Grupo 30: Datatouille
Siendo este un proceso muy costoso en tiempo, se corre una vez y se guardan los resultados para luego poder importarlos
def get_feature_selection():
# Se esconde en un def para poder importarlo
return {
'best_features_progresivo':['timestamp_last_checkout',
'doy_last_checkout',
'woy_last_checkout',
'percentage_last_month_checkouts',
'total_session_checkouts_month_5',
'total_checkouts_month_5',
'has_checkout_month_5',
'days_to_last_checkout',
'days_between_last_event_and_checkout',
'total_events',
'has_checkout_l2w',
'total_events_month_5',
'total_viewed_products',
'dom_last_checkout',
'total_events_l2w',
'total_checkouts_l2w',
'percentage_l2w_checkouts',
'kmeans_3',
'total_events_lw',
'total_viewed_products_l2w',
'dow_last_checkout',
'total_viewed_products_month_5',
'total_sessions_lw',
'total_max_viewed_product',
'timestamp_last_event',
'total_session_checkouts_l2w',
'total_checkouts',
'total_sessions',
'total_sessions_last_week',
'total_viewed_products_lw',
'var_viewed',
'total_sessions_l2w_x',
'doy_last_event',
'days_to_last_event',
'dom_last_event',
'total_sessions_l2w_y',
'kmeans_15',
'total_last_week_max_viewed_brand',
'total_events_months_1_to_4',
'percentage_l2w_week_activity',
'days_to_last_viewed_product',
'woy_last_event',
'percentage_last_month_activity',
'total_viewed_products_months_1_to_4',
'total_brand_listings',
'days_to_last_conversion',
'percentage_l2w_viewed_products',
'total_last_week_max_viewed_model',
'total_session_checkout',
'kmeans_25',
'total_sessions_month_5',
'total_events_ad_session',
'percentage_last_week_checkouts',
'percentage_max_viewed_product',
'percentage_regular_celphones_activity',
'total_checkouts_lw',
'percentage_session_ad',
'has_checkout_lw',
'total_session_checkouts_lw',
'ratio_sessions_l2w_over_total',
'avg_events_per_session',
'avg_events_per_ad_session',
'percentage_last_month_viewed_products',
'total_brand_listings_lw',
'percentage_last_week_max_viewed_model',
'percentage_l2w_brand_listings',
'ratio_sessions_last_week_over_total',
'total_events_ad_session_lw',
'percentage_last_week_viewed_products',
'percentage_last_week_max_viewed_brand',
'dow_last_event',
'most_viewed_brand_is_samsung',
'percentage_last_week_activity',
'total_events_ad_session_l2w',
'total_events_ad_session_month_5',
'total_ad_sessions_l2w',
'total_ad_sessions_month_5',
'kmeans_6',
'most_viewed_brand_is_asus',
'most_viewed_brand_is_lg',
'percentage_last_month_conversions',
'most_viewed_brand_is_lenovo',
'total_ad_sessions_month_1',
'most_viewed_brand_is_iphone',
'total_events_ad_session_month_1',
'most_viewed_brand_is_ipad',
'cant_viewed_brand_last_conversion',
'total_session_conversions_month_1',
'total_session_checkouts_month_1',
'total_conversions_month_1',
'conversion_gt_media',
'total_events_month_1',
'cant_visitas_faq_ecommerce',
'cant_visitas_customer_service',
'has_event_last_week',
'total_sessions_month_1',
'most_viewed_brand_lw_is_ipad',
'most_viewed_brand_is_motorola',
'total_viewed_products_month_1',
'total_conversions',
'kmeans_5',
'total_session_conversion',
'percentage_l2w_conversions',
'total_ad_sessions',
'has_conversion_l2w',
'total_session_conversions_l2w',
'percentage_session_conversion',
'has_checkout',
'total_conversions_l2w',
'has_conversion',
'total_brand_listings_l2w',
'most_viewed_brand_is_quantum',
'total_checkouts_month_1',
'most_viewed_brand_lw_is_sony',
'most_viewed_brand_lw_is_samsung',
'most_viewed_brand_lw_is_quantum',
'most_viewed_brand_lw_is_motorola',
'most_viewed_brand_lw_is_lg',
'most_viewed_brand_lw_is_lenovo',
'most_viewed_brand_lw_is_iphone',
'last_conversion_price',
'most_viewed_brand_lw_is_asus',
'most_viewed_brand_is_sony',
'has_checkout_month_1',
'total_checkouts_month_4',
'last_conversion_sku',
'total_events_ad_session_month_3',
'total_sessions_month_3',
'has_conversion_months_1_to_4',
'has_checkout_months_1_to_4',
'total_ad_sessions_months_1_to_4',
'total_events_ad_session_months_1_to_4',
'total_session_conversions_months_1_to_4',
'total_session_checkouts_months_1_to_4'],
'best_features_forward': ['doy_last_checkout',
'total_events',
'dom_last_event',
'percentage_session_ad',
'avg_events_per_session',
'total_events_lw'],
'best_features_backward' : ['total_conversions',
'total_events',
'total_session_conversion',
'total_events_ad_session',
'total_ad_sessions',
'avg_events_per_session',
'avg_events_per_ad_session',
'percentage_session_ad',
'percentage_session_conversion',
'has_checkout',
'has_conversion',
'total_viewed_products_month_1',
'total_checkouts_month_1',
'total_conversions_month_1',
'total_events_month_1',
'total_sessions_month_1',
'total_session_checkouts_month_1',
'total_session_conversions_month_1',
'total_events_ad_session_month_1',
'total_ad_sessions_month_1',
'has_checkout_month_1',
'has_conversion_month_1',
'total_viewed_products_month_2',
'total_checkouts_month_2',
'total_conversions_month_2',
'total_events_month_2',
'total_sessions_month_2',
'total_session_checkouts_month_2',
'total_session_conversions_month_2',
'total_events_ad_session_month_2',
'total_ad_sessions_month_2',
'has_checkout_month_2',
'has_conversion_month_2',
'total_viewed_products_month_3',
'total_checkouts_month_3',
'total_conversions_month_3',
'total_events_month_3',
'total_sessions_month_3',
'total_session_checkouts_month_3',
'total_session_conversions_month_3',
'total_events_ad_session_month_3',
'total_ad_sessions_month_3',
'has_checkout_month_3',
'has_conversion_month_3',
'total_viewed_products_month_4',
'total_checkouts_month_4',
'total_conversions_month_4',
'total_session_checkouts_month_4',
'total_session_conversions_month_4',
'total_events_ad_session_month_4',
'total_ad_sessions_month_4',
'has_checkout_month_4',
'has_conversion_month_4',
'total_viewed_products_month_5',
'total_events_month_5',
'total_sessions_month_5',
'total_session_checkouts_month_5',
'total_session_conversions_month_5',
'total_events_ad_session_month_5',
'total_ad_sessions_month_5',
'total_checkouts_months_1_to_4',
'total_conversions_months_1_to_4',
'total_session_conversions_months_1_to_4',
'total_events_ad_session_months_1_to_4',
'total_ad_sessions_months_1_to_4',
'has_conversion_months_1_to_4',
'amount_of_months_that_has_bought',
'timestamp_last_event',
'days_to_last_event',
'days_to_last_conversion',
'days_to_last_viewed_product',
'doy_last_event',
'dow_last_event',
'dom_last_event',
'woy_last_event',
'doy_last_checkout',
'woy_last_checkout',
'dow_last_conversion',
'dom_last_conversion',
'woy_last_conversion',
'dow_last_viewed_product',
'dom_last_viewed_product',
'woy_last_viewed_product',
'last_conversion_price',
'percentage_last_week_activity',
'percentage_last_week_conversions',
'percentage_last_week_viewed_products',
'percentage_last_month_activity',
'percentage_last_month_checkouts',
'percentage_regular_celphones_activity',
'var_viewed',
'conversion_gt_media',
'total_max_viewed_product',
'cant_viewed_brand_last_conversion',
'ratio_sessions_last_week_over_total',
'has_event_last_week',
'cant_visitas_customer_service',
'cant_visitas_faq_ecommerce'],
'best_features_stepwise' : ['doy_last_checkout',
'total_events',
'dom_last_event',
'percentage_session_ad',
'avg_events_per_session',
'total_events_lw']
}
import nbimporter # pip install nbimporter
import pandas as pd
from parameter_tuning import get_hiper_params
import submission_framework as SF
df_users = pd.read_csv('data/user-features.csv',low_memory=False).set_index('person')
df_y = pd.read_csv('data/labels_training_set.csv').groupby('person').sum()
seed=42
hiper_params = get_hiper_params()
df_users.head()
Importing Jupyter notebook from parameter_tuning.ipynb Importing Jupyter notebook from submission_framework.ipynb
