Descriptive analysis of the water samples of District Narowal in selected time period described in Table 2.
Table 2
Descriptive Statistics of samples collected from District Narowal during 2011–18.
Parameters | Time Periods | Mean | Std. Deviation | Std. Error | Minimum | Maximum | Sig. |
pH | 2016 | 7.4678 | .3125 | .0074 | 6.24 | 8.24 | P < 0.05 |
2018 | 7.3140 | .2004 | .0048 | 6.6 | 8.78 |
Turbidity | 2016 | 3.8693 | 12.7363 | .305 | BDL | 199 | P < 0.05 |
2018 | 9.6425 | 54.3177 | 1.301 | BDL | 1875 |
TDS | 2016 | 731.28 | 359.387 | 8.608 | 7.31 | 9650 | P < 0.05 |
2018 | 715.608 | 268.081 | 6.421 | 93 | 2250 |
Alkalinity | 2016 | 9.674 | 34.9701 | .8376 | BDL | 570 | P < 0.05 |
2018 | 76.537 | 116.917 | 2.8004 | BDL | 670 |
HCO3 | 2016 | 305.36 | 143.156 | 3.429 | 35 | 2256 | P < 0.05 |
2018 | 276.69 | 132.101 | 3.164 | 20 | 128 |
Cl− | 2016 | 81.98 | 163.553 | 3.9175 | BDL | 2656 | P < 0.05 |
2018 | 109.805 | 221.266 | 5.2999 | BDL | 3212 |
SO4 | 2016 | 101.571 | 207.716 | 4.9753 | BDL | 3830 | P < 0.05 |
2018 | 190.073 | 274.54 | 6.5759 | BDL | 2735 |
Ca | 2016 | 64.324 | 76.237 | 1.8261 | 2 | 2018 | P < 0.05 |
2018 | 65.733 | 53.792 | 1.2885 | BDL | 992 |
Mg | 2016 | 28.891 | 26.381 | .6319 | BDL | 408 | P < 0.05 |
2018 | 40.997 | 42.243 | 1.0118 | BDL | 513 |
Hardness | 2016 | 277.06 | 213.87 | 5.123 | 15 | 4100 | P < 0.05 |
2018 | 329.11 | 275.5 | 6.599 | 3 | 4600 |
Na | 2016 | 116.36 | 157.38 | 3.77 | BDL | 2704 | P < 0.05 |
2018 | 130.82 | 164.1 | 3.931 | 1 | 2460 |
K | 2016 | 4.3983 | 15.421 | .3694 | BDL | 430 | P < 0.05 |
2018 | 7.5843 | 24.215 | .58 | .3 | 465 |
NO3 | 2016 | .5662 | 2.862 | .069 | BDL | 50 | P < 0.05 |
2018 | .0919 | .2267 | .005 | BDL | 1.98 |
PO4 | 2016 | .12540 | .4806 | .0115 | BDL | 19 | P < 0.05 |
2018 | .06504 | .0532 | .001 | BDL | .7 |
F | 2016 | .8829 | 6.757 | .162 | BDL | 100 | P > 0.05 |
2018 | .7025 | .57946 | .014 | BDL | 2.9 |
Fe | 2016 | .0664 | .3273 | .008 | BDL | 7.6 | P < 0.05 |
2018 | .1301 | .3002 | .007 | BDL | 10.2 |
As | 2016 | .0007 | .0056 | .0001 | BDL | .1 | P < 0.05 |
2018 | .0077 | .0131 | .0003 | BDL | .1 |
WQI | 2016 | 210.15 | 306.91 | 7.351 | 26.503 | 4285.2 | P < 0.05 |
2018 | 267.74 | 407.51 | 9.761 | 27.446 | 6091.1 |
HQ Adults F | 2016 | .001 | .0077 | .0002 | 0 | .1142 | P > 0.05 |
2018 | .0008 | .0006 | .00002 | 0 | .003 |
HQ Adults Fe | 2016 | .0013 | .0065 | .0002 | 0 | .152 | P < 0.05 |
2018 | .0026 | .006 | .0001 | 0 | .204 |
HQ Adults As | 2016 | 1.0 E-8 | 4.8 E-9 | 1 E-9 | 0 | 1 E-6 | P < 0.05 |
2018 | 7.0 E-8 | 1.12 E-9 | 3 E-9 | 0 | 1 E-6 |
HQ Adults Cl | 2016 | .2344 | .4673 | .0112 | .0029 | 7.588 | P < 0.05 |
2018 | .3137 | .6321 | .0151 | 0 | 9.177 |
HQ Adults NO3 | 2016 | .0259 | .1308 | .0031 | 0 | 2.286 | P < 0.05 |
2018 | .2974 | .9636 | .0231 | 0 | 8.101 |
HI Adults | 2016 | .2624 | .4858 | .0116 | .0028 | 7.591 | P < 0.05 |
2018 | .6146 | 1.1642 | .0279 | .0036 | 9.257 |
HQ Infants F | 2016 | .0002 | .0015 | .00004 | 0 | .0228 | P > 0.05 |
2018 | .0002 | .0001 | .000003 | 0 | .0006 |
HQ Infants Fe | 2016 | .0003 | .0013 | .00003 | 0 | .0304 | P < 0.05 |
2018 | .0005 | .0012 | .00003 | 0 | .0408 |
HQ Infants As | 2016 | 0 | 1.0 E-8 | 0 | 0 | 0 | P < 0.05 |
2018 | 1.0 E-8 | 2.2 E-9 | 1 E-9 | 0 | 0 |
