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* age/employment dummies (#104) * added diff features * New handcrafted features (#102) * Dynamic features * Smart features (#61) * Update README.md * Update README.md * Update * Smart features update * More descriptive transformer name * Reading all data in main * More application features * Transformer for cleaning * Multiinput data dictionary * Fix (#63) * fixed configs * dropped redundand steps, moved stuff to cleaning, refactored groupby (#64) * dropped redundand steps, moved stuff to cleanining, refactored groupby * restructured, added stacking + CV * Fix format string * Update pipeline_manager.py clipped prediction -> prediction * added stratified kfold option (#77) * Update config (#79) * dropped redundand steps, moved stuff to cleanining, refactored groupby * restructured, added stacking + CV * Update pipeline_config.py * Dev review (#81) * dropped feature by type split, refactored pipleine_config * dropped feature by type split method * explored application features * trash * reverted refactor of aggs * fixed/updated bureau features * cleared notebooks * agg features added to notebook bureau * credit card cleaned * added other feature notebooks * added rank mean * updated model arch * reverted to old params * fixed rank mean calculations * ApplicationCleaning update (#84) * Cleaning - application * Clear output in notebook * clenaed names in steps, refactored mergeaggregate transformer, changed caching/saving specs (#85) * local trash * External sources notebook (#86) * Update * External sources notebook * Dev lgbm params (#88) * local trash * updated configs * dropped comment * updated lgb params * Dev app agg fix (#90) * dropped app_aggs * app agg features fixed * cleaned leftovers * dropped fast read-in for debug * External_sources statistics (#89) * Speed-up ext_src notebook * exernal_sources statistics * Weighted mean and notebook fix * application notebook update * clear notebook output * Fix auto submission (#95) * CreditCardBalance monthly diff mean * POSCASH remaining installments * POSCASH completed_contracts * notebook update * Resolve conflicts * Fix * Update neptune.yaml * Update neptune_random_search.yaml * Split static and dynamic features - credit card balance * Dev nan count (#105) * added nan_count * added nan count with parameter * Dev fe installments (#106) * added simple features, parallel groupby, last-installment features * refactored last_installment features * added features for the very last installment * Dev fe instalments dynamic (#107) * added dynamic-trend features * formated configs * added skew/iqr features * added number of credit agreement change features (#109) * added number of credit agreement change features * reverted sample size * Dynamic features - previous application (#108) * previous_application handcrafted features * previous application cleaning * Update neptune.yaml * code improvement * Update notebook * Notebook - feature importance (#112) * Dev speed up (#111) * refactored aggs to calculate only once per training, sped up installment and credit card (only single index groupby) * sped up all hand crafted * fixed bureau worker errors * fixed isntallment names * fixed isntallment names * fixed bureau and prev_app naming bugs * reverted to vectorized where possible * updated hyperparams * updated early stopping params to meet convergence * reverted to old fallback neptune file * updated paths * updated paths, explored prev-app features * dropped duplicated agg * POS_CASH added features * added second level models (#126) * POS CASH features added * Family features (#128) * Update README.md * Update README.md * Update README.md * Update README.md * Update README.md * Features - family - test * Features - family - aggregate * Features - family - aggregate 2 * Features - family - aggregate 3 * Features - family - aggregate 4 * Update pipeline_config.py * POS_CASH_balance feature cleaning * Yaml adjustment * Data cleaning and two new features (previous application) (#129) * new previous application features * Data cleaning * update application notebook * credit card cleaning * Data cleaning - groupby agg * Include suggested changes * Data cleaning - fix (#130) * new previous application features * Data cleaning * update application notebook * credit card cleaning * Data cleaning - groupby agg * Include suggested changes * Fix * Dev fractions (#132) * added fraction features to eda and feature extraction, updated configs * updated hyperparams * Path change * Dev (#134) * age/employment dummies (#104) * added diff features * New handcrafted features (#102) * Dynamic features * Smart features (#61) * Update README.md * Update README.md * Update * Smart features update * More descriptive transformer name * Reading all data in main * More application features * Transformer for cleaning * Multiinput data dictionary * Fix (#63) * fixed configs * dropped redundand steps, moved stuff to cleaning, refactored groupby (#64) * dropped redundand steps, moved stuff to cleanining, refactored groupby * restructured, added stacking + CV * Fix format string * Update pipeline_manager.py clipped prediction -> prediction * added stratified kfold option (#77) * Update config (#79) * dropped redundand steps, moved stuff to cleanining, refactored groupby * restructured, added stacking + CV * Update pipeline_config.py * Dev review (#81) * dropped feature by type split, refactored pipleine_config * dropped feature by type split method * explored application features * trash * reverted refactor of aggs * fixed/updated bureau features * cleared notebooks * agg features added to notebook bureau * credit card cleaned * added other feature notebooks * added rank mean * updated model arch * reverted to old params * fixed rank mean calculations * ApplicationCleaning update (#84) * Cleaning - application * Clear output in notebook * clenaed names in steps, refactored mergeaggregate transformer, changed caching/saving specs (#85) * local trash * External sources notebook (#86) * Update * External sources notebook * Dev lgbm params (#88) * local trash * updated configs * dropped comment * updated lgb params * Dev app agg fix (#90) * dropped app_aggs * app agg features fixed * cleaned leftovers * dropped fast read-in for debug * External_sources statistics (#89) * Speed-up ext_src notebook * exernal_sources statistics * Weighted mean and notebook fix * application notebook update * clear notebook output * Fix auto submission (#95) * CreditCardBalance monthly diff mean * POSCASH remaining installments * POSCASH completed_contracts * notebook update * Resolve conflicts * Fix * Update neptune.yaml * Update neptune_random_search.yaml * Split static and dynamic features - credit card balance * Dev nan count (#105) * added nan_count * added nan count with parameter * Dev fe installments (#106) * added simple features, parallel groupby, last-installment features * refactored last_installment features * added features for the very last installment * Dev fe instalments dynamic (#107) * added dynamic-trend features * formated configs * added skew/iqr features * added number of credit agreement change features (#109) * added number of credit agreement change features * reverted sample size * Dynamic features - previous application (#108) * previous_application handcrafted features * previous application cleaning * Update neptune.yaml * code improvement * Update notebook * Notebook - feature importance (#112) * Dev speed up (#111) * refactored aggs to calculate only once per training, sped up installment and credit card (only single index groupby) * sped up all hand crafted * fixed bureau worker errors * fixed isntallment names * fixed isntallment names * fixed bureau and prev_app naming bugs * reverted to vectorized where possible * updated hyperparams * updated early stopping params to meet convergence * reverted to old fallback neptune file * updated paths * updated paths, explored prev-app features * dropped duplicated agg * POS_CASH added features * POS CASH features added * POS_CASH_balance feature cleaning * Yaml adjustment * Path change * fix misinterpretations '<' instead of '>' * fix misinterpretations '<' instead of '>' * Add cleaning in application_groupby_agg (#137) * application agg cleaning * update neptune.yaml * New branch * Notebook dev * q * Sklearn models modified * Minor bug fix * Whatever * Space refactor * Old forgotten merge * Final refactor * Minor update * last k features with fraction removal * Fix PR isuuses
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