Assessment and modeling of pollution in the Nyabugogo Catchment, Rwanda B. K. Uwonkunda a,*, I. Nhapi, U.G. Wali a, and H. Nsengimana b a a Faculty of Applied Sciences, National University of Rwanda, P.O. Box 117, Butare, Rwanda Faculty of Sciences, National University of Rwanda, P.O. Box 117, Butare, Rwanda Corresponding author email: kanbruce@yahoo.fr ABSTRACT The traditional approach to water quality management in developing countries is to develop a monitoring network from which samples are collected periodically. Related to this is the modern practice of environmental impact assessment, which occasionally includes water quality assessment. What is missing from most of these practices is the development of a comprehensive system of pollution monitoring and control, something like a water pollution control master plan that could be used to control development by locating and highlight the pollution and its sources. This idea was tested in the Nyabugogo catchment in Rwanda, which also includes the capital city, Kigali. The study mapped the area in terms of pollution hotspots, covering areas of both anthropogenic and natural pollution. The natural part is important since the hilly nature of the catchment in conjunction with high rainfall of around 2,000 mm/year means that a lot of erosion takes place even from virgin lands. This study will focus on the water quality assessment especially on the identification of the critical points of pollution (hotspots), by measuring the physical parameters, chemical parameters and the use of a water quality indices, the Prati index in order to have an idea of the level of water pollution in the Nyabugogo River system, The water quality monitoring was conducted from October 2008 to May 2009 and covered nutrients, organic and heavy metal pollution. The sampling was done monthly and covered NH4+-N, NO2--N, NO3--N, SO4, PO4-P, COD, BOD5, Dissolved Oxygen, TDS, Chromium, Iron, Lead, Manganese, Zinc, Conductivity, pH, and Turbidity. The samples were collected, preserved and analyzed using standard methods whilst TDS, conductivity, turbidity and pH were measured in the field using Hach field kits. The land use and land cover characteristics were studied using remote sensing images and ground truthing. A digital elevation model of the catchment was developed using Arc-GIS software The water quality study revealed that both urbanized and rural sub-catchments have serious but different types of pollution. For example, the water from rural areas is heavily contaminated with nutrients, sediments due to a lot of erosion and organic materials whilst from urban areas the predominant pollutants are heavy metals and some nutrients. The wetlands in the urban areas seemed to be playing a buffering role for pollutants but this will soon be exhausted, leading to the pollution of downstream water bodies. Keywords: Land use activities, Nyabugogo Catchment, Pollution hotspots, Water quality assessment. 1. Introduction 1.1 Background Nowadays catchments become polluted by many different human impacts, this includes littering, pouring chemicals down drains and water pollution from industry, all of which are washed into creeks and storm water drains. Wikipedia defines catchment as an extent of land where water from rain or snow melt drains downhill into a body of water, such as a river, lake, reservoir, estuary, wetland, sea or ocean. The drainage basin includes both the streams and rivers that convey the water as well as the land surfaces from which water drains into those channels, and is separated from adjacent basins by a drainage divide. As part of the Nile Basin, Lake Victoria is highly polluted these days and that 1 pollution is rising (Campbell et al., 2004), and pollution resulting from increased human activities is threatening Lake Victoria, its effects being characterized by eutrophication and the occurrence of dramatically low dissolved oxygen levels (Scheren et al. 2002), that pollution is coming from its tributaries that pick up pollution coming from land use activities on all their paths. The city of Kigali, capital of Rwanda has grown very fast since the 1994 genocide in Rwanda, now the city of Kigali has a population of 1.287.020 (Kigali Conceptual master plan) and is included in the Nyabugogo Catchment, due to this growth in population, sanitation issues are becoming complex due to poor planning in the past, consequence to that water resources are affected because of the unsafe disposal of untreated wastewater and a lack of sustainable sanitation infrastructure, a study conducted by Brenniman et al. (1997) on pollution of the Nyabarongo River, showed that in and around the capital city of Kigali there is a concentration of people farms and industries which were discharging wastewater into the Nyabarongo River, all the waste water from city of Kigali are discharged into the Nyabugogo swamp and from that, they went into the Nyabarongo River, small commercials activities and agriculture are the main activities in the Nyabugogo Catchment, but there are some others activities like Farming and industry which is only present in the city of Kigali. Most of these activities are generating pollution that goes directly into the Nyabugogo River which is the main River to cross the Catchment and up into the Nyabarongo, which will join the Akanyaru to form the Akagera, which leave the country to end up in the Lake Victoria, and with the increasing of the population that pollution is going to increase. Usanzineza (2007) made a study on the lake Muhazi and relate the pollution of the lake coming from land use activities in the catchment, on his study on the Nyabugogo natural wetland Nkuranga (2007) described the Nyabugogo wetland as receiving all kind of untreated wastewaters of Kigali city including wastewaters from industries area which are mainly discharged through two small rivers Rwanzekuma and Ruganwa, his result showed that waste water from industrial area into the Nyabugogo wetlands are polluted by heavy metal at a level