Shared solutions in kernel notebooks and discussion board

Private rank	Team name	Private score	Preprocessing	Feature engineering	Amount of features	Modeling strategies	Amount of models	Post-processing	Links
9	MPWARE	1.241	Remove outlier, Imputation	Timestamp feature, Holiday feature, Categorical statistic feature	nan	LightGBM(7), CatBoost(4), LiteMORT(1), Neural Network(4)	16	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/123525
13	Tim Yee	1.243	Remove outlier, Imputation	Timestamp feature, Categorical statistic feature	nan	LightGBM(3)	3	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/123496
20	[ods.ai]PowerRangers	1.244	Remove outlier, Imputation	Timestamp feature	nan	LightGBM(15), Neural Network(5)	20	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/123654
25	Georgi Pamukov	1.245	Remove outlier, Imputation	Timestamp feature, Holiday feature	nan	LightGBM, Neural Network, L1/L2 regression models	19	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/125307
46	Fernando Wittmann	1.248	nan	nan	nan	LightGBM(9)	9	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/123288
52	Pavel Gusev	1.25	nan	nan	nan	LightGBM(4)	4	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/124557
77	CR7	1.256	Remove outlier, Imputation	Timestamp feature, Holiday feature, Categorical statistic feature	50	LightGBM(10), CatBoost(1)	11	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/122863
173	Electrium Z	1.267	Remove outlier, Imputation	Timestamp feature, Holiday feature, Categorical statistic feature	nan	LightGBM, CatBoost, XGoost, RandomForestRegressor, Neural Network	15	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/123131
367	patrick0302	1.28	Remove outlier, Imputation	Timestamp feature, Holiday feature, Categorical statistic feature	40	LightGBM(7)	7	Model Ensemble	nan
497	Hiroyuki Namba	1.286	Remove outlier	nan	18	LightGBM(32)	32	Model Ensemble	https://www.kaggle.com/c/ashrae-energy-prediction/discussion/122796
1545	KottayamKings	1.31	Remove outlier	Timestamp feature, Holiday feature	14	LightGBM (1)	1	nan	https://www.kaggle.com/remisharoon/ashrae-gep-iii-rms-nb
1678	Taegwan Kim	1.32	nan	Timestamp feature, Holiday feature	14	LightGBM (1)	1	nan	https://www.kaggle.com/kimtaegwan/what-s-your-cv-method
1703	Vishwanath R Kulkarni	1.326	Remove outlier, Imputation	Timestamp feature, Categorical statistic feature	25	LightGBM (1)	1	nan	https://www.kaggle.com/kulkarnivishwanath/ashrae-great-energy-predictor-iii-eda-model
1710	Georgios Chatzis	1.327	Remove outlier	Timestamp feature	17	LightGBM (1)	1	nan	https://www.kaggle.com/geochatz/ashrae-building-energy-prediction-lightgbm
1727	UniTartu_ML	1.332	Remove outlier, Imputation	Timestamp feature, Categorical statistic feature	27	LightGBM (1)	1	nan	https://www.kaggle.com/navidbamdadroshan/unitartu-ml-submit
1866	Sergei Tsimbalist	1.369	Remove outlier, Imputation	Timestamp feature	18	LightGBM (1)	1	nan	https://www.kaggle.com/tsymbolist/ashrae-kfold-lightgbm
1920	Hitesh Somani	1.378	Remove outlier, Imputation	Timestamp feature	24	LightGBM (1)	1	nan	https://www.kaggle.com/hiteshsom/ashrae-3-lightgbm
2058	Clement_ut	1.385	Remove outlier, Imputation	Timestamp feature, Categorical statistic feature	27	LightGBM (1)	1	nan	https://www.kaggle.com/clementut/kernel4e51c0227f
2066	Atharva Patel	1.386	Remove outlier	Timestamp feature, Holiday feature	24	LightGBM (1)	1	nan	https://www.kaggle.com/patelatharva/prediction
2082	CodeNinja	1.387	Remove outlier, Imputation	Timestamp feature	22	LightGBM (1)	1	nan	https://www.kaggle.com/kaushal2896/ashrae-eda-fe-lightgbm-1-12
2130	Ergo Nigola	1.39	Remove outlier, Imputation	Timestamp feature, Categorical statistic feature	29	LightGBM (1)	1	nan	https://www.kaggle.com/enigola/ashrae-ml-hw6-lgbm
2163	mevrick	1.393	Remove outlier, Imputation	Timestamp feature, Holiday feature	21	LightGBM (1)	1	nan	https://www.kaggle.com/amitkishore/feature-engineering-lgb
2232	Viswajith	1.397	Remove outlier, Imputation	Timestamp feature, Holiday feature	16	LightGBM (1)	1	nan	https://www.kaggle.com/viswajithkn/great-energy-prediction
2373	MANISH SHUKLA	1.41	Remove outlier, Imputation	Timestamp feature	21	LightGBM (1)	1	nan	https://www.kaggle.com/shukla84manish/energy-consumption
2400	Stéphane Thibaud	1.412	Remove outlier, Imputation	Timestamp feature	15	LightGBM (1)	1	nan	https://www.kaggle.com/snthibaud/energy-usage-prediction
2538	luisfer	1.436	Imputation	Timestamp feature	13	Neural Network(1)	1	nan	https://www.kaggle.com/luisfer/mia-ashrae
2549	Srinivas M Besthar	1.439	Imputation	Timestamp feature	22	LightGBM (1)	1	nan	https://www.kaggle.com/srbestha/ashare-light-gbm
2589	Vikas Singh	1.452	Imputation	Timestamp feature	21	LightGBM (1)	1	nan	https://www.kaggle.com/vikassingh1996/ashrae-great-energy-insightful-eda-fe-lgbm
2646	Ishaan Jain	1.47	Imputation	Timestamp feature	nan	LightGBM (1)	1	nan	https://www.kaggle.com/ishaan45/starter-code
2761	Gouher Danish	1.526	Remove outlier, Imputation	Timestamp feature	17	LightGBM (1)	1	nan	https://www.kaggle.com/gouherdanishiitkgp/ashrae-basic-eda-and-feature-engineering
2767	Paul Larmuseau	1.529	Imputation	Timestamp feature	23	Linear Regression	1	nan	https://www.kaggle.com/plarmuseau/ashrae-linear-regressions
2801	Aldrin	1.549	Imputation	Timestamp feature	20	RandomForestRegressor(1)	1	nan	https://www.kaggle.com/aldrinl/eda-rf-ashrae-great-energy-predictor
3077	Pierre-Matthieu Pair	1.839	Imputation	Timestamp feature	13	LightGBM (1)	1	nan	https://www.kaggle.com/pierrematthieupair/ashrae-modeling
3258	Sreelatha Renukuntla	2.265	nan	Timestamp feature	19	RandomForestRegressor(1)	1	nan	https://www.kaggle.com/sreelathar/ashrae-meter-reading-prediction
3296	Sneaky Weasels	2.393	Remove outlier, Imputation	nan	4	RandomForestRegressor(1)	1	nan	https://www.kaggle.com/kadriligi/no-weather-data
3372	Ceren Iyim	2.704	Imputation	Timestamp feature, Categorical statistic feature	24	LightGBM (1)	1	nan	https://www.kaggle.com/cereniyim/save-the-energy-for-the-future-3-predictions
3514	Jakub Ciborowski	4.21	nan	Timestamp feature	21	LightGBM (1)	1	nan	https://www.kaggle.com/jogin213/ashrae