<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    eng
   </journal-id>
   <journal-title-group>
    <journal-title>
     Engineering
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    1947-3931
   </issn>
   <issn publication-format="print">
    1947-394X
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/eng.2025.173013
   </article-id>
   <article-id pub-id-type="publisher-id">
    eng-141427
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Engineering
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Soil Erosion in Al-Adhaim River Basin, Central Part of Iraq
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Nadhir
      </surname>
      <given-names>
       Al-Ansari
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Varoujan K.
      </surname>
      <given-names>
       Sissakian
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Ziyad
      </surname>
      <given-names>
       Elias
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aDepartment of Civil, Environmental and Natural Sources Engineering, Lulea University of Technology, Lulea, Sweden
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aDepartment of Petroleum Engineering, Komar University of Science and Technology, Sulaimani, Iraq
    </addr-line> 
   </aff> 
   <aff id="aff3">
    <addr-line>
     aHannover, Germany
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     20
    </day> 
    <month>
     03
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    17
   </volume> 
   <issue>
    03
   </issue>
   <fpage>
    207
   </fpage>
   <lpage>
    221
   </lpage>
   <history>
    <date date-type="received">
     <day>
      23,
     </day>
     <month>
      December
     </month>
     <year>
      2024
     </year>
    </date>
    <date date-type="published">
     <day>
      18,
     </day>
     <month>
      December
     </month>
     <year>
      2024
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      18,
     </day>
     <month>
      March
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    Al-Adhaim River is one of the main tributaries of the Tigris River, it has three main tributaries: Khassa Soo, Aq Soo, and Tuz Chia, all of which are seasonal streams. The course of Al-Adhaim River and its three tributaries flow in a very rugged topography, especially in the upper courses with high gradients. The exposed rocks in the catchment area are mainly soft claystone rocks with coarse conglomerate and sandstone, which are very easily eroded by the running water, especially during floods. We have used SRTM images of ground resolution of 3-arc-second (90 m) and a vertical resolution of approximately 10 m to divide the catchment area into 14 sub-basins using ArcGIS (Arc map). Moreover, many factors concerning soil erosion were calculated, such as drainage density, erosion intensity, erosion rates, and soil erodibility. We have found that the drainage density ranges between (0.26 - 0.39) km/km
    <sup>2</sup> with class Poor, the Erosion Intensity ranges between (264 - 387) m/km
    <sup>2</sup> with Very poor zone, the Erosion rates (K
    <sub>k</sub>) ranges from (0.01 - 0.325), and the Erosion Coefficient ranges from (0.7 - 1.0).
   </abstract>
   <kwd-group> 
    <kwd>
     Erosion
    </kwd> 
    <kwd>
      Erosion Intensity
    </kwd> 
    <kwd>
      Drainage Density
    </kwd> 
    <kwd>
      Soil Erodibility
    </kwd> 
    <kwd>
      Al-Adhaim River
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>The catchment (Basin) area of Al-Adhaim Basin occupies the central part of Iraq (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>), with coverage area of 12323.390 km<sup>2</sup>. We have chosen Al-Adhaim River for our study because it is a very erodible river and supplies the Tigris River with the maximum transformed loads as compared to the remaining tributaries <xref ref-type="bibr" rid="scirp.141427-1">
     [1]
    </xref>. Moreover, due to the diversity of the exposed rocks in the basin and diversity of topography, the basin extends into three different tectonic zones.</p>
   <p>Al-Adhaim River consists of three main tributaries named: Khassa Soo, Tawooq (Aq or Daqooq) Soo, and Tuz Chai. The Tawooq Soo is the longest one and extends in the northern part of the catchment area within the High Folded Zone; there it is called Tinal Stream.</p>
   <p>The three rivers meet and run parallel to Himreen Range; there it is called Wadi Ezghytoon (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>). After crossing Himreen Range, it is called Al-Adhaim River (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>). The length and width of the three main tributaries are 90 km (0.1 - 1.1), 178 km (0.1 - 1.4), and 138 km (0.1 - 1.0), respectively. The total length of Al-Adhaim River is 330 km and merges with the Tigris River northwest of Baghdad by about 70 km. Floods take place from November to May each year, as they are mainly fed by rainfall. However, during the last 2 decades, flooding events have been very rare due to drastic climate change.</p>