which is above the environmental standards. Muhirwa (2008) made a study on the characterisation of wastewater from Nyabugogo abattoir which discharge its waste waters into the Mpazi River, which is discharged into the Nyabugogo River, his shows that the Nyabugogo abattoir is highly loaded with degradable organics and other pollutants that pose an environmental risk to the receiving Mpazi River, where significant pollution of the Mpazi River was observed for COD, BOD5, nutrients, Chloride, Calcium, total coliforms and TSS. On his study on a comparative assessment of different intake systems, he described the Yanze River with high level of flooding, erosion, sedimentation and turbidity. Nshimiyimana and Achille (2009) described the pollution observed in the Nyabarongo as coming from the Nyabugogo discharges. Mukankomeje et al.,(1993) made a study on the quality of water in Lake Muhazi where the Nyabugogo River is coming from, later on Usanzineza (2007) made also a study on the heavy metal and nutrient level in the Lake Muhazi describing the water in the Lake as polluted with a high level of nutrient, a report of the Nile Basin Discussion Forum (June 2007) shows that the quality of the water in the Nyabugogo River is worsening due to water from industries, restaurants, factories releasing untreated water directly into the River, Nkuranga (2007) made his study on the Nyabugogo swamp describing the pollution of that swamp coming from the loading from the city of Kigali, the data on water quality of the water bodies in the Nyabugogo Catchment and generally in Rwanda are unknown, some data are available from studies done in some river but are not enough to determine the water quality aspect in the Nyabugogo Catchment, it is very difficult to determine the origin of a pollutant observed in a certain water bodies especially downstream, mostly that pollution comes from land use and human activities, list and allocation of land use in the Nyabugogo Catchment are unknown, which make difficulties in any planning related to water and environmental protection. A good planning could not be made without any knowledge of the water quality and the sources of its pollution. The main objective of this study was to assess the pollution levels and sources in the Nyabugogo Catchment. 2. Materials and methods 2 2.1 Study area description The Nyabugogo catchment is located in the middle of Rwanda as shown in Figure 3.1 and drains a total area of 1,647 km2. The major land use in the catchment is agriculture, which occupies about 897 km2 (about 54%) of the catchment. The Nyabugogo catchment is mostly of temperate and equatorial type with average temperature ranging between 16°C and 23°C depending on the altitude of the area. The annual rainfall in Rwanda in general varies between 800 and 1,600 mm,. There are normally four seasons in Rwanda. The first is a long dry season that spans from June to September, followed by a short rainy season spanning from October to December. This season receives 30 to 40 % of the annual rainfall with the highest rains falling in November. The next season is a short dry season starting in December and ending in January. The fourth season is a rainy season spanning from February to end of May. This season receives around 60% of annual rainfall. A summary of the climatic data for the Nyabugogo catchment is given in Table 3.1. The catchment consists of 8 districts with population distribution as shown in Table 3.2 Figure 1. Map showing the location of theNyabugogo catcthment in Rwanda The Nyabugogo catchment is crossed by One River, the Nyabugogo River, which receives other inflows Rivers like the Mwange River, Rusine River and Marenge River on its upstream and later on the Nyabugogo River is joined by others inflows that cross the Kigali city urban area, those are Rwanzekuma River, the Ruganwa River, the Mpazi River and the Yanze River, among the activities identified in the Nyabugogo catchment except the Nyabugogo faming flowers and the Kabuye Sugar Works which are both located near the Nyabugogo River, the other main activity practiced in the Nyabugogo catchment especially on its upstream are agriculture and sugar cane are the crop that is mostly cultivated (Fig 1), but there is also other plantation like legumes plantation and rice plantation, the Kabuye Sugar Works are not the only industry located into the Nyabugogo catchment, there are other many industries concentrated especially on the Kigali industrial are which all discharge their water into the Ruganwa River, there is also the UTEXRWA which discharge its wastewater into the Rwanzekuma River, the water from the Rwanzekuma and Ruganwa before being discharged into the Nyabugogo River, pass through a marshland which is a natural marshland composed with papyrus vegetation, where they leave the marshland as one water body and then enter into the Nyabugogo River, among other activities carried on the Nyabugogo catchment there is garage car, a main taxi park, restaurant and a lot petrol gas station, the Nyabugogo River end up into the Nyabarongo River which has its source at Mwogo in the South province, it crosses the of Nyamagabe , the Karongi area, the Muhanga area and reach the Kigali area where it will meet the Akanyaru River from the country of Burundi and change the name to Akagera River, the Akagera River will continue in the East and then leave the country to the country of Tanzania which will later on end up on the Lake Victoria. 