| Literature DB >> 34790861 |
Michel L Kapembo1,2, Florent B Mukeba3,4,2, Periyasamy Sivalingam4,2, Johnny B Mukoko4,2, Mathieu K Bokolo1,2, Crispin K Mulaji1,2, Pius T Mpiana1,2, John W Poté1,3,2,5.
Abstract
In many suburban municipalities of developing countries, the household drinking water comes mainly from groundwater including, wells, streams and springs. These sources are vulnerable because poor hygienic conditions and sanitation prevail causing persistence and recurrent waterborne diseases. In this research, a survey study on water resource use and an epidemiological survey of waterborne diseases were conducted among users of water points and medical institutions in suburban communes of Selembao and Kimbanseke (Kinshasa, the Democratic Republic of the Congo). In addition, physicochemical (temperature, pH, O2, electrical conductivity, and soluble ions: Na+, K+, PO4 3-, SO4 2-, NO3 -, NO2 -) and bacteriological (FIB: faecal indicator bacteria) analyses of water from 21 wells and springs were performed according to the seasonal variations. FIB included Escherichia coli (E. coli), Enterococcus and Total Coliforms. The survey results indicate that more than 75% of the patients admitted to local medical institutions between 2016 and 2019 are affected by waterborne diseases, including typhoid fever, amoebic dysentery, diarrhoea, gastroenteritis disorders and cholera. Except for NO3 - in some sites, the water physicochemical parameter values are within WHO permissible limits for drinking/domestic water quality. On the contrary, the results revealed high FIB levels in water from unmanaged wells and springs during rainy and dry seasons. The microbiological pollution was significantly higher in the rainy season compared to the dry season. Interestingly, no FIB contamination was observed in water samples from managed/developed wells. The results from this study will guide local government decisions on improving water quality to prevent recurrent waterborne diseases.Entities:
Keywords: Drinking water; Epidemiology; Groundwater; Human risk; Microbiological pollution; Waterborne diseases
Year: 2021 PMID: 34790861 PMCID: PMC8580925 DOI: 10.1007/s40899-021-00592-y
Source DB: PubMed Journal: Sustain Water Resour Manag
Fig. 1Adapted from Google maps of sampling site. a Democratic Republic of the Congo, b map showing the location of Kinshasa City in Democratic Republic of the Congo, c Selembao commune, districts of Ngafani (Sampling sites: FS1, FS2, PS1, PS2, PS3, PS4, PS5, PS6, and PS7) and d Kimbanseke commune, districts of Esanga (Sampling sites: FK1, FK2, FK3, PK1, PK2, PK3, PK4, PK5, SK1, SK2, SK3 and SK4)