   <fig id="fig1" position="float">
    <label>Figure 1</label>
    <caption>
     <title>Figure 1. Location of catchment area of Al-Adhaim River divided into 14 sub-basins.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/8104692-rId14.jpeg?20250321041311" />
   </fig>
   <p>Recently, Adhaim Dam was constructed in 20,000, it is a multi-purpose embankment dam about 133 km northeast of Baghdad. The purpose of the dam is flood control, hydropower and irrigation. The dam has decreased load supply to the Tigris River as well as decreased erosion capacity downstream of the dam.</p>
   <p>Research concerning soil erosion in Iraq and particularly in Al-Adhaim River Basin is very rare. The pioneer work of <xref ref-type="bibr" rid="scirp.141427-1">
     [1]
    </xref> is the most comprehensive performed work as soil type and erosion are concerned. According to Gibbs (1954) in <xref ref-type="bibr" rid="scirp.141427-1">
     [1]
    </xref>, the Adhaim river was the main contributor of sediment. In 1938, the Tigris River carried 24 million m<sup>3</sup>, with 10 million m<sup>3</sup> being carried during the peak flood. <xref ref-type="bibr" rid="scirp.141427-2">
     [2]
    </xref> studied the climate change impact on the water resources of Al-Adhaim River. <xref ref-type="bibr" rid="scirp.141427-3">
     [3]
    </xref> studied the impact of climate change on soil erosion in India, and we have adopted many parameters from their study. <xref ref-type="bibr" rid="scirp.141427-4">
     [4]
    </xref> carried out statistical analysis of the relation between tectonics and drainage behavior in India, and we have adopted many parameters from their study. <xref ref-type="bibr" rid="scirp.141427-5">
     [5]
    </xref> studied the rainfall-runoff modelling in Al-Adhaim River Basin to indicate the curve number. <xref ref-type="bibr" rid="scirp.141427-6">
     [6]
    </xref> studied modification of the spill way in Al-Adhaim Dam and presented Land-Use and Land-Cover (LULC) map (<xref ref-type="fig" rid="fig2(a)">
     Figure 2(a)
    </xref>), and a spatial distribution of sediment sources (S S) map in the Adhaim watershed (<xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>).</p>
   <p>The aim of this study is to indicate the drainage density, the erosion intensity, the erosion rates, and the erosion coefficient in Al-Adhaim River Basin. Besides, indicating galley erosion by total gulley lengths, sheet erosion per erosion intensity, soil erodibility, and soil types and erosion rates.</p>
   <fig id="fig2" position="float">
    <label>Figure 2</label>
    <caption>
     <title>Figure 2. (a) Land-use and land-cover map, (b) Spatial distribution of sediment sources in the Adhaim watershed map (both modified from <xref ref-type="bibr" rid="scirp.141427-6">
       [6]
      </xref>. The limits of the 14 sub-basins are imposed by the authors.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/8104692-rId15.jpeg?20250321041312" />
   </fig>
  </sec><sec id="s2">
   <title>2. Data Used and Methodology</title>
   <p>To indicate the required data and fulfill the aim of the current study, we have used satellite images of SRTM type with ground resolution of 3-arc-second (90 m) and a vertical resolution of approximately 10 m. We also have divided the catchment area of Al-Adhaim River into 14 sub-basins using ArcGIS (Arc map) (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>) to calculate the area of each sub-basin and the stream lengths, and to impose the 14 sub-basins on the land-use land-cover map (<xref ref-type="fig" rid="fig2(a)">
     Figure 2(a)
    </xref>) and the sediments source map (<xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>). Moreover, we have used different geological and topographical maps, and different published articles to calculate many factors concerning soil erosion, such as drainage density, erosion intensity, erosion rates, soil erodibility… etc.</p>
   <p>We have calculated the drainage density according to the following equation:</p>
   <p>Dd = Lu/Ba <xref ref-type="bibr" rid="scirp.141427-7">
     [7]
    </xref></p>
   <p>where: Lu = Total stream length of all orders (km);</p>
   <p>Ba = Area of the basin (km<sup>2</sup>).</p>
   <p>The Erosion Intensity was calculated by the following equations:</p>
   <p>AE = ∑L/A <xref ref-type="bibr" rid="scirp.141427-8">
     [8]
    </xref></p>
   <p>where: AE = Erosion intensity;</p>
   <p>L = Total length of the streams in the basin (m);</p>
   <p>A = Total coverage area of the basin (km<sup>2</sup>).</p>
   <p>We also have calculated erosion rate (K<sub>k</sub>) and soil erodibility based on <xref ref-type="bibr" rid="scirp.141427-3">
     [3]
    </xref>. Based on <xref ref-type="bibr" rid="scirp.141427-9">
     [9]
    </xref>, we have calculated erosion coefficient (Ф), sheet erosion and gulley erosion; both were classified into 6 classes; each based on <xref ref-type="bibr" rid="scirp.141427-4">
     [4]
    </xref>.</p>
   <p>Although climatic factors (especially Rainfall) play a big role in the erosion intensity and rate; however, we didn’t consider the role of the rain fall because the majority of the basin is located in the same climatic zone. Therefore, the amount of the rainfall is almost the same in the whole basin, which means it has the same effect on the erosion in the whole basin.</p>
   <p>The study area is located in the central part of Iraq (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>) and covers about 12323.390 km<sup>2</sup>. Al-Adhaim River flows almost in the central part of the study area, whereas the three main tributaries are well distributed in the area (<xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>).</p>
  </sec><sec id="s3">
   <title>3. Geological Setting</title>
   <p>Three main aspects of the geology of Al-Adhaim River catchment area are briefed hereinafter.</p>
   <sec id="s3_1">
    <title>3.1. Geomorphology</title>
    <p>The main geomorphological units and geodynamical processes are briefed hereinafter.</p>
    <p>Terraces (Pleistocene): Usually two stages of terraces occur along the courses of the three tributaries. The main components are carbonates, silicates, and rare igneous and metamorphic rocks. The thickness ranges from (1 - 5) m.</p>
    <p>Alluvial Fans (Pleistocene): In the outlets of the three tributaries from highlands, three alluvial fans are developed. The main components are sandy silt, underlain by gravels of different sizes.</p>
    <p>Alluvium: Alluvium sediments cover the western part of the Al-Adhaim Basin. They are in form sheet run-off, flood plain and valley fill sediments.</p>
    <p>Valley Fill: The three tributaries of the Adhaim River are filled by thick sediments. The pebbles are of carbonates, silicates, and rare igneous, and metamorphic rocks. Other main valleys are filled by valley fill sediments. The thickness of these sediments varies between (&lt;1 - 5) m. The sediments are largely quarried for sand and gravels, in the three tributaries.</p>
    <p>Flood Plain: The three tributaries and the main valleys have developed considerable flood plains along their courses. Locally, two stages are developed, with height difference of (1 - 2.5) m. The components of the sediments are fine sand, silt and clay, with very rare fine pebbles. The thickness of the sediments varies between (&lt;1 - 3) m.</p>
    <p>Dissected Slopes: These are not well developed in the studied area. They are well developed in areas built up by rocks of the Bai Hassan Formation. The dip slopes are densely dissected by valleys.</p>
    <p>Anticlinal Ridges: They are well developed in the rocks of the Injana and Mukdadiya formations. Due to existence of alternation of hard and soft rocks, strike ridges and valleys are developed, with parallel drainage pattern.</p>
    <p>Badlands: These are the very well developed in the studied area and cover large parts, mainly in areas built up by the rocks of the Bai Hassan Formation (<xref ref-type="fig" rid="fig3">
      Figure 3
     </xref>).</p>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>Figure 3. Typical badlands east of Kirkuk city; within the rocks of the Bai Hassan Formation.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/8104692-rId16.jpeg?20250321041353" />
    </fig>
    <p>Hogbacks and Cuestas: These are locally developed in the studied basin within the Fatha Formation. The alternation of the folded hard and soft rocks has developed typical flat irons, which intern have developed successive hogbacks and cuestas.</p>
    <p>Pediments: These are present in different parts of the studied area, developed inform of thin belts surrounding the higher areas, slopes and ridges. Mainly consist of the pebbles derived from the Bai Hassan Formation or of carbonate rock fragments, well cemented.</p>
    <p>These units include sinkholes, which are developed in gypsum and limestone beds. The sinkholes are developed in different shapes and sizes; usually (1 - 8) m in aperture size and (1 - 5) m in depth. Some small caves are developed with different sizes.</p>
    <p>Land Slides: These formed along the cliffs of the Pila Spi Formation. The size of the slid masses reaches up to a few hundred cubic meters.</p>
    <p>Toppling: This is well developed along the hard sandstone ridges of the Mukdadiya and Injana formations, and partly along Pila Spi Formation. The size of the toppled blocks varies between (&lt;0.3 - 2) m<sup>3</sup>.</p>
    <p>Creep: This is a very rare phenomenon along the slopes of the Bai Hassan, Gercus, and Kolosh formations. Usually, step forms are developed, and the height of the steps ranges from (5 - 30) cm.</p>
    <p>These phenomena are very active in Al-Adhaim River Basin. Different types of both phenomena with different agents are developed, they are described hereinafter, briefly.</p>
   </sec>
   <sec id="s3_2">
    <title>3.2. Stratigraphy</title>
    <p>The exposed formations are presented in <xref ref-type="fig" rid="fig4">
      Figure 4
     </xref>, whereas the geological map is shown in <xref ref-type="fig" rid="fig5">
