Literature DB >> 28831403

Long-term climate data description in Ethiopia.

Gezahegn Abebe1.   

Abstract

This article presents long-term analyzed rainfall and temperature data obtained from the National Metrological Agency (NMA) of Ethiopia. Using tables and graphic trends of analysis, the article shows the low and declining level of average annual rainfall as well as the high inter-annual fluctuations for 18 weather stations located in different agro-climatic zones of the country. The high variation of annual maximum and minimum temperature has been similarly observed for decades in the stations. Ethiopia's average annual temperature has risen between 1955 and 2015 by 1.65 °C. The country's agricultural production depends heavily on local temperature and rainfall. The evidence is clear that a slight change in such climatic elements negatively affects the food security condition of both producers and consumers. Although data from the Central Statistical Agency (CSA) show that major cereal crop production has increased at the national level, partly due to the increasing application of fertilizers and modern seeds, Ethiopia's food security condition is deteriorating due to global climatic events caused droughts and rain failure. The rate of food price inflation is thus often higher than the general consumer price inflation rate.

Entities:  

Keywords:  Cereals; Consumer price; Erratic rainfall; Ethiopia; Farm inputs; Temperature

Year:  2017        PMID: 28831403      PMCID: PMC5552378          DOI: 10.1016/j.dib.2017.07.052

Source DB:  PubMed          Journal:  Data Brief        ISSN: 2352-3409


Specification Table Value of the data Gives information on the changing condition of climatic elements' impact on production and food prices. Can be reproduced by researchers and experts working in the field. Useful to identify vulnerable communities and social groups to the effects of climate change risk for interventions.

Data

The figures and tables of rainfall and temperature were analyzed based on the data obtained from 18 weather stations located in different agro-climatic zones of Ethiopia. Fig. 1 is the location map of metrological stations. The declining and low level of average annual rainfall overtime as well as high inter-annual fluctuation for 18 weather stations are presented in Fig. 2, Fig. 3, Fig. 4, Fig. 5, Fig. 6, Fig. 7, Fig. 8, Fig. 9, Fig. 10, Fig. 11, Fig. 12, Fig. 13, Fig. 14, Fig. 15, Fig. 16, Fig. 17, Fig. 18, Fig. 19, Fig. 20. Information on temperature are presented in Tables. Table 1 shows the average annual temperature of Ethiopia (1980–2016). The mean annual temperature of Ethiopia is presented in Table 2. The following tables (Table 3, Table 4, Table 5, Table 6, Table 7, Table 8, Table 9, Table 10, Table 11, Table 12, Table 13, Table 14, Table 15, Table 16, Table 17, Table 18, Table 19) present the variation of mean annual maximum and minimum temperatures of the weather stations. In Fig. 21, Fig. 22 area cultivated under improved seeds, local seeds and use of fertilizers and types of fertilizers for cereals crop only are presented. The last two Fig. 23, Fig. 24 demonstrate the progressive increase in agricultural production such as cereals, oil seeds and pulses and the consumer price index respectively.
Fig. 1

Location map of 18 weather stations.

Fig. 2

Mean annual rainfall of Ethiopia.Source: Computed based on raw data from National Metrological Agency (NMA) of Ethiopia.

Fig. 3

Annual rainfall in Addis Ababa weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 4

Annual rainfall in Arba Minch weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 5

Annual rainfall in Axum weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 6

Annual rainfall in Bahir Dar weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 7

Annual rainfall in Beshoftu weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 8

Annual rainfall in Combolcha weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 9

Annual rainfall in Debre Markos weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 10

Annual rainfall in Dire Dawa weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 11

Annual rainfall in Gode weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 12

Annual rainfall in Gondar weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 13

Annual rainfall in Gore weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 14

Annual rainfall in Hawassa weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 15

Annual rainfall in Jimma weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 16

Annual rainfall in Mekele weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 17

Annual rainfall in Metehara weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 18

Annual rainfall in Neghele weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 19

Annual rainfall in Nekemte weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Fig. 20

Annual rainfall in Robe weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia.