Fig. 2Some sampling points (FS2, PS6, PS3) of the municipality of Selembao and (PK6, SK3 and FK3) for Kimbanseke (photos taken by M. Kapembo and F. Mukeba in October 2019)
Well and stream GPS locations, depth, and number of users
| Sampling site | Longitude | Latitude | Well depth (m) | Colour | No users | Construction year | |
|---|---|---|---|---|---|---|---|
| Dry season | Rainy season | ||||||
| FS1 | 15° 17′ 11.2″ | 4° 24′ 18.5″ | 22 | – | Clear | ± 1200 | 2019 |
| FS2 | 15° 17′ 09.3″ | 4° 24′ 35.2″ | 35 | – | Clear | ± 2500 | 2018 |
| FK1 | 15° 22′ 58.0″ | 4° 26′ 37.3″ | 40 | – | Clear | ± 2500 | 2015 |
| FK2 | 15° 22′ 03.7″ | 4° 26′ 36.1″ | 28 | – | Clear | ± 1500 | 2016 |
| FK3 | 15° 22′ 07.1″ | 4° 26′ 48.1″ | 30 | – | Clear | ± 1000 | 2014 |
| PS1 | 15° 17′ 05.5″ | 4° 24′ 1.2″ | 3 | 1 | Soft | ± 200 | 2016 |
| PS2 | 15° 17′ 04.1″ | 4° 24′ 03.8″ | 3 | 1.5 | Clear | ± 300 | 2017 |
| PS3 | 15° 17′ 00.8″ | 4° 24′ 07.4″ | 5 | 3 | Clear | ± 300 | 2016 |
| PS4 | 15° 16′ 59.2″ | 4° 24′ 12.4″ | 3 | 2 | Soft | ± 100 | 2016 |
| PS5 | 15° 17′ 01.5″ | 4° 24′ 27.4″ | 7 | 5 | Clear | ± 400 | 2017 |
| PS6 | 15° 17′ 01.9″ | 4° 24′ 29.0″ | 3 | 2 | Clear | ± 200 | 2016 |
| PS7 | 15° 17′ 02.0″ | 4° 24′ 29.4″ | 3 | 2 | Clear | ± 150 | 2017 |
| PK1 | 15° 22′ 01.8″ | 4° 26′ 39.8″ | 5 | 5 | Clear | ± 50 | 2015 |
| PK2 | 15° 22′ 01.7″ | 4° 26′ 39.6″ | 10 | 9 | Soft | ± 80 | 2018 |
| PK3 | 15° 22′ 00.3″ | 4° 26′ 37.8″ | 4 | 4 | Soft | ± 100 | 2016 |
| PK4 | 15° 22′ 04.4″ | 4° 26′ 52.2″ | 8 | 7 | Clear | ± 80 | 2013 |
| PK5 | 15° 22′ 04.4″ | 4° 26′ 48.1″ | 6 | 4 | Clear | ± 200 | 2019 |
| SK1 | 15° 22′ 26.6″ | 4° 26′ 04.1″ | 1 | 1 | Clear | + 500 | 2017 |
| SK2 | 15° 22′ 19.1″ | 4° 26′ 56.6″ | 1 | 1 | Clear | ± 500 | 2017 |
| SK3 | 15° 22′ 19.2″ | 4° 26′ 56.1″ | 0.5 | 1 | Clear | ± 300 | 2018 |
| SK4 | 15° 22′ 08.7″ | 4° 26′ 54.1″ | 0.8 | 1 | Soft | ± 150 | 2018 |
FS1–FS2 (managed/developed wells) and PS1–PS7 (unmanaged wells) from the district of Ngafani (Selembao commune). FK1–FK3 (managed/developed wells), PK1–PK5 (unmanaged wells) and SK1–SK4 (springs) from the district of Esanga (Kimbanseke commune)
Prevalence of the diseases during the period of 2018–2019 in the districts of Ngafani (Selembao) (Data source: Medical formations from Ngafani in Selembao, taken by Michel Kapembo in March 2019) and Esanga (Kimbanseke) (Data source: Medical formations from Esanga in Kimbanseke, taken by Florent Mukeba in March 2019)
| Diseases | 2016 | 2017 | 2018 | 2019 | ||||
|---|---|---|---|---|---|---|---|---|
| Ngafani | Esanga | Ngafani | Esanga | Ngafani | Esanga | Ngafani | Esanga | |
| Typhoid fever | 38 | 6 | ND | ND | 782 | 4 | 880 | 8 |
| Paludism | 6 | 16 | 1117 | 8 | 325 | 30 | 147 | 68 |
| Amoebic dysentery | 2 | 9 | 20 | 28 | 20 | 13 | 9 | 26 |
