Exploratory Data Analysis

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Feature : target

• Feature type : discrete
• Missing : 0.0%
• Unique : 4
• Count :21606.0
• Mean :2.3399518652226234
• Std :0.7380319830812934
• Min :0.0
• 25%th Percentile : 2.0
• 50%th Percentile : 2.0
• 75%th Percentile : 3.0
• Max :3.0

Feature : filtre

• Feature type : discrete
• Missing : 0.0%
• Unique : 20
• Count :21606.0
• Mean :11.784087753401833
• Std :5.819898868184911
• Min :0.0
• 25%th Percentile : 7.0
• 50%th Percentile : 11.0
• 75%th Percentile : 17.0
• Max :19.0

Feature : latitude

• Feature type : continous
• Missing : 2.4715356845320744%
• Unique : 18216
• Count :21072.0
• Mean :45.94928890942482
• Std :7.760093289264238
• Min :-21.383353
• 25%th Percentile : 45.133563
• 50%th Percentile : 47.6894995
• 75%th Percentile : 48.86117125
• Max :51.078994

Feature : longitude

• Feature type : continous
• Missing : 2.4715356845320744%
• Unique : 18253
• Count :21072.0
• Mean :1.801410175920653
• Std :9.391063240668975
• Min :-63.085432
• 25%th Percentile : 0.6367407500000001
• 50%th Percentile : 2.3494669999999998
• 75%th Percentile : 4.157437
• Max :55.791227

Feature : has_agrement

• Feature type : discrete
• Missing : 0.0%
• Unique : 2
• Count :21606.0
• Mean :0.32037397019346475
• Std :0.4666310827447254
• Min :0.0
• 25%th Percentile : 0.0
• 50%th Percentile : 0.0
• 75%th Percentile : 1.0
• Max :1.0

Feature : dept

• Feature type : discrete
• Missing : 0.0%
• Unique : 97
• Count :21606.0
• Mean :55.441729149310376
• Std :27.37644532647023
• Min :0.0
• 25%th Percentile : 32.0
• 50%th Percentile : 62.0
• 75%th Percentile : 75.0
• Max :96.0

Feature : year

• Feature type : discrete
• Missing : 0.0%
• Unique : 2
• Count :21606.0
• Mean :2020.1345459594556
• Std :0.3412458555027643
• Min :2020.0
• 25%th Percentile : 2020.0
• 50%th Percentile : 2020.0
• 75%th Percentile : 2020.0
• Max :2021.0

Feature : month

• Feature type : discrete
• Missing : 0.0%
• Unique : 12
• Count :21606.0
• Mean :6.604091456077016
• Std :3.345446312610856
• Min :0.0
• 25%th Percentile : 5.0
• 50%th Percentile : 7.0
• 75%th Percentile : 9.0
• Max :11.0

Feature : weekday

• Feature type : discrete
• Missing : 0.0%
• Unique : 7
• Count :21606.0
• Mean :1.9918541145977968
• Std :1.2884146564554377
• Min :0.0
• 25%th Percentile : 1.0
• 50%th Percentile : 2.0
• 75%th Percentile : 3.0
• Max :6.0

Feature : count_controls_dept

• Feature type : discrete
• Missing : 0.0%
• Unique : 92
• Count :21606.0
• Mean :1083.8292141071925
• Std :1641.8635605283664
• Min :17.0
• 25%th Percentile : 232.0
• 50%th Percentile : 372.0
• 75%th Percentile : 637.0
• Max :4760.0

Feature : score_controls_dept

• Feature type : continous
• Missing : 0.0%
• Unique : 97
• Count :21606.0
• Mean :2.336828435431701
• Std :0.19963573851113006
• Min :1.626865671641791
• 25%th Percentile : 2.264367816091954
• 50%th Percentile : 2.3283613445378153
• 75%th Percentile : 2.4829545454545454
• Max :2.7955801104972378

Feature : count_controls_filtre

• Feature type : discrete
• Missing : 0.0%
• Unique : 20
• Count :21606.0
• Mean :6143.249745441081
• Std :3101.004863738982
• Min :12.0
• 25%th Percentile : 5613.0
• 50%th Percentile : 7540.0
• 75%th Percentile : 9095.0
• Max :9095.0

Feature : score_controls_filtre

• Feature type : continous
• Missing : 0.0%
• Unique : 20
• Count :21606.0
• Mean :2.336000632870056
• Std :0.16575757073729716
• Min :1.7692307692307692
• 25%th Percentile : 2.163660477453581
• 50%th Percentile : 2.359166221272047
• 75%th Percentile : 2.500934579439252
• Max :2.625

Feature : count_controls_activite

• Feature type : discrete
• Missing : 0.0%
• Unique : 7
• Count :21606.0
• Mean :14776.863232435435
• Std :8456.663623895276
• Min :405.0
• 25%th Percentile : 2508.0
• 50%th Percentile : 20257.0
• 75%th Percentile : 20257.0
• Max :20257.0

Feature : score_controls_activite

• Feature type : continous
• Missing : 0.0%
• Unique : 7
• Count :21606.0
• Mean :2.335601108939521
• Std :0.13315211521442855
• Min :2.2606012736338057
• 25%th Percentile : 2.2606012736338057
• 50%th Percentile : 2.2606012736338057
• 75%th Percentile : 2.456140350877193
• Max :2.658333333333333

Feature : count_controls_wday

• Feature type : discrete
• Missing : 0.0%
• Unique : 7
• Count :21606.0
• Mean :6170.645931685643
• Std :1602.2933419299443
• Min :38.0
• 25%th Percentile : 3941.0
• 50%th Percentile : 7271.0
• 75%th Percentile : 7781.0
• Max :7781.0

Feature : score_controls_wday

• Feature type : continous
• Missing : 0.0%
• Unique : 7
• Count :21606.0
• Mean :2.3360465320500445
• Std :0.015112262409993957
• Min :2.1627906976744184
• 25%th Percentile : 2.3314534734683416
• 50%th Percentile : 2.332605063616502
• 75%th Percentile : 2.3424563333791775
• Max :2.4210526315789473

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