Application EDA dans le Audit Data Analytics (ADA)
Les nouvelles méthodes Analytique viennent bouleverser l’organisation des entreprises et le métier de l’audit n’est pas épargnée par ces changements. Ainsi, Data Analytics permettent d’analyser d’importantes quantités de données lors d’un audit des états financiers à l’aide de logiciels souvent open source, comme R ou Python.
L’Audit Data Analytics ou Analyse des Données en Audit (ADA) se définit comme « la science et l’art de découvrir et d’analyser des modèles, d’identifier les anomalies et d’extraire d’autres informations utiles dans les données sous-jacentes ou liées à l’objet d’un audit par l’analyse, la modélisation et la visualisation de la planification ou de l’exécution de l’audit ».
Les ADA sont pertinentes dans toutes les phases de l’audit. La technique du DA peut s’appliquer, en fonction du jugement professionnel de l’auditeur, à chaque étape de l’audit, à savoir aussi bien lors :
• De la planification de l’audit ;
• Des tests de procédures ;
• Des contrôles de substance ;
• De l’évaluation des résultats.
Exploration des Données Analysées (EDA) va permettre à l’auditeur analyser de façon exhaustive les transactions, il lui est possible d’obtenir des indicateurs sur le risque d’anomalies significatives.
EDA ou L’Exploration des Données Analysées est une technique assimilée au DA qui consiste en une approche d’analyse d’un ensemble de données afin de résumer les principales caractéristiques, à l’aide d’une méthode visuelle et des résumés statistiques. De cette manière, l’auditeur peut se faire une première idée générale des informations contenues dans les données, dans le but d’obtenir les renseignements préliminaires liés à ces données.
L’EDA permet à l’auditeur de :
• Mieux comprendre l’entité auditée ;
• Identifier les risques d’anomalies éventuelles ;
• Influencer l’audit afin de se concentrer davantage sur les zones à risque.
Pour en savoir plus :
- Aicpa, Audit Data Analytics avec Python,
- Universalcpar: C’est quoi ADA ?-
- Rutgers : Application EDA dans l’audit,
Application EDA à l’aide package summarytools
library(summarytools)
library(tidyverse)data %>% glimpse()## Rows: 236,453
## Columns: 19
## $ X1 <chr> "10037934555", "10041634410", "10041634410", "10041912950", "10041~
## $ X2 <chr> "F1512128952", "F1512128969", "F1512128969", "F1512128970", "F1512~
## $ X3 <chr> "AMANSAG", "BELOUALI", "BELOUALI", "BELOUALI", "BELOUALI", "BENLEM~
## $ X4 <chr> "SALAHEDDINE", "RAFIQ", "RAFIQ", "RAFIQ", "RAFIQ", "HAITAM", "HAIT~
## $ X5 <chr> "C_RM", "SOHO_B", "SOHO_B", "SOHO_B", "SOHO_B", "C_RM", "C_RM", "S~
## $ X6 <chr> "MOB02", "MOB02", "MOB02", "MOB02", "MOB02", "MOB02", "MOB02", "MO~
## $ X7 <chr> "Offre Mobile B2C (Pizza)", "Offre Mobile B2C (Pizza)", "Offre Mob~
## $ X8 <chr> "ABPRN", "ABPRN", "BTAR1", "ABPRN", "BTAR1", "ABPRN", "BTAR1", "AB~
## $ X9 <chr> "Abonnement principal", "Abonnement principal", "Bande Tarifaire 1~
## $ X10 <chr> "ALIZA", "ALIZA", "VOIX", "ALIZA", "VOIX", "ALIZA", "VOIX", "ALIZA~
## $ X11 <chr> "Abonnement Forfait", "Abonnement Forfait", "VOIX", "Abonnement Fo~
## $ X12 <dbl> 165.83333, 82.50000, 75.00000, 82.50000, 83.33333, 132.50000, 20.8~
## $ X13 <dbl> 199, 99, 90, 99, 100, 159, 25, 199, 159, 199, 125, 99, 99, 189, 19~
## $ X14 <chr> "MAD", "MAD", "MAD", "MAD", "MAD", "MAD", "MAD", "MAD", "MAD", "MA~
## $ X15 <dbl> 20151218, 20151218, 20151218, 20151218, 20151218, 20151218, 201512~
## $ X16 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ~
## $ X17 <chr> "M", "M", "M", "M", "M", "M", "M", "M", "M", "M", "M", "M", "M", "~
## $ X18 <dbl> 7.12e+15, 7.12e+15, 7.12e+15, 7.12e+15, 7.12e+15, 7.12e+15, 7.12e+~
## $ X19 <chr> "COM01", "COM01", "COM01", "COM01", "COM01", "COM01", "COM01", "CO~Réalisation d’une table descriptive,
library(summarytools)