| Filariasis | 4 | 3 | ND | 7 | ND | 13 | ND | 7 |
| Gastroenteritis disorders | 2 | 21 | 1 | 26 | 6 | 18 | 10 | 10 |
| Cholera | 1 | 1 | 0 | 1 | 0 | 6 | 2 | 3 |
| Diarrhoea | 98 | 300 | 269 | 279 | 86 | 311 | 64 | 314 |
ND data no obtained
Average prevalence of waterborne diseases (according to age bracket) during the period of January–October 2018 in the districts of Ngafani (Data source: Medical formations from Selembao commune, taken by Michel Kapembo in February 2019)
| Diseases | 0–11 months | 1–4 years | 5–14 years | More than 15 years | Average |
|---|---|---|---|---|---|
| Paludism | 35.11 | 39.79 | 41.03 | 52.66 | 42.15 |
| Typhoid fever | 1.77 | 2.33 | 6.55 | 8.85 | 4.88 |
| Amebic dysentery | 1.04 | 2.85 | 3.12 | 5.82 | 3.21 |
| Gastroenteritis disorders | 1.32 | 0.99 | 0.74 | 0.89 | 0.99 |
| Filariasis | 2.18 | 1.94 | 0.75 | 3.45 | 2.08 |
| Diarrhoea | 3.50 | 2.97 | 2.15 | 2.32 | 2.74 |
Physicochemical parameters [temperature T, pH, Electrical conductivity (EC), and dissolved oxygen (O2)] of water samples from wells and springs during the dry (dry) and rainy (rainy) season
| Sampling sites | pH | EC (μs cm−1) | O2 (mg L−1) | |||||
|---|---|---|---|---|---|---|---|---|
| Dry | Rainy | Dry | Rainy | Dry | Rainy | Dry | Rainy | |
| FS1 | 24.6 | 26.4 | 6.1 | 5.9 | 135 | 94 | 2.3 | 1.9 |
| FS2 | 24.1 | 25.8 | 6.4 | 6.2 | 325 | 112 | 3.5 | 2.3 |
| FK1 | 26.5 | 28.1 | 5.6 | 6.3 | 264 | 197 | 4.1 | 5.1 |
| FK2 | 26.8 | 28.5 | 6.1 | 4.6 | 158 | 178 | 5.0 | 6.8 |
| FK3 | 26.2 | 28.0 | 5.3 | 5.6 | 138 | 182 | 4.7 | 6.2 |
| PS1 | 26.5 | 27.3 | 6.1 | 5.8 | 342 | 85 | 2.7 | 2.9 |
| PS2 | 25.8 | 27.9 | 6.5 | 5.7 | 258 | 132 | 3.2 | 3.5 |
| PS3 | 24.9 | 26.7 | 6.8 | 6.2 | 105 | 74 | 1.5 | 2.3 |
| PS4 | 26.1 | 26.3 | 6.9 | 5.7 | 470 | 123 | 3.0 | 2.7 |
| PS5 | 25.3 | 27.5 | 5.9 | 6.4 | 85 | 24 | 1.1 | 2.2 |
| PS6 | 24.8 | 27.7 | 6.5 | 5.8 | 189 | 135 | 3.4 | 2.9 |
| PS7 | 26.3 | 26.6 | 6.7 | 5.9 | 435 | 289 | 2.9 | 3.1 |
| PK1 | 23.9 | 27.3 | 6.1 | 7.4 | 563 | 82 | 3.1 | 2.4 |
| PK2 | 26.6 | 27.6 | 5.9 | 7.8 | 206 | 85 | 2.2 | 3.0 |
| PK3 | 26.5 | 27.4 | 6.3 | 6.7 | 704 | 98 | 2.5 | 3.3 |
| PK4 | 25.2 | 28.0 | 6.6 | 5.3 | 48 | 88 | 1.8 | 2.9 |
| PK5 | 24.6 | 28.1 | 5.6 | 5.6 | 304 | 66 | 3.6 | 3.2 |
| SK1 | 26.4 | 27.8 | 5.7 | 6.6 | 115 | 74 | 1.9 | 1.4 |
| SK2 | 26.9 | 27.2 | 5.2 | 6.7 | 363 | 82 | 3.7 | 3.1 |
| SK3 | 26.5 | 27.1 | 5.5 | 7.2 | 458 | 72 | 4.9 | 3.0 |
| SK4 | 24.3 | 28.8 | 5.3 | 7.0 | 62 | 78 | 2.5 | 3.2 |
| WHO regulationa | 12–25 | 6.5–9.5 | 200–800 | 4–6 | ||||
FS1–FS2 (managed/developed wells) and PS1–PS7 (unmanaged wells) from the district of Ngafani (Selembao commune)
