Merge pull request #1033 from Arghya-Banerjee/water-quality-eda

Added Water Quality Data EDA
Kushal997-das · May 21, 2024 · bc879e8 · bc879e8
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diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/README.md b/Machine Learning and Data Science/Basic/Water Quality Data EDA/README.md
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+# Water Quality Data EDA
+
+### Source of data:-
+
+##### https://www.kaggle.com/datasets/supriyoain/water-quality-data/data
+
+### Features in the dataset:-
+
+<ul> <b>Date:</b> Indicates the date when the water quality data was recorded. </ul>
+<ul> <b>Salinity:</b> Denotes the concentration of salts in the water. </ul>
+<ul> <b>Dissolved Oxygen:</b> Indicates the amount of oxygen dissolved in the water, crucial for aquatic life. </ul>
+<ul> <b>pH:</b> Represents the acidity or alkalinity level of the water. </ul>
+<ul> <b>Secchi Depth (m):</b> Measures the depth at which a Secchi disk disappears from view, providing insight into water transparency. </ul>
+<ul> <b>Water Depth:</b> Indicates the depth of the water column at the sampling location. </ul>
+<ul> <b>Water Temperature:</b> Provides the thermal condition of the water. </ul>
+<ul> <b>Air Temperature:</b> Represents the ambient air temperature during sampling. </ul>
+
+### Example Data Visualizations:-
+
+<img src="./images/image.png"  width="400" height="200">
+
+<img src="./images/image-1.png"  width="400" height="200">
+
+<img src="./images/image-2.png"  width="400" height="300">
+
+<img src="./images/image-3.png"  width="400" height="200">
+
+<img src="./images/image-4.png"  width="400" height="200">
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/dataset/waterquality.csv b/Machine Learning and Data Science/Basic/Water Quality Data EDA/dataset/waterquality.csv
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-1.png b/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-1.png
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-2.png b/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-2.png
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-3.png b/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-3.png
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-4.png b/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image-4.png
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image.png b/Machine Learning and Data Science/Basic/Water Quality Data EDA/images/image.png
diff --git a/Machine Learning and Data Science/Basic/Water Quality Data EDA/water-quality-data-eda.ipynb b/Machine Learning and Data Science/Basic/Water Quality Data EDA/water-quality-data-eda.ipynb
diff --git a/Machine Learning and Data Science/README.md b/Machine Learning and Data Science/README.md
@@ -22,7 +22,7 @@
 | 13. | [Linear Regression from scratch](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Linear%20Regression%20from%20scratch) | 14. | [Medical Data Visualizer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Medical%20Data%20Visualizer) | 15. | [Medical Insurance Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Medical%20Insurance%20Prediction) |
 | 16. | [Movie Recommendation System](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Movie%20Recommendation%20System) | 17. | [Page View Time Series Visualizer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Page%20View%20Time%20Series%20Visualizer) | 18. | [Sea Level Predictor](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Sea%20Level%20Predictor) |
 | 19. | [Single Neural Network](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Single%20Neural%20Network) | 20. | [Titanic Survival Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Titanic_Survival_Prediction) | 21. | [Uber Analysis](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Uber%20Analysis) |
-| 22. | [Walmart Analysis](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Walmart%20Analysis) | 23. | [Wine Quality Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Wine%20Quality%20Prediction) |
+| 22. | [Walmart Analysis](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Walmart%20Analysis) | 23. | [Wine Quality Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Wine%20Quality%20Prediction) | 24. | [Water Quality Data EDA](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Water%20Quality%20Data%20EDA) |
 
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