3.2 Description of sampling points A total of 22 sampling sites (Figs 2 and 3) were selected in order to monitor the variation of pollution in the Nyabugogo catchment. The rational for choosing these sites is that all the inflows were located first as long as main land use activities located near the Nyabugogo River, sampling sites were put on Inflow Rivers and after they have joined the Nyabugogo and mixed well, for land use activities nearest the Nyabugogo sampling sites were put few kilometres after discharges from the activities have mixed 3 well, a transect was created into the Nyabugogo marshland and five sampling points were selected inside, two last point were selected on the Nyabarongo River, before and after and it has mixed with the Nyabugogo River. The detailed description of all the sampling points is given below. A hand-held GPS was used to mark the sampling. Figure 2. Location of sampling points Figure 3. Flow chart representing the Nyabugogo Catchment system 3.3 Sample collection and analysis The water samples were collected once every month, for a period of 8 months using the grab sample method. The water was collected and stored in a 600 ml bottle and placed in a cooler box with ice pending analyses. The plastic bottles were rinsed before with HCl (1M) and then with distilled water. Sampling bottles were also rinsed twice with sample water before final collection. From October to December 2008 the parameters analyzed were dissolved oxygen (DO), pH, Turbidity, Conductivity, 4 TDS, NH4+-N, NO3-N, N02-N, PO42-P, SO42-, Fe, Mn, Zn, Pb, and Cr. From January 2009, BOD5 and COD were added to the parameters analysed 3.5 Analysis of results The analysis of the data involved the use of MS Excel Spreadsheets to assess the variation of pollutants at each sampling point and the assessment of the quality of water using the Prati Index (see Section 2.9.1) to evaluate the quality of the water as it passes through the catchment and The results are presented as mean values ± standard deviation. In 1970 Prati set an index as a numerical expression of the degree of pollution, and which takes into account the various pollutants present at the same time (though measured separately). That index, increasing with the degree of pollution, could be used for the numerical evaluation of a purely qualitative characteristic expressed by the term "pollution". For this study 8 parameters were considered, DO, pH, BOD5, COD, NH4+, NO3-, Mn, Fe. 3 Results and discussion 3.1 Physical water quality 3.1.1 Turbidity The turbidity levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 4. Figure 4. Turbidity levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The representation of the Turbidity average for all sampling sites represent a high value of Turbidity in the upstream of the Nyabugogo catchment especially on the Rusine River 3,675 (± 6,004) and Marenge 1,915 NTU (± 1,859), which contributes seriously to the sediment pollution of the Nyabugogo River, Nyabugogo 13,539 NTU (± 8,398), Nyabugogo 22,700 NTU (± 6,416) this is mainly due to the agriculture activity that is taking place in that area, the Turbidity in Kigali is very low compared to the other site, this due to Kigali as a city, the sediment pollution is not much than in the rural area and the Nyabugogo Marshland is contributing to reduce that pollution, Muhirwa (2008) found a Turbidity value of 707 NTU (± 37) and linked the high value of Turbidity on the Mpazi River to high concentration of TSS of wastewater discharged from the Nyabugogo abattoir, for this the value of Turbidity found on the Mpazi was 647 NTU (±845), and this value is not only coming from the Nyabugogo abattoir but from all the activities located near the Mpazi River,Nshimiyimana recorded Turbidity of the raw of the Yanze River from from June 2005 to October 2007, the Highest value of Turbidity recorded was in November 2006 with a value of 637 NTU, the Turbidity become very high when approching downstream of the catchment, as most of the place the River cross some cultivated area, the variation on the Nyabugogo River shows that Turbidity increase on Nyabugogo 1 and Nyabugogo 2 this due to the Rusine and Marenge River, the Nyabugogo is not contributing to pollute the Nyabarongo River in terms of Turbity as the first point on the Nyabugogo River is higher than the second 805 NTU (±692) and 737 NTU (±534) after it has mixed with the Nyabugogo River. 5 3.1.2 Conductivity The conductivity levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 5. Figure 5. Conductivity levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period 4.1.3 Total dissolved salts The TDS levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 6. Figure 6. TDS levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The conductivity and TDS average of all the sampled months for all he sampling months seems to change similarly, the figure shows a high value on all the points located on the Nyabugogo River, Rwanzekuma River, Ruganwa River and in the Nyabugogo Marshland, this due to the fact that the Nyabugogo catchment on its upstream when it is coming from Lake Muhazi crosses area with a lot of vegetation contributing to increase of dissolved solids which increase the conductivity, except on the Rwanzekuma and Ruganwa River where different solids are coming from different industries located in Kigali, Nkuranga (2007) attributd the large value of conductivity found into the Nyabugogo marshland from the wasterwater inflow especially from the Rwanzekuma River and Ruganwa River, Muhirwa (2008) found that the impact ot the discharge of the Nyabugogo abattoir on the Mpazi river was the increase of conductivity from 632 µS/cm (±33) before discharge to 726 µS/cm (±77) after discharge, his value are too high according the value of this study 261.7 µS/cm (±129.54) because of distance dilution occuring before the water reach our sampling point, the conductivity and TDS on all along the Nyabugogo River shows that the values are decreasing from upstream to downstrem showing that the water leave Lake Muhazi with high amount of dissolved salts, the conductivity and TDS of the first point on the Nyababarongo River is low than the second point, 285.9 µS/cm (±319.66) to 376.1 µS/cm (±400.73) respectively for conductivity and 43.1 ppm (±22.6) to 55.0 ppm (±20.0) reflecting the Nyabugogo River is slightly polluting the Nyabarongo River with Dissolved salts. 