FK1–FK3 (managed/developed wells), PK1–PK5 (unmanaged wells) and SK1–SK4 (springs) from the district of Esanga (Kimbanseke commune)
aLimit recommended by World Health Organization Guidelines for Drinking-water Quality (WHO 2017)
Concentration of soluble ions in water samples from wells and springs during the dry (dry) and rainy (rainy) season
| Sampling sites | Na+ (mg L−1) | K+ (mg L−1) | PO43−(mg L−1) | SO42− (mg L−1) | NO3−(mg L−1) | NO2−(mg L−1) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dry | Rainy | Dry | Rainy | Dry | Rainy | Dry | Rainy | Dry | Rainy | Dry | Rainy | |
| FS1 | 92.61 | 36.42 | 5.46 | 2.37 | 0.09 | 0.01 | 103.24 | 78.66 | 6.33 | 8.52 | 0.01 | 0.01 |
| FS2 | 78.56 | 58.90 | 4.88 | 2.19 | 0.83 | 0.07 | 94.32 | 19.45 | 1.32 | 12.40 | 0.01 | 0.01 |
| FK1 | 98.34 | 60.11 | 7.53 | 2.34 | 0.71 | 0.35 | 132.12 | 77.66 | 7.32 | 10.52 | 0.01 | 0.01 |
| FK2 | 103.20 | 51.14 | 8.52 | 3.17 | 0.88 | 0.62 | 215.32 | 141.27 | 5.41 | 9.06 | 0.01 | 0.01 |
| FK3 | 99.6 | 52.8 | 8.59 | 6.4 | 0.56 | 0.37 | 145.89 | 85.9 | 6.25 | 11.3 | 0.02 | 0.02 |
| PS1 | 28.64 | 17.44 | 8.50 | 6.11 | 0.01 | 0.02 | 128.15 | 31.01 | 25.48 | 72.17 | 0.02 | 0.09 |
| PS2 | 19.77 | 11.50 | 4.23 | 2.89 | 0.12 | 0.03 | 24.75 | 12.43 | 9.55 | 16.24 | 0.01 | 0.04 |
| PS3 | 31.01 | 24.35 | 2.89 | 3.56 | 1.04 | 0.07 | 9.07 | 6.06 | 9.98 | 10.12 | 0.02 | 0.05 |
| PS4 | 27.22 | 12.84 | 6.11 | 7.55 | 0.94 | 0.02 | 12.02 | 4.75 | 21.52 | 65.80 | 0.05 | 0.15 |
| PS5 | 44.10 | 31.50 | 4.99 | 2.93 | 0.45 | 0.02 | 7.88 | 6.55 | 12.56 | 24.58 | 0.01 | 0.01 |
| PS6 | 9.96 | 10.11 | 7.37 | 3.19 | 0.78 | 0.04 | 11.23 | 7.88 | 28.01 | 31.04 | 0.06 | 0.09 |
| PS7 | 52.44 | 42.31 | 10.47 | 7.51 | 1.03 | 0.02 | 20.05 | 12.92 | 1.38 | 9.78 | 0.01 | 0.05 |
| PK1 | 39.86 | 23.44 | 2.92 | 0.66 | 0.38 | 0.01 | 77.77 | 23.44 | 38.09 | 74.14 | 0.03 | 0.99 |
| PK2 | 7.91 | 2.14 | 3.64 | 1.04 | 0.54 | 0.33 | 139.44 | 101.03 | 43.61 | 83.11 | 0.77 | 1.02 |
| PK3 | 78.81 | 69.56 | 3.14 | 1.19 | 0.95 | 0.99 | 134.11 | 76.15 | 29.16 | 35.09 | 0.01 | 0.03 |
| PK4 | 10.22 | 8.77 | 2.06 | 0.99 | 0.09 | 0.01 | 111.09 | 45.22 | 32.53 | 75.12 | 0.02 | 0.07 |
| PK5 | 32.73 | 21.17 | 3.71 | 1.24 | 0.71 | 0.03 | 13.65 | 8.91 | 7.90 | 28.41 | 0.02 | 0.07 |
| SK1 | 53.41 | 32.11 | 8.32 | 4.22 | 0.32 | 0.21 | 49.33 | 22.45 | 2.30 | 7.45 | 0.01 | 0.01 |
| SK2 | 18.76 | 6.58 | 2.34 | 0.39 | 0.98 | 0.99 | 200.03 | 64.49 | 47.84 | 68.24 | 0.01 | 0.87 |
| SK3 | 27.12 | 3.33 | 6.45 | 2.22 | 0.56 | 0.12 | 99.05 | 45.08 | 4.58 | 10.17 | 0.01 | 0.04 |
| SK4 | 22.53 | 9.99 | 3.56 | 1.18 | 1.15 | 0.55 | 88.26 | 42.14 | 31.15 | 59.44 | 0.01 | 0.96 |
| WHO regulationa | 10–100 | 15 | ≤ 0.5 | 500 | 50 | 3 | ||||||
