMANN ANNE-CLAIRE 21 Pharmacien C Civil FQ Fonction Qualifiée FQ01 Expérience prat. art. R.5124-16 du CSP Fabricant NaN
2 8 10001258879 810001258879 CRUSOT JEROME 21 Pharmacien C Civil FQ Fonction Qualifiée FQ01 Expérience prat. art. R.5124-16 du CSP Fabricant NaN
3 8 10004133012 810004133012 BLON JULIEN 10 Médecin C Civil DNQ DESC non qualifiant DSM220 Médecine d'urgence NaN
4 8 10004117874 810004117874 RIONDY VERONIQUE 21 Pharmacien C Civil FQ Fonction Qualifiée FQ01 Expérience prat. art. R.5124-16 du CSP Fabricant NaN