6 3.1.4 Dissolved Oxygen The DO levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 7. Figure 7. DO levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The Dissolved Oxygen variation shows a low value of DO in area with a lot plantation, the Rwesero sampling sites 4.2 mg/l (±1.3), the Ruganwa River 2.1 mg/l (±0.8), the Rwanzekuma River 2.6 mg/l (±0.8) The Nyabugogo marshland with value varying from 1.6 mg/l (±0.6) to 2.3 mg/l (±2.0) and the Mbazi River 3.8 mg/l (±1.6) are the sampling sites with low DO, Nkuranga (2007) attributed the low concentration of Oxygen to dead papyrus as organic matter present into the Nyabugogo marshland, the variation on the Nyabugogo River shows that Dissolved oxygen is not varying much on the Nyabugogo River, the Dissolved Oxygen variation between the two points on the Nyabugogo River is not that big 5.0 mg/l (±1.9) for Nyabarongo 1 and 5.7 mg/l(±2.5) for Nyabugogo 2, from that we caonclude that the Nyabugogo River is not affecting the Nyabarongo River in terms of Dissolved Oxygen control. 3.1.5 pH The pH levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 8. Figure 8. pH levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The pH is not varying a lot in the Nyabugogo River system, the lowest value is 6.44 (±0.65) on the Marenge River and the highest value is 7.43 (±0.27) on the Nyabarongo 2 River sampling site, inside the Nyabugogo River system the highest pH value is 7.31 (±0.34) on the Ruganwa River, Unsanzineza (2008) described the water in lake Muhazi as slightly alkaline 8.5, and find that the mean pH of the Lake was 7.8 which very closer to the value observed at the Rwesero sampling point 7.24 (±0.18), which is the first point after the Nyabugogo has left the Lake Muhazi, Nkuranga (2007) find a more or less constant pH in the Nyabugogo wetland (around 7) and attribute the high value of pH in the Rwanzekuma and Ruganwa River from alkaline reagents from UTEXRWA and other factory in Kigali used in their process, Muhirwa (2008) concluded that the increase of pH on the Mpazi River was due to wastewatern from the Nyabugogo abattoir which has an average pH value of 8.9 (±0.2), our pH on 7 the Mpazi River is lower than the value observed by Muhirwa (2008) as it is located 3 km from his samling point and it has already mixed with other discharged wastewater, the pH on the Nyabugogo River is not varying a lotthe pH is not varying a lot on the Nyabarongo River 7.39 (±0.20) for Nyabarongo 1 and 7.43 (±0.27) for Nyabarongo 2, that shows that the water on the Nyabugogo River leaving the cacthment arre neutral in terms of alkalinity and basicity. 3.1.6 Summary on physical parameters The Nyabugogo River system presents a high pollution as physical parameters are concerned, with a high value of Turbidity, this is mainly due to a lot of erosion occurring in the Nyabugogo catchment, resulting from hills with high slope relief present into the Nyabugogo catchment, agriculture activities are contributing also to that pollution as the soil is taken into the River, conductivity is very high on points where water has a lot of vegetation, expect for the Rwanzekuma River and the Ruganwa River both coming from the Kigali urban area and collecting wastewater from different industries, those two point also present a high value of conductivity this high value to heavy metal and dissolved salt present in those wastewater discharged from different industries, this is also justified from the results of the Total Dissolved Salts (TDS), in terms of acidity and alkalinity the pH do not vary a lot, in terms Physical pollution, the Nyabugogo River is not polluting the Nyabarongo River, in fact except the turbidity where the first point value is high than the second point, for the other the second point is slightly high than the first point, but the changes is insignificant. 3.2 Chemical water quality 3.2.1 Ammonium nitrogen The NH4-N levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 9. Figure 9. Turbidity levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The nitrogen ammonia results show a high value when reaching Kigali city 1.45 mg/l (±0.813) for the Rwanzekuma River, 1.88 mg/l (±0.626) and in the Nyabugogo marshland where the Nitrogen ammonia reaches 2.36 mg/l (±1.35), for all the remaining sampling sites the nitrogen ammonia is below 1 mg/l, this high value of Nitrogen ammonia is possibly attributed to the domestic wastewater from Kigali urban areas, all along the Nyabugogo River, the Nitrogen is increasing on Nyabugogo 1 and Nyabugogo 2, decrease on the next point and start increasing again, the increasing is due to discharges from the Rusine and Marenge River, the Nitrogen variation on the Nyabarongo River shows that the first point is high than the second 0.4071 mg/l (±0.427) and 0.2563 mg/l(±0.307), showing that there is a Nitrogen pollution on the upstream of the Nyabarongo River and that the Nyabugogo River is not polluting the Nyabarongo River. 3.2.2 Nitrates The NO3-N levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 10. 8 Figure 10. Nitrate levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period 3.2.3 Sulphates The sulphate levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 11. Figure 11. Sulphate levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The Nitrates variation show a high value on the Rusine River 34.44 mg/l (± 24.61) , Marenge River 37.33 mg/l (± 29.66), Nyacyonga 27.70 mg/l (± 18.18), Rwanzekuma River 70.55 mg/l (± 37.45), Ruganwa River 72.55 mg/l (± 9.95), in the Nyabugogo Marshland the highest value of Nitrates observed was on transect 4, 29.21 mg/l (± 43.41), the Nitrates variation on the Nyabugogo River show that the Nitrates all along the Nyabugogo River is decreasing, and on the Nyabarongo River the nitrates values are 35.54 mg/l (± 30.30) and 28.79 mg/l (±19.58) for Nyabarongo 1 and Nyabarongo 2 sampling sites respectively, that shows that there is a lot of Nitrates on those sites and the Nybugogo River is not polluting the Nyabarongo River by nitrates, a further study is recommended to show where that pollution is generated, Muhirwa (2008) find an increase of nitrates from 114 mg/l (± 10) to 176 mg/l (±13.3). The