Dev time correction

configs/neptune.yaml

@@ -51,11 +51,15 @@ parameters:
   fill_value: 0
 
 # Feature Extraction
-  installments__last_k_trend_periods: '[10, 50, 100, 500]'
-  installments__last_k_agg_periods: '[1, 5, 10, 20, 50, 100]'
-  installments__last_k_agg_period_fractions: '[(5,20),(5,50),(10,50),(10,100),(20,100)]'
-  pos_cash__last_k_trend_periods: '[6, 12]'
-  pos_cash__last_k_agg_periods: '[6, 12, 30]'
+  installments__last_k_trend_periods: '[180, 360, 720]'
+  installments__last_k_agg_periods: '[60, 180, 360, 720, 1500]'
+  installments__last_k_agg_period_fractions: '[(60,180),(60,360),(180,1500),(360,1500)]'
+  pos_cash__last_k_trend_periods: '[6, 12, 60]'
+  pos_cash__last_k_agg_periods: '[6, 12, 24, 60]'
+  pos_cash__last_k_agg_period_fractions: '[(6,24), (12, 60)]'
+  bureau_balance__last_k_trend_periods: '[6, 12, 60]'
+  bureau_balance__last_k_agg_periods: '[6, 12, 24, 60]'
+  bureau_balance__last_k_agg_period_fractions: '[(6,24), (12, 60)]'
   application_aggregation__use_diffs_only: True
   use_nan_count: True
 

configs/neptune_random_search.yaml

@@ -1,7 +1,7 @@
 project: ORGANIZATION/home-credit
 
 name: home-credit-default-risk
-tags: [solution-4]
+tags: [solution-6]
 
 metric:
   channel: 'ROC_AUC'
@@ -33,7 +33,7 @@ parameters:
 
 # Kaggle
   kaggle_api: 0
-  kaggle_message: 'solution-4'
+  kaggle_message: 'solution-6'
 
 # Data preparation
   n_cv_splits: 5
@@ -51,11 +51,15 @@ parameters:
   fill_value: None
 
 # Feature Extraction
-  installments__last_k_trend_periods: '[10, 50, 100, 500]'
-  installments__last_k_agg_periods: '[1, 5, 10, 50, 100, 500]'
-  installments__last_k_agg_period_fractions: '[(5,20),(5,50),(10,50),(10,100),(20,100)]'
-  pos_cash__last_k_trend_periods: '[6, 12]'
-  pos_cash__last_k_agg_periods: '[6, 12, 30]'
+  installments__last_k_trend_periods: '[180, 360, 720]'
+  installments__last_k_agg_periods: '[60, 180, 360, 720, 1500]'
+  installments__last_k_agg_period_fractions: '[(60,180),(60,360),(180,1500),(360,1500)]'
+  pos_cash__last_k_trend_periods: '[6, 12, 60]'
+  pos_cash__last_k_agg_periods: '[6, 12, 24, 60]'
+  pos_cash__last_k_agg_period_fractions: '[(6,24), (12, 60)]'
+  bureau_balance__last_k_trend_periods: '[6, 12, 60]'
+  bureau_balance__last_k_agg_periods: '[6, 12, 24, 60]'
+  bureau_balance__last_k_agg_period_fractions: '[(6,24), (12, 60)]'
   application_aggregation__use_diffs_only: True
   use_nan_count: True
 

configs/neptune_stacking.yaml

@@ -56,6 +56,10 @@ parameters:
   installments__last_k_agg_period_fractions: None
   pos_cash__last_k_trend_periods: None
   pos_cash__last_k_agg_periods: None
+  pos_cash__last_k_agg_period_fractions: None
+  bureau_balance__last_k_trend_periods: None
+  bureau_balance__last_k_agg_periods: None
+  bureau_balance__last_k_agg_period_fractions: None
   application_aggregation__use_diffs_only: True
   use_nan_count: True
 

notebooks/eda-application.ipynb

@@ -535,9 +535,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cpu py3",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "cpu_py3"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {