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Research Article - Environmental Risk Assessment and Remediation (2018) Volume 2, Issue 4

Statistical correlation and seasonal comparative study of groundwater samples of Jaipur.

Vasundhara Magroliya*, Monika Trivedi

Department of Sciences, Jayoti Vidyapeeth Women’s University, Jaipur, India

*Corresponding Author:
Vasundhara Magroliya
Department of Sciences
Jayoti Vidyapeeth Women’s University
Jaipur, India
E-mail: vasumagroliya03.vm74@gmail.com

Accepted date: August 22, 2018

Citation: Waheed SM, Sangal P, Shukla S. Microbiological analysis for hydrocarbon exploration. Environ Risk Assess Remediat. 2018;2(3):1-5

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Abstract

Ground water samples were collected from different villages of Jaipur district, Rajasthan, (India). These water samples from 20 sampling points of Jaipur were analysed for their physicochemical characteristics. The water quality was analysed by pH, temperature, turbidity, Chloride, Sulphate, Fluoride, Alkalinity, Electrical conductivity (EC), total dissolved solids (TDS), dissolved oxygen (DO), chemical oxygen demand (COD). The results were compared with the results against drinking water quality standards laid by World Health Organization WHO (1993). For the statistical analysis, values of mean, standard deviations and correlation co-efficients (r) were also calculated for these water quality characteristics.

Keywords

Correlation coefficients, groundwater, statistical correlation, physiochemical parameters

Introduction

Water is extremely essential for survival of all living organism. The quality of water is vital concern for mankind since it is directly linked with human welfare. In India, most of the population is dependent on groundwater as the only source of drinking water supply. Groundwater is believed to be comparatively much clean and free from pollution than surface water [1]. But prolonged discharge of industrial effluents, domestic sewage use of fertilizers and pesticides, waste dump causes the groundwater to become polluted and creates health problems [2,3]. The problems of groundwater quality are much more acute in the areas which are densely populated, thickly industrialized, excess use of pesticides and fertilizers in rural area and shallow ground water tablets. The rapid growth of urban areas has further affected groundwater quality due to overexploitation of resources and improper waste disposal practices. Hence there is always a need for concern over the protection and management of groundwater quality. Considering the above aspects of groundwater contamination, the present study was undertaken to investigate the possible impact on the groundwater quality of Jaipur district of Rajasthan. Thus, in this paper an attempt has been made to assess the physical and chemical properties of groundwater.

Study Area

Jaipur, the capital and the largest city of Rajasthan, popularly known as the Pink City was founded by the Maharaja Sawai Jai Singh II, the king of Amber, on 18th November 1727. Being located at typical tropical region, the city of Jaipur has a hot semi-arid weather. Being a tropical country, the city could enjoy heavy rainfalls in monsoons but it is only limited up to 650 millimeters a year for the proximity to the desert. In between April and July, the average temperature rises up to 30 degree centigrade whereas in winter (November to February), the temperature falls down to 15 to 18 degree centigrade.

Water Sampling

The twenty groundwater samples from different hand pumps, tube wells and bore wells were analysed. Water samples were collected in cleaned and washed one litter bottles and brought to the laboratory for analysis. Water samples conducted during the months of Nov-Feb (winter season) and March-June (summer season) of year 2016-2017 from 10 different areas all around Jaipur District, (Table 1 and Figure 1) Rajasthan.

Figure 1: Google map of study area showing sampling locations.

Name of sample site No of samples Name of sample site No of samples
Mahlan 2 Asalpur 2
Bagru 2 Boraj 2
Jharna 2 Rojri 2
Mahapura 2 Hirnoda 2
Thikariya 2 Dhidha 2

Table 1. Sampling site and number of samples.

Materials and Methods

In the present study pH has been measured soon after the collection of samples by a pH meter by electrometric method. The temperature is measured by the thermometer. Turbidity and Sulphate can be determined by spectrophotometric method. Conductivity of the different samples has been measured using a conductivity meter by electrometric method. Winkler method was used for the determination of dissolved oxygen in water samples. The analysis of the sample was done on the basis of standard methods suggested by the American Public Health Association. Total Solid content was determined by standard method. In the present study chloride content was determined by Titrimetric method. Total alkalinity and alkalinity due to carbonates, bicarbonates were estimated by titrating the sample with diluted H2SO4 using phenolphthalein as an indicator and methyl orange as an indicator .The titrate value gives phenolphthalein alkalinity (PA) and the second one gives total alkalinity (TA). COD is determined by using reflux condenser, ferroin indicator and titrating the sample with ferrous ammonium sulphate. Determination of fluoride is done by SPADNS method.