| total_brand_listings | total_viewed_products | total_checkouts | total_conversions | total_events | total_sessions | total_session_checkout | total_session_conversion | total_events_ad_session | total_ad_sessions | ... | percentage_l2w_week_activity | percentage_l2w_brand_listings | percentage_l2w_viewed_products | percentage_l2w_checkouts | percentage_l2w_conversions | kmeans_3 | kmeans_5 | kmeans_6 | kmeans_15 | kmeans_25 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| person | |||||||||||||||||||||
| 0008ed71 | 0.0 | 0.0 | 3.0 | 0.0 | 6 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | ... | 1.000000 | 0.000000 | 0.000000 | 0.500000 | 0.000000 | 1 | 1 | 4 | 0 | 14 |
| 00091926 | 25.0 | 372.0 | 2.0 | 0.0 | 448 | 34.0 | 2.0 | 0.0 | 54.0 | 9.0 | ... | 0.582589 | 0.006696 | 0.511161 | 0.004464 | 0.000000 | 1 | 1 | 1 | 3 | 7 |
| 00091a7a | 5.0 | 3.0 | 0.0 | 0.0 | 10 | 1.0 | 0.0 | 0.0 | 10.0 | 1.0 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 3 | 3 | 8 | 16 |
| 000ba417 | 24.0 | 153.0 | 6.0 | 1.0 | 206 | 5.0 | 4.0 | 1.0 | 0.0 | 0.0 | ... | 1.000000 | 0.116505 | 0.742718 | 0.029126 | 0.004854 | 2 | 2 | 0 | 12 | 0 |
| 000c79fe | 0.0 | 3.0 | 1.0 | 0.0 | 17 | 1.0 | 1.0 | 0.0 | 17.0 | 1.0 | ... | 1.000000 | 0.000000 | 0.176471 | 0.058824 | 0.000000 | 1 | 1 | 1 | 3 | 7 |
5 rows × 188 columns
Usando Random Forest, el algoritmo más estable de los definidos (XGBoost es poco estable) encontramos que combinación de features es la mas favorable (con la métrica Area Under Curve).
Se usa de parametro n_estimators un número grande, ya que a mayor cantidad de árboles, más precisa la importancia de los features
from sklearn.ensemble import RandomForestClassifier
model_name = 'random_forest'
params = hiper_params[model_name]
params['n_estimators'] = 500
model = RandomForestClassifier(**params,random_state=seed)
random_forest = (model_name,model)
SF.full_framework_wrapper(df_users,df_y,random_forest)
Model: random_forest - AUC: 0.8424 - AUCPR:0.1624 - Accuracy: 0.9496
(RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',
max_depth=16.5, max_features=0.2, max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=0.1, min_samples_split=0.1,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=None,
oob_score=False, random_state=42, verbose=0, warm_start=False),
0.8424451094361751)
full_features = df_users.columns.tolist()
cantidad_features = len(full_features)
tried = {}
Se parte de una lista de todos los features ordeandos segun importancia, y se genera una lista de listas acumulativa de esto. Es decir de [a,b,c] se pasa a [ [a], [a,b], [a,b,c] ]
Esto se hace porque se esta buscando el 'codo': Los features que hacen que incremente el AUC.
feature_importances = SF.get_feature_importances(df_users,df_y,random_forest)
display(feature_importances)
features_ordenados = feature_importances.index.tolist()
lista_progresiva_de_cols = [features_ordenados[:i] for i in range(1,len(features_ordenados))]
model, max_auc = SF.full_framework_wrapper(df_users,df_y,random_forest)
best_features_progresivo = features_ordenados
features_con_saltos_progresivo = []
for i, cols in enumerate(lista_progresiva_de_cols):
print(f'\n\nIteración {i+1} de {len(lista_progresiva_de_cols)}\n\n')
if tuple(cols) not in tried:
model, auc = SF.full_framework_wrapper(df_users,df_y,random_forest,columns=cols,verbosity=1)
tried[tuple(cols)] = auc
else:
auc = tried[tuple(cols)]
if auc > max_auc + 0.0001:
max_auc = auc
best_features_progresivo = cols
features_con_saltos_progresivo.append(cols[-1])
| importance | |
|---|---|
| timestamp_last_checkout | 0.150733 |
| doy_last_checkout | 0.127105 |
| woy_last_checkout | 0.121945 |
| percentage_last_month_checkouts | 0.082231 |
| total_session_checkouts_month_5 | 0.072992 |
| total_checkouts_month_5 | 0.072743 |
| has_checkout_month_5 | 0.054839 |
| days_to_last_checkout | 0.035729 |
| days_between_last_event_and_checkout | 0.029386 |
| total_events | 0.025736 |
| has_checkout_l2w | 0.022860 |
| total_events_month_5 | 0.019110 |
| total_viewed_products | 0.017769 |
| dom_last_checkout | 0.016501 |
| total_events_l2w | 0.016128 |
| total_checkouts_l2w | 0.013764 |
| percentage_l2w_checkouts | 0.010580 |
| kmeans_3 | 0.007711 |
| total_events_lw | 0.007377 |
| total_viewed_products_l2w | 0.007216 |
| dow_last_checkout | 0.006683 |
| total_viewed_products_month_5 | 0.006418 |
| total_sessions_lw | 0.005801 |
| total_max_viewed_product | 0.005764 |
| timestamp_last_event | 0.005638 |
| total_session_checkouts_l2w | 0.004890 |
| total_checkouts | 0.004555 |
| total_sessions | 0.004311 |
| total_sessions_last_week | 0.003861 |
| total_viewed_products_lw | 0.003462 |
| ... | ... |
| total_session_checkouts_month_2 | 0.000000 |
| dom_last_viewed_product | 0.000000 |
| dow_last_viewed_product | 0.000000 |
| doy_last_viewed_product | 0.000000 |
| total_conversions_month_4 | 0.000000 |
| dom_last_conversion | 0.000000 |
| dow_last_conversion | 0.000000 |
| doy_last_conversion | 0.000000 |
| has_conversion_month_1 | 0.000000 |
| total_viewed_products_month_2 | 0.000000 |
| total_checkouts_month_2 | 0.000000 |
| total_conversions_month_2 | 0.000000 |
| total_events_month_2 | 0.000000 |
| total_sessions_month_2 | 0.000000 |
| total_session_conversions_month_2 | 0.000000 |
| total_session_conversions_lw | 0.000000 |
| total_events_ad_session_month_2 | 0.000000 |
| total_ad_sessions_month_2 | 0.000000 |
| has_checkout_month_2 | 0.000000 |
| timestamp_last_viewed_product | 0.000000 |
| timestamp_last_conversion | 0.000000 |
| has_conversion_month_2 | 0.000000 |
| total_viewed_products_month_3 | 0.000000 |
| amount_of_months_that_has_bought | 0.000000 |
| percentage_last_week_conversions | 0.000000 |
| percentage_last_week_brand_listings | 0.000000 |
| total_checkouts_month_3 | 0.000000 |
| has_conversion_lw | 0.000000 |
| total_ad_sessions_lw | 0.000000 |
| woy_last_conversion | 0.000000 |
188 rows × 1 columns
Model: random_forest - AUC: 0.8424 - AUCPR:0.1624 - Accuracy: 0.9496 Iteración 1 de 187 Model: random_forest - AUC: 0.8064 - AUCPR:0.1563 - Accuracy: 0.9496 ['timestamp_last_checkout'] Iteración 2 de 187 Model: random_forest - AUC: 0.8140 - AUCPR:0.1578 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout'] Iteración 3 de 187 Model: random_forest - AUC: 0.8171 - AUCPR:0.1584 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout'] Iteración 4 de 187 Model: random_forest - AUC: 0.8353 - AUCPR:0.1662 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts'] Iteración 5 de 187 Model: random_forest - AUC: 0.8363 - AUCPR:0.1664 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5'] Iteración 6 de 187 Model: random_forest - AUC: 0.8444 - AUCPR:0.1687 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5'] Iteración 7 de 187 Model: random_forest - AUC: 0.8465 - AUCPR:0.1692 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5'] Iteración 8 de 187 Model: random_forest - AUC: 0.8458 - AUCPR:0.1666 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout'] Iteración 9 de 187 Model: random_forest - AUC: 0.8423 - AUCPR:0.1649 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout'] Iteración 10 de 187 Model: random_forest - AUC: 0.8459 - AUCPR:0.1663 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events'] Iteración 11 de 187 Model: random_forest - AUC: 0.8458 - AUCPR:0.1662 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w'] Iteración 12 de 187 Model: random_forest - AUC: 0.8348 - AUCPR:0.1521 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5'] Iteración 13 de 187 Model: random_forest - AUC: 0.8368 - AUCPR:0.1575 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products'] Iteración 14 de 187 