Sulfates results show that the average is varying between 0 and 10 mg/l except on the Mpazi River 13.125mg/l (±17.5) and on the Rwanzekuma River, where the value is reaching 34.6 mg/l (±16.826) on average which is a lot of sulfates pollution, a further study on the UTEXRWA factory is also recommended to see if that pollution is generated by the factory or not, the sulfates variation shows that the sulfates are increasing on the Nyabugogo River starting to Nyabugogo 1 sampling sites, showing that the Rusine River is contributing to polluting the Nyabugogo River in sulfates, the Nitrates and Sulfates analysis shows a high value on the first sampling point than the second sampling point on the Nyabarongo River, 35.54 mg/l (±30.30) and 28.79 mg/l (±19.58) respectively for nitrates, 5.23 mg/l (±3.562) and 5.375 mg/l (5.787) respectively for sulfates, showing that the Nyabugogo River is not polluting the Nyabarongo River by Nitrates and Sulfates. 3.2.4 Nitrites The nitrite levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 12. 9 Figure 12. Nitrite levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period 3.2.5 Phosphates The phosphate levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 13. Figure 13. Phosphate levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The Nitrites variation shows that the nitrites are not varying so much in the Nyabugogo catchment, except on the Rusine River 0.0568 mg/l (±0.072) and Ruganwa 0.0370 mg/l (±0.065) River where we have the highest value, the nitrites all along the Nyabugogo River shows two high pics the first one Nyabugogo 1 sampling site and the second one on the Nyabugogo 3 sampling site those high pics are due to discharges from Rusine River for the Nyabugogo 1 sampling site and for Nyabugogo 3 this might be due to the Nyacyonga farming flower or Rice plantation practiced in that area ,for the Phosphates the highest value is located on the Rusine River 0.73 mg/l (±1.23), this is due to slaughter house located near the Rusine River, which discharge their waste directly into the River, the sulfates variation on the Nyabugogo River show an increase at the upstream and give a high pic on the the Nyabugogo 1 sampling site due to discharge from the Rusine River, after that sampling sites the sulfates value start decreasing again, the Nitrites results show a slight increase of Nitrites from Nyabarongo 1 to Nyabarongo 2, 0.0203 mg/l (±0.013) to 0.0262 mg/l (±0.028), but the changes is insignificant to conclude that the Nyabugogo River is polluting the Nyabarongo River, for the sulfates the value on Nyabarongo 1 is high than the value on Nyabarongo 2, 5.43 mg/l (±3.562) and 5.375 mg/l (±5.787), showing that the Nyabugogo River is not polluting the Nyabarongo River, with sulfates. 3.2.6 Biochemical Oxygen demand The BOD5 levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 14. 10 Figure 14. BOD5 levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The BOD5 result shows that the Nyabugogo River system does not have a high variation in BOD5, the lowest value is 15.70 mg/l (±5.37) transect 4 in the Nyabugogo marshland and the highest value is also present into the Nyabugogo marshland 35.21 mg/l (±37.60) transect 5, the remaining sampling points present a variation between those values, the BOD5 pollution is coming from organic pollution, this resulting from bad sanitation conditions, in the upstream of the Nyabugogo catchment people does not use toilet and most of the time reject the feacal waste into the environment which all end up in the Nyabugogo River, in the Kigali most of domestic wastewater are not treated and are directly into different Rivers crossing Kigali Rwanzekuma, Ruganwa and Mpazi River, which contribute a lot to increase the organic pollution, Muhirwa (2008) find BOD5 increasing from 161 mg/l (±24) to 629 mg/l (±27) respectively before and after the Nyabugogo abattoir discharge their wastewater into the Mpazi River, our result are very low comparing to Muhirwa’s result due to different location, his sampling site are very close to the Nyabugogo abattoir, the BOD variation on the Nyabugogo shows some up and down values of BOD, where we have some high pics on Rutunga sampling sites, Nyabugogo 2 sampling site and on the Nyabugogo sampling site, the BOD variation shows a high value on Nyabarongo 1, 24.15 mg/l (±13.11) than Nyabarongo 2, 19.32 mg/l (±7.74), showing that there is an organic pollution on the upstream of the Nyabarongo River. 3.2.7 Chemical Oxygen Demand The COD levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 15. Figure 15. COD levels for (a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The Chemical Oxygen Demand analysis shows a high value of COD on the Rusine River 293.98 mg/l (±537.28), Marenge River 131.16 mg/l (±120.40) and on the Mpazi River 127.23 mg/l (±164.52), the Nyabugogo marshland also present a high value of COD at one point 158.64 mg/l (±255.66), the COD pollution is coming from different chemical like Iron, Manganese, Sulfates, Phosphates and Nitrogen which use Oxygen to be oxydized, Muhirwa (2008) find an increasing value of 213 mg/l to 852 mg/l before and after discharging respectively, he conclude that the main contributor of that organic material is the waste water from slaughtering area especially blood, as it is represented by 23.942 11 mg/l, the variation of an increasing value on Nyabugogo 1 sampling site where we have a high pic, and then decrease after that sampling site, the COD variation shows also that the Nyabugogo River increased the value of COD on the Nyabarongo River from 65.12 mg/l (±36.91) on Nyabarongo 1 to 99.20 mg/l (±85.45), this is mainly due to some heavy metal present into the Nyabugogo River (see section 4.2.8, 4.2.9, 4.2.12), who use the oxygen for their oxydation. 