HQ Infants Cl | 2016 | .0469 | .0935 | .0022 | .0006 | 1.518 | P < 0.05 |
2018 | .0627 | .1264 | .003 | 0 | 1.835 |
HQ Infants NO3 | 2016 | .0052 | .0262 | .0006 | 0 | .4571 | P < 0.05 |
2018 | .0595 | .1927 | .0046 | 0 | 1.62 |
HI Infants | 2016 | .0525 | .0972 | .0023 | .0006 | 1.518 | P < 0.05 |
2018 | .1229 | .2328 | .0055 | .0007 | 1.851 |
Hydrochemistry of Drinking Water of District Narowal
The pH values for Time period 2014–16 ranges in 6.24–8.24 (M = 7.46; SD = 0.312) and 6.6 to 8.78 (M = 7.314; SD = 0.2004) for the time period 2016–18 as shown in Table 2 Current study indicated that There is a significant decrease in the level of pH in previous years (p < 0.05) for the selected time periods. The pH of most water bodies is in the 6–9 range. Water in moist climates with heavily leachable soils has a lower pH than water in rock formations or semi-arid or arid regions. Waters which have more amount of organic constituents show low pH because of the acidic groups present in the organic compounds (Ersan et al 2017).
The values of Turbidity ranged between BDL to 199 NTU (M = 3.8693 NTU; SD = 12.7363) for Time Period 2014-16 and BDL to 1875 NTU (M = 11.4099; SD = 58.9187) for the time period 2016–18 as shown in Table 2. Turbidity is a measurement of a liquid's comparative transparency. When a light is incident into a water sample, it is an indicator of the amount of light dispersed by substances in the water. The dispersion of the light in the water makes it more turbid. Mud, sediments, many dissolved substances, microscopic and some macroscopic organisms, dissolved colorful chemicals make the water turbid. Turbidity primarily provides pathogens with shelter and food. Turbidity, if not properly eliminated, may lead to an outbreak of infectious diseases (Gaya et al 2017).
TDS values ranged between for Time Period 2014-16 ranged between 7.31 mg/L and 9650 mg/L (M = 731.28 mg/L; SD = 359.387) and 93–2250 mg/L (M = 715.61 mg/L; SD = 268.081) for the time period 2016–18 as shown in Table 2. Natural processes, wastewater, seepage from urban areas, chemical wastes used in the treatment of wastewater, and the type of pipeline i.e., the infrastructure, all contribute to TDS in drinking water. Total Dissolved solids is the sum of the total number of ions present in the water. An elevated level of TDS is not dangerous for human body (Corwin and Yemoto 2020).
The values of alkalinity ranges between BDL – 570 (M = 9.6738; SD = 34.9702) for time period 2014-16 and BDL to 670 (M = 76.5377; SD = 116.9165) for the time period 2016–18 as shown in Table 2. Alkalinity of the water is basically due to the presence of dissolved CaCO3 in water. CaCO3 is basically used to increase the pH of water, it was most likely chosen as the basis for expressing alkalinity. Despite this, CO2 use in the breakdown of CaCO3 and many other rocky substances present in water, which results in the deposition of HCO3 and CO3 in water sources. Alkalinity value mostly show the lowest value of 10 mgL− 1 and the maximum of 300 mgL− 1. While HCO3 and CO3 are the most common sources of alkalinity, some heavily polluted waters often contain significant quantities of −OH, NH3, PO4− and many other substances increase the alkalinity of water (Islam and Majumder 2020).
