Application of Correlation Matrix and Analysis of Variance (Anova) in Profiling Surface Water in Nembe Creek of Niger Delta, Nigeria

D. Okoro, Mildred Chukwuedum Emegha, Lily Chovwe Diejomaoh
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Abstract

Water resource contamination is a major concern in several regions, especially in the Niger Delta, in which the oil exploration activities pose serious risks to human health, water resource and the environment. This present study evaluates the properties of surface water in Nembe Creek. Surface water samples were collected from three (3) control stations and twenty-four (24) sampling stations around the creek during the wet and dry seasons. The samples were subjected to analysis following the standard operating procedures of ASTM and APHA analytical methods. The relationship between the parameters and variations of surface water quality of Nembe creek were determined by using descriptive statistics, Analysis of variance (ANOVA) and Pearson correlation analysis. The results indicated pH had a mean value of 6.67± 0.33 (wet season) and 7.21 ± 0.3 (dry season), Electrical Conductivity ranged 200 – 3950 µS/cm (wet season) and 17900 – 25800 µS/cm (dry season), DO ranged between 4.3 – 5.8 (wet season) and 3.9 – 5.6 (dry season), Nitrate had values of 0.007- 0.068 mg/L (wet season) and 0 – 0.007 mg/L (dry season), Sulphate values range 130.58- 158.76 mg/L (wet season) and 215.12 – 657.35 mg/L (dry season). Iron range 3.23 – 5.6 mg/L (wet season) and 0.26 – 7.87 mg/L (dry season), Zinc ranged 0.02 – 0.47 mg/L (wet season) and 0.13 – 2.22 mg/L (dry season). Across all sampling stations and control areas during the wet season, the values for Total Petroleum Hydrocarbon (TPH), total hydrocarbon Content (THC) and Petroleum Aromatic Hydrocarbon (PAH) were below the detection limit; however, the values varied during the dry season. The Pearson Correlation matrix revealed positive, negative and significant correlations between the pairs of parameters at 95% confidence level. Amongst the sampling and control stations, some parameters had no significant difference (p > 0.05), however some differences were statistically significant (p < 0.05). In conclusion, Nembe Creek is marginally more polluted during the dry season than during the wet season. Most parameters on the Person's Correlation matrix were connected with each other based on the metrics. However, some parameters such as metals, do not significantly correlate with one another, indicating that the sources of contamination may have originated from various places. It is possible that the source may not predominantly originate from oil exploration activities but may involve other natural, geological and anthropogenic activities.
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相关矩阵和方差分析在尼日利亚尼日尔三角洲Nembe河地表水剖面分析中的应用
水资源污染是若干区域,特别是尼日尔三角洲的一个主要问题,那里的石油勘探活动对人类健康、水资源和环境构成严重风险。本研究对Nembe Creek地表水的性质进行了评价。在干湿季节分别从3个控制站和24个采样站采集地表水样本。样品按照ASTM和APHA分析方法的标准操作程序进行分析。采用描述性统计、方差分析(ANOVA)和Pearson相关分析确定各参数与Nembe creek地表水水质变化的关系。结果表明:pH平均值为6.67±0.33(雨季)和7.21±0.3(旱季),电导率为200 ~ 3950µS/cm(雨季)和17900 ~ 25800µS/cm(旱季),DO值为4.3 ~ 5.8(雨季)和3.9 ~ 5.6(旱季),硝酸盐值为0.007 ~ 0.068 mg/L(雨季)和0 ~ 0.007 mg/L(旱季),硫酸盐值为130.58 ~ 158.76 mg/L(雨季)和215.12 ~ 657.35 mg/L(旱季)。铁为3.23 ~ 5.6 mg/L(雨季)和0.26 ~ 7.87 mg/L(旱季),锌为0.02 ~ 0.47 mg/L(雨季)和0.13 ~ 2.22 mg/L(旱季)。丰水期各采样点和控制区的总石油烃(TPH)、总烃含量(THC)和石油芳烃(PAH)均低于检测限;然而,该值在旱季有所不同。Pearson相关矩阵显示参数对之间在95%置信水平上呈正相关、负相关和显著相关。采样站与对照站之间,部分参数差异无统计学意义(p > 0.05),部分差异有统计学意义(p < 0.05)。综上所述,Nembe Creek在旱季的污染程度略高于雨季。Person’s Correlation matrix上的大多数参数都是基于度量标准相互关联的。然而,一些参数,如金属,彼此之间没有显著的相关性,这表明污染源可能来自不同的地方。来源可能并非主要来自石油勘探活动,而是可能涉及其他自然、地质和人为活动。
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