Exploratory Data Analysis

Feature : target

Feature type : categorical
Missing : 0.0%
Unique : 6
Count :531
Unique :6
Top :C2
Freq :308

Feature : quartier

Feature type : categorical
Missing : 0.0%
Unique : 6
Count :531
Unique :6
Top :Quartier 2 - Alsace - Pereire
Freq :219

Feature : site

Feature type : categorical
Missing : 0.0%
Unique : 29
Count :531
Unique :29
Top :Avenue du Maréchal Foch
Freq :85

Feature : cote_voirie

Feature type : categorical
Missing : 0.0%
Unique : 2
Count :531
Unique :2
Top :Impair
Freq :359

Feature : matricule_arbre

Feature type : discrete
Missing : 0.0%
Unique : 74
Count :531.0
Mean :21.99623352165725
Std :17.95991303856764
Min :1.0
25%th Percentile : 7.0
50%th Percentile : 18.0
75%th Percentile : 32.0
Max :74.0

Feature : genre_arbre

Feature type : categorical
Missing : 0.0%
Unique : 24
Count :531
Unique :24
Top :Tilia
Freq :264

Feature : espece_arbre

Feature type : categorical
Missing : 1.1299435028248588%
Unique : 36
Count :525
Unique :36
Top : Europaea - - Pallida
Freq :243

Feature : situation

Feature type : categorical
Missing : 0.18832391713747645%
Unique : 4
Count :530
Unique :4
Top :Alignement
Freq :491

Feature : type_sol

Feature type : categorical
Missing : 0.0%
Unique : 9
Count :531
Unique :9
Top :Gr
Freq :222

Feature : surf_permeable

Feature type : continous
Missing : 0.0%
Unique : 9
Count :531.0
Mean :7.102636534839925
Std :20.86565998525985
Min :0.0
25%th Percentile : 1.0
50%th Percentile : 1.5
75%th Percentile : 4.0
Max :100.0

Feature : date_plantation

Feature type : discrete
Missing : 0.0%
Unique : 11
Count :531.0
Mean :1995.1864406779662
Std :79.33940159836452
Min :200.0
25%th Percentile : 1980.0
50%th Percentile : 2000.0
75%th Percentile : 2010.0
Max :2019.0

Feature : classe_age

Feature type : categorical
Missing : 0.0%
Unique : 4
Count :531
Unique :4
Top :A
Freq :284

Feature : hauteur

Feature type : discrete
Missing : 0.0%
Unique : 17
Count :531.0
Mean :691.9962335216572
Std :333.2048041298637
Min :250.0
25%th Percentile : 500.0
50%th Percentile : 600.0
75%th Percentile : 800.0
Max :2500.0

Feature : classe_hauteur

Feature type : categorical
Missing : 0.0%
Unique : 5
Count :531
Unique :5
Top :H2
Freq :259

Feature : diametre

Feature type : continous
Missing : 0.0%
Unique : 39
Count :531.0
Mean :45.925342750117835
Std :26.379359193274592
Min :12.732395447351628
25%th Percentile : 28.64788975654116
50%th Percentile : 38.197186342054884
75%th Percentile : 57.29577951308232
Max :222.81692032865345

Feature : circonference (en cm)

Feature type : discrete
Missing : 0.0%
Unique : 39
Count :531.0
Mean :72.13935969868173
Std :41.43660052399891
Min :20.0
25%th Percentile : 45.0
50%th Percentile : 60.0
75%th Percentile : 90.0
Max :350.0

Feature : classe_circonference

Feature type : categorical
Missing : 0.0%
Unique : 7
Count :531
Unique :7
Top :C2
Freq :250

Feature : port_arbre

Feature type : categorical
Missing : 0.0%
Unique : 4
Count :531
Unique :4
Top :R5
Freq :243

Feature : vigueur_pousse

Feature type : categorical
Missing : 0.0%
Unique : 4
Count :531
Unique :4
Top :P
Freq :470

Feature : plaie_collet

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 7
Count :524
Unique :7
Top :RCPPL
Freq :280

Feature : rejet_tronc

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 2
Count :524
Unique :2
Top :Non
Freq :477

Feature : tuteurage_arbre

Feature type : categorical
Missing : 0.0%
Unique : 4
Count :531
Unique :4
Top :Non
Freq :452

Feature : canisse_arbre

Feature type : categorical
Missing : 0.0%
Unique : 2
Count :531
Unique :2
Top :Non
Freq :410

Feature : plaie_tronc

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 6
Count :524
Unique :6
Top :TPLS
Freq :310

Feature : champignon_houppier

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 2
Count :524
Unique :2
Top :Non
Freq :518

Feature : insecte_houppier

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 1
Count :524
Unique :1
Top :Non
Freq :524

Feature : fissure_houppier

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 3
Count :524
Unique :3
Top :HPF
Freq :521

Feature : bois_mort_houppier

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 3
Count :524
Unique :3
Top :HPBM
Freq :495

Feature : plaie_houppier

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 5
Count :524
Unique :5
Top :HPLS
Freq :397

Feature : esperance_maintien

Feature type : continous
Missing : 1.3182674199623352%
Unique : 4
Count :524.0
Mean :1.3702290076335877
Std :0.6719959319380361
Min :1.0
25%th Percentile : 1.0
50%th Percentile : 1.0
75%th Percentile : 2.0
Max :4.0

Feature : contrainte

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 2
Count :524
Unique :2
Top :Non
Freq :506

Feature : date_diagnostic

Feature type : categorical
Missing : 1.3182674199623352%
Unique : 22
Count :524
Unique :22
Top :2020/11/24
Freq :66

Feature : prescription_1

Feature type : categorical
Missing : 0.0%
Unique : 14
Count :531
Unique :14
Top :tfo
Freq :386

Feature : prescription_2

Feature type : categorical
Missing : 0.0%
Unique : 7
Count :531
Unique :7
Top :RT
Freq :486

Feature : Long

Feature type : continous
Missing : 0.0%
Unique : 34
Count :531.0
Mean :2.078207156308851
Std :0.011444963694727767
Min :2.061
25%th Percentile : 2.069
50%th Percentile : 2.074
75%th Percentile : 2.085
Max :2.101

Feature : Lat

Feature type : continous
Missing : 0.0%
Unique : 14
Count :531.0
Mean :48.89897551789077
Std :0.0033749022997956496
Min :48.888000000000005
25%th Percentile : 48.896
50%th Percentile : 48.9
75%th Percentile : 48.901
Max :48.905