print(dfSummary(data %>% select(5:14), graph.magnif = .7), method = "render")Data Frame Summary
Dimensions: 236453 x 10Duplicates: 227891
| No | Variable | Stats / Values | Freqs (% of Valid) | Graph | Valid | Missing | ||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | X5 [character] | 1. SOHO_B 2. C_RM 3. C_RE 4. C_RN 5. C_P 6. SOHO_S 7. C_SO 8. SOHO_V 9. C_V 10. XXX_BATMAN [ 16 others ] |
|
 |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 2 | X6 [character] | 1. MOB02 2. MOB01 3. DAT01 4. RPOCC 5. DEG01 6. OGEM3 7. OGEM1 8. GMTPE 9. DEG03 10. OGEM5 [ 4 others ] |
|
 |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 3 | X7 [character] | 1. Offre Mobile B2C (Pizza) 2. Offre Mobile B2C (Starwar 3. OFFRE INTERNET CLIENTS B2 4. Plan tarifaire OCC 5. Offre degroupage ADSL B2C 6. NA 7. NA 8. Offres GSM TPE B2B 9. NA 10. NA [ 4 others ] |
|
|
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 4 | X8 [character] | 1. ABOPT 2. ABPRA 3. ABPRN 4. APRNF 5. BLACK 6. BTAR1 7. BTAR3 8. OGPRS 9. OPGSM 10. SBASE 11. SPOCC |
|
 |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 5 | X9 [character] | 1. Abonnement options 2. Abonnement principal 3. Abonnement principal - Au 4. Abonnement principal Fixe 5. Bande Tarifaire 1 6. Bande Tarifaire 3 7. OCC - Charges ponctuelles 8. Options GPRS 9. Options payantes GSM 10. Services Blackberry 11. Services de Base |
|
 |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 6 | X10 [character] | 1. ALIZA 2. VOIX 3. OPFPY 4. OMB02 5. APAVP 6. AEVDO 7. RLIZA 8. RPAVP 9. CPLI1 10. OFFF1 [ 55 others ] |
|
 |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 7 | X11 [character] | 1. Abonnement Forfait 2. VOIX 3. Option plafonnement Payan 4. Abonnement Mobile browsin 5. Forfaits avec plafond 6. Abonnement EVDO 7. Remise sur Abonnement For 8. Remise sur Forfaits avec 9. Produit libre 1 10. NA [ 53 others ] |
|
|
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 8 | X12 [numeric] | Mean (sd) : 91.6 (112.5) min < med < max: -4666.5 < 82.5 < 1991.8 IQR (CV) : 95 (1.2) | 5232 distinct values |  |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 9 | X13 [numeric] | Mean (sd) : 109.9 (135) min < med < max: -5599.8 < 99 < 2390.2 IQR (CV) : 114 (1.2) | 5143 distinct values |  |
236453 (100.0%) | 0 (0.0%) | ||||||||||||||||||||||||||||||||||||||||||||
| 10 | X14 [character] | 1. MAD |
|
 |
236453 (100.0%) | 0 (0.0%) |
Generated by summarytools 0.9.8 (R version 4.0.3)
2022-04-19
Réalisation d’une table de contingence
(data_by_X5 <- stby(
data = data,
INDICES = data$X5,
FUN = descr,
stats = "common",
transpose = TRUE
))## Descriptive Statistics
## data
## Group: X5 = C_P
## N: 5215
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 78.17 94.82 -472.50 73.33
## X13 93.80 113.78 -567.00 88.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119894534995206.00 1021629737316.52 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 1991.80 5215.00 100.00
## X13 2390.16 5215.00 100.00
## X15 20151218.00 5215.00 100.00
## X16 1.00 5215.00 100.00
## X18 7120000000000000.00 5215.00 100.00
##
## Group: X5 = C_RE
## N: 18178
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 74.59 96.14 -1329.16 73.33
