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Metadata Source: DataSuds

161 to 170 of 8,516 Results

02_qc_flags.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 15.4 KB - MD5: 7b6691de2a2138e42ab91ba31d80a9d9 Code - INPUT: SDNR_*_standardized.csv (included in ../data/) - Applies quality control rules (outlier detection, range checks) - Enforces stoichiometric constraints (TN ≥ DIN, TP ≥ PO4) - Assigns 5-tier QC flags (1=Good → 5=Rejected) - Generates flag_overall column -...
03_export_good.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 4.2 KB - MD5: 45f1c783248e9cb6f1534dc4381240bc Code - Exports flag==1 subset (optional) - Useful for users wanting only Good data
03_tables.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 9.9 KB - MD5: ea086b59b899ff44382454ff1b7ce85c Code - INPUT: SDNR__QC.csv - Generates gap audit tables - Creates data completeness summary - OUTPUT: gap_audit_.csv, data_completeness_summary.csv
04_figures_qc.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 10.2 KB - MD5: 0e4495fcb31a90e54ba2355fa854369d Code - INPUT: SDNR_*_QC.csv - Generate all manuscript figures
05_figures_timeseries.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 12.0 KB - MD5: 8d6c9d6fcc4f157728a0ae0bcc6d1a71 Code - INPUT: SDNR_*_QC.csv - Generate all manuscript figures
06_tables_results.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 18.2 KB - MD5: 2734be52bc574253299bb04c5d70b952 Code - INPUT: SDNR_*_QC.csv - Generates statistical summary tables - Seasonal/spatial comparisons, trends
07_figures_seasonal_climatology.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 12.0 KB - MD5: ba958a27618548fec96b4f52191f994b Code - INPUT: SDNR_*_QC.csv - Generate all manuscript figures
08_longitudinal_profiles.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 14.2 KB - MD5: 5a962c7152ebdec8f0240f6ce60683e9 Code - INPUT: SDNR_*_QC.csv - Generate all manuscript figures
09_figures_gradients.py Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Python Source Code - 4.0 KB - MD5: 01c28b8d5da6289f6335bb35e3623894 Code - INPUT: SDNR_*_QC.csv - Generate all manuscript figures
data_completeness_summary.tab Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam Tabular Data - 3.0 KB - 12 Variables, 38 Observations - UNF:6:onDGZoY+PrKJQcHdFX+ajw== Documentation - Overall completeness by parameter and dataset (timeseries vs transects) - Flag distribution percentages (% Good, % Suspect, % <MDL, % Missing) - Notes on systematic gaps (e.g., "Alkalinity starts 2020") - Essential for understanding data availability patterns

02_qc_flags.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 15.4 KB -

Code

- INPUT: SDNR_*_standardized.csv (included in ../data/) - Applies quality control rules (outlier detection, range checks) - Enforces stoichiometric constraints (TN ≥ DIN, TP ≥ PO4) - Assigns 5-tier QC flags (1=Good → 5=Rejected) - Generates flag_overall column -...

03_export_good.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 4.2 KB -

Code

- Exports flag==1 subset (optional) - Useful for users wanting only Good data

03_tables.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 9.9 KB -

Code

- INPUT: SDNR_*_QC.csv - Generates gap audit tables - Creates data completeness summary - OUTPUT: gap_audit_*.csv, data_completeness_summary.csv

04_figures_qc.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 10.2 KB -

Code

- INPUT: SDNR_*_QC.csv - Generate all manuscript figures

05_figures_timeseries.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 12.0 KB -

Code

- INPUT: SDNR_*_QC.csv - Generate all manuscript figures

06_tables_results.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 18.2 KB -

Code

- INPUT: SDNR_*_QC.csv - Generates statistical summary tables - Seasonal/spatial comparisons, trends

07_figures_seasonal_climatology.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 12.0 KB -

Code

- INPUT: SDNR_*_QC.csv - Generate all manuscript figures

08_longitudinal_profiles.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 14.2 KB -

Code

- INPUT: SDNR_*_QC.csv - Generate all manuscript figures

09_figures_gradients.py

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Python Source Code - 4.0 KB -

Code

- INPUT: SDNR_*_QC.csv - Generate all manuscript figures

data_completeness_summary.tab

Mar 5, 2026 - Ten years of biogeochemical monitoring in the highly urbanized tropical Saigon-Dong Nai River estuary (2015-2025), Vietnam

Tabular Data - 3.0 KB - 12 Variables, 38 Observations -

Documentation

- Overall completeness by parameter and dataset (timeseries vs transects) - Flag distribution percentages (% Good, % Suspect, % <MDL, % Missing) - Notes on systematic gaps (e.g., "Alkalinity starts 2020") - Essential for understanding data availability patterns

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