Model: random_forest - AUC: 0.8371 - AUCPR:0.1536 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout'] Iteración 15 de 187 Model: random_forest - AUC: 0.8364 - AUCPR:0.1546 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w'] Iteración 16 de 187 Model: random_forest - AUC: 0.8370 - AUCPR:0.1559 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w'] Iteración 17 de 187 Model: random_forest - AUC: 0.8349 - AUCPR:0.1539 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts'] Iteración 18 de 187 Model: random_forest - AUC: 0.8323 - AUCPR:0.1509 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3'] Iteración 19 de 187 Model: random_forest - AUC: 0.8350 - AUCPR:0.1519 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw'] Iteración 20 de 187 Model: random_forest - AUC: 0.8349 - AUCPR:0.1519 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w'] Iteración 21 de 187 Model: random_forest - AUC: 0.8388 - AUCPR:0.1590 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout'] Iteración 22 de 187 Model: random_forest - AUC: 0.8339 - AUCPR:0.1515 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5'] Iteración 23 de 187 Model: random_forest - AUC: 0.8337 - AUCPR:0.1509 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw'] Iteración 24 de 187 Model: random_forest - AUC: 0.8343 - AUCPR:0.1507 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product'] Iteración 25 de 187 Model: random_forest - AUC: 0.8430 - AUCPR:0.1637 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event'] Iteración 26 de 187 Model: random_forest - AUC: 0.8367 - AUCPR:0.1532 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w'] Iteración 27 de 187 Model: random_forest - AUC: 0.8350 - AUCPR:0.1512 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts'] Iteración 28 de 187 Model: random_forest - AUC: 0.8423 - AUCPR:0.1699 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions'] Iteración 29 de 187 Model: random_forest - AUC: 0.8361 - AUCPR:0.1525 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week'] Iteración 30 de 187 Model: random_forest - AUC: 0.8348 - AUCPR:0.1497 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw'] Iteración 31 de 187 Model: random_forest - AUC: 0.8352 - AUCPR:0.1534 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed'] Iteración 32 de 187 Model: random_forest - AUC: 0.8407 - AUCPR:0.1667 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x'] Iteración 33 de 187 Model: random_forest - AUC: 0.8403 - AUCPR:0.1606 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event'] Iteración 34 de 187 Model: random_forest - AUC: 0.8433 - AUCPR:0.1694 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event'] Iteración 35 de 187 Model: random_forest - AUC: 0.8420 - AUCPR:0.1628 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event'] Iteración 36 de 187 Model: random_forest - AUC: 0.8447 - AUCPR:0.1683 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y'] Iteración 37 de 187 Model: random_forest - AUC: 0.8388 - AUCPR:0.1568 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15'] Iteración 38 de 187 Model: random_forest - AUC: 0.8369 - AUCPR:0.1547 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand'] Iteración 39 de 187 Model: random_forest - AUC: 0.8402 - AUCPR:0.1591 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4'] Iteración 40 de 187 Model: random_forest - AUC: 0.8392 - AUCPR:0.1578 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity'] Iteración 41 de 187 Model: random_forest - AUC: 0.8407 - AUCPR:0.1594 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product'] Iteración 42 de 187 Model: random_forest - AUC: 0.8410 - AUCPR:0.1595 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event'] Iteración 43 de 187 Model: random_forest - AUC: 0.8404 - AUCPR:0.1586 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity'] Iteración 44 de 187 Model: random_forest - AUC: 0.8400 - AUCPR:0.1573 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4'] Iteración 45 de 187 Model: random_forest - AUC: 0.8418 - AUCPR:0.1624 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings'] Iteración 46 de 187 Model: random_forest - AUC: 0.8411 - AUCPR:0.1611 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion'] Iteración 47 de 187 Model: random_forest - AUC: 0.8394 - AUCPR:0.1592 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products'] Iteración 48 de 187 Model: random_forest - AUC: 0.8389 - AUCPR:0.1538 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model'] Iteración 49 de 187 Model: random_forest - AUC: 0.8431 - AUCPR:0.1702 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout'] Iteración 50 de 187 Model: random_forest - AUC: 0.8445 - AUCPR:0.1858 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25'] Iteración 51 de 187 Model: random_forest - AUC: 0.8385 - AUCPR:0.1567 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5'] Iteración 52 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1611 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session'] Iteración 53 de 187 Model: random_forest - AUC: 0.8386 - AUCPR:0.1557 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts'] Iteración 54 de 187 Model: random_forest - AUC: 0.8388 - AUCPR:0.1556 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product'] Iteración 55 de 187 Model: random_forest - AUC: 0.8416 - AUCPR:0.1619 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity'] Iteración 56 de 187 Model: random_forest - AUC: 0.8460 - AUCPR:0.1831 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw'] Iteración 57 de 187 Model: random_forest - AUC: 0.8412 - AUCPR:0.1620 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad'] Iteración 58 de 187 Model: random_forest - AUC: 0.8394 - AUCPR:0.1569 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw'] Iteración 59 de 187 Model: random_forest - AUC: 0.8431 - AUCPR:0.1679 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw'] Iteración 60 de 187 Model: random_forest - AUC: 0.8404 - AUCPR:0.1599 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total'] Iteración 61 de 187 Model: random_forest - AUC: 0.8409 - AUCPR:0.1616 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session'] Iteración 62 de 187 Model: random_forest - AUC: 0.8438 - AUCPR:0.1700 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session'] Iteración 63 de 187 Model: random_forest - AUC: 0.8416 - AUCPR:0.1646 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products'] Iteración 64 de 187 Model: random_forest - AUC: 0.8418 - AUCPR:0.1662 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw'] Iteración 65 de 187 Model: random_forest - AUC: 0.8419 - AUCPR:0.1631 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model'] Iteración 66 de 187 Model: random_forest - AUC: 0.8423 - AUCPR:0.1655 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings'] Iteración 67 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1622 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total'] Iteración 68 de 187 Model: random_forest - AUC: 0.8436 - AUCPR:0.1689 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw'] Iteración 69 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1612 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products'] Iteración 70 de 187 Model: random_forest - AUC: 0.8401 - AUCPR:0.1597 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand'] Iteración 71 de 187 Model: random_forest - AUC: 0.8421 - AUCPR:0.1670 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event'] Iteración 72 de 187 Model: random_forest - AUC: 0.8396 - AUCPR:0.1570 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung'] Iteración 73 de 187 Model: random_forest - AUC: 