2022 ann kaggle water quality dataset github water consumption dataset  (Kaggle Inc)

Journal: Scientific Reports

Article Title: Forecasting of global water usage in agriculture and total global consumption by using the Bi-GRU model

doi: 10.1038/s41598-026-44885-8

Figure Lengend Snippet: Research flow diagram using Global Water Consumption (2000–2024) dataset.

Article Snippet: , 2022 , ANN , Kaggle Water Quality Dataset & GitHub Water Consumption Dataset , , R2=0.997 , The exclusive focus on the volume of water consumed over a specific period..

Techniques:

Journal: Scientific Reports

Article Title: Forecasting of global water usage in agriculture and total global consumption by using the Bi-GRU model

doi: 10.1038/s41598-026-44885-8

Figure Lengend Snippet: Split of the GWC dataset into 80% training, 10% validation and 10% testing.

Article Snippet: , 2022 , ANN , Kaggle Water Quality Dataset & GitHub Water Consumption Dataset , , R2=0.997 , The exclusive focus on the volume of water consumed over a specific period..

Techniques: Biomarker Discovery

Journal: Scientific Reports

Article Title: Forecasting of global water usage in agriculture and total global consumption by using the Bi-GRU model

doi: 10.1038/s41598-026-44885-8

Figure Lengend Snippet: Bi-GRU model predictions of TWC on the test dataset.

Article Snippet: , 2022 , ANN , Kaggle Water Quality Dataset & GitHub Water Consumption Dataset , , R2=0.997 , The exclusive focus on the volume of water consumed over a specific period..

Techniques:

Journal: Scientific Reports

Article Title: Forecasting of global water usage in agriculture and total global consumption by using the Bi-GRU model

doi: 10.1038/s41598-026-44885-8

Figure Lengend Snippet: Bi-GRU model predictions of AWU on the test dataset.

Article Snippet: , 2022 , ANN , Kaggle Water Quality Dataset & GitHub Water Consumption Dataset , , R2=0.997 , The exclusive focus on the volume of water consumed over a specific period..

Techniques:

Journal: Scientific Reports

Article Title: Forecasting of global water usage in agriculture and total global consumption by using the Bi-GRU model

doi: 10.1038/s41598-026-44885-8

Figure Lengend Snippet: Error comparison of DL models on the GWC (2000–2024) dataset.

Article Snippet: , 2022 , ANN , Kaggle Water Quality Dataset & GitHub Water Consumption Dataset , , R2=0.997 , The exclusive focus on the volume of water consumed over a specific period..

Techniques: Comparison