During time period 2014 -16 HCO3 present between 35 mg/L and 2256 mg/L (M = 305.36 mg/L; SD = 143.156) and 20 mg/L to 1280 mg/L (M = 276.69 mg/L; SD = 132.101) for the time period of 2016–18 as shown in Table 2.
Chloride ions ranges from BDL to 2656 mg/L (M = 81.98 mg/L; SD = 163.5533) for time period 2014-16 and 0.9 mg/L to 3210 mg/L (M = 109.996 mg/L; SD = 221.4095) for the time period 2016–18 as shown in Table 2. The chloride ion is extremely mobile, and chemical reactions have little effect on its content in water. As a result of enhanced EC, high chloride concentrations make water more corrosive. The Fe concentration of the samples was also higher than the recommended level. As a result, consuming this water may cause fast increases in breathing, Heart rate, constriction of blood vessels, low blood pressure, and inactivity in the human body (Islam et al 2018). The toxic effects of chloride salts are determined by the cation presence; however, the toxicity of chloride is uncertain. Excessive consumption of NaCl containing potable water with concentrations above 2.5 g/L may cause hypertension (Shukla and Arya 2018).
The values of SO4 ranges between BDL to 3830 mg/L (M = 101.5705 mg/L; SD = 207.7157) for the time period 2014–16 and 1 mg/L to 2735 mg/L (M = 193.176 mg/L; SD = 275.6875) for the time period 2016–18 as shown in Table 2. SO4 minerals like epsomite (MgSO4·7H2O), Barite (BaSO4), and gypsum (CaSO4·2H2O) are soluble, and sulphate is easily leached from the ground. Mining industry and refineries, as well as Kraft pulp and paper mills, garment mills, and factories, dispose sulphates into water (Ravindra et al 2019). 8g and 7g of Na2SO4 and MgSO4 respectively may cause catharsis in men. Cathartic effects have been documented in people who drink water with sulphate amounts greater than 600 mg/liter, but it has also been documented that human can respond to elevated doses over time. Dehydration has been documented as a common adverse effects after consuming significant quantities of magnesium or sodium sulphate (Karagülle and Karagülle 2020).
Ca found between the ranges of 2-2018 mg/L (M = 29.397 mg/L; SD = 26.329) for the time period 2014–16 and 4 mg/L to 992 mg/L (M = 65.81 mg/L; SD = 53.777) for the time period 2016–18 as shown in Table 2.
Values of Mg ranges between BDL to 408 mg/L (M = 28.8913 mg/L; SD = 26.3807) between time period 2014–16 was and in between the range of 1 mg/L to 513 mg/L (M = 41.07 mg/L; SD = 42.245) seen in the water samples of time period 2016–18 as shown in Table 2.
The values of Hardness range between 15 mg/L and 4100 mg/L (M = 277.06 mg/L; SD = 213.865) for time period 2014-16, values between 3 mg/L to 4600 mg/L (M = 329.11 mg/L; SD = 275.501) observed in the water samples of time period 2016–18 as shown in Table 2.
Concentration of Sodium in the water sample for time period 2014–16 found between BDL to 2704 mg/L (M = 116.36 mg/L; SD = 157.383), and for time period 2016–18 values present in the range of 1 mg/L to 2460 mg/L (M = 130.82 mg/L; SD = 164.096). Potassium in the water samples found between BDL to 430 mg/L (M = 4.3983 mg/L; SD = 15.4207) was observed in water samples of time period 2014–16, values present in the range of 0.3 mg/L to 465 mg/L (M = 7.584 mg/L; SD = 24.215) for the time period of 2016–18 as shown in Table 2. Due to the massive effectiveness with which matured kidneys excrete sodium, sodium salts are not toxic to humans. On the other hand, Unintentional high doses of NaCl, have resulted in acute symptoms and death. Nausea, vomiting, stomach cramps, muscle spasms and rigidity, and cerebral and pulmonary oedema are also possible acute side effects. Excessive salt consumption exacerbates chronic congestive heart failure. The effects on infants vary from those on adults. Fluid loss may occur in infants with serious gut disorders, leading to dehydration and elevated sodium levels in the plasma (hypernatremia) (Stallngs et al 2019).
