├── .gitignore ├── File_Tree.md ├── LICENSE ├── README.md ├── StandardFunction ├── coordinates.json ├── main.py ├── parameters.py └── polygon.py ├── Standard_function.ipynb ├── reports ├── README.md └── images │ ├── DO vs C vs Turb.png │ ├── DO,cholorophyll & Turbidity@1.5x.png │ ├── Drinking Water Quality.png │ ├── Quality of water@1.5x.png │ ├── Temperature Conclusion@1.5x.png │ ├── Temperature-Dash.png │ ├── chapterLogo.png │ └── data_collection_dashboard_video.mp4 └── src ├── README.md ├── data ├── Bhopal Water Quality Monitoring Resources .docx ├── HathaikhedaDam │ ├── DOM(HATHAIKEDA2018-2022) (1).csv │ ├── NDSI,NDTI,NDSI,pH,DO_Hathaikheda(2018-12-18to2022-12-17).csv │ ├── README.md │ ├── SM(Haithaikheda)2018-2022.csv │ └── Temperature_Hathaikheda(2016-01-01to2022-12-31).csv ├── JawaharBaalUdyanLake │ ├── CSV_files │ │ ├── Chlorophyll.csv │ │ ├── Dissolved Organic Matter final sheet.xlsx │ │ ├── Dissolved Oxygen.csv │ │ ├── Final_all_Parametres.csv │ │ ├── README.md │ │ ├── Salinty.csv │ │ ├── Suspended matter final sheet.xlsx │ │ ├── Temperature.csv │ │ ├── Turbidity.csv │ │ └── pH.csv │ ├── Chlorophyll concentration.xls │ ├── Dissolved Oxygen Matter.xls │ ├── Dissolved Oxygen.xls │ ├── README.md │ ├── Salinty.xls │ ├── Suspended Matter.xls │ ├── Temperature.xls │ ├── Turbidity.xls │ ├── pH.xls │ └── xls_files │ │ └── README.md ├── KaliyasotDam │ ├── ProcessedKaliyasotAllParams.csv │ ├── README.md │ ├── ndti_do_ndsi_kaliyasot.csv │ ├── ndwi_mndwi_ndci_kaliyasot.csv │ ├── ph_wst_kaliyasot.csv │ └── ssc_chla_kaliyasot.csv ├── KerwaDam │ ├── Kerwa_Chlorophyll.csv │ ├── Kerwa_Dissolved Organic Matter_2018-01-01__2018-05-01.csv │ ├── Kerwa_Dissolved Organic Matter_2018-05-01__2018-06-01.csv │ ├── Kerwa_Dissolved Organic Matter_2018-06-01__2018-08-01.csv │ ├── Kerwa_Dissolved Organic Matter_2018-08-01__2018-11-01.csv │ ├── Kerwa_Dissolved Organic Matter_2018-11-01__2019-05-01.csv │ ├── Kerwa_Dissolved Organic Matter_2019-05-01__2019-08-01.csv │ ├── Kerwa_Dissolved Organic Matter_2019-08-01__2021-02-01.csv │ ├── Kerwa_Dissolved Organic Matter_2021-02-01__2022-09-01.csv │ ├── Kerwa_Dissolved Organic Matter_2022-09-01__2023-01-01.csv │ ├── Kerwa_Dissolved Oxygen.csv │ ├── Kerwa_Lake_EDA.ipynb │ ├── Kerwa_Salinty.csv │ ├── Kerwa_Suspended Matter_2018-01-01_2018-05-01.csv │ ├── Kerwa_Suspended Matter_2018-05-01__2018-06-01.csv │ ├── Kerwa_Suspended Matter_2018-06-01__2018-07-01.csv │ ├── Kerwa_Suspended Matter_2018-07-01__2019-01-01.csv │ ├── Kerwa_Suspended Matter_2019-01-01__2019-05-01.csv │ ├── Kerwa_Suspended Matter_2019-05-01__2020-01-01.csv │ ├── Kerwa_Suspended Matter_2020-01-01__2021-07-01.csv │ ├── Kerwa_Suspended Matter_2021-07-01__2023-01-01.csv │ ├── Kerwa_Temperature.csv │ ├── Kerwa_Turbidity.csv │ ├── Kerwa_pH.csv │ ├── Parameters_Extraction_KerwaLake_2023_03_07.ipynb │ ├── README.md │ └── kerwa_lake_bhopal_SHAPEFILES.zip ├── LendiyaTalab │ ├── All Paraneters.csv │ ├── Chlorophyll.csv │ ├── Dissolved Oxygen (Normalised).csv │ ├── Dissolved_Oxygen_mg_L.csv │ ├── README.md │ ├── Suspended Matter │ │ ├── README.md │ │ ├── Whole Susoended Matter.xlsx │ │ ├── sm_(2018-04-01 to 2018-04-10).csv │ │ ├── sm_(2018-04-11 to 2018-04-16) (1).csv │ │ ├── sm_(2018-04-17 to 2018-04-22).csv │ │ ├── sm_(2018-04-23 to 2018-04-30).csv │ │ ├── sm_(2018-05-01 to 2018-05-08).csv │ │ ├── sm_(2018-05-09 to 2018-05-16).csv │ │ ├── sm_(2018-05-17 to 2018-05-21).csv │ │ ├── sm_(2018-05-22 to 2018-05-26).csv │ │ ├── sm_(2018-05-27 to 2018-05-31).csv │ │ ├── sm_(2018-06-01 to 2018-06-10).csv │ │ ├── sm_(2018-06-11 to 2018-06-21).csv │ │ ├── sm_(2018-06-22 to 2018-07-01).csv │ │ ├── sm_(2018-07-01 to 2018-07-31).csv │ │ ├── sm_(2018-08-01 to 2018-08-15).csv │ │ ├── sm_(2018-08-16 to 2018-08-31).csv │ │ ├── sm_(2018-09-01 to 2018-11-30).csv │ │ ├── sm_(2018-12-01 to 2018-12-31).csv │ │ ├── sm_(2019-01-01 to 2019-03-31).csv │ │ ├── sm_(2019-04-01 to 2019-04-15).csv │ │ ├── sm_(2019-04-16 to 2019-04-22).csv │ │ ├── sm_(2019-04-23 to 2019-04-30).csv │ │ ├── sm_(2019-05-01 to 2019-05-10).csv │ │ └── sm_(2019-05-11 to 2019-05-21).csv │ ├── Temperature.csv │ ├── Turbidity.csv │ ├── dom_(2018-01-01 to 2022-12-31).csv │ ├── dom_(2018-01-01 to 2022-12-31).xlsx │ ├── pH.csv │ └── suspended matter.xlsx ├── LowerLake │ ├── Chlorophyll.csv │ ├── Dissolved Oxygen.csv │ ├── README.md │ ├── Salinty.csv │ ├── Temperature.csv │ ├── Turbidity.csv │ └── pH.csv ├── ManitLake │ ├── 2018.csv │ ├── 2019.csv │ ├── 2020.csv │ ├── Month_2018_removed null data.csv │ ├── Month_2019_removed null data.csv │ ├── Month_2020_removed null data.csv │ ├── README.md │ └── manit_lake_data.csv ├── MotiaTalab │ ├── README.md │ └── motia_talab_data.csv ├── NawabMunshiHussainKhanTalab │ ├── Chlorophyll.csv │ ├── Dissolved Oxygen.csv │ ├── README.md │ ├── Salinty.csv │ ├── Suspended Matter │ │ ├── spmg.csv │ │ ├── spmg1.csv │ │ ├── spmg2.csv │ │ ├── spmg3.csv │ │ └── spmg4.csv │ ├── Temperature.csv │ ├── Turbidity.csv │ ├── doms.csv │ └── pH.csv ├── README.md ├── SarangpaniLake │ ├── DOM(sarangpani).csv │ ├── NDSI,NDTI,NDSI,pH,DO (Sarangpani).csv │ ├── README.md │ ├── SM(sarangpani).csv │ └── Temperature(sarangpani).csv ├── ShahpuraLake │ ├── Chlorophyll.csv │ ├── Dissolved Oxygen.csv │ ├── README.md │ ├── Salinty.csv │ ├── Temperature.csv │ ├── Turbidity.csv │ └── pH.csv └── UpperLake │ ├── NDSI NDTI NDSI pH DO_Upper Lake_LW.csv │ ├── Organic Matter_Upper Lake_LW.csv │ ├── README.md │ ├── Suspended Matter_LW.csv │ └── Temperature_Upper Lake_LW.csv ├── deployment ├── .gitignore ├── Hathaikheda.csv ├── Parameter-Thresholds.png ├── README.md ├── SarangpaniLakefinal.csv ├── UPlake.csv ├── cords.py ├── datcollection_dashboard.mp4 ├── logo.png ├── main.py ├── merged_data.csv ├── merged_data_lowerlake.csv ├── requirements.txt ├── styles.css └── test.py ├── docs └── README.md ├── references └── README.md ├── results ├── Data Collection Web App │ ├── application │ │ ├── __init__.py │ │ ├── config.py │ │ ├── controllers.py │ │ └── dataFetch.py │ ├── data_directory │ │ └── lake_data.csv │ ├── main.py │ ├── requirements.txt │ ├── setup.sh │ ├── static │ │ └── 404Page.png │ └── templates │ │ ├── 404.html │ │ ├── index.html │ │ └── value_display.html ├── README.md └── final dashboard │ ├── .gitignore │ ├── Hathaikheda.csv │ ├── Parameter-Thresholds.png │ ├── README.md │ ├── SarangpaniLakefinal.csv │ ├── UPlake.csv │ ├── cords.py │ ├── datcollection_dashboard.mp4 │ ├── logo.png │ ├── main.py │ ├── merged_data.csv │ ├── merged_data_lowerlake.csv │ ├── requirements.txt │ ├── styles.css │ └── test.py ├── tasks ├── README.md ├── task-1-literature-review │ └── README.md ├── task-2-data-collection │ ├── README.md │ ├── Team 3 │ │ ├── lower_Lake_NDSI,NDTI,NDCI,DO,Temperature,pH,DOM,SM.ipynb │ │ ├── new_dataset (1).ipynb │ │ └── parameter.ipynb │ ├── Team-4 │ │ ├── Kerwa-Dam │ │ │ ├── README.md │ │ │ └── Wallace-Ferreira │ │ │ │ ├── Parameters_Extraction_KerwaLake_2023_03_07.ipynb │ │ │ │ └── kerwa_lake_bhopal_SHAPEFILES.zip │ │ ├── Lendiya Talab │ │ │ ├── Aniruddha-Kumar │ │ │ │ ├── Lendiya_Lake_NDSI,NDTI,NDCI,DO,Temperature,pH,DOM,SM.ipynb │ │ │ │ ├── README.md │ │ │ │ └── data_collection.py │ │ │ └── README.md │ │ ├── Nawab Munshi Hussain Khan Talab │ │ │ ├── Akshit Srivastava │ │ │ │ ├── Main.py │ │ │ │ └── parameters.py │ │ │ ├── Munshi_Khan_Talab.ipynb │ │ │ └── README.md │ │ └── README.md │ ├── team-1 │ │ ├── KALIYASOT_DAM_DATA_COLLECTION_01MARCH2023.ipynb │ │ ├── MANIT_LAKE_DATA COLLECTION_01MAR2023.ipynb │ │ ├── Manit_Lake_Data_Collection_01_Mar_2023.ipynb │ │ ├── Motia_talab_Data_Collection_01Mar2023.ipynb │ │ ├── Nawab_Siddique_Hasan_Khan_Talab.ipynb │ │ ├── Nawab_Siddique_Hasan_Khan__Talab_Data_Collection_1March2023.ipynb │ │ ├── README.md │ │ ├── Water_Monitoring_System_of_Manit_Lake.ipynb │ │ └── notebook_used_to_retrieve_data.ipynb │ ├── team-3 │ │ ├── Standard_function.ipynb │ │ ├── comparison_shahpura_lower_lake.png │ │ ├── create_bhopal_lower_lake_time_series.ipynb │ │ ├── dissolved_oxygen_sentinel.ipynb │ │ ├── gee_scripts_details.ipynb │ │ ├── generate_data_for_images_bhopal.ipynb │ │ ├── generate_shahpura_lake_time_Series.ipynb │ │ ├── generate_water_params_time_series.ipynb │ │ ├── generate_water_params_time_series_JawaharBaalUdyan_lake.ipynb │ │ ├── heatmap_salinity_lower_lake.png │ │ └── resources │ │ │ ├── bhopal_lower_lake_time_series.csv │ │ │ ├── bhopal_lower_lake_water_image_data.csv │ │ │ └── bhopal_shahpura_lake_time_series.csv │ └── team2 │ │ ├── Hathaikheda Lake │ │ ├── DOM(HATHAIKEDA2018-2022) (1).csv │ │ ├── NDSI,NDTI,NDSI,pH,DO_Hathaikheda(2018-12-18to2022-12-17).csv │ │ ├── SM(Haithaikheda)2018-2022.csv │ │ └── Temperature_Hathaikheda(2016-01-01to2022-12-31).csv │ │ ├── Sarangpani Datacollection │ │ ├── DOM(sarangpani).csv │ │ ├── NDSI,NDTI,NDSI,pH,DO (Sarangpani).csv │ │ ├── SM(sarangpani).csv │ │ ├── Temperature(sarangpani).csv │ │ └── sarangpaniLake.ipynb │ │ └── Upper lake │ │ ├── NDSI NDTI NDSI pH DO_Upper Lake_LW.csv │ │ ├── Organic