Table 1

Average annual temperature in Ethiopia: representative weather stations.

YearAddis AbabaArba MinchHawassaCombolchaDebre MarkosDebre ZeitDire DawaRobeGode MetekelGondarGoreJimmaMekeleMeteharaNegheleNekemteAverage annual Temp.
195518.917.6915.2418.5524.8618.6517.8518.5418.3718.70
196018.8519.715.218.8724.9712.7218.3718.1719.317.6219.6618.49
196518.918.8915.2819.0924.712.1927.9819.5917.7318.8218.5719.1119.23
197019.6519.216.4519.0724.9312.9328.8219.918.2418.7318.6319.3817.2519.47
197519.8218.6817.8215.7618.2625.0212.8228.8620.0317.918.616.9919.1717.0619.05
198019.9219.919.0716.2218.9325.41428.9219.9718.619.1917.6620.0518.0619.70
198515.7224.6218.7415.8216.0618.3825.1715.1228.0520.1618.118.8317.2124.8919.1217.6519.60
199016.124.0819.7619.7316.0419.1325.3715.022919.5419.9519.0111.225.3721.2318.5119.94
199516.623.820.219.4916.9519.6525.8514.9320.8519.1719.9417.8826.1721.1218.7520.30
200016.6223.6619.8819.316.3519.4125.6814.0828.9119.4418.8219.7918.1525.4220.7518.620.69
200516.8923.8820.2119.7316.8318.4826.0615.229.7220.6719.5619.618.0125.9321.2819.020.56
201016.9523.9420.6220.417.0918.7825.915.433020.7319.4220.1418.2326.0721.7618.9920.75
201518.5524.6521.4420.4817.3720.1825.7115.7229.6720.6719.3620.4318.2326.8822.4418.5720.35
Table 2

Variation of annual maximum and minimum temperature in Addis Ababa (1955–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Addis Ababa195529.758.0418.90
Addis Ababa196029.807.9018.85
Addis Ababa196530.367.4418.90
Addis Ababa197030.508.8019.65
Addis Ababa197530.978.6719.82
Addis Ababa198030.799.0519.92
Addis Ababa198522.638.8215.72
Addis Ababa199023.199.0216.10
Addis Ababa199523.739.4816.60
Addis Ababa200023.589.6616.62
Addis Ababa200523.809.9816.89
Addis Ababa201022.8711.0416.95
Addis Ababa201524.3012.8018.55
Table 3

Variation of annual maximum and minimum temperature in Arba Minch (1975–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Arba Minch198531.0618.1824.62
Arba Minch199030.2017.9524.08
Arba Minch199530.3617.2323.80
Arba Minch200030.6516.6723.66
Arba Minch200530.3517.4023.88
Arba Minch201029.9917.8923.94
Arba Minch201531.3817.9124.65
Table 4

Variation of annual maximum and minimum temperature in Axum (2006–2016).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Axum200624.3012.0318.16
Axum200726.2612.2819.27
Axum200826.3012.1819.24
Axum200927.3712.5719.97
Axum201026.6512.1919.42
Axum201126.0511.7018.87
Axum201226.0411.7318.88
Axum201326.0411.9018.97
Axum201425.9411.5818.76
Axum201526.5911.7819.18
Axum201626.9212.3319.62
Table 5

Variation of annual maximum and minimum temperature in Bahir Dar (2002–2016).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Bahir Dar200226.207.316.75
Bahir Dar200329.5512.721.13
Bahir Dar200425.5612.6819.12
Bahir Dar200526.9612.9219.94
Bahir Dar200626.7512.8719.81
Bahir Dar200726.7810.3218.55
Bahir Dar200826.8311.5919.21
Bahir Dar200927.6012.3319.96
Bahir Dar201027.0712.5219.80
Bahir Dar201126.9911.4619.22
Bahir Dar201227.6812.1119.85
Bahir Dar201328.7811.6120.20
Bahir Dar201427.6914.0820.88
Bahir Dar201528.5013.7821.17
Bahir Dar201627.0214.6820.85
Table 6