      Figure 5
     </xref>. The Quaternary sediments are described in more detail. All presented data are based on <xref ref-type="bibr" rid="scirp.141427-10">
      [10]
     </xref>.</p>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>Figure 4. Generalized columnar section of the exposed formations in Al-Adhaim River Basin.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/8104692-rId18.jpeg?20250321041423" />
    </fig>
    <p>In Al-Adhaim River Basin, the following Quaternary sediments of the Pleistocene and Holocene ages are developed. These are:</p>
    <p>Terraces (Pleistocene): These are developed along the courses of the Kassa Soo, Tawooq Soo, Tuz Chai, and Al-Adhaim River. The type of the sediments and their thicknesses are the same as those of the alluvial fans.</p>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>Figure 5. Geological map of Al-Adhaim River Basin and surrounding areas showing the 14 sub-basins (modified from <xref ref-type="bibr" rid="scirp.141427-10">
        [10]
       </xref>).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/8104692-rId19.jpeg?20250321041423" />
    </fig>
    <p>Polygenetic Sediments (Pleistocene-Holocene): These sediments are developed in the areas covered by the rocks of the Bai Hassan Formation, especially in topographically low areas. The main composition is pebbles with rock fragments of different sizes and types, mainly covered by a thin mantle of gypcrete. The thickness ranged from (1 - 10) m.</p>
    <p>Alluvial Fan Sediments (Pleistocene-Holocene): The remnants of the alluvial fans are preserved in different parts of the studied area. They are in the form of small plateaus and/or mesas, covering the folded rocks of pre-quaternary formations. The main composition of the rock fragments and/or pebbles consists of different rocks in different shapes and sizes, which are cemented by calcareous and sandy cement. In the outlets of the three tributaries from the hilly and mountainous areas; alluvial fans are developed. However, the alluvial fans are almost vanished, this is attributed to erosion and man activities. The thickness is a few meters; locally it may attain even more than 10 m.</p>
    <p>Valley Fill Sediments (Holocene): These sediments are very deposited in the courses of the three main tributaries of the Adhaim River, and usually consist of pebbles of different sizes which range from a few centimeters up to (15 - 25 cm) and rock types, mainly limestones, dolomite, silicates, and rare igneous and metamorphic rocks. The thickness ranges from (&lt;1 - 5) m, and maybe more.</p>
    <p>Flood Plain Sediments (Holocene): These sediments are deposited along the three main tributaries of Al-Adhaim River; consist mainly of sand, silt, and clay. Some fine pebbles may rarely occur. The thickness varies between (&lt;0.5 - 1.5) m, locally is more.</p>
   </sec>
   <sec id="s3_3">
    <title>3.3. Tectonics and Structural Geology</title>
    <p>Al-Adhaim River’s basin extends mainly within the Low Folded Zone. However, the extreme northern and southern parts of the basin are within the High Folded and Mesopotamian zones, respectively. The three tectonic zones are part of the Unstable Shelf of the Arabian Plate (Jassim and Goff 2006). According to <xref ref-type="bibr" rid="scirp.141427-11">
      [11]
     </xref>, however, the three zones belong to the Outer Platform of the Arabian Plate. The zones are part of the Zagros Fold-Thrust Belt. Many anticlines and synclines are developed within the basin area in NW-SE trend. The northeastern limbs are usually thrusted over the southwestern limbs; accordingly, large parts of the anticlines are hindered below the thrusted part. Some synclines are unique in the form of hanging synclines, like Khal Khalan and Taqaltu. The main anticlines in the basin are, from the north to the south: Qara Dagh, Darbandi Bazian, Aj Dagh, Qara Wes, Cham Chamal, Taq Taq, Kirkuk, Chia Surkh, Jambour, Pulkhana and Gilabat (<xref ref-type="fig" rid="fig5">
      Figure 5
     </xref>).</p>
   </sec>
  </sec><sec id="s4">
   <title>4. Results</title>
   <sec id="s4_1">
    <title>4.1. Drainage Density</title>
    <p>Drainage density is defined as the ratio of the total length of channels of all orders in the basin to the drainage area of any basin <xref ref-type="bibr" rid="scirp.141427-7">
      [7]
     </xref>. The Drainage density as an index of closeness of spaces in a channel <xref ref-type="bibr" rid="scirp.141427-7">
      [7]
     </xref> is affected by many factors; climate, lithology, vegetation, and geological conditions of the area <xref ref-type="bibr" rid="scirp.141427-12">
      [12]
     </xref>. The characteristics of stream length are controlled by resistance to weathering, climate, vegetation, permeability of rock, etc. It is an indicator of the nearness of channel spacing, which provides measurable data about the average stream channel length for the whole basin. It can be calculated according to the following equation:</p>