0.8413 - AUCPR:0.1636 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity'] Iteración 74 de 187 Model: random_forest - AUC: 0.8414 - AUCPR:0.1615 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w'] Iteración 75 de 187 Model: random_forest - AUC: 0.8410 - AUCPR:0.1615 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5'] Iteración 76 de 187 Model: random_forest - AUC: 0.8404 - AUCPR:0.1603 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w'] Iteración 77 de 187 Model: random_forest - AUC: 0.8405 - AUCPR:0.1603 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5'] Iteración 78 de 187 Model: random_forest - AUC: 0.8417 - AUCPR:0.1642 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6'] Iteración 79 de 187 Model: random_forest - AUC: 0.8398 - AUCPR:0.1604 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus'] Iteración 80 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1615 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg'] Iteración 81 de 187 Model: random_forest - AUC: 0.8435 - AUCPR:0.1702 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions'] Iteración 82 de 187 Model: random_forest - AUC: 0.8424 - AUCPR:0.1638 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo'] Iteración 83 de 187 Model: random_forest - AUC: 0.8413 - AUCPR:0.1661 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1'] Iteración 84 de 187 Model: random_forest - AUC: 0.8428 - AUCPR:0.1659 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone'] Iteración 85 de 187 Model: random_forest - AUC: 0.8405 - AUCPR:0.1611 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1'] Iteración 86 de 187 Model: random_forest - AUC: 0.8423 - AUCPR:0.1685 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad'] Iteración 87 de 187 Model: random_forest - AUC: 0.8400 - AUCPR:0.1599 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion'] Iteración 88 de 187 Model: random_forest - AUC: 0.8383 - AUCPR:0.1534 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1'] Iteración 89 de 187 Model: random_forest - AUC: 0.8417 - AUCPR:0.1612 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1'] Iteración 90 de 187 Model: random_forest - AUC: 0.8417 - AUCPR:0.1641 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1'] Iteración 91 de 187 Model: random_forest - AUC: 0.8417 - AUCPR:0.1646 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media'] Iteración 92 de 187 Model: random_forest - AUC: 0.8398 - AUCPR:0.1584 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1'] Iteración 93 de 187 Model: random_forest - AUC: 0.8429 - AUCPR:0.1687 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce'] Iteración 94 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1612 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service'] Iteración 95 de 187 Model: random_forest - AUC: 0.8425 - AUCPR:0.1658 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week'] Iteración 96 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1608 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1'] Iteración 97 de 187 Model: random_forest - AUC: 0.8425 - AUCPR:0.1646 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad'] Iteración 98 de 187 Model: random_forest - AUC: 0.8404 - AUCPR:0.1624 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola'] Iteración 99 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1653 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1'] Iteración 100 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1638 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions'] Iteración 101 de 187 Model: random_forest - AUC: 0.8397 - AUCPR:0.1599 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5'] Iteración 102 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1614 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion'] Iteración 103 de 187 Model: random_forest - AUC: 0.8427 - AUCPR:0.1641 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions'] Iteración 104 de 187 Model: random_forest - AUC: 0.8431 - AUCPR:0.1685 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions'] Iteración 105 de 187 Model: random_forest - AUC: 0.8412 - AUCPR:0.1614 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w'] Iteración 106 de 187 Model: random_forest - AUC: 0.8395 - AUCPR:0.1569 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w'] Iteración 107 de 187 Model: random_forest - AUC: 0.8421 - AUCPR:0.1601 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion'] Iteración 108 de 187 Model: random_forest - AUC: 0.8416 - AUCPR:0.1621 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout'] Iteración 109 de 187 Model: random_forest - AUC: 0.8391 - AUCPR:0.1635 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w'] Iteración 110 de 187 Model: random_forest - AUC: 0.8396 - AUCPR:0.1558 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion'] Iteración 111 de 187 Model: random_forest - AUC: 0.8391 - AUCPR:0.1583 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w'] Iteración 112 de 187 Model: random_forest - AUC: 0.8403 - AUCPR:0.1614 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum'] Iteración 113 de 187 Model: random_forest - AUC: 0.8398 - AUCPR:0.1655 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1'] Iteración 114 de 187 Model: random_forest - AUC: 0.8401 - AUCPR:0.1597 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony'] Iteración 115 de 187 Model: random_forest - AUC: 0.8438 - AUCPR:0.1703 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung'] Iteración 116 de 187 Model: random_forest - AUC: 0.8422 - AUCPR:0.1671 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum'] Iteración 117 de 187 Model: random_forest - AUC: 0.8418 - AUCPR:0.1645 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola'] Iteración 118 de 187 Model: random_forest - AUC: 0.8420 - AUCPR:0.1656 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg'] Iteración 119 de 187 Model: random_forest - AUC: 0.8397 - AUCPR:0.1578 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo'] Iteración 120 de 187 Model: random_forest - AUC: 0.8383 - AUCPR:0.1583 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone'] Iteración 121 de 187 Model: random_forest - AUC: 0.8424 - AUCPR:0.1652 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price'] Iteración 122 de 187 Model: random_forest - AUC: 0.8436 - AUCPR:0.1709 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus'] Iteración 123 de 187 Model: random_forest - AUC: 0.8404 - AUCPR:0.1574 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony'] Iteración 124 de 187 Model: random_forest - AUC: 0.8425 - AUCPR:0.1657 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1'] Iteración 125 de 187 Model: random_forest - AUC: 0.8401 - AUCPR:0.1590 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4'] Iteración 126 de 187 Model: random_forest - AUC: 0.8413 - AUCPR:0.1606 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku'] Iteración 127 de 187 Model: random_forest - AUC: 0.8410 - AUCPR:0.1615 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3'] Iteración 128 de 187 Model: random_forest - AUC: 0.8413 - AUCPR:0.1641 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3'] Iteración 129 de 187 Model: random_forest - AUC: 0.8433 - AUCPR:0.1678 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4'] Iteración 130 de 187 Model: random_forest - AUC: 0.8392 - AUCPR:0.1593 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4'] Iteración 131 de 187 Model: random_forest - AUC: 0.8409 - AUCPR:0.1613 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4'] Iteración 132 de 187 Model: random_forest - AUC: 0.8427 - AUCPR:0.1691 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4'] Iteración 