## X13 89.51 115.37 -1594.99 88.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119893827703818.00 1024943020578.24 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- ---------- -----------
## X12 1954.17 18178.00 100.00
## X13 2345.00 18178.00 100.00
## X15 20151218.00 18178.00 100.00
## X16 1.00 18178.00 100.00
## X18 7120000000000000.00 18178.00 100.00
##
## Group: X5 = C_RM
## N: 83049
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 88.73 109.23 -4666.48 82.50
## X13 106.47 131.07 -5599.78 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119897169141109.00 1008834306582.78 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- ---------- -----------
## X12 1980.33 83049.00 100.00
## X13 2376.40 83049.00 100.00
## X15 20151218.00 83049.00 100.00
## X16 1.00 83049.00 100.00
## X18 7120000000000000.00 83049.00 100.00
##
## Group: X5 = C_RN
## N: 7143
##
## Mean Std.Dev Min Median
## --------- --------------------- ----------------- --------------------- ---------------------
## X12 71.69 115.83 -693.89 75.00
## X13 86.03 139.00 -832.67 90.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119930001399972.00 833776660755.41 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 1826.00 7143.00 100.00
## X13 2191.20 7143.00 100.00
## X15 20151218.00 7143.00 100.00
## X16 1.00 7143.00 100.00
## X18 7120000000000000.00 7143.00 100.00
##
## Group: X5 = C_SO
## N: 858
##
## Mean Std.Dev Min Median
## --------- --------------------- ----------------- --------------------- ---------------------
## X12 72.47 123.25 -207.50 82.50
## X13 86.97 147.90 -249.00 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119941724941725.00 761597417737.92 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 810.35 858.00 100.00
## X13 972.42 858.00 100.00
## X15 20151218.00 858.00 100.00
## X16 1.00 858.00 100.00
## X18 7120000000000000.00 858.00 100.00
##
## Group: X5 = C_SR
## N: 40
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 92.68 85.78 -82.50 82.50
## X13 111.22 102.94 -99.00 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 408.33 40.00 100.00
## X13 490.00 40.00 100.00
## X15 20151218.00 40.00 100.00
## X16 1.00 40.00 100.00
## X18 7120000000000000.00 40.00 100.00
##
## Group: X5 = C_V
## N: 509
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 98.94 130.37 -181.25 82.50
## X13 118.73 156.44 -217.50 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119823182711198.00 1319214783757.66 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 1370.83 509.00 100.00
## X13 1645.00 509.00 100.00
## X15 20151218.00 509.00 100.00
## X16 1.00 509.00 100.00
## X18 7120000000000000.00 509.00 100.00
##
## Group: X5 = D_B
## N: 62
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 79.64 83.12 -58.12 77.92
## X13 95.57 99.75 -69.75 93.50
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 508.06 62.00 100.00
## X13 609.68 62.00 100.00
## X15 20151218.00 62.00 100.00
## X16 1.00 62.00 100.00
## X18 7120000000000000.00 62.00 100.00
##
## Group: X5 = D_G
## N: 17
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 86.13 71.33 -18.33 82.50
## X13 103.35 85.59 -22.00 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 266.67 17.00 100.00
## X13 320.00 17.00 100.00
## X15 20151218.00 17.00 100.00
## X16 1.00 17.00 100.00
## X18 7120000000000000.00 17.00 100.00
##
## Group: X5 = D_S
## N: 18
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 68.36 47.48 -35.75 82.50
