Exploratory Data Analysis
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Feature : target
- Feature type : discrete
- Missing : 0.0%
- Unique : 193
- Count :3927.0
- Mean :75.81945505474917
- Std :62.6276526107421
- Min :0.0
- 25%th Percentile : 40.0
- 50%th Percentile : 60.0
- 75%th Percentile : 90.0
- Max :900.0
Feature : Titre
- Feature type : text
- Missing : 0.0%
- Unique : 3765
- Count :3927
- Unique :3765
- Top :Appartement au coeur de Bordeaux
- Freq :10
Feature : Latitude
- Feature type : continous
- Missing : 0.0%
- Unique : 3927
- Count :3927.0
- Mean :44.84080594967102
- Std :0.012070445717321127
- Min :44.8112449636
- 25%th Percentile : 44.832558734450004
- 50%th Percentile : 44.8393058626
- 75%th Percentile : 44.8487307166
- Max :44.885275470100005
Feature : Longitude
- Feature type : continous
- Missing : 0.0%
- Unique : 3927
- Count :3927.0
- Mean :-0.575628491570079
- Std :0.013918186978845094
- Min :-0.6368829356
- 25%th Percentile : -0.5809139186500001
- 50%th Percentile : -0.5734955327000001
- 75%th Percentile : -0.5684178578
- Max :-0.5382718796
Feature : Capacite_accueil
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- Missing : 0.0%
- Unique : 15
- Count :3927.0
- Mean :3.3142347848230203
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- Min :1.0
- 25%th Percentile : 2.0
- 50%th Percentile : 3.0
- 75%th Percentile : 4.0
- Max :16.0
Feature : NombreSdB
- Feature type : discrete
- Missing : 0.0%
- Unique : 12
- Count :3927.0
- Mean :1.687293099057805
- Std :3.031503627730334
- Min :0.0
- 25%th Percentile : 1.0
- 50%th Percentile : 1.0
- 75%th Percentile : 1.0
- Max :35.0
Feature : NbChambres
- Feature type : discrete
- Missing : 0.0%
- Unique : 8
- Count :3927.0
- Mean :1.2915711739241151
- Std :0.8958998421797776
- Min :0.0
- 25%th Percentile : 1.0
- 50%th Percentile : 1.0
- 75%th Percentile : 2.0
- Max :10.0
Feature : NbLits
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- Missing : 0.0%
- Unique : 9
- Count :3927.0
- Mean :0.5938375350140056
- Std :1.0097803522261972
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
- 75%th Percentile : 1.0
- Max :9.0
Feature : Type_logement
- Feature type : categorical
- Missing : 0.0%
- Unique : 3
- Count :3927
- Unique :3
- Top :Logement entier
- Freq :2999
Feature : type_propriete
- Feature type : categorical
- Missing : 0.0%
- Unique : 13
- Count :3927
- Unique :13
- Top :Appartement
- Freq :3109
Feature : type_lit
- Feature type : categorical
- Missing : 54.59638400814871%
- Unique : 3
- Count :1783
- Unique :3
- Top :Vrai lit
- Freq :1590
Feature : Cuisine
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.9307359307359307
- Std :0.25393498851135726
- Min :0.0
- 25%th Percentile : 1.0
- 50%th Percentile : 1.0
- 75%th Percentile : 1.0
- Max :1.0
Feature : Internet
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.5709192768016298
- Std :0.49500793239674146
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 1.0
- 75%th Percentile : 1.0
- Max :1.0
Feature : television
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.7226890756302521
- Std :0.4477282907678305
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 1.0
- 75%th Percentile : 1.0
- Max :1.0
Feature : produits_base
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.8500127323656735
- Std :0.357104411501812
- Min :0.0
- 25%th Percentile : 1.0
- 50%th Percentile : 1.0
- 75%th Percentile : 1.0
- Max :1.0
Feature : Chauffage
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.9251336898395722
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- Min :0.0
- 25%th Percentile : 1.0
- 50%th Percentile : 1.0
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- Max :1.0
Feature : Climatisation
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.08479755538579067
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- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
- 75%th Percentile : 0.0
- Max :1.0
Feature : machine_laver
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.7109752992105933
- Std :0.4533671401645178
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 1.0
- 75%th Percentile : 1.0
- Max :1.0
Feature : seche_linge
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.22103386809269163
- Std :0.4149960880001292
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
- 75%th Percentile : 0.0
- Max :1.0
Feature : parking_sur-place
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.23427552839317545
- Std :0.4235991007250468
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
- 75%th Percentile : 0.0
- Max :1.0
Feature : wifi
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.8971224853577795
- Std :0.3038375223049372
- Min :0.0
- 25%th Percentile : 1.0
- 50%th Percentile : 1.0
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- Max :1.0
Feature : television_cable
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.2019353195823784
- Std :0.40149532382238456
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- 50%th Percentile : 0.0
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Feature : petit_dejeuner
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.18843901196842372
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- 50%th Percentile : 0.0
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Feature : animaux_acceptes
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.1252864782276547
- Std :0.3310856240481432
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- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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Feature : pourEnfants_famille
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.5938375350140056
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- 25%th Percentile : 0.0
- 50%th Percentile : 1.0
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- Max :1.0
Feature : adapte_evenements
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.07919531448943214