133 de 187 Model: random_forest - AUC: 0.8394 - AUCPR:0.1562 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4'] Iteración 134 de 187 Model: random_forest - AUC: 0.8471 - AUCPR:0.1875 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4'] Iteración 135 de 187 Model: random_forest - AUC: 0.8433 - AUCPR:0.1707 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4'] Iteración 136 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1604 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3'] Iteración 137 de 187 Model: random_forest - AUC: 0.8395 - AUCPR:0.1564 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4'] Iteración 138 de 187 Model: random_forest - AUC: 0.8383 - AUCPR:0.1572 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4'] Iteración 139 de 187 Model: random_forest - AUC: 0.8430 - AUCPR:0.1675 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3'] Iteración 140 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1607 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5'] Iteración 141 de 187 Model: random_forest - AUC: 0.8417 - AUCPR:0.1625 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5'] Iteración 142 de 187 Model: random_forest - AUC: 0.8412 - AUCPR:0.1640 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3'] Iteración 143 de 187 Model: random_forest - AUC: 0.8390 - AUCPR:0.1549 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3'] Iteración 144 de 187 Model: random_forest - AUC: 0.8399 - AUCPR:0.1582 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3'] Iteración 145 de 187 Model: random_forest - AUC: 0.8393 - AUCPR:0.1566 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5'] Iteración 146 de 187 Model: random_forest - AUC: 0.8385 - AUCPR:0.1543 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3'] Iteración 147 de 187 Model: random_forest - AUC: 0.8402 - AUCPR:0.1609 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4'] Iteración 148 de 187 Model: random_forest - AUC: 0.8451 - AUCPR:0.1779 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4'] Iteración 149 de 187 Model: random_forest - AUC: 0.8399 - AUCPR:0.1575 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4'] Iteración 150 de 187 Model: random_forest - AUC: 0.8424 - AUCPR:0.1650 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4'] Iteración 151 de 187 Model: random_forest - AUC: 0.8441 - AUCPR:0.1698 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4'] Iteración 152 de 187 Model: random_forest - AUC: 0.8399 - AUCPR:0.1586 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4'] Iteración 153 de 187 Model: random_forest - AUC: 0.8406 - AUCPR:0.1608 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4'] Iteración 154 de 187 Model: random_forest - AUC: 0.8428 - AUCPR:0.1664 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4'] Iteración 155 de 187 Model: random_forest - AUC: 0.8385 - AUCPR:0.1529 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4'] Iteración 156 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1613 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw'] Iteración 157 de 187 Model: random_forest - AUC: 0.8390 - AUCPR:0.1574 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3'] Iteración 158 de 187 Model: random_forest - AUC: 0.8370 - AUCPR:0.1522 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product'] Iteración 159 de 187 Model: random_forest - AUC: 0.8376 - AUCPR:0.1543 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2'] Iteración 160 de 187 Model: random_forest - AUC: 0.8398 - AUCPR:0.1592 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product'] Iteración 161 de 187 Model: random_forest - AUC: 0.8418 - AUCPR:0.1645 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product'] Iteración 162 de 187 Model: random_forest - AUC: 0.8387 - AUCPR:0.1547 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product'] Iteración 163 de 187 Model: random_forest - AUC: 0.8413 - AUCPR:0.1607 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4'] Iteración 164 de 187 Model: random_forest - AUC: 0.8411 - AUCPR:0.1602 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion'] Iteración 165 de 187 Model: random_forest - AUC: 0.8412 - AUCPR:0.1618 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion'] Iteración 166 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1621 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion'] Iteración 167 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1672 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1'] Iteración 168 de 187 Model: random_forest - AUC: 0.8385 - AUCPR:0.1565 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2'] Iteración 169 de 187 Model: random_forest - AUC: 0.8389 - AUCPR:0.1560 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2'] Iteración 170 de 187 Model: random_forest - AUC: 0.8408 - AUCPR:0.1614 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2'] Iteración 171 de 187 Model: random_forest - AUC: 0.8419 - AUCPR:0.1640 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2'] Iteración 172 de 187 Model: random_forest - AUC: 0.8407 - AUCPR:0.1631 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2'] Iteración 173 de 187 Model: random_forest - AUC: 0.8385 - AUCPR:0.1536 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2'] Iteración 174 de 187 Model: random_forest - AUC: 0.8415 - AUCPR:0.1589 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw'] Iteración 175 de 187 Model: random_forest - AUC: 0.8378 - AUCPR:0.1536 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2'] Iteración 176 de 187 Model: random_forest - AUC: 0.8433 - AUCPR:0.1733 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2'] Iteración 177 de 187 Model: random_forest - AUC: 0.8420 - AUCPR:0.1655 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2'] Iteración 178 de 187 Model: random_forest - AUC: 0.8379 - AUCPR:0.1518 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product'] Iteración 179 de 187 Model: random_forest - AUC: 0.8422 - AUCPR:0.1701 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion'] Iteración 180 de 187 Model: random_forest - AUC: 0.8378 - AUCPR:0.1565 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2'] Iteración 181 de 187 Model: random_forest - AUC: 0.8429 - AUCPR:0.1640 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3'] Iteración 182 de 187 Model: random_forest - AUC: 0.8390 - AUCPR:0.1568 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3', 'amount_of_months_that_has_bought'] Iteración 183 de 187 Model: random_forest - AUC: 0.8407 - AUCPR:0.1618 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3', 'amount_of_months_that_has_bought', 'percentage_last_week_conversions'] Iteración 184 de 187 Model: random_forest - AUC: 0.8431 - AUCPR:0.1645 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3', 'amount_of_months_that_has_bought', 'percentage_last_week_conversions', 'percentage_last_week_brand_listings'] Iteración 185 de 187 Model: random_forest - AUC: 0.8406 - AUCPR:0.1603 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3', 'amount_of_months_that_has_bought', 'percentage_last_week_conversions', 'percentage_last_week_brand_listings', 'total_checkouts_month_3'] Iteración 186 de 187 Model: random_forest - AUC: 0.8407 - AUCPR:0.1607 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3', 'amount_of_months_that_has_bought', 'percentage_last_week_conversions', 'percentage_last_week_brand_listings', 'total_checkouts_month_3', 'has_conversion_lw'] Iteración 187 de 187 Model: random_forest - AUC: 0.8419 - AUCPR:0.1619 - Accuracy: 0.9496 ['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_month_3', 