## X13 82.03 56.98 -42.90 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 166.67 18.00 100.00
## X13 200.00 18.00 100.00
## X15 20151218.00 18.00 100.00
## X16 1.00 18.00 100.00
## X18 7120000000000000.00 18.00 100.00
##
## Group: X5 = D_V
## N: 14
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 71.67 53.72 8.33 73.33
## X13 86.00 64.46 10.00 88.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 166.67 14.00 100.00
## X13 200.00 14.00 100.00
## X15 20151218.00 14.00 100.00
## X16 1.00 14.00 100.00
## X18 7120000000000000.00 14.00 100.00
##
## Group: X5 = GCVD_ADM
## N: 3
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 54.17 129.35 -87.00 82.50
## X13 65.00 155.22 -104.40 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 167.00 3.00 100.00
## X13 200.40 3.00 100.00
## X15 20151218.00 3.00 100.00
## X16 1.00 3.00 100.00
## X18 7120000000000000.00 3.00 100.00
##
## Group: X5 = GCVD_CLBR
## N: 2
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 82.50 0.00 82.50 82.50
## X13 99.00 0.00 99.00 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 82.50 2.00 100.00
## X13 99.00 2.00 100.00
## X15 20151218.00 2.00 100.00
## X16 1.00 2.00 100.00
## X18 7120000000000000.00 2.00 100.00
##
## Group: X5 = GT_B
## N: 11
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 60.61 47.23 16.67 33.33
## X13 72.73 56.67 20.00 40.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 165.83 11.00 100.00
## X13 199.00 11.00 100.00
## X15 20151218.00 11.00 100.00
## X16 1.00 11.00 100.00
## X18 7120000000000000.00 11.00 100.00
##
## Group: X5 = GT_G
## N: 10
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 53.17 36.43 16.67 41.67
## X13 63.80 43.71 20.00 50.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 104.17 10.00 100.00
## X13 125.00 10.00 100.00
## X15 20151218.00 10.00 100.00
## X16 1.00 10.00 100.00
## X18 7120000000000000.00 10.00 100.00
##
## Group: X5 = GT_S
## N: 1
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 290.83 NA 290.83 290.83
## X13 349.00 NA 349.00 349.00
## X15 20151218.00 NA 20151218.00 20151218.00
## X16 1.00 NA 1.00 1.00
## X18 7120000000000000.00 NA 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 290.83 1.00 100.00
## X13 349.00 1.00 100.00
## X15 20151218.00 1.00 100.00
## X16 1.00 1.00 100.00
## X18 7120000000000000.00 1.00 100.00
##
## Group: X5 = PMVI_PME
## N: 22
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 85.83 214.90 -600.00 82.50
## X13 103.00 257.88 -720.00 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 600.00 22.00 100.00
## X13 720.00 22.00 100.00
## X15 20151218.00 22.00 100.00
## X16 1.00 22.00 100.00
## X18 7120000000000000.00 22.00 100.00
##
## Group: X5 = PMVI_TPE
## N: 6
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 77.50 3.87 75.00 75.00
## X13 93.00 4.65 90.00 90.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 82.50 6.00 100.00
## X13 99.00 6.00 100.00
## X15 20151218.00 6.00 100.00
## X16 1.00 6.00 100.00
## X18 7120000000000000.00 6.00 100.00
##
## Group: X5 = PT_S
## N: 1
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 82.50 NA 82.50 82.50
## X13 99.00 NA 99.00 99.00
## X15 20151218.00 NA 20151218.00 20151218.00
## X16 1.00 NA 1.00 1.00
## X18 7120000000000000.00 NA 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 82.50 1.00 100.00
## X13 99.00 1.00 100.00
## X15 20151218.00 1.00 100.00
## X16 1.00 1.00 100.00
## X18 7120000000000000.00 1.00 100.00
##
## Group: X5 = SD_S
## N: 6
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 161.64 230.23 16.67 88.75