FS1–FS2 (managed/developed wells) and PS1–PS7 (unmanaged wells) from the district of Ngafani (Selembao commune). FK1–FK3 (managed/developed wells), PK1–PK5 (unmanaged wells) and SK1–SK4 (springs) from the district of Esanga (Kimbanseke commune)
aLimit recommended by World Health Organization Guidelines for Drinking-water Quality (WHO 2017)
Average Escherichia coli, Enterococcus, and Total Coliform quantification in wells and stream during the dry season (dry) and rainy season (rainy)
| Sampling sites | ENT (CFU ± SD × 102 100 mL−1) | TC (CFU ± SD × 103 100 mL−1) | ||||
|---|---|---|---|---|---|---|
| Dry | Rainy | Dry | Rainy | Dry | Rainy | |
| Managed wells | ||||||
| FS1 | 0 | 0 | 0 | 0 | 0 | 0 |
| FS2 | 0.32 ± 0.03 | 0.90 ± 0.35 | 0.48 ± 0.09 | 0.89 ± 0.12 | 0.19 ± 0.04 | 0.38 ± 0.11 |
| FK1 | 0 | 0 | 0 | 0 | 0 | 0 |
| FK2 | 0 | 0.03 ± 0.00 | 0 | 0.05 ± 0.00 | 0 | 0.09 ± 0.02 |
| FK3 | 0 | 0 | 0 | 0 | 0 | 0 |
| Unmanaged wells | ||||||
| PS1 | 2.21 ± 0.18 | 20.01 ± 1.12 | 9.08 ± 1.31 | 28.01 ± 2.21 | 11.04 ± 1.04 | 35.30 ± 3.51 |
| PS2 | 0.03 ± 0.02 | 0.21 ± 0.06 | 0.11 ± 0.09 | 0.98 ± 0.15 | 0.09 ± 0.01 | 0.64 ± 0.05 |
| PS3 | 0.41 ± 0.07 | 0.81 ± 0.15 | 0.12 ± 0.03 | 1.12 ± 0.06 | 0.17 ± 0.02 | 0.31 ± 0.05 |
| PS4 | 11.21 ± 0.05 | 19.31 ± 1.22 | 22.10 ± 0.51 | 16.11 ± 1.22 | 35.12 ± 3.97 | 79.12 ± 3.77 |
| PS5 | 0.09 ± 0.01 | 0.03 ± 0.00 | 0.12 ± 0.08 | 0.19 ± 0.03 | 0.17 ± 0.06 | 0.29 ± 0.07 |
| PS6 | 7.03 ± 0.39 | 29.07 ± 8.25 | 8.31 ± 2.51 | 10.52 ± 1.75 | 2.83 ± 0.32 | 14.32 ± 2.13 |
| PS7 | 3.11 ± 0.12 | 24.06 ± 3.18 | 6.03 ± 1.15 | 28.13 ± 2.59 | 7.06 ± 1.48 | 13.42 ± 6.04 |
| PK1 | 2.43 ± 0.35 | 12.08 ± 0.77 | 3.13 ± 0.77 | 15.18 ± 7.16 | 2.03 ± 0.04 | 17.22 ± 6.12 |
| PK2 | 7.33 ± 1.11 | 29.36 ± 2.14 | 6.99 ± 2.01 | 16.10 ± 2.44 | 38.04 ± 2.17 | 79.03 ± 8.33 |
| PK3 | 2.63 ± 0.44 | 29.36 ± 2.14 | 1.98 ± 0.22 | 32.08 ± 1.11 | 3.20 ± 0.18 | 19.03 ± 3.33 |
| PK4 | 3.55 ± 0.99 | 22.44 ± 3.11 | 3.96 ± 1.02 | 43.10 ± 2.22 | 7.18 ± 0.92 | 14.99 ± 4.15 |
| PK5 | 1.42 ± 0.13 | 45.12 ± 3.22 | 1.12 ± 0.25 | 56.29 ± 4.13 | 1.32 ± 0.81 | 24.44 ± 3.11 |
| Streams | ||||||
| SK1 | 0 | 0.03 ± 0.00 | 0 | 0.08 ± 0.01 | 0 | 0.07 ± 0.02 |
| SK2 | 2.55 ± 0.33 | 4.37 ± 1.08 | 2.69 ± 0.47 | 8.15 ± 1.09 | 9.06 ± 1.75 | 10.03 ± 3.37 |
| SK3 | 0.06 ± 0.01 | 0.90 ± 0.13 | 0.04 ± 0.00 | 0.78 ± 0.17 | 0.08 ± 0.01 | 0.24 ± 0.01 |
| SK4 | 4.32 ± 0.76 | 6.50 ± 0.92 | 3.35 ± 0.18 | 9.88 ± 1.03 | 1.13 ± 0.04 | 7.11 ± 2.13 |
| EU/WHOa | 0 | 0 | 0 | |||
E. coli: Escherichia coli; ENT: Enterococcus; TC Total Coliform; ± SD: standard deviation
aEU and World Health Organization Guidelines for Drinking-water Quality 0 CFU 100 mL−1, for E. coli, ENT and TC (EU 2020; WHO 2020)