    <p>Dd = Lu/Ba <xref ref-type="bibr" rid="scirp.141427-7">
      [7]
     </xref></p>
    <p>where: Lu = Total stream length of all orders (km);</p>
    <p>Ba = Area of the basin (km<sup>2</sup>).</p>
    <p>According to Deju (1971) in <xref ref-type="bibr" rid="scirp.141427-13">
      [13]
     </xref>, the drainage density is divided into three types depending on the Dd values: Poor (0.5), Medium (0.5 - 1.5), and Excellent (1.5). Whereas <xref ref-type="bibr" rid="scirp.141427-4">
      [4]
     </xref> considered that High drainage density refers to a basin with high relief accompanied by hard rocks, whereas low drainage density points to the reverse case indicating a basin with low relief and low surface topography. Reviewing the acquired data in <xref ref-type="table" rid="table1">
      Table 1
     </xref>; as far as the drainage density is concerned, we can see that all 14 sub-basins showed Poor drainage density since the values range from (0.26 - 0.39).</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 1. Different calculated data at the 14 sub-basins of Al-Adhaim River Basin.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td rowspan="2" class="acenter" width="9.30%" colspan="2"><p style="text-align:center">Sub-basin</p><p style="text-align:center">No.</p></td> 
       <td rowspan="2" class="acenter" width="8.42%" colspan="2"><p style="text-align:center">Area</p><p style="text-align:center">(km<sup>2</sup>)</p></td> 
       <td rowspan="1" class="acenter" width="10.75%"><p style="text-align:center">Stream</p><p style="text-align:center">Length</p><p style="text-align:center">(m)</p></td> 
       <td class="custom-bottom-td acenter" width="18.74%" colspan="4"><p style="text-align:center">Drainage Density</p></td> 
       <td class="acenter" width="15.53%" colspan="3"><p style="text-align:center">Erosion Intensity</p></td> 
       <td rowspan="4" class="acenter" width="13.94%" colspan="2"><p style="text-align:center">Tectonic</p><p style="text-align:center">Zone</p></td> 
       <td rowspan="1" class="acenter" width="22.79%" colspan="8"><p style="text-align:center">Main</p><p style="text-align:center">Lithology</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td custom-top-td acenter" width="8.86%" colspan="2"><p style="text-align:center">Value</p><p style="text-align:center">(km/km<sup>2</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="9.88%" colspan="2"><p style="text-align:center">Class</p><p style="text-align:center">(After Deju 1971)</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="8.42%" colspan="2"><p style="text-align:center">Value</p><p style="text-align:center">(m/km<sup>2</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="7.11%"><p style="text-align:center">Zone</p><p style="text-align:center">(After</p><p style="text-align:center">
         <xref ref-type="bibr" rid="scirp.141427-8">
          [8]
         </xref>)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="9.30%" colspan="2"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="8.42%" colspan="2"><p style="text-align:left">1551.826</p></td> 
       <td class="custom-top-td aleft" width="10.75%"><p style="text-align:left">498860.687</p></td> 
       <td class="custom-top-td aleft" width="8.86%" colspan="2"><p style="text-align:left">0.32</p></td> 
       <td rowspan="17" class="custom-top-td tbtextacenter" width="9.88%" colspan="2"><p style="text-align:center">Poor</p></td> 
       <td class="custom-top-td aleft" width="8.42%" colspan="2"><p style="text-align:left">321</p></td> 
       <td rowspan="13" class="custom-top-td tbtextacenter" width="7.11%"><p style="text-align:center">Very Low</p></td> 
       <td class="custom-top-td aleft" width="13.94%" colspan="2"><p style="text-align:left">Mesopotamia</p></td> 
       <td class="custom-top-td aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">419.619</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">127462.205</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.30</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">304</p></td> 
       <td class="aleft" width="13.94%" colspan="2"><p style="text-align:left">Low Folded</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="aleft" width="9.30%" colspan="2"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">347.786</p></td> 
       <td rowspan="2" class="aleft" width="10.75%"><p style="text-align:left">526050.420</p></td> 
       <td rowspan="2" class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.31</p></td> 
       <td rowspan="1" class="aleft" width="8.42%" colspan="2"><p style="text-align:left">307</p></td> 
       <td class="aleft" width="13.94%" colspan="2"><p style="text-align:left">High Folded</p></td> 
       <td rowspan="2" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="2" class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">1368.579</p></td> 
