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Integrating Postgresql and R: Open-Source Tools For Processing and Reporting Monitoring Data Cover

Integrating Postgresql and R: Open-Source Tools For Processing and Reporting Monitoring Data

Open Access
|Sep 2025

Figures & Tables

Fig. 1.

Diagram illustrates the structure of the framework for processing and reporting hydrological monitoring data.
Diagram illustrates the structure of the framework for processing and reporting hydrological monitoring data.

Fig. 2.

Upper Parsęta catchment. 1 – watershed of the upper Parsęta catchment, 2 – the hydrometric station closing the upper Parsęta catchment, 3 – meteorological station.
Upper Parsęta catchment. 1 – watershed of the upper Parsęta catchment, 2 – the hydrometric station closing the upper Parsęta catchment, 3 – meteorological station.

Fig. 3.

Variability of daily values of precipitation P – and discharge Q – in the hydrological year 2024. The discharge plot also shows the boundaries of flow level categories.
Variability of daily values of precipitation P – and discharge Q – in the hydrological year 2024. The discharge plot also shows the boundaries of flow level categories.

Fig. 4.

Shares of flow level categories: A – in individual months of 1994–2024, B – in the hydrological year 2024 and C – in hydrological years 1994–2024.
Shares of flow level categories: A – in individual months of 1994–2024, B – in the hydrological year 2024 and C – in hydrological years 1994–2024.

Fig. 5.

Variability of monthly values of the runoff coefficient (a) – in the hydrological year 2024 in comparison to the monthly runoff coefficient values calculated based on 1994–2024.
Variability of monthly values of the runoff coefficient (a) – in the hydrological year 2024 in comparison to the monthly runoff coefficient values calculated based on 1994–2024.

Fig. 6.

Variability of monthly discharge coefficient (k) – values in the hydrological year 2024 compared to the period 1994–2024.
Variability of monthly discharge coefficient (k) – values in the hydrological year 2024 compared to the period 1994–2024.

Fig. 1.

Diagram illustrates the structure of the framework for processing and reporting hydrological monitoring data.
Diagram illustrates the structure of the framework for processing and reporting hydrological monitoring data.

Fig. 2.

Upper Parsęta catchment.
1 – watershed of the upper Parsęta catchment, 2 – the hydrometric station closing the upper Parsęta catchment, 3 – meteorological station.
Upper Parsęta catchment. 1 – watershed of the upper Parsęta catchment, 2 – the hydrometric station closing the upper Parsęta catchment, 3 – meteorological station.

Fig. 3.

Variability of daily values of precipitation P – and discharge Q – in the hydrological year 2024. The discharge plot also shows the boundaries of flow level categories.
Variability of daily values of precipitation P – and discharge Q – in the hydrological year 2024. The discharge plot also shows the boundaries of flow level categories.

Fig. 4.

Shares of flow level categories: A – in individual months of 1994–2024, B – in the hydrological year 2024 and C – in hydrological years 1994–2024.
Shares of flow level categories: A – in individual months of 1994–2024, B – in the hydrological year 2024 and C – in hydrological years 1994–2024.

Fig. 5.

Variability of monthly values of the runoff coefficient (a) – in the hydrological year 2024 in comparison to the monthly runoff coefficient values calculated based on 1994–2024.
Variability of monthly values of the runoff coefficient (a) – in the hydrological year 2024 in comparison to the monthly runoff coefficient values calculated based on 1994–2024.

Fig. 6.

Variability of monthly discharge coefficient (k) – values in the hydrological year 2024 compared to the period 1994–2024.
Variability of monthly discharge coefficient (k) – values in the hydrological year 2024 compared to the period 1994–2024.

Summary of thematic indicators for hydrological data with formulas according to Bajkiewicz-Grabowska et al_ (1993) and Ozga-Zielinska, Brzezinski (1997)_

ParametersDescriptionFormula
QDischarge in cubic meters per second
PPrecipitation in millimetres
NQ, SQ, WQMinimum (NQ), mean (SQ) and maximum (WQ) values calculated based on daily discharge (Q)SQ=i=1nQin$SQ = {{\mathop \sum \limits_{i = 1}^n {Q_i}} \over n}$
AQRelative amplitude of dischargeAF=(WQNQ)SQ$AF = {{\left( {WQ - NQ} \right)} \over {SQ}}$
Long-term discharge characteristics
WNQ, WSQ, WWQMaximum extreme discharges are the highest values calculated using annual NQ, SQ and WQ values.
NNQ, NSQ, NWQMinimum extreme discharges are the lowest values calculated, respectively, using annual NQ, SQ and WQ values.
SNQ, SSQ, SWQMean discharge is the mean value calculated using annual NQ, SQ and WQ values.SNQ=i=1nNQin$SNQ = {{{{\sum\nolimits_{i = 1}^n {NQ} }_i}} \over n}$SSQ=i=1nSQin$SSQ = {{{{\sum\nolimits_{i = 1}^n {SQ} }_i}} \over n}$SWQ=i=1nWQin$SWQ = {{{{\sum\nolimits_{i = 1}^n {WQ} }_i}} \over n}$
Hydrological parameters
qSpecific discharge is a discharge of water per unit area of a drainage basin expressed in litre per second per square kilometres.q=1000·QA$q = {{1000.Q} \over A}$A – catchment area
ORunoff depth is calculated as the runoff volume from a drainage basin divided by its area in a specific time, and is expressed in millimetres.O=Q·t·103A$O = {{Q.t.{{10}^{ - 3}}} \over A}$A – catchment area
aRunoff coefficient is the ratio of runoff depth to precipitation depth.a=OP$a = {O \over P}$
kMonthly discharge coefficient, k > 1 indicates months with the mean discharge (SQ) above the annual mean discharge calculated for the multi-year period, whereas k < 1 shows the months with mean discharge (SQ) below the annual mean discharge calculated for the multi-year period.k=SQmonth SQyear $k = {{S{Q_{month{\rm{\;}}}}} \over {S{Q_{year{\rm{\;}}}}}}$
Flow level categories
HHHigh above normalQ ≥ SWQ
HMAbove normalSWQ ≥ Q ≥ NWQ
NFNormal flow
LMBelow normalSNQ ≤ Q ≤ 0.5 · (NSQ + WNQ)
LLLow below normalQ ≤ SNQ
DOI: https://doi.org/10.14746/quageo-2025-0032 | Journal eISSN: 2081-6383 | Journal ISSN: 2082-2103
Language: English
Page range: 159 - 173
Submitted on: May 5, 2025
Published on: Sep 30, 2025
Published by: Adam Mickiewicz University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 times per year
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© 2025 Robert Kruszyk, Anna Dmowska, Mikołaj Majewski, Józef Szpikowshi, published by Adam Mickiewicz University
This work is licensed under the Creative Commons Attribution 4.0 License.