'total_conversions_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_session_conversions_month_3', 'has_conversion_month_5', 'total_session_conversions_month_5', 'total_events_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'total_conversions_month_5', 'has_conversion_month_3', 'total_viewed_products_month_4', 'has_conversion_month_4', 'has_checkout_month_4', 'total_ad_sessions_month_4', 'total_events_ad_session_month_4', 'total_session_conversions_month_4', 'total_session_checkouts_month_4', 'total_sessions_month_4', 'total_events_month_4', 'total_conversions_lw', 'total_conversions_month_3', 'woy_last_viewed_product', 'total_session_checkouts_month_2', 'dom_last_viewed_product', 'dow_last_viewed_product', 'doy_last_viewed_product', 'total_conversions_month_4', 'dom_last_conversion', 'dow_last_conversion', 'doy_last_conversion', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_conversions_month_2', 'total_session_conversions_lw', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'timestamp_last_viewed_product', 'timestamp_last_conversion', 'has_conversion_month_2', 'total_viewed_products_month_3', 'amount_of_months_that_has_bought', 'percentage_last_week_conversions', 'percentage_last_week_brand_listings', 'total_checkouts_month_3', 'has_conversion_lw', 'total_ad_sessions_lw']
best_features_progresivo
['timestamp_last_checkout', 'doy_last_checkout', 'woy_last_checkout', 'percentage_last_month_checkouts', 'total_session_checkouts_month_5', 'total_checkouts_month_5', 'has_checkout_month_5', 'days_to_last_checkout', 'days_between_last_event_and_checkout', 'total_events', 'has_checkout_l2w', 'total_events_month_5', 'total_viewed_products', 'dom_last_checkout', 'total_events_l2w', 'total_checkouts_l2w', 'percentage_l2w_checkouts', 'kmeans_3', 'total_events_lw', 'total_viewed_products_l2w', 'dow_last_checkout', 'total_viewed_products_month_5', 'total_sessions_lw', 'total_max_viewed_product', 'timestamp_last_event', 'total_session_checkouts_l2w', 'total_checkouts', 'total_sessions', 'total_sessions_last_week', 'total_viewed_products_lw', 'var_viewed', 'total_sessions_l2w_x', 'doy_last_event', 'days_to_last_event', 'dom_last_event', 'total_sessions_l2w_y', 'kmeans_15', 'total_last_week_max_viewed_brand', 'total_events_months_1_to_4', 'percentage_l2w_week_activity', 'days_to_last_viewed_product', 'woy_last_event', 'percentage_last_month_activity', 'total_viewed_products_months_1_to_4', 'total_brand_listings', 'days_to_last_conversion', 'percentage_l2w_viewed_products', 'total_last_week_max_viewed_model', 'total_session_checkout', 'kmeans_25', 'total_sessions_month_5', 'total_events_ad_session', 'percentage_last_week_checkouts', 'percentage_max_viewed_product', 'percentage_regular_celphones_activity', 'total_checkouts_lw', 'percentage_session_ad', 'has_checkout_lw', 'total_session_checkouts_lw', 'ratio_sessions_l2w_over_total', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_last_month_viewed_products', 'total_brand_listings_lw', 'percentage_last_week_max_viewed_model', 'percentage_l2w_brand_listings', 'ratio_sessions_last_week_over_total', 'total_events_ad_session_lw', 'percentage_last_week_viewed_products', 'percentage_last_week_max_viewed_brand', 'dow_last_event', 'most_viewed_brand_is_samsung', 'percentage_last_week_activity', 'total_events_ad_session_l2w', 'total_events_ad_session_month_5', 'total_ad_sessions_l2w', 'total_ad_sessions_month_5', 'kmeans_6', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_lg', 'percentage_last_month_conversions', 'most_viewed_brand_is_lenovo', 'total_ad_sessions_month_1', 'most_viewed_brand_is_iphone', 'total_events_ad_session_month_1', 'most_viewed_brand_is_ipad', 'cant_viewed_brand_last_conversion', 'total_session_conversions_month_1', 'total_session_checkouts_month_1', 'total_conversions_month_1', 'conversion_gt_media', 'total_events_month_1', 'cant_visitas_faq_ecommerce', 'cant_visitas_customer_service', 'has_event_last_week', 'total_sessions_month_1', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_is_motorola', 'total_viewed_products_month_1', 'total_conversions', 'kmeans_5', 'total_session_conversion', 'percentage_l2w_conversions', 'total_ad_sessions', 'has_conversion_l2w', 'total_session_conversions_l2w', 'percentage_session_conversion', 'has_checkout', 'total_conversions_l2w', 'has_conversion', 'total_brand_listings_l2w', 'most_viewed_brand_is_quantum', 'total_checkouts_month_1', 'most_viewed_brand_lw_is_sony', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_iphone', 'last_conversion_price', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_is_sony', 'has_checkout_month_1', 'total_checkouts_month_4', 'last_conversion_sku', 'total_events_ad_session_month_3', 'total_sessions_month_3', 'has_conversion_months_1_to_4', 'has_checkout_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_session_checkouts_months_1_to_4']
Se parte de una lista vacía y se van agregando todos los features uno por uno.
def step_forward(features_usadas, features_sin_usar):
if not features_sin_usar:
return SF.full_framework_wrapper(df_users,df_y,random_forest,columns=features_usadas,verbosity=1)[1], None
max_auc = 0
features_a_usar = None
la_posta = None
for f in features_sin_usar:
features_a_probar = features_usadas + [f]
if tuple(features_a_probar) not in tried:
model, auc = SF.full_framework_wrapper(df_users,df_y,random_forest,columns=features_a_probar,verbosity=1)
tried[tuple(features_a_probar)] = auc
else:
auc = tried[tuple(features_a_probar)]
if auc > max_auc + 0.0001:
la_posta = f
max_auc = auc
return max_auc, la_posta
CORTE = 15 # Si en x iteraciones no modifico su valor, se corta la ejecución. Puede entrar en un maximo local, pero es muy costoso en tiempo, hay que cortarlo
contador = 0
best_features_forward = None
max_auc = 0
features_usadas = []
features_sin_usar = full_features[:]
for i in range(cantidad_features):
print(f'\n\nIteración {i+1} de {cantidad_features}')
print(f'Lo mejor al momento: {best_features_forward} (AUC: {max_auc:.4f}) \n\n')
auc, feature_a_agregar = step_forward(features_usadas, features_sin_usar)
features_usadas.append(feature_a_agregar)
features_sin_usar.remove(feature_a_agregar)
contador += 1
if auc > max_auc + 0.0001:
contador = 0
best_features_forward = features_usadas[:]
max_auc = auc
if contador == CORTE: break
Iteración 1 de 188 Lo mejor al momento: None (AUC: 0.0000) Model: random_forest - AUC: 0.6349 - AUCPR:0.0766 - Accuracy: 0.9496 ['total_brand_listings'] Model: random_forest - AUC: 0.6235 - AUCPR:0.0778 - Accuracy: 0.9496 ['total_viewed_products'] Model: random_forest - AUC: 0.6438 - AUCPR:0.0731 - Accuracy: 0.9496 ['total_checkouts'] Model: random_forest - AUC: 0.5000 - AUCPR:0.0504 - Accuracy: 0.9496 ['total_conversions'] Model: random_forest - AUC: 0.6366 - AUCPR:0.0830 - Accuracy: 0.9496 ['total_events'] Model: random_forest - AUC: 0.6449 - AUCPR:0.0799 - Accuracy: 0.9496 ['total_sessions'] Model: random_forest - AUC: 0.6883 - AUCPR:0.0856 - Accuracy: 0.9496 ['total_session_checkout'] Model: random_forest - AUC: 0.5000 - AUCPR:0.0504 - Accuracy: 0.9496 ['total_session_conversion'] Model: random_forest - AUC: 0.5801 - AUCPR:0.0670 - Accuracy: 0.9496 ['total_events_ad_session'] Model: random_forest - AUC: 0.5823 - AUCPR:0.0646 - Accuracy: 0.9496 ['total_ad_sessions'] Model: random_forest - AUC: 0.5431 - AUCPR:0.0557 - Accuracy: 0.9496 ['avg_events_per_session'] KeyboardInterrupt: Proceso muy costoso en tiempo. Se corta la ejecución, que ya sus resultados fueron guardados
best_features_forward
Se parte de una lista con todos los features y se van sacando uno por uno, en busqueda de cual hace que incremente un AUC una vez que se lo remueva.