       <td rowspan="1" class="aleft" width="13.94%" colspan="2"><p style="text-align:left">Low Folded</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">831.656</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">299551.114</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.36</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">361</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="aleft" width="9.30%" colspan="2"><p style="text-align:left">5</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">57.663</p></td> 
       <td rowspan="2" class="aleft" width="10.75%"><p style="text-align:left">578669.670</p></td> 
       <td rowspan="2" class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.32</p></td> 
       <td rowspan="1" class="aleft" width="8.42%" colspan="2"><p style="text-align:left">316</p></td> 
       <td class="aleft" width="13.94%" colspan="2"><p style="text-align:left">High Folded</p></td> 
       <td rowspan="2" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="2" class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">1776.464</p></td> 
       <td class="aleft" width="13.94%" colspan="2"><p style="text-align:left">Low Folded</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="aleft" width="9.30%" colspan="2"><p style="text-align:left">6</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">728.137</p></td> 
       <td rowspan="2" class="aleft" width="10.75%"><p style="text-align:left">269970.426</p></td> 
       <td rowspan="2" class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.26</p></td> 
       <td rowspan="1" class="aleft" width="8.42%" colspan="2"><p style="text-align:left">264</p></td> 
       <td class="aleft" width="13.94%" colspan="2"><p style="text-align:left">High Folded</p></td> 
       <td rowspan="2" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="2" class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td rowspan="1" class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">296.284</p></td> 
       <td rowspan="1" class="aleft" width="13.94%" colspan="2"><p style="text-align:left">Low Folded</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">7</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">723.192</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">274290.148</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.38</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">379</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">8</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">324.819</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">100841.618</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.31</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">310</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">9</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">796.738</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">296754.646</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.37</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">372</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">10</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">953.566</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">311889.374</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.33</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">327</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">11</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">411.505</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">152367.592</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.37</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">370</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">12</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">119.954</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">43010.444</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.36</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">359</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="9.30%" colspan="2"><p style="text-align:left">13</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">146.894</p></td> 
       <td class="aleft" width="10.75%"><p style="text-align:left">56834.594</p></td> 
       <td class="aleft" width="8.86%" colspan="2"><p style="text-align:left">0.39</p></td> 
       <td class="aleft" width="8.42%" colspan="2"><p style="text-align:left">387</p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td aleft" width="9.30%" colspan="2"><p style="text-align:left">14</p></td> 
       <td class="custom-bottom-td aleft" width="8.42%" colspan="2"><p style="text-align:left">1468.707</p></td> 
       <td class="custom-bottom-td aleft" width="10.75%"><p style="text-align:left">493228.607</p></td> 
       <td class="custom-bottom-td aleft" width="8.86%" colspan="2"><p style="text-align:left">0.34</p></td> 
       <td class="custom-bottom-td aleft" width="8.42%" colspan="2"><p style="text-align:left">336</p></td> 
       <td class="custom-bottom-td aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="custom-bottom-td aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="custom-bottom-td aleft" width="3.80%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="custom-bottom-td aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="custom-bottom-td aleft" width="3.80%"><p style="text-align:left"></p></td> 