Nitrite concentrations was found between BDL to 50 mg/L (M = 0.566 mg/L; SD = 2.8618) for the time period of 2014–16, BDL to 177.2 mg/L (M = 57.5709 mg/L; SD = 31.5305) for the time period of 2016–18 as shown in Table 2. Agricultural intervention in environment, treating effluents, and chemical breakdown of wastes from animals, sewage disposal tanks are some causes of nitrate in drinking water. Nitrate when reduced to nitrite then it becomes toxic for health. In humans, nitrate converts normal hemoglobin to metHb, and reduce its oxygen carrying capacity. Methemoglobinemia is a state in which the reduced oxygen transport becomes more harmful when metHb reaches 10% of the total hemoglobin, causes cyanosis and asphyxia when amount elevates (WHO 2011).
During time period 2014–16, values of PO4 ranges between BDL and 19 mg/L (M = 0.1285 mg/L; SD = 0.4861), BDL to 0.7 mg/L (M = 0.0684 mg/L; SD = 0.05242) for the time period 2016–18 as shown in Table 2. Phosphates are phosphorus-containing compounds. It is necessary for the production of food and the survival of humans. As a result, we use phosphate in large amounts in everyday life and industry. Too much phosphate in drinking or natural water has a detrimental impact on biotic environments and underwater habitats at the phosphate level can also cause many environmental issues like eutrophication in water. Even a small amount of phosphorus added to a water body may have a harmful impact on water quality. Algal blooms, increased vegetation, and low dissolved oxygen because of degradation of additional vegetation are among the negative effects (Salem and Draz 2020).
Fluoride in the water samples for time period 2014-16 its observed between BDL to 100 mg/L (M = 0.8829 mg/L; SD = 6.7569), BDL to 2.9 (M = 0.703 mg/L; SD = 0.5795) for the time period 2016–18 as shown in Table 2. Poor drinking water cause round 80% of global diseases, with fluoride pollution in drinking water accounting for 65 percent of endemic fluorosis. It dissolves in water because of its presence in the soil, resulting in an increase in F− in groundwater. pH, TDS, alkalinity and Hardness effect the fluoride content in water. We need fluoride for the formation of bones, enamel, and the prevention of tooth decay. Teeth and bones can be affected by the high concentrations of fluoride. Fluoride damages the anatomy, functionality, and metabolic activity of soft tissues, including the kidney, liver, lung, and testicles. Fluoride in high concentrations has neurotoxic effects and also causes bone cancer (Fallahzadeh et al 2018).
Concentration of iron ranged between BDL to 7.6 mg/L (M = 0.0664 mg/L; SD = 0.3273) for the time period of 2014–16, 0.05 mg/L to 10.2 mg/L (M = 0.2707 mg/L; SD = 0.3865) for the time period of 2016–18 as shown in Table 2. 0.3 mg/L is the standard value for Fe in the drinking water. Its values may be higher in the areas where it is used to treat water or in the areas where iron pipelines used for the supply of water. Initially, Fe concentrations higher than the standard level may not be harmful to one's health. Prolonged ingestion of iron-rich water may lead to a condition known as iron overload. Extreme iron consumption can impair hematopoiesis by killing progenitor cells and the hematopoiesis microenvironment. If we do not treat iron overload, it can lead to hemochromatosis, which can damage the body's organs. Weight reduction, joint pain, and exhaustion are among the first signs. Retinitis, conjunctivitis, and choroiditis are only a few of the health problems caused by high iron levels in the water. Cancer and cardiovascular disease are also widespread. (Khatri et al 2017)
Arsenic in the water samples ranges between BDL to 0.1 (M = 0.00062 mg/L; SD = 0.0056) for the Year 2014–16, BDL to 0.1 mg/L (M = 0.0077 mg/L; SD = 0.0131) for the time period 2016–18 as shown in Table 2. Arsenic is naturally present on the surface of soil. Anthropogenic and some natural processed may be the cause of As in water. Chronic exposure to elevated amounts of drinking water (> 10 g/L) cause number of negative health effects, including skin infections and cancers of the lung, bladder, kidney, and liver, according to a large body of previous research. Furthermore, continuous exposure to high Arsenic concentrations cause many human disorders (Ahmad and Bhattacharya 2019).
