Map of sampled sites created using ArcGIS software. حسب Joseph Kagabo (20405114)

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Data correlated and used in the study. حسب Joseph Kagabo (20405114)

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Fig 3 - حسب Joseph Kagabo (20405114)

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Fig 2 - حسب Joseph Kagabo (20405114)

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Summary statistics of physico-chemical properties across Rwandan water bodies. حسب Joseph Kagabo (20405114)

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Testing set error. حسب Xiangjuan Liu (618000)

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Internal structure of an LSTM cell. حسب Xiangjuan Liu (618000)

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Prediction effect of each model after STL. حسب Xiangjuan Liu (618000)

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The kernel density plot for data of each feature. حسب Xiangjuan Liu (618000)

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Analysis of raw data prediction results. حسب Xiangjuan Liu (618000)

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Flowchart of the STL. حسب Xiangjuan Liu (618000)

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SARIMA predicts season components. حسب Xiangjuan Liu (618000)

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BWO-BiLSTM model prediction results. حسب Xiangjuan Liu (618000)

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MAE values under STL model and PCA principal component analysis model. حسب Xiangjuan Liu (618000)

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Bi-LSTM architecture diagram. حسب Xiangjuan Liu (618000)

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LSTM predicts trend components and residual components. حسب Xiangjuan Liu (618000)

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The MAE value of the model after STL decomposition. حسب Xiangjuan Liu (618000)

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The prediction results of each model based on the original data. حسب Xiangjuan Liu (618000)

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STL Linear Combination Forecast Graph. حسب Xiangjuan Liu (618000)

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LOSS curves for BWO-BiLSTM model training. حسب Xiangjuan Liu (618000)

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