def step_backward(features):
if len(features) == 1:
print('atroden')
return SF.full_framework_wrapper(df_users,df_y,random_forest,columns=features,verbosity=1)[1], None
max_auc = 0
features_a_usar = None
la_posta = None
for f in features:
features_a_probar = features[:]
features_a_probar.remove(f)
if tuple(features_a_probar) not in tried:
model, auc = SF.full_framework_wrapper(df_users,df_y,random_forest,columns=features_a_probar,verbosity=1)
tried[tuple(features_a_probar)] = auc
else:
auc = tried[tuple(features_a_probar)]
if auc > max_auc + 0.0001:
la_posta = f
max_auc = auc
return max_auc, la_posta
CORTE = 5
contador = 0
features = full_features[:]
best_features_backward = features[:]
max_auc = SF.full_framework_wrapper(df_users,df_y,random_forest,columns=best_features_backward)[1]
for i in range(1,cantidad_features):
print(f'\n\nIteración {i} de {cantidad_features-1}')
print(f'Lo mejor al momento: {best_features_backward} (AUC: {max_auc:.4f}) \n\n')
auc, feature_a_borrar = step_backward(features)
features.remove(feature_a_borrar)
contador += 1
if auc > max_auc + 0.0001:
contador = 0
best_features_backward = features[:]
max_auc = auc
if contador == CORTE: break
Model: random_forest - AUC: 0.8424 - AUCPR:0.1624 - Accuracy: 0.9496 Iteración 1 de 187 Lo mejor al momento: ['total_brand_listings', 'total_viewed_products', 'total_checkouts', 'total_conversions', 'total_events', 'total_sessions', 'total_session_checkout', 'total_session_conversion', 'total_events_ad_session', 'total_ad_sessions', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_session_ad', 'percentage_session_conversion', 'has_checkout', 'has_conversion', 'total_viewed_products_month_1', 'total_checkouts_month_1', 'total_conversions_month_1', 'total_events_month_1', 'total_sessions_month_1', 'total_session_checkouts_month_1', 'total_session_conversions_month_1', 'total_events_ad_session_month_1', 'total_ad_sessions_month_1', 'has_checkout_month_1', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_checkouts_month_2', 'total_session_conversions_month_2', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'has_conversion_month_2', 'total_viewed_products_month_3', 'total_checkouts_month_3', 'total_conversions_month_3', 'total_events_month_3', 'total_sessions_month_3', 'total_session_checkouts_month_3', 'total_session_conversions_month_3', 'total_events_ad_session_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'has_conversion_month_3', 'total_viewed_products_month_4', 'total_checkouts_month_4', 'total_conversions_month_4', 'total_events_month_4', 'total_sessions_month_4', 'total_session_checkouts_month_4', 'total_session_conversions_month_4', 'total_events_ad_session_month_4', 'total_ad_sessions_month_4', 'has_checkout_month_4', 'has_conversion_month_4', 'total_viewed_products_month_5', 'total_checkouts_month_5', 'total_conversions_month_5', 'total_events_month_5', 'total_sessions_month_5', 'total_session_checkouts_month_5', 'total_session_conversions_month_5', 'total_events_ad_session_month_5', 'total_ad_sessions_month_5', 'has_checkout_month_5', 'has_conversion_month_5', 'total_viewed_products_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_conversions_months_1_to_4', 'total_events_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'has_checkout_months_1_to_4', 'has_conversion_months_1_to_4', 'total_brand_listings_lw', 'total_viewed_products_lw', 'total_checkouts_lw', 'total_conversions_lw', 'total_events_lw', 'total_sessions_lw', 'total_session_checkouts_lw', 'total_session_conversions_lw', 'total_events_ad_session_lw', 'total_ad_sessions_lw', 'has_checkout_lw', 'has_conversion_lw', 'percentage_last_week_activity', 'percentage_last_week_brand_listings', 'percentage_last_week_viewed_products', 'percentage_last_week_checkouts', 'percentage_last_week_conversions', 'amount_of_months_that_has_bought', 'timestamp_last_event', 'timestamp_last_checkout', 'timestamp_last_conversion', 'timestamp_last_viewed_product', 'days_to_last_event', 'days_to_last_checkout', 'days_to_last_conversion', 'days_to_last_viewed_product', 'doy_last_event', 'dow_last_event', 'dom_last_event', 'woy_last_event', 'doy_last_checkout', 'dow_last_checkout', 'dom_last_checkout', 'woy_last_checkout', 'doy_last_conversion', 'dow_last_conversion', 'dom_last_conversion', 'woy_last_conversion', 'doy_last_viewed_product', 'dow_last_viewed_product', 'dom_last_viewed_product', 'woy_last_viewed_product', 'last_conversion_sku', 'last_conversion_price', 'percentage_last_month_activity', 'percentage_last_month_conversions', 'percentage_last_month_checkouts', 'percentage_last_month_viewed_products', 'days_between_last_event_and_checkout', 'percentage_regular_celphones_activity', 'var_viewed', 'conversion_gt_media', 'total_max_viewed_product', 'percentage_max_viewed_product', 'cant_viewed_brand_last_conversion', 'total_sessions_last_week', 'ratio_sessions_last_week_over_total', 'has_event_last_week', 'cant_visitas_customer_service', 'cant_visitas_faq_ecommerce', 'total_last_week_max_viewed_model', 'percentage_last_week_max_viewed_model', 'total_last_week_max_viewed_brand', 'percentage_last_week_max_viewed_brand', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_ipad', 'most_viewed_brand_is_iphone', 'most_viewed_brand_is_lenovo', 'most_viewed_brand_is_lg', 'most_viewed_brand_is_motorola', 'most_viewed_brand_is_quantum', 'most_viewed_brand_is_samsung', 'most_viewed_brand_is_sony', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_lw_is_iphone', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_sony', 'total_sessions_l2w_x', 'ratio_sessions_l2w_over_total', 'total_brand_listings_l2w', 'total_viewed_products_l2w', 'total_checkouts_l2w', 'total_conversions_l2w', 'total_events_l2w', 'total_sessions_l2w_y', 'total_session_checkouts_l2w', 'total_session_conversions_l2w', 'total_events_ad_session_l2w', 'total_ad_sessions_l2w', 'has_checkout_l2w', 'has_conversion_l2w', 'percentage_l2w_week_activity', 'percentage_l2w_brand_listings', 'percentage_l2w_viewed_products', 'percentage_l2w_checkouts', 'percentage_l2w_conversions', 'kmeans_3', 'kmeans_5', 'kmeans_6', 'kmeans_15', 'kmeans_25'] (AUC: 0.8424) KeyboardInterrupt: Proceso muy costoso en tiempo. Se corta la ejecución, que ya sus resultados fueron guardados
best_features_backward