Water Quality Index
WQI ranged between 26.50 to 4285.2 (M = 210.1537; SD = 306.9115) for the time period 2014–16 and 24.45–6092 (M = 267.7474; SD = 407.5139) for the time period 2016–18. Statistical analysis showed that there was a significant difference in the mean values of WQI in different time frames; F (2, 3628) = 18.308, p = 1.2269E-8.
Figure 2 shows that during time period 2014–16, 7.3% of the area on Eastern and North-Western side of District Narowal show Excellent water quality. 36% of the area on Eastern side, North-Western, Western and Southern sides show good water quality. 28.2% of the area on the Eastern, Northern, Western and South-Western sides show poor water quality. 10.7% of the area on Southern, South-Western, North-Western and North-Eastern side of District Narowal show very poor water quality. 17.8% of the area on Southern, South-Western and North-Eastern side of District Narowal show drinking water not suitable for drinking.
Figure 3 shows that during time period 2016–18, 10.9% of the area of District Narowal on Eastern side show Excellent water quality. 24.6% of the area of District Narowal on Eastern, North-Eastern, North-Western and Western side show good water quality. 28.4% of the area on Northern, Southern, Eastern, South-Western sides show poor water quality. 11.9% of the area on South-Eastern, South-Western and Northern side show very poor water quality. 24.2% of the area on Southern, South-Western, South-Eastern and Northern side has water not suitable for drinking.
Health Index
Values of Health Index for adults found between 0.00286 to 7.5909 (M = 0.2624; SD = 0.4858) for time period 2014-16, 0.0036 to 9.25726 (M = 0.61459; SD = 1.16426) for the time period 2016–18). HI values for infants found between 0.00057 to 1.51817 (M = 0.05247; SD = 0.9716) for the time period of 2014–16 and 0.00072 to 1.8515 (M = 0.12292; SD = 0.2329) for the time period 2016–18 as shown in Table 2.
Statistical analysis showed that there was a significant difference in the mean values of HI for Infants in different time frames; F (2, 3625) = 72.854, p = 2.0455E-33.
Non-Carcinogenic Health Risk Assessment
There are no carcinogenic health risks for infants related to Arsenic in the drinking water of District Narowal. While Some of the ions in drinking water shows non-carcinogenic health hazards. During time period 2014–16, There were no health risks related to Fluoride and Iron, but Chloride showed health risks for Adults and Infants while NO3 show health risks for adults
Figure 4 shows that there is a significant increase in Non-Carcinogenic Health Risks of drinking water of District Narowal for adults and Chloride and Nitrate were the main causes for the rise in Health risks during the selected time period 2014–18.
Figure 5 shows that Non-Carcinogenic Health risks are increasing with time and nitrates and chloride are the main causes for this increase.
Piper Analysis
Time Period 2014–16
Figure 6 shows that during time period 2014–16, most of the samples show no dominant cation type some fall under Sodium and Potassium type and some are of calcium type. Maximum of the samples show bicarbonate type anion type while some show no dominant type and few samples show sulphate type and some chloride type as dominant.
Maximum of the samples show magnesium bicarbonate and mixed type is dominant while some show calcium chloride, sodium bicarbonate and sodium chloride type. Almost 85% of the total samples show weak acids exceed strong acids while remaining show strong acids exceed weak acids. 70% of the samples show alkaline Earths exceed alkalis while remaining show alkalis exceed alkaline Earths.
Time Period 2016–18
Figure 7 shows that Most of the samples show no dominant cation type while the some of the samples show sodium and potassium type, calcium type and 4 of the samples show dominant magnesium type. Most of the samples show Bicarbonate dominant anion type while some show sulphate type, no dominant and 15 of the samples show chloride dominant anion type in drinking water of district Narowal.
Most of the samples fall under magnesium bicarbonate type while some fall under mixed type and few are sodium chloride type and sodium bicarbonate type. Most of the samples show weak acids exceed strong acids while some samples show strong acids exceed weak acids. Maximum of the samples show alkaline Earths exceed alkalis while remaining show alkalis exceed alkaline Earths.