Results and Discussion

The variation in physico-chemical characteristics of the ground water have been summarized in the Tables 2 and 3.

S.No TEM pH EC Turbidity TDS TA Chloride Sulphate Fluoride COD DO
1 25 7.67 3870 0.029 343 265 899 340 1.5 80 3.92
2 27 7.57 9120 0.058 357 332 3109 533 2.46 60 3.89
3 26 7.6 5030 0.073 494 261 1359 429 1.9 20 5.18
4 26 7.3 4120 0.043 245 213 659 254 2.7 40 5.81
5 26 7.49 3890 0.049 213 326 569 236 2.5 60 3.73
6 25 7.72 2137 0.023 420 216 259 254 1.6 60 4.62
7 28 7.75 1759 0.005 507 483 690 368 2.78 60 3.95
8 26 7.06 3820 0.053 377 202 1069 451 2.6 80 3.85
9 22 7.07 2290 0.047 288 224 569 361 1.4 20 4.99
10 21 7.12 4660 0.054 281 532 969 835 1.2 40 3.96
11 26 7.14 2070 0.099 233 401 609 190 1.82 70 4.25
12 28 7.32 3290 0.045 326 245 1089 275 2 80 5.92
13 28 6.59 3700 0.043 227 430 529 366 2.4 55 3.74
14 26 7.01 3120 0.043 283 377 419 307 1.8 40 3.73
15 28 7.51 4730 0.063 298 386 479 543 2.55 69 3.85
16 27 7.39 4320 0.047 278 337 489 481 2.1 56 4.67
17 28 7.5 3428 0.042 341 245 232 176 1.9 40 4.79
18 26 7.7 2680 0.04 260 226 342 299 2.5 40 4.98
19 23 7.6 2355 0.026 241 344 289 329 2.12 60 5.58
20 27 6.58 3267 0.039 322 212 216 179 1.9 40 3.79

Table 2. Analysis of groundwater quality parameters of winter season.

S.No TEM pH EC Turbidity TDS TA Chloride Sulphate Fluoride COD DO
1 28 7.77 5820 0.076 418 374 929 486 1.3 71 2.94
2 29 7.68 11830 0.105 7070 323 3519 564 1.6 30 3.11
3 28 7.21 7800 0.126 761 332 1449 608 2 18 4.23
4 28 7.39 4510 0.095 282 310 679 329 1.3 31 4.32
5 28 7.58 4460 0.096 275 463 689 445 1.5 50 3.18
6 26 7.83 1258 0.073 783 119 287 63 1.7 51 3.92
7 30 7.97 912 0.055 599 215 85 57 1.3 55 3.11
8 27 7.21 5010 0.103 427 277 1099 582 1.9 75 3.21
9 24 7.25 2420 0.097 219 290 614 392 2.1 15 3.8
10 23 7.22 4822 0.104 621 920 1065 889 1.4 35 2.83
11 27 7.29 2262 0.149 277 329 653 205 1.9 65 3.79
12 30 7.59 3398 0.095 382 221 1119 290 2.5 75 4.54
13 27 7.19 3307 0.093 221 403 443 327 2.1 28 2.85
14 30 6.75 3890 0.093 278 510 590 449 1.5 47 2.86
15 29 7.62 4810 0.113 326 499 515 632 1.9 57 2.92
16 28 7.47 4493 0.097 296 455 510 529 1.3 48 3.3
17 31 7.69 3518 0.096 380 387 269 198 1.7 30 3.56
18 29 7.29 2802 0.092 290 204 412 312 1.9 32 3.63
19 26 7.27 2499 0.073 275 267 307 346 2.4 51 4.42
20 30 6.78 3395 0.095 332 290 245 199 1.9 32 2.88

Table 3. Analysis of groundwater quality parameters of summer season.