Spearman’s rank-order correlation of selected parameters [parameters include physicochemical parameters (pH, temperature (T °C), electrical conductivity (EC), dissolved oxygen (O2) and soluble ions (Na+, K+, PO43+, SO42−, NO3− and NO2) and faecal indicator bacteria (FIB): Escherichia coli (E. coli), Enterococcus (ENT), and Total Coliforms (TC). Significant coefficients (P < 0.05) are in bold] in water from wells analysed in rainy season
| pH | EC | O2 | Na+ | K+ | PO43+ | SO42− | NO3− | NO2− | ENT | TC | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| − 0.102 | − 0.020 | 0.518 | − 0.130 | − 0.620 | − 0.090 | − 0.186 | 0.103 | 0.175 | 0.077 | 0.125 | − 0.166 | ||
| pH | − 0.399 | − 0.427 | − 0.332 | − 0.321 | 0.332 | 0.270 | 0.322 | 0.670 | − 0.007 | − 0.139 | 0.206 | ||
| EC | 0.555 | 0.388 | 0.388 | − 0.180 | 0.001 | − 0.354 | − 0.259 | 0.005 | − 0.046 | − 0.083 | |||
| O2 | 0.362 | − 0.221 | − 0.052 | 0.064 | − 0.196 | − 0.127 | − 0.134 | − 0.120 | − 0.148 | ||||
| Na+ | 0.159 | 0.267 | 0.318 | − 0.557 | − 0.464 | − 0.210 | − 0.153 | − 0.384 | |||||
| K+ | − 0.341 | − 0.231 | − 0.247 | − 0.459 | − 0.045 | − 0.092 | 0.180 | ||||||
| PO43+ | 0.6131 | 0.113 | 0.318 | − 0.067 | − 0.070 | − 0.070 | |||||||
| SO42− | − 0.005 | 0.147 | − 0.177 | − 0.191 | − 0.014 | ||||||||
| NO3− | 0.706 | 0.450 | 0.451 | ||||||||||
| NO2− | 0.122 | 0.039 | 0.369 | ||||||||||
| ENT |
Spearman’s rank-order correlation of selected parameters [parameters include physicochemical parameters (pH, temperature (T °C), electrical conductivity (EC), dissolved oxygen (O2) and soluble ions (Na+, K+, PO43+, SO42−, NO3− and NO2−) and faecal indicator bacteria (FIB): Escherichia coli (E. coli), Enterococcus (ENT), and Total Coliforms (TC). Significant coefficients (P < 0.05) are in bold] in water from shallow well analysed in dry season
| pH | EC | O2 | Na+ | K+ | PO43+ | SO42− | NO3− | NO2− | ENT | TC | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| − 0.185 | 0.190 | 0.291 | 0.002 | 0.094 | − 0.099 | 0.170 | 0.052 | 0.193 | 0.032 | 0.129 | 0.315 | ||
| pH | 0.149 | − 0.358 | − 0.120 | 0.120 | 0.014 | − 0.407 | − 0.097 | − 0.027 | 0.338 | 0.433 | 0.233 | ||
| EC | 0.271 | 0.056 | 0.000 | 0.102 | 0.067 | 0.121 | − 0.074 | 0.193 | 0.278 | 0.181 | |||
| O2 | 0.287 | 0.1591 | 0.044 | 0.197 | − 0.259 | − 0.177 | − 0.157 | − 0.102 | − 0.173 | ||||
| Na+ | 0.430 | 0.073 | 0.387 | − 0.551 | − 0.305 | − 0.527 | − 0.413 | − 0.412 | |||||
| K+ | − 0.023 | − 0.002 | − 0.524 | − 0.168 | − 0.112 | 0.110 | − 0.089 | ||||||
| PO43+ | − 0.008 | 0.009 | − 0.048 | 0.269 | 0.140 | 0.065 | |||||||
| SO42− | 0.299 | 0.157 | − 0.192 | − 0.233 | 0.028 | ||||||||
| NO3− | 0.353 | ||||||||||||
| NO2− | 0.437 | 0.219 | |||||||||||
| ENT | |||||||||||||
| TC |