       <td class="aleft" width="3.81%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="2.59%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="9.89%" colspan="2"><p style="text-align:left">Alluvium</p></td> 
       <td class="custom-top-td aleft" width="5.24%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="10.75%"><p style="text-align:left">Claystone</p></td> 
       <td class="custom-top-td aleft" width="5.88%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="10.93%" colspan="2"><p style="text-align:left">Sandstone</p></td> 
       <td class="custom-top-td aleft" width="4.70%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="12.75%" colspan="2"><p style="text-align:left">Conglomerate</p></td> 
       <td class="custom-top-td aleft" width="7.55%"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="10.95%" colspan="3"><p style="text-align:left">Gypsum</p></td> 
       <td class="custom-top-td aleft" width="6.26%" colspan="2"><p style="text-align:left"></p></td> 
       <td class="custom-top-td aleft" width="12.51%" colspan="5"><p style="text-align:left">Limestone</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
   <sec id="s4_2">
    <title>4.2. Erosion Intensity</title>
    <p>Erosion intensity represents the ratio between the total length of a basin to its total area, it can be calculated by the following equations:</p>
    <p>AE = ∑L/A <xref ref-type="bibr" rid="scirp.141427-8">
      [8]
     </xref></p>
    <p>where: AE = Erosion intensity (average erosion);</p>
    <p>L = Total length of the streams in the basin (m);</p>
    <p>A = Total coverage area of the basin (km<sup>2</sup>).</p>
    <p>Following the classification of <xref ref-type="bibr" rid="scirp.141427-8">
      [8]
     </xref> for the erosion intensity given in <xref ref-type="table" rid="table2">
      Table 2
     </xref> and considering the acquired values of erosion intensity presented in <xref ref-type="table" rid="table1">
      Table 1
     </xref>, all sub-basins show Very Low erosion intensity.</p>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 2. Classification of erosion intensity after <xref ref-type="bibr" rid="scirp.141427-8">
        [8]
       </xref>.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="12.12%"><p style="text-align:center">Class</p></td> 
       <td class="custom-bottom-td acenter" width="40.58%"><p style="text-align:center">Erosion Intensity (m/km<sup>2</sup>)</p></td> 
       <td class="custom-bottom-td acenter" width="37.05%"><p style="text-align:center">Erosion Zone</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="12.12%"><p style="text-align:center">1</p></td> 
       <td class="custom-top-td acenter" width="40.58%"><p style="text-align:center">1 - 400</p></td> 
       <td class="custom-top-td acenter" width="37.05%"><p style="text-align:center">Very Low</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.12%"><p style="text-align:center">2</p></td> 
       <td class="acenter" width="40.58%"><p style="text-align:center">401 - 1000</p></td> 
       <td class="acenter" width="37.05%"><p style="text-align:center">Low</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.12%"><p style="text-align:center">3</p></td> 
       <td class="acenter" width="40.58%"><p style="text-align:center">1001 - 1500</p></td> 
       <td class="acenter" width="37.05%"><p style="text-align:center">Moderate</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.12%"><p style="text-align:center">4</p></td> 
       <td class="acenter" width="40.58%"><p style="text-align:center">1501 - 2700</p></td> 
       <td class="acenter" width="37.05%"><p style="text-align:center">High</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.12%"><p style="text-align:center">5</p></td> 
       <td class="acenter" width="40.58%"><p style="text-align:center">2701 - 3700</p></td> 
       <td class="acenter" width="37.05%"><p style="text-align:center">Very High</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.12%"><p style="text-align:center">6</p></td> 
       <td class="acenter" width="40.58%"><p style="text-align:center">3701 - 4700</p></td> 
       <td class="acenter" width="37.05%"><p style="text-align:center">Extremely High</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.12%"><p style="text-align:center">7</p></td> 
       <td class="acenter" width="40.58%"><p style="text-align:center">&gt;4700</p></td> 
       <td class="acenter" width="37.05%"><p style="text-align:center">Very Extremely High</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>From reviewing the topographic and geological maps, besides satellite image interpretations, all 14 sub-basins exhibit Gulley erosion. Considering the Gulley erosion’s classification given by <xref ref-type="bibr" rid="scirp.141427-4">
      [4]
     </xref> (<xref ref-type="table" rid="table3">
      Table 3
     </xref>) and comparing them with