Temperature

Temperature is an important biologically significant factor, which plays an important role in the metabolic activities of the organism. The observe temperature was ranging from 31 to 23°C and 28 to 21°C during summer and winter season respectively. During present investigation the temperature was found to be significantly lower in the winter season than the summer and season. This might be the temperature of water changes with respect to season and environmental conditions [4]. During winter, the temperature remains low due to cold low ambient temperature and shorter photo period [5].

pH

All chemical and biological reactions are directly dependent upon the pH of water system [6].The present finding of pH varied between rang 6.58 to 7.75 in winter and 6.75 to 7.97 in summer seasons.

Turbidity

The turbidity is a measure of the extent to which light is either absorbed or scattered by suspended material in water. In present finding the turbidity values varied between 0.005 to 0.126 optical densities in winter and summer seasons, respectively. The highest value of turbidity is 0.126 optical densities in summer. Also water becomes turbid mainly due to the presence of colloidal and extremely fine dispersion [7].

Dissolved oxygen

Dissolved oxygen is one of the important water quality parameter and it reflects the physical and biological processes prevailing in the water. The value of dissolve oxygen indicates the degree of pollution in water bodies [8]. The observed values of dissolved oxygen is varied from 5.81 to 3.73 and 4.54 to 2.83 for winter and summer seasons, respectively (Figure 2).

Figure 2: Average values of water quality characteristics of winter and summer season.

Electrical conductivity

The electrical conductivity of water depends upon the concentration of ions and its nutrient status. On the bases of electrical conductivity, the water quality can be classified as poor, medium or good [9]. In the present investigation maximum conductivity was observed at 9120 to 1759 in winter season and 11830 to 912 in summer season.

Total dissolved solids

The total dissolved solids in water are due to presence of all inorganic and organic substances. The solids can be iron, manganese, magnesium, potassium, sodium, calcium, carbonates, bicarbonates, chlorides, phosphates and other minerals. The high values of TDS causes gastrointestinal irritation to the human beings but long time use of water with high TDS can cause kidney stones and heart diseases [10]. In present finding maximum value for TDS was recorded at 507 to 213 mg/L in winter season and 7070 to 219 mg/L in summer season.

Total alkalinity

The alkalinity in water is the cause of carbonate and Bicarbonate. Water samples from boreholes and hand dug wells had mean total alkalinity values of 202 to 532 mg/l in summer and 119 to 510 mg/l in winter seasons respectively. All the values of Alkalinity are beyond the permissible limit given by WHO (1993).

Sulphate

In the present investigation, sulphate concentration was found to be in the range between 176 to 835 mg/L in winter season and 57 to 889 mg/L in summer season.

Chloride

The suitability of water resources for the drinking and irrigational use in agriculture is depending upon salt concentration, especially chloride content [11]. Chloride usually occurs as NaCl, CaCl2 and MgCl2 in widely varying concentrations, in all natural waters. They enter water by solvent action of water on salts present in the soil, from polluting material like sewage and trade wastes. Chlorides when reaches concentration above 250mg/l; imparts an unacceptable taste to waters although no adverse effect have been observed on human beings regularly consuming water with much higher concentrations of chloride [12]. The chloride concentration was found in the range between 3109 to 216 mg/L and 3519 to 85 mg/L in winter and summer season, respectively.

Fluoride

During weathering and circulation of water in rocks and soils, fluorine is leached out and dissolved in ground water which increases the probability of high fluoride in drinking water. Excess intake of fluoride through drinking water causes fluorosis in human being. In present investigation fluoride concentration was observed in all samples sites in Jaipur.

Chemical oxygen demand

Chemical oxygen demand indicates the oxygen required for chemical oxidation of organic matter. The present findings revels that the value of COD varied in the range of 80 to 20 mg/L in winter season and 75 to 15 mg/L in summer season. The COD values at all sampling stations are exceeded the permissible limit (10 mg/L) according to WHO. High COD may cause oxygen depletion on account of decomposition of microbes to a level detrimental to aquatic life (Table 4)[13].

S.No. Parameters WHO
1 Temperature -
2 Turbidity 5
3 pH 6.5-8.5
4 EC 1400
5 TDS 1200
6 TA 120
7 Chloride 250
8 Sulphate 250
9 DO 6
10 COD 10
11 Fluoride 1.5

Table 4. Permissible limits prescribed by WHO.

