• Learn: 0.01863604432
    Test: 0.02013083212
  • Learning time: 9 seconds
  • Feature names: Did the visitor click on the shopping basket icon?, Did the visitor add a product to their shopping cart on the 'list' page?, Did the visitor add a product to their shopping cart on the 'detail' page?, Did the visitor sort products on a page?, Did the visitor use the image picker?, Did the visitor visit their account page?, Did the visitor click on a promo banner?, Did the visitor add a product to their wishlist from the 'detail' page?, Did the visitor interact with a product dropdown?, Did the visitor close their mini shopping basket?, Did the visitor view the delivery FAQ area on a product page?, Did the visitor check the returns FAQ area on a product page?, Did the visitor sign in to the website?, Did the visitor view the checkout?, Did the visitor view a product size chart?, Did the visitor view the delivery FAQ page?, Did the visitor view the account upgrade page?, Did the visitor view the website homepage?, Was the visitor on a mobile device?, Was the visitor on a desktop device?, Was the visitor on a table device?, Was the visitor new or returning?, Was the visitor located in the UK based on their IP address?
  • Feature importance:
  • Did the visitor click on the shopping basket icon?: 5.33%
    Did the visitor add a product to their shopping cart on the 'list' page?: 3.46%
    Did the visitor add a product to their shopping cart on the 'detail' page?: 6.75%
    Did the visitor sort products on a page?: 2.25%
    Did the visitor use the image picker?: 1.49%
    Did the visitor visit their account page?: 0.2%
    Did the visitor click on a promo banner?: 1.26%
    Did the visitor add a product to their wishlist from the 'detail' page?: 0.27%
    Did the visitor interact with a product dropdown?: 8.43%
    Did the visitor close their mini shopping basket?: 1.07%
    Did the visitor view the delivery FAQ area on a product page?: 19.38%
    Did the visitor check the returns FAQ area on a product page?: 0.86%
    Did the visitor sign in to the website?: 2.47%
    Did the visitor view the checkout?: 11.21%
    Did the visitor view a product size chart?: 0.01%
    Did the visitor view the delivery FAQ page?: 0.75%
    Did the visitor view the account upgrade page?: 0.09%
    Did the visitor view the website homepage?: 7.59%
    Was the visitor on a mobile device?: 3.51%
    Was the visitor on a desktop device?: 5.24%
    Was the visitor on a table device?: 3.32%
    Was the visitor new or returning?: 12.49%
    Was the visitor located in the UK based on their IP address?: 2.56%
  • Model Size: 0.2 MB
  • Data Size: 36.87 MB
  • Algorithm: CatBoost (Gradient Boosting)
  • Tree Count: 250
  • Learning Rate: 1
  • One-Hot Max Size: 8
  • Test Size: 0.2
  • Shuffle Data: True
  • Use Best Model: False
  • nan_mode: Min
  • eval_metric: MultiClass
  • combinations_ctr: ['Borders:CtrBorderCount=15:CtrBorderType=Uniform:TargetBorderCount=1:TargetBorderType=MinEntropy:Prior=0/1:Prior=0.5/1:Prior=1/1', 'Counter:CtrBorderCount=15:CtrBorderType=Uniform:Prior=0/1']
  • iterations: 250
  • sampling_frequency: PerTree
  • fold_permutation_block: 0
  • leaf_estimation_method: Newton
  • counter_calc_method: SkipTest
  • grow_policy: SymmetricTree
  • penalties_coefficient: 1
  • boosting_type: Plain
  • model_shrink_mode: Constant
  • feature_border_type: GreedyLogSum
  • ctr_leaf_count_limit: 18446744073709551615
  • bayesian_matrix_reg: 0.1000000015
  • one_hot_max_size: 8
  • force_unit_auto_pair_weights: False
  • l2_leaf_reg: 3
  • random_strength: 1
  • rsm: 1
  • boost_from_average: False
  • max_ctr_complexity: 4
  • model_size_reg: 0.5
  • simple_ctr: ['Borders:CtrBorderCount=15:CtrBorderType=Uniform:TargetBorderCount=1:TargetBorderType=MinEntropy:Prior=0/1:Prior=0.5/1:Prior=1/1', 'Counter:CtrBorderCount=15:CtrBorderType=Uniform:Prior=0/1']
  • pool_metainfo_options: {'tags': {}}
  • use_best_model: False
  • class_names: [0, 1]
  • random_seed: 0
  • depth: 5
  • ctr_target_border_count: 1
  • posterior_sampling: False
  • has_time: False
  • store_all_simple_ctr: False
  • border_count: 254
  • bagging_temperature: 1
  • classes_count: 0
  • auto_class_weights: None
  • sparse_features_conflict_fraction: 0
  • leaf_estimation_backtracking: AnyImprovement
  • best_model_min_trees: 1
  • model_shrink_rate: 0
  • min_data_in_leaf: 1
  • loss_function: MultiClass
  • learning_rate: 1
  • score_function: Cosine
  • task_type: CPU
  • leaf_estimation_iterations: 1
  • bootstrap_type: Bayesian
  • max_leaves: 32
  • permutation_count: 4

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