Adding Water Quality Data EDA

Adding this project to Basic section of Data Science and Machine Learning folder with main folder name as "Water Quality Data EDA"

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:-
+
+![alt text](image.png)
+
+![alt text](image-1.png)
+
+![alt text](image-2.png)
+
+![alt text](image-3.png)
+
+![alt text](image-4.png)