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wawqi-water-quality-analysis/code.py at main - GitHub
...This code calculates the Weighted Arithmetic Water Quality Index (WAWQI) from water quality data, classifies the quality status, and outputs a summary to an Excel file....
https://github.com/ranafge/wawqi-water-quality-analysis/blob/main/code.py

water quality prediction.ipynb - Colab
...accuracy = calculate_accuracy(torch.sigmoid(outputs), y_train_tensor)...
https://colab.research.google.com/github/Harsha0018/water-quality-prediction-using-deep-learning/blob/main/water%20quality%20prediction.ipynb/

Machine learning models for predicting water quality index ...
...A Python web application has been developed, integrating a model equipped with optimized hyperparameters via an intuitive GUI. This GUI is specifically designed for predicting the IWQI, as illustrated in Figure 11....
https://iwaponline.com/ws/article/24/9/3269/104173/Machine-learning-models-for-predicting-water

Water Quality Analysis using Python - Kaggle
...Now, the next step is to train a machine learning model for the task of water quality analysis using Python. For this task, I will be using the PyCaret library in Python....
https://www.kaggle.com/code/dkhalidashik/water-quality-analysis-using-python

Varuna: A Python-Based System for Water Quality Index Calculation
...Developed by Joyanta Debnath and Ananta Debnath, Varuna?named after the Hindu god of water?is a Python-based system designed for accurate and adaptable WQI calculations....
https://www.ijisrt.com/assets/upload/files/IJISRT25MAY2351.pdf

Groundwater Quality Assessment and Irrigation Water Quality Index ...
...This study aims to estimate the IWQI to evaluate the groundwater of Naama?s arid region in southwest Algeria for irrigation purposes. Additionally, we propose a methodology for forecasting IWQI using Extreme Gradient Boosting (XGBoost), Support vector regression (SVR), and K-Nearest Neighbours (KNN) models....
https://www.mdpi.com/2073-4441/16/2/264

Water Quality index using API #pythonproject - YouTube
...? Unlocking the power of Python to assess and monitor water quality! ? ? Dive into the world of environmental data with our Python-based Water Quality Index (WQI) project using API ......
https://www.youtube.com/watch?v=TcimPYaFU5g

A GUI tool in Python to calculate water quality parameters
...Input: A .csv file with River Name, Station Codes and their latitude and longitude information, and the water quality parameters for all the stations. Output: OIP values and water quality classification value....
https://github.com/AnoushkaVyas/Water-Quality-Prediction

Machine Learning-driven Optimization of Water Quality Index: A ...
...Overall, the results of IWQI modeling using ML techniques exhibited consistent agreement with the actual IWQI values obtained through the ENTROPY and CRITIC methods for both seasons....
https://link.springer.com/article/10.1007/s41748-024-00500-2

(PDF) Development of Irrigation Water Quality Index Using Artificial ...
...In order to calculate the water quality, the water quality index is modeled using artificial neural network models that incorporate feedforward neural network backpropagation neural networks and radial neural networks....
https://www.academia.edu/124466166/Development_of_Irrigation_Water_Quality_Index_Using_Artificial_Neural_Network



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