['total_brand_listings', 'total_viewed_products', 'total_checkouts', 'total_conversions', 'total_events', 'total_sessions', 'total_session_checkout', 'total_session_conversion', 'total_events_ad_session', 'total_ad_sessions', 'avg_events_per_session', 'avg_events_per_ad_session', 'percentage_session_ad', 'percentage_session_conversion', 'has_checkout', 'has_conversion', 'total_viewed_products_month_1', 'total_checkouts_month_1', 'total_conversions_month_1', 'total_events_month_1', 'total_sessions_month_1', 'total_session_checkouts_month_1', 'total_session_conversions_month_1', 'total_events_ad_session_month_1', 'total_ad_sessions_month_1', 'has_checkout_month_1', 'has_conversion_month_1', 'total_viewed_products_month_2', 'total_checkouts_month_2', 'total_conversions_month_2', 'total_events_month_2', 'total_sessions_month_2', 'total_session_checkouts_month_2', 'total_session_conversions_month_2', 'total_events_ad_session_month_2', 'total_ad_sessions_month_2', 'has_checkout_month_2', 'has_conversion_month_2', 'total_viewed_products_month_3', 'total_checkouts_month_3', 'total_conversions_month_3', 'total_events_month_3', 'total_sessions_month_3', 'total_session_checkouts_month_3', 'total_session_conversions_month_3', 'total_events_ad_session_month_3', 'total_ad_sessions_month_3', 'has_checkout_month_3', 'has_conversion_month_3', 'total_viewed_products_month_4', 'total_checkouts_month_4', 'total_conversions_month_4', 'total_events_month_4', 'total_sessions_month_4', 'total_session_checkouts_month_4', 'total_session_conversions_month_4', 'total_events_ad_session_month_4', 'total_ad_sessions_month_4', 'has_checkout_month_4', 'has_conversion_month_4', 'total_viewed_products_month_5', 'total_checkouts_month_5', 'total_conversions_month_5', 'total_events_month_5', 'total_sessions_month_5', 'total_session_checkouts_month_5', 'total_session_conversions_month_5', 'total_events_ad_session_month_5', 'total_ad_sessions_month_5', 'has_checkout_month_5', 'has_conversion_month_5', 'total_viewed_products_months_1_to_4', 'total_checkouts_months_1_to_4', 'total_conversions_months_1_to_4', 'total_events_months_1_to_4', 'total_sessions_months_1_to_4', 'total_session_checkouts_months_1_to_4', 'total_session_conversions_months_1_to_4', 'total_events_ad_session_months_1_to_4', 'total_ad_sessions_months_1_to_4', 'has_checkout_months_1_to_4', 'has_conversion_months_1_to_4', 'total_brand_listings_lw', 'total_viewed_products_lw', 'total_checkouts_lw', 'total_conversions_lw', 'total_events_lw', 'total_sessions_lw', 'total_session_checkouts_lw', 'total_session_conversions_lw', 'total_events_ad_session_lw', 'total_ad_sessions_lw', 'has_checkout_lw', 'has_conversion_lw', 'percentage_last_week_activity', 'percentage_last_week_brand_listings', 'percentage_last_week_viewed_products', 'percentage_last_week_checkouts', 'percentage_last_week_conversions', 'amount_of_months_that_has_bought', 'timestamp_last_event', 'timestamp_last_checkout', 'timestamp_last_conversion', 'timestamp_last_viewed_product', 'days_to_last_event', 'days_to_last_checkout', 'days_to_last_conversion', 'days_to_last_viewed_product', 'doy_last_event', 'dow_last_event', 'dom_last_event', 'woy_last_event', 'doy_last_checkout', 'dow_last_checkout', 'dom_last_checkout', 'woy_last_checkout', 'doy_last_conversion', 'dow_last_conversion', 'dom_last_conversion', 'woy_last_conversion', 'doy_last_viewed_product', 'dow_last_viewed_product', 'dom_last_viewed_product', 'woy_last_viewed_product', 'last_conversion_sku', 'last_conversion_price', 'percentage_last_month_activity', 'percentage_last_month_conversions', 'percentage_last_month_checkouts', 'percentage_last_month_viewed_products', 'days_between_last_event_and_checkout', 'percentage_regular_celphones_activity', 'var_viewed', 'conversion_gt_media', 'total_max_viewed_product', 'percentage_max_viewed_product', 'cant_viewed_brand_last_conversion', 'total_sessions_last_week', 'ratio_sessions_last_week_over_total', 'has_event_last_week', 'cant_visitas_customer_service', 'cant_visitas_faq_ecommerce', 'total_last_week_max_viewed_model', 'percentage_last_week_max_viewed_model', 'total_last_week_max_viewed_brand', 'percentage_last_week_max_viewed_brand', 'most_viewed_brand_is_asus', 'most_viewed_brand_is_ipad', 'most_viewed_brand_is_iphone', 'most_viewed_brand_is_lenovo', 'most_viewed_brand_is_lg', 'most_viewed_brand_is_motorola', 'most_viewed_brand_is_quantum', 'most_viewed_brand_is_samsung', 'most_viewed_brand_is_sony', 'most_viewed_brand_lw_is_asus', 'most_viewed_brand_lw_is_ipad', 'most_viewed_brand_lw_is_iphone', 'most_viewed_brand_lw_is_lenovo', 'most_viewed_brand_lw_is_lg', 'most_viewed_brand_lw_is_motorola', 'most_viewed_brand_lw_is_quantum', 'most_viewed_brand_lw_is_samsung', 'most_viewed_brand_lw_is_sony', 'total_sessions_l2w_x', 'ratio_sessions_l2w_over_total', 'total_brand_listings_l2w', 'total_viewed_products_l2w', 'total_checkouts_l2w', 'total_conversions_l2w', 'total_events_l2w', 'total_sessions_l2w_y', 'total_session_checkouts_l2w', 'total_session_conversions_l2w', 'total_events_ad_session_l2w', 'total_ad_sessions_l2w', 'has_checkout_l2w', 'has_conversion_l2w', 'percentage_l2w_week_activity', 'percentage_l2w_brand_listings', 'percentage_l2w_viewed_products', 'percentage_l2w_checkouts', 'percentage_l2w_conversions', 'kmeans_3', 'kmeans_5', 'kmeans_6', 'kmeans_15', 'kmeans_25']
http://people.stat.sfu.ca/~lockhart/richard/350/08_2/lectures/VariableSelection/web.pdf
Combinación de Forward Selection y Backward Elimination
CORTE = 15
contador = 0
best_features_stepwise = []
max_auc = 0
features_usadas = []
features_sin_usar = full_features[:]
for i in range(cantidad_features):
print(f'\n\nIteración {i+1} de {cantidad_features}')
print(f'Lo mejor al momento: {best_features_stepwise} (AUC: {max_auc:.4f}) \n\n')
auc_loc, feature_a_agregar = step_forward(features_usadas, features_sin_usar)
features_usadas.append(feature_a_agregar)
features_sin_usar.remove(feature_a_agregar)
features_to_stepwisear = features_usadas[:]
iteraciones = len(features_to_stepwisear)
print(f'\nStepWise: {features_to_stepwisear}\n')
for i in range(1,iteraciones):
auc, feature_a_borrar = step_backward(features_to_stepwisear)
features_to_stepwisear.remove(feature_a_borrar)
if auc > auc_loc:
features_usadas = features_to_stepwisear[:]
auc_loc = auc
contador += 1
if auc_loc > max_auc:
contador = 0
best_features_stepwise = features_usadas[:]
max_auc = auc_loc
if contador == CORTE: break
Iteración 1 de 188 Lo mejor al momento: [] (AUC: 0.0000) Model: random_forest - AUC: 0.5584 - AUCPR:0.0570 - Accuracy: 0.9496 ['avg_events_per_ad_session'] Model: random_forest - AUC: 0.6333 - AUCPR:0.0756 - Accuracy: 0.9496 ['percentage_session_ad'] Model: random_forest - AUC: 0.5000 - AUCPR:0.0504 - Accuracy: 0.9496 ['percentage_session_conversion'] KeyboardInterrupt: Proceso muy costoso en tiempo. Se corta la ejecución, que ya sus resultados fueron guardados
best_features_stepwise
[]