3.2.8 Iron The iron levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 15. Figure 16. Iron levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The Iron analysis show a high value of Iron on the Rusine River 4.94 mg/l (±6.7) and on the Marenge River 3.83 mg/l (±4.75) and that pollution is a natural pollution from the soil composition, Unsanzineza (2007) find a mean value of Fe 0.756 mg/l (±0.734), the value found on the Rwesero sampling points 0.848 mg/l (±1.27) is very close to Unsanzineza’s Result, the Iron variation on the Nyabugogo River shows that the Rusine River and Marenge River are increasing the Iron value on the Nyabugogo River, also the water from the Kigali city are contributing to increasing again the Nyabugogo River, the Iron variation on the Nyabarongo River 2.22 mg/l (±2.359) on Nyabarongo 1 and 3.665 mg/l (±5.199), shows that the Nyabugogo River is polluting the Nyabarongo River, this can be probably attributed to Iron from the Rusine River and the Marenge River, which are the big sources of Iron in the Nyabugogo River system. 3.2.9 Manganese The manganese levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 17. Figure 17. Manganese levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period 12 The Manganese analysis showed a high value on the Rwanzekuma River 9.63 mg/l (±8.21) and on the Ruganwa River 8.43 mg/l (±8.8) those high value are coming from domestic and industrial wastewater from the Kigali city this are also contributing to increase the Manganese value on the Nyabugogo River as we see a high pic on Nyabugogo 4 where all the water from the city of Kigali have mixed with the water coming from upstream, another high value is also the Nyabarongo River 17.7 mg/l (±18.1) on the Nyabarongo 1 and 18.46 mg/l (±20.9) on Nyabarongo 2, this shows that the Nyabugogo River is slighlty polluting the Nyabarongo River, yet the big amount of Manganese is coming the upstream of the Nyabarongo River, the main sources of that pollution can be attributed to the soil composition, Unsanzineza (2007) found an average of 0.34 mg/l (±0.336) of Manganese into the lake Muhazi, our value on the Rwesero sampling sites is very higher as the River have crossed a long distance from the Lake Muhazi and picked sediments all along. 3.2.10 Lead The lead levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 18. Figure 18. Lead levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The data shows a variation of lead from 0.02 mg/l to 0.10 mg/l, the Mpazi River is the point that has the highest value; this highest value is coming from different activities carried along the River, this River like the Nyabugogo tannery which use a lot of chemical, also cross the Kigali car main park. The lead variation on the Nyabugogo River seems to be high on the upstream and is reduced by the plant in the Nyabugogo marshland, Unsanzineza (2008) found an average value of Pb equivalent to 0.292 mg/l (±0.045), our value on Rwesero sampling point was 0.04mg/l (±0.02), the variation on the Nyabarongo River shows that the first point Nyabarongo 1 has a high value 0.06 mg/l (±0.03) than the second point Nyabarongo 2 0.04 mg/l (±0.04), showing that the Nyabugogo River is not polluting the Nyabarongo River in terms of Lead pollution. 3.2.11 Chromium The chromium levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 19. 13 Figure 19. Chromium levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The data variation shows that Chromium is varying from 0.10 mg/l to 0.24 mg/l, the highest value is located on the 9th site which is even highest pick on the Chromium variation all along the Nyabugogo River, and this point is located on the Nyabugogo River after the Kabuye sugar factory had rejected their waste water, the Chromium pollution is generated from that sugar factory, Usanzineza (2007) found a mean value of Cr equal to 0.000 mg/l (±0.000), resulting that there is no Chromium into the Lake Muhazi, our result shows an average value of 0.11 mg/l (±0.09) at the Rwesero sampling points, the variation on the Nyabugogo River , the variation on the Nyabarongo River shows that Nyabarongo 1 is slightly high than Nyabarongo 2 , 0.13 mg/l (±0.06) and 0.12 mg/l (±0.07) respectively, this also shows that the Nyabugogo River is not polluting the Nyabarongo River in terms of Chromium. 3.2.12 Zinc The zinc levels for all the monitored points and for the points on the Nyabugogo River stretch only are shown in Fig 20. Figure 20. Zinc levels for(a) all the sampling sites and (b) sampling sites located on the Nyabugogo River for the monitored period The Zinc variation show that on the upstream of the Nyabugogo the value of Zinc is negligible, the Zinc start to increase especially on the site located after the Kabuye Sugar factory where the highest pick of Zinc level all along the Nyabugogo River is located, the Ruganwa River, the Rwanzekuma River and the two points located on the Nyabarongo River, the Zinc pollution is mainly coming from industries located on the Nyabugogo catchment, the values on the Nyabarongo Rivers 0.06 mg/l (±0.1) for Nyabarongo 1 and 0.11 mg/l (±0.2) for Nyabarongo 2 shows that the Nyabugogo River is slightly contributing to pollute the Nyabarongo River Unsanzineza (2007) find a mean value of Zn equal to 0.041 mg/l (±0.045) into the lake Muhazi, for our result no Zn were on the Rwesero sampling sites, the first sampling site before the Nyabugogo River has left the Lake Muhazi. Ma and Lui 1999 cited in Unsanzineza (2007) explained that lake sediments are a major repository of heavy metals, which could be released to overlying water column from sediments when environmental conditions change, Nkuranga (2007) attributed the high concentration of heavy metal in water bodies into the Nyabugogo marshland to overflowing of wastewater from surrounding locations of the marshland 3.2.13 Summary on chemicals parameters After analysing all those data it can be concluded that the source of the pollution for the Nyabugogo River are coming from the Rusine River, Marenge River, Nyacyonga area, the Kabuye sugar factory, Rwanzekuma River, Ruganwa River and the Mpazi River, as those points present the highest value on most of the chemical parameters analyzed, further studies are recomanded in order to assess the origin of the pollution present in those Rivers, the Nyabugogo River is not polluting the Nyabarongo River in terms as far as chemical parameters are concerned, this is justified by the fact that Nyabarongo 1 has a high value than Nyabarongo 2 except for COD, Fe, Mn, Zn, NO2-, but even for those parameters the difference, the difference is not high to conclude that the Nyabugogo is significantly polluting the Nyabarongo River. 