## X13 193.97 276.28 20.00 106.50
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7118333333333333.00 4082482904638.63 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 622.33 6.00 100.00
## X13 746.80 6.00 100.00
## X15 20151218.00 6.00 100.00
## X16 1.00 6.00 100.00
## X18 7120000000000000.00 6.00 100.00
##
## Group: X5 = SOHO_B
## N: 118441
##
## Mean Std.Dev Min Median
## --------- --------------------- ----------------- --------------------- ---------------------
## X12 98.10 116.68 -3152.28 82.50
## X13 117.71 140.02 -3782.74 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119946555669067.00 729103217011.86 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- ----------- -----------
## X12 1952.67 118441.00 100.00
## X13 2343.20 118441.00 100.00
## X15 20151218.00 118441.00 100.00
## X16 1.00 118441.00 100.00
## X18 7120000000000000.00 118441.00 100.00
##
## Group: X5 = SOHO_G
## N: 81
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 88.14 86.83 -103.96 82.50
## X13 105.77 104.19 -124.75 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119876543209877.00 1111111111111.11 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 415.83 81.00 100.00
## X13 499.00 81.00 100.00
## X15 20151218.00 81.00 100.00
## X16 1.00 81.00 100.00
## X18 7120000000000000.00 81.00 100.00
##
## Group: X5 = SOHO_S
## N: 2067
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 91.99 112.68 -135.21 82.50
## X13 110.39 135.22 -162.25 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119869375907112.00 1135694621132.21 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 1592.00 2067.00 100.00
## X13 1910.40 2067.00 100.00
## X15 20151218.00 2067.00 100.00
## X16 1.00 2067.00 100.00
## X18 7120000000000000.00 2067.00 100.00
##
## Group: X5 = SOHO_V
## N: 556
##
## Mean Std.Dev Min Median
## --------- --------------------- ------------------ --------------------- ---------------------
## X12 96.40 103.05 -82.50 82.50
## X13 115.69 123.67 -99.00 99.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7119820143884892.00 1330186187935.79 7110000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 1020.83 556.00 100.00
## X13 1225.00 556.00 100.00
## X15 20151218.00 556.00 100.00
## X16 1.00 556.00 100.00
## X18 7120000000000000.00 556.00 100.00
##
## Group: X5 = WANA_PDV
## N: 2
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 165.83 0.00 165.83 165.83
## X13 199.00 0.00 199.00 199.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 165.83 2.00 100.00
## X13 199.00 2.00 100.00
## X15 20151218.00 2.00 100.00
## X16 1.00 2.00 100.00
## X18 7120000000000000.00 2.00 100.00
##
## Group: X5 = XXX_BATMAN
## N: 141
##
## Mean Std.Dev Min Median
## --------- --------------------- --------- --------------------- ---------------------
## X12 39.29 217.60 -857.83 8.33
## X13 47.15 261.12 -1029.40 10.00
## X15 20151218.00 0.00 20151218.00 20151218.00
## X16 1.00 0.00 1.00 1.00
## X18 7120000000000000.00 0.00 7120000000000000.00 7120000000000000.00
##
## Table: Table continues below
##
##
##
## Max N.Valid Pct.Valid
## --------- --------------------- --------- -----------
## X12 729.03 141.00 100.00
## X13 874.84 141.00 100.00
## X15 20151218.00 141.00 100.00
## X16 1.00 141.00 100.00
## X18 7120000000000000.00 141.00 100.00Data Explorer
library(DataExplorer)
plot_bar(data, ncol = 3, nrow = 1)
plot_bar(data, ncol = 2, nrow = 1, by = "X5")
# plot_histogram(X18_12_2015, ncol=3, nrow = 1, geom_histogram_args = list(bins = 10L),)
plot_boxplot(data, by = "X5")