Variation of annual maximum and minimum temperature in Beshoftu (1951–2013).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Beshoftu195125.569.9517.75
Beshoftu195526.2710.8418.55
Beshoftu196026.1911.5618.87
Beshoftu196526.5011.6919.09
Beshoftu197026.3411.8019.07
Beshoftu197525.4911.0318.26
Beshoftu198026.5811.2818.93
Beshoftu198525.9610.8018.38
Beshoftu199026.3011.9519.13
Beshoftu199526.8612.4319.65
Beshoftu200026.7212.1019.41
Beshoftu200526.6010.3718.48
Beshoftu201026.5411.0218.78
Beshoftu201329.4510.9120.18
Table 7

Variation of annual maximum and minimum temperature in Combolcha (1952–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Combolcha195220.988.3414.66
Combolcha195523.1512.2417.69
Combolcha196026.8012.6519.7
Combolcha196525.9011.8718.89
Combolcha197026.0012.4019.20
Combolcha197524.9910.6517.82
Combolcha198026.3811.7519.07
Combolcha198526.055.5915.82
Combolcha199026.5012.9619.73
Combolcha199526.3812.6019.49
Combolcha200026.8011.7919.30
Combolcha200527.2512.2019.73
Combolcha201027.4913.32520.40
Combolcha201528.1112.8520.48
Table 8

Variation of annual maximum and minimum temperature in Debre Markos (1955–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Debre Markos195521.588.9015.24
Debre Markos196022.258.1515.20
Debre Markos196521.988.5815.28
Debre Markos197022.969.9416.45
Debre Markos197522.409.1215.76
Debre Markos198022.4510.0016.22
Debre Markos198521.9010.2116.06
Debre Markos199022.579.5116.04
Debre Markos199523.3410.5616.95
Debre Markos200022.6010.0916.35
Debre Markos200523.0510.6016.83
Debre Markos201023.0511.1217.09
Debre Markos201523.5611.1817.37
Table 9

Variation of annual maximum and minimum temperature in Dire Dawa (1952–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Dire Dawa195232.5812.5622.57
Dire Dawa195531.6918.0324.86
Dire Dawa196031.2618.6824.97
Dire Dawa196531.2218.1924.70
Dire Dawa197031.0718.7924.93
Dire Dawa197531.2618.7925.02
Dire Dawa198031.2019.6025.40
Dire Dawa198531.2119.1425.17
Dire Dawa199031.4519.3025.37
Dire Dawa199532.3619.3325.85
Dire Dawa200032.5818.7925.68
Dire Dawa200532.9319.1926.06
Dire Dawa201032.6519.1525.90
Dire Dawa201533.0018.4325.71
Table 10

Variation of annual maximum and minimum temperature in Gode (1966–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Gode196634.8221.1427.98
Gode197035.0022.6328.82
Gode197534.8022.9328.86
Gode198034.3923.4628.92
Gode198534.1421.9528.05
Gode199034.6223.3829.00
Gode200034.6123.2028.91
Gode200535.2124.2429.72
Gode201035.5624.5130.0
Gode201535.3124.0429.67
Table 11

Variation of annual maximum and minimum temperature in Gondar (1952–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Gondar195225.6511.9018.77
Gondar195525.8711.4218.65
Gondar196025.4611.2818.37
Gondar196526.6312.5519.59
Gondar197027.0412.7619.90
Gondar197526.7113.3520.03
Gondar198026.5513.4019.97
Gondar198426.7713.5520.16
Gondar199026.712.3219.54
Gondar199527.3314.3720.85
Gondar200027.3011.5819.44
Gondar200527.4613.8820.67
Gondar201028.0013.4520.73
Gondar201527.4013.9420.67
Table 12

Variation of annual maximum and minimum temperature in Gore (1952–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Gore195222.1612.5617.36
Gore195522.7912.9017.85
Gore196023.4012.9418.17
Gore196522.3513.1117.73
Gore197023.4113.0618.24
Gore197522.6713.1417.90
Gore198023.4413.7718.60
Gore198522.5013.7018.10
Gore199025.2014.7019.95
Gore199524.5613.7819.17
Gore200024.0113.6418.82
Gore200524.5014.6219.56
Gore201024.2014.6519.42
Gore201524.6014.1219.36
Table 13