14 3.3 Identification of pollution hotspots 3.3.1 Prati Index result One good way to represent result by the Prati index is to categorize the result into different pollution levels and assign to each pollution level, this method was applied to our study and a map was produced (Fig 21), representing the coloured scheme of all the sampling points for all the sampled months, another map (Fig 22) was produced also to represent the average variation in order to have a better understanding of it is happening in the Nyabugogo River system. Figure 21. Prati Index colour scheme represented on each site for all the sampling period Oct 2008 to May 2009 Figure 22. Prati index coloured scheme represented on each site, according to the average index value for all the months 15 For the first point Rwesero where the Nyabogogo River is just coming from the Lake Muhazi the Prati index shows a very heavily polluted situation in December (>8), a heavily polluted situation (5-8) from January to May and polluted situation in December (2-4). The pollution is mainly coming from agriculture taking place around the river, where plants are even inside the water reducing then the amount of Oxygen in the water. Point 2 is located on the first river (Mwange River) to join Nyabugogo, point 3 is located on the Nyabugogo after Mwange River have mixed with Nyabugogo River, the Prati index show a very heavily polluted (>8) situation on October and February for point 2 idem for Point 3, except in December on point 2 where we have a polluted situation (2-4), all the other month for the two sites have a heavily polluted situation (4-8), the pollution is mainly coming agriculture activities where sugar cane is main crop to be cultivated in that area. Point 4 is the second River to join the Nyabugogo River and point 5 is located on the Nyabugogo River, for the fourth point the Prati index give two situations very heavily polluted (>8) for October, January, February and March, for November, December, April and May the situation is heavily polluted (4-8), near the point 4 there are people living there and practicing small business like restaurant, slaughter house, bar, they discharge their waste directly into the Rusine River contributing significantly to the pollution of point 4. Point 6 is located on the third River to join the Nyabugogo River and point 7 is located on the Nyabogogo River after the Marenge River have joined the the Nyabugogo River, point 6 is heavily polluted for January and April, very heavily polluted for all the remaining month. Point 8 and point 9 are all located in the Nyabugogo River, point 8 is situated in the Nyacyonga area near a flower farming factory and point 9 is located on a site where the Nyabugogo has not received yet the water from the city of Kigali, the Prati index show a heavily polluted situation for the months of November, March, April and May, very heavily polluted for October, December, January and February the pollution is mainly generated by the waste from the flower farming which are left near the Nyabugogo River. For point 10, the Prati index show very heavily polluted situation in the months of October, December and January and a heavily polluted for the months of February, March, April and May, only in November is the time when we have a polluted situation, this point area comes after the river has crossed rice plantation area and a sugar cane factory which directly discharge their waste water into the Nyabugogo River, the 11th point is located on the Rwanzekuma River which will cross the Nyabugogo marshland and then join the Nyabugogo River, the Prati index show a heavily polluted for only three months: November, April and May, all the remaining months are very heavily polluted, this pollution is mainly coming from the UTEXRWA factory which is a textile factory who is dischargin their waste water in the River without any treatment as their treatment plant is not operational, this river is also getting waste water from Kacyiru, Nyarutarama and Gisozi and those waste water are coming from households without any treatment, the point 11 is located on the Ruganwa River which River cross the industrial area and get waste water from Kicukiro, Remera, Kimihurura, Kiyovu and the center town of the city of Kigali, the Prati index shows a heavily polluted for the months of October and May, the remaining months the water was very heavily polluted, the pollution is coming from waste water from households and factory present in the industrial area. For the purpose of this study, we created a transect along the Nyabugogo marshland with five points, (point 12-16) for a good representation only one point (transect 3) were selected to show the pollution variation in the Nyabugogo marshland, for that point the Prati index shows that the Nyabugogo marshland is heavily polluted for October, November, February and May, very heavily polluted for December, January and March only the month of April is showing a polluted situation, the pollution is coming from plantation present in the marshland and waste water coming from the Kigali city. 16 Point 17th is located on the Mpazi River, another River to join the Nyabugogo River, this River is coming from different part of the city of Kigali, it get waste water from Nyamirambo, Muhima, Nyabugogo. The Prati index show a heavily polluted situation in November and April all the remaining months the River was very heavily polluted, this pollution is mainly coming households of the city of Kigali which discharge their waste water without any treatment, the point 18 is located at the