- Std :0.27007775016545454
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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- Max :1.0
Feature : logement_fumeur
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.2992105933282404
- Std :0.45797054833021766
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
- 75%th Percentile : 1.0
- Max :1.0
Feature : accessibilite
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.052711993888464474
- Std :0.22348637149450953
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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- Max :1.0
Feature : Ascenseur
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.17290552584670232
- Std :0.3782137374079072
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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- Max :1.0
Feature : cheminee_interieur
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.08785332314744079
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- 50%th Percentile : 0.0
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- Max :1.0
Feature : Interphone
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.44435956200662086
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Feature : Portier
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.010185892538833716
- Std :0.10042264772383355
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- 50%th Percentile : 0.0
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Feature : Piscine
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.02750190985485103
- Std :0.16356150900389183
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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- Max :1.0
Feature : Jacuzzi
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.008658008658008658
- Std :0.09265653647097254
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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- Max :1.0
Feature : salle_sport
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.0073847720906544435
- Std :0.08562770773817253
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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- Max :1.0
Feature : Entree_24-24
- Feature type : discrete
- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.24420677361853832
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Feature : Cintres
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.533231474407945
- Std :0.49895798006040654
- Min :0.0
- 25%th Percentile : 0.0
- 50%th Percentile : 1.0
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- Max :1.0
Feature : fer_repasser
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.4856124267888974
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- 25%th Percentile : 0.0
- 50%th Percentile : 0.0
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Feature : seche_cheveux
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.49477973007384773
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- 25%th Percentile : 0.0
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Feature : espace_travail_ordi
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.4239877769289534
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Feature : detecteur_fumee
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- Missing : 0.0%
- Unique : 2
- Count :3927.0
- Mean :0.6549528902470079
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Feature : monoxyde_carbone_detect
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- Missing : 0.0%
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- Count :3927.0
- Mean :0.11764705882352941
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Feature : kit_secours
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- Count :3927.0
- Mean :0.137764196587726
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Feature : fiche_securite
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- Count :3927.0
- Mean :0.09549274255156608
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Feature : extincteur
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- Count :3927.0
- Mean :0.07130124777183601
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Feature : porte_chambre_verrou
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- Count :3927.0
- Mean :0.03896103896103896
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Feature : rection_semaine
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- Missing : 0.0%
- Unique : 51
- Count :3927.0
- Mean :7.163992869875223
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- Max :69.0
Feature : reduction_mois
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- Missing : 0.0%
- Unique : 69
- Count :3927.0
- Mean :12.035395976572447
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- Max :75.0
Feature : surcout_voyageur_supp
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- Missing : 0.0%
- Unique : 32
- Count :3927.0
- Mean :3.220269926152279
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Feature : frais_menage
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- Count :3927.0
- Mean :13.15711739241151
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Feature : Caution
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- Missing : 0.0%
- Unique : 71
- Count :3927.0
- Mean :259.7257448433919
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- Max :4501.0
Feature : conditions_annulation
- Feature type : categorical
- Missing : 18.36007130124777%
- Unique : 3
- Count :3206
- Unique :3
- Top :Flexibles
- Freq :1493
Feature : duree_minimale_sejour
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- Missing : 0.0%
- Unique : 17
- Count :3927.0
- Mean :2.224089635854342
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- Min :1.0
- 25%th Percentile : 1.0
- 50%th Percentile : 2.0
- 75%th Percentile : 3.0
- Max :27.0
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