Variation of annual maximum and minimum temperature in Hawassa (1975–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Hawassa197525.7911.5718.68
Hawassa198027.1812.6119.90
Hawassa198526.4211.0518.74
Hawassa199027.2112.3019.76
Hawassa199527.8612.5520.20
Hawassa200027.3512.4119.88
Hawassa200527.6112.8120.21
Hawassa201027.0514.2020.62
Hawassa201528.5414.3521.44
Table 14

Variation of annual maximum and minimum temperature in Jimma (1952–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Jimma195225.7611.2518.50
Jimma195526.9510.1218.54
Jimma196028.2810.3319.30
Jimma196526.6910.9518.82
Jimma197026.1811.2818.73
Jimma197526.3910.8118.60
Jimma198027.1811.2019.19
Jimma198526.9710.6918.83
Jimma199026.5211.5019.01
Jimma199528.0511.8319.94
Jimma200028.6210.9519.79
Jimma200527.9011.3119.60
Jimma201027.3712.9120.14
Jimma201528.5412.3220.43
Table 15

Variation of annual maximum and minimum temperature in Mekele (1960–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Mekele196024.3810.8717.62
Mekele196525.5311.6018.57
Mekele197025.6711.6018.63
Mekele197522.5611.4116.99
Mekele198024.2111.1117.66
Mekele198524.1210.3017.21
Mekele199022.4011.2011.20
Mekele199523.9311.8317.88
Mekele200024.4611.8518.15
Mekele200524.5011.5218.01
Mekele201024.4512.0018.23
Mekele201524.5811.8818.23
Table 16

Variation of annual maximum and minimum temperature in Metehara (1985–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Metehara198533.2716.5024.89
Metehara199032.9717.7625.37
Metehara199533.8018.5526.17
Metehara200033.6217.2125.42
Metehara200534.0617.8025.93
Metehara201033.8218.3226.07
Metehara201535.1918.5826.88
Table 17

Variation of annual maximum and minimum temperature in Neghele (1952–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Neghele195225.1012.2218.66
Neghele195524.8811.8718.37
Neghele196025.6713.6519.66
Neghele196525.9712.2519.11
Neghele197025.3113.4519.38
Neghele197525.3512.9919.17
Neghele198027.0813.0120.05
Neghele198525.0313.2219.12
Neghele199027.4615.0121.23
Neghele199526.3515.8921.12
Neghele200026.6414.8620.75
Neghele200526.3316.2421.28
Neghele201027.0616.4621.76
Neghele201528.2216.6622.44
Table 18

Variation of annual maximum and minimum temperature in Nekemte (1970–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Nekemte197024.0010.5017.25
Nekemte197523.1510.9717.06
Nekemte198023.4812.6518.06
Nekemte198523.1812.1117.65
Nekemte199023.9913.0318.51
Nekemte199524.3513.1618.75
Nekemte200024.4012.8018.60
Nekemte200524.8713.2819.00
Nekemte201024.5613.4118.99
Nekemte201524.1512.9918.57
Table 19

Variation of annual maximum and minimum temperature in Robe (1962–2015).

YearAverage annual temp. (Max)Average annual temp. (Min)Mean annual temperature
Robe196219.655.8012.72
Robe196518.405.9712.19
Robe197019.406.4712.93
Robe197519.695.9512.82
Robe198021.456.5514.00
Robe198521.229.0115.12
Robe199021.618.4215.02
Robe199521.917.9514.93
Robe200021.996.1814.08
Robe200522.457.9515.20
Robe201021.859.0115.43
Robe201522.838.6015.72
Fig. 21

Area cultivated under improved seeds, local seeds and fertilizer for cereals only in Ethiopia.Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia.

Fig. 22

Fertilizer applied area and types of fertilizer for cereals only in Ethiopia.Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia.