Nyabugogo River after it has been joined by the Mpazi River, the Prati index show a heavily polluted for the months of October, November, March and May, the sites was very heavily polluted in December, January and February. Point 19 is located on the Yanze River which is the last River to join the Nyabugogo River before it enters into the Nyabarongo River, the Prati index shows a very heavily polluted for the months of October, November, December and March, the water was heavily polluted for January, February, April and March, the pollution is coming from some waste water from some households located near the River, point 20 is the last point located on the Nyabugogo River before it enters into the Nyabarongo River, for that point the Prati index shows a polluted situation on December, a heavily polluted situation for November, February, April and May. Point 21 and 22 are all located in the Nyabarongo River, point 21 is before Nyabugogo River has joined Nyabarongo River and point 22 is after the two have mixed, the Prati show a heavily polluted for October, January, march and April and very heavily polluted for the remaing months, for the point 22 the water was heavily polluted in November, April and May for all the remaining months the water was very heavily polluted. 3.3.2 Summary on Prati Index result The analysis from the Prati Index shows in general that water in the Nyabugogo River system, as most of the sampled are in the very heavily polluted range, (>8), except some months on some sampling points that present a heavily polluted range (4-8), some points points were also presenting polluted category ((2-4), April for Nyabugogo 1 and Nyabugogo Transect, December for Nyabugogo 2 and Nyabugogo 5, May Nyacyonga sampling site, the only time we observed an acceptable quality for the water in the Nyabugogo River system was december for the sampling point Nyabugogo 1, we didn’t record any good water possibility on any sampling points, the average representation of all the Prati index for all the months shows a very heavily polluted situation except for three sampling points Rwesero, Rutunga and the Nyabugogo 1, which all have heavilly polluted situation by average, , for the full Prati analyses it is recomanded also that the missing parameters: Permanganate, Suspended Solids, Chlorides, Alkyl Benzene Sulfonates and Carbon chloroform extract that were not analysed to be analysed in order to have a better interpretation of the Prati index for the further studies. 5. Conclusion and recommendation From the objectives and results of this study, the following conclusions were made: 1. The water in the Nyabugogo River system are polluted as far as physical parameters are concerned, and the Nyabugogo River is polluting the Nyabarongo River, the two Rivers are already polluted before they mixed. 2. The chemical parameters monitored showed consistently high levels of pollution, warranting urgent attention to arrest further deterioration of water quality in the Nyabugogo River. 3. The Prati Index, the water in the Nyabugogo River system is highly polluted as all indices are in the range of 4-8 and >8. From this study, the folloing recommendations are made: 1. Erosion protection measures should be applied in the Nyabugogo catchment and these include terraces where there is agricultural activity and tree plantations, especially around the Rusine and Marenge Rivers, and on the upstream of the Nyabugogo River. These would reduce the amount of sediment depositing in rivers. Industries inside the Nyabugogo catchment should treat their wastewater before they discharge them into the environment. 17 2. Further studies should be carried out on all the tributaries of the Nyabugogo River in order to identify potential sources of chemical pollution. All the activities carried out near the Rusine and Marenge Rivers should be shifted and placed at a distance where they are not closer to rivers and all wastewater (domestic + industrial) subjected to some form of treatment before discharge into the rivers. 3. This study on the Nyabugogo catchment should continue and include the measurement also of the hydrological data in order to be able to produce a model that could be used to predict the situation if any changes occurred into the Nyabugogo catchment. 4. This study should be continued to include all the parameters required to have a full Prati Index. The measurement should include adding some sampling points on each tributary after studying the nature of the catchment and tracing suspected point sources of pollution. Acknowledgements The authors are very grateful to Nuffic for sponsoring this study through the WREM Project, a collaborative capacity building project between the National University of Rwanda and the UNESCOIHE Institute for Water Education. 6. References Brenniman, G. , Hallenbeck, W., Twagirimana, L., and Gasana J., 1997. Industrial Discharges of Metals in Kigali, and the Impact on Drinking Water Quality, Bulletin of Environmental Contamination and Toxicology, 58: 523-526. Campbell, L.M., Balirwa, J.S., Dixon, D.G. and Hecky, R.E. 2004. Biomagnification of mercury in fish from Thruston Bay, Napoleon Gulf, Lake Victoria, East Africa. African Journal of Acquatic Science 29(1):91-96. Ma, Y. J., and Liu, C.Q. 1999. Seasonal migration of redox boundary and its influence on water quality in lake lugu, yunnan, china. 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J., 2008, A comparative assessment of intake systems at Yanze, Kadahokwa, Nyabarongo and Shyogwe water treatments plants, unpublished MSC Thesis, National University of Rwanda, Rwanda. Nshimiyimana, F., 2009, Heavy metal; assessment in the Akagera transboundary River, unpublished MSC Thesis, National University of Rwanda, Rwanda. Prati, L., Pavanello, R., and Pesarin, F., 1970. Assessment of surface water quality by a single index of pollution pp 743-744. Usanzineza, D., 2007, Heavy Metal pollution and nutrient levels in Lake Muhazi, unpublished MSC Thesis, National University of Rwanda, Rwanda. 18