Correlation analysis: Correlation is the mutual relationship between two variables. Direct correlation exists when increase or decrease in the value of one parameter is related with a corresponding increase or decrease in the value of other parameter [14]. The correlation coefficient (r) is the connection between two variables which shows how one variable predicts the other. It is the percentage of variance in the dependent variable explained by the independent variables. If high correlation coefficient (r) nearly 1 or -1 means good connection between two variables. A correlation coefficient r=0 that means there is no connection between two variables. The positive sign or values indicate the positive correlation similarly negative values indicate the negative correlation between two variables.

The correlation and regression analysis is useful technique for interpretation of quality data of groundwater and relate them to specific hydro geological processes [15]. These tools are quite useful for identification of the distribution patterns of different water quality parameters in groundwater samples. The correlation for different water quality parameters are presented in Tables 5 and 6. The results have shown that the correlation between dependent and independent water quality parameters, if P value is less than 0.05 i.e. (P<0.05), then the r value found to be significant. On the other hand if P value is more than 0.05 i.e. (P>0.05), then r value found to be non- significant (Table 7).

  TEM pH EC Turbidity TDS TA Chloride Sulphate Fluoride COD DO
TEM 1                    
pH 0.011 1                  
EC 0.144 0.067 1                
Turbidity -0.003 -0.249 0.326 1              
TDS 0.201 0.396 0.06 -0.265 1            
TA -0.081 -0.074 0.06 0.068 -0.105 1          
Chloride 0.06 0.17 0.835 0.28 0.289 0.068 1        
Sulphate -0.371 0.032 0.509 0.143 0.102 0.532 0.433 1      
Fluoride 0.619 0.158 0.172 -0.118 0.008 -0.005 0.135 -0.126 1    
COD 0.32 0.167 0.014 -0.051 -0.038 0.101 0.135 -0.026 0.267 1  
DO -0.134 0.295 -0.202 -0.057 -0.027 -0.445 -0.103 -0.25 -0.034 -0.215 1

Table 5: Statistical analysis of winter season.

  TEM pH EC Turbidity TDS TA Chloride Sulphate Fluoride COD DO
TEM 1                    
pH 0.133 1                  
EC 0.103 0.016 1                
Turbidity -0.102 -0.353 0.349 1              
TDS 0.11 0.24 0.758 0.089 1            
TA -0.332 -0.249 0.243 0.274 -0.053 1          
Chloride -0.01 0.104 0.9 0.323 0.888 0.094 1        
Sulphate -0.381 -0.229 0.63 0.373 0.197 0.74 0.48 1      
Fluoride -0.077 -0.266 -0.172 0.2 -0.124 -0.361 -0.037 -0.145 1    
COD 0.155 0.304 -0.198 -0.102 -0.19 -0.127 -0.107 -0.078 0.015 1  
DO -0.081 0.118 -0.173 0.071 -0.135 -0.514 -0.038 -0.305 0.489 -0.019 1

Table 6: Statistical analysis of summer season.

Parameter Winter Summer Winter Summer
TEM Average Average SD SD
25.95 27.9 1.986 2.049
pH 7.3345 7.4025 0.349 0.32
EC 3682.8 4160.8 1593.291 2398.722
Turbidity 0.04605 0.0963 0.019 0.02
TDS 316.7 725.6 82.701 1502.784
TA 312.85 359.4 97.727 167.259
Chloride 742.2 773.9 640.402 734.724
Sulphate 360.3 395.1 156.492 206.2
Fluoride 2.0865 1.76 0.46 0.362
COD 53.5 44.8 18.031 18.11
DO 4.46 3.47 0.74 0.577

Table 7: Average values and standard deviations of water quality characteristics.

Conclusion

The present study has led to conclude that the quality of water samples studied were acceptable from the majority of the physicochemical parameters. Among the 20 water samples analyzed and all the important parameters when compared to standards prescribed by WHO. The values of the water quality parameters and the correlation coefficient will help in selecting proper treatment to minimize ground water pollution. There are variations in the physico-chemical parameters in underground water of village of Jaipur district studied in the year 2016-2017 shows higher values in the summer season and lower values in winter season. This is mainly due to over lifting of underground water for Agriculture, irrigation, cultivation, industrial activities and construction of buildings during the last four decades [16].

Acknowledgement

The authors are equally grateful to the management and faculty members of Jayoti Vidyapeeth Women’s University, Jaipur for providing the valuable time for the continuous research work and also cooperation in collection of data and grateful guidance.

References

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