Matter_Upper Lake_LW.csv │ │ ├── Suspended Matter_LW.csv │ │ └── Temperature_Upper Lake_LW.csv └── task-3-exploratory-data-analysis │ ├── README.md │ ├── Team-1 │ ├── EDA process.ipynb │ ├── EDA_Notebook.ipynb │ └── README.md │ └── Team2 │ ├── EDA │ └── Hathaikheda(DOM&SM)_EDA-Team2.ipynb └── visualizations ├── JawaharBaalUdyanLake ├── README.md └── Visualizations │ ├── Chlorophyll data visualization .png │ ├── Dissolved Oxygen.png │ ├── Salinity.png │ ├── Temperature.png │ ├── Turbudity .png │ ├── e5e9d62c-c539-4b51-bdab-565401ac7621.jpg │ ├── pH.png │ └── suspended matter.png ├── KerwaDam ├── Kerwa_Lake_Visualizations.ipynb └── README.md ├── LowerLake ├── Graphs for Cholorophyll content in Lower Lake │ ├── area graph of Chlorophyll in lower lake Covid.png │ ├── area graph of Chlorophyll in lower lake post Covid.png │ ├── area graph of Chlorophyll in lower lake pre Covid.png │ ├── bar graph of Chlorophyll in lower lake post Covid.png │ ├── bar graph of Chlorophyll in lower lake pre Covid.png │ ├── bar graph of chlorophyll in lower lake Covid.png │ ├── line graph of Chlorophyll in lower lake Covid.png │ ├── line graph of Chlorophyll in lower lake post Covid.png │ ├── line graph of Chlorophyll in lower lake pre Covid.png │ ├── scatter plot of Chlorophyll in lower lake Covid.png │ ├── scatter plot of Chlorophyll in lower lake post Covid.png │ └── scatter plot of Chlorophyll in lower lake pre Covid.png ├── Graphs of pH of Lower Lake │ ├── Range plot of pH of Lower lake pre Covid.png │ ├── Scatter Plot of pH of Lower lake Covid.png │ ├── Scatter Plot of pH of Lower lake post Covid.png │ ├── Scatter Plot of pH of Lower lake pre Covid.png │ ├── area graph of pH of Lower lake Covid.png │ ├── area graph of pH of Lower lake post Covid.png │ ├── area graph of pH of Lower lake pre Covid.png │ ├── line graph of pH of Lower lake Covid.png │ ├── line graph of pH of Lower lake post Covid.png │ ├── line graph of pH of Lower lake pre Covid.png │ ├── range plot of pH of lower lake in Covid.png │ └── range plot of pH of lower lake in Post Covid.png ├── README.md └── Visualition_of_lower_lake.ipynb ├── ManitLake ├── README.md ├── Screenshot (1105).png ├── Screenshot (1106).png ├── Screenshot (1107).png ├── Screenshot (1108).png ├── Screenshot (1109).png └── Screenshot (1110).png ├── MotiaTalab ├── Motia_Talab_data_visualisation.ipynb └── README.md ├── NawabMunshiHussainKhanTalab ├── EDA article.pdf ├── EDA.ipynb └── README.md ├── README.md ├── SarangpaniLake ├── Data_Visualition_&_Analysis_of_Sarangpani_Lake.ipynb └── README.md ├── ShahpuraLake ├── README.md └── data visualization │ ├── DOM over time visualization.jpg │ ├── chlorophyll vs time visualization.jpg │ ├── dissolved oxy over time visualization.jpg │ ├── pH over time visualization.jpg │ ├── salinity over time visualization.jpg │ ├── suspended matter over time visualization.jpg │ ├── temperature over time visualization.jpg │ └── turbidity vs 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