Fig. 23

Major crops production in Ethiopia (1994/95–2014/15).Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia. Note: Grain refers to all cereals, pulses and oil seeds. 1 quintal=100 kg.

Fig. 24

Consumer Price Index in Ethiopia.Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia.

Location map of 18 weather stations. Mean annual rainfall of Ethiopia.Source: Computed based on raw data from National Metrological Agency (NMA) of Ethiopia. Annual rainfall in Addis Ababa weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Arba Minch weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Axum weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Bahir Dar weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Beshoftu weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Combolcha weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Debre Markos weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Dire Dawa weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Gode weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Gondar weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Gore weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Hawassa weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Jimma weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Mekele weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Metehara weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Neghele weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Nekemte weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Annual rainfall in Robe weather station.Source: Computed based on raw data from National Metrology Agency (NMA) of Ethiopia. Area cultivated under improved seeds, local seeds and fertilizer for cereals only in Ethiopia.Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia. Fertilizer applied area and types of fertilizer for cereals only in Ethiopia.Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia. Major crops production in Ethiopia (1994/95–2014/15).Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia. Note: Grain refers to all cereals, pulses and oil seeds. 1 quintal=100 kg. Consumer Price Index in Ethiopia.Source: Computed based on raw data from Central Statistical Agency (CSA) of Ethiopia. Average annual temperature in Ethiopia: representative weather stations. Variation of annual maximum and minimum temperature in Addis Ababa (1955–2015). Variation of annual maximum and minimum temperature in Arba Minch (1975–2015). Variation of annual maximum and minimum temperature in Axum (2006–2016). Variation of annual maximum and minimum temperature in Bahir Dar (2002–2016). Variation of annual maximum and minimum temperature in Beshoftu (1951–2013). Variation of annual maximum and minimum temperature in Combolcha (1952–2015). Variation of annual maximum and minimum temperature in Debre Markos (1955–2015). Variation of annual maximum and minimum temperature in Dire Dawa (1952–2015). Variation of annual maximum and minimum temperature in Gode (1966–2015). Variation of annual maximum and minimum temperature in Gondar (1952–2015). Variation of annual maximum and minimum temperature in Gore (1952–2015). Variation of annual maximum and minimum temperature in Hawassa (1975–2015). Variation of annual maximum and minimum temperature in Jimma (1952–2015). Variation of annual maximum and minimum temperature in Mekele (1960–2015). Variation of annual maximum and minimum temperature in Metehara (1985–2015). Variation of annual maximum and minimum temperature in Neghele (1952–2015). Variation of annual maximum and minimum temperature in Nekemte (1970–2015). Variation of annual maximum and minimum temperature in Robe (1962–2015).

Methods and materials

The unprocessed long-term elements of climate such as rainfall and temperature data obtain from the National Metrological Agency (NMA) of Ethiopia were analyzed using tables and graphic trends of analysis. Annual rainfall and mean annual temperature of 18 representative weather stations were computed in order to calculate the country's mean annual rainfall and the inter-annual fluctuations and average annual temperature. The article used different year agricultural sample survey reports of Central Statistical Agency (CSA) of Ethiopia. Based on the data, the trends of major cereals crop production, area cultivated under improved seeds, local seeds, types of fertilizer and applied areas and the consumer price index in Ethiopia were calculated and presented. The author used Microsoft EXCEL software to analyze the data and present the result in graphs and tables.
Subject areaEnvironmental studies
More specific subject areaClimate change
Type of dataFigures and tables
How data was acquiredClimate data were obtained following formal application procedure to the authority. Different year agricultural sample survey and the consumer price index data available at the CSA of Ethiopia were used.
Data formatAnalyzed
Data source location18 weather stations: Addis Ababa; Arba Minch; Axum; Bahir Dar; Beshoftu; Combolcha; Debre Markos; Dire Dawa; Gode; Gondar; Gore; Hawassa; Jimma; Mekele; Methara; Neghele; Nekemte; and Robe.
Experimental factorsData used in this article were obtained from the NMA and CSA of Ethiopia.
Experimental featuresTables and graphic trends of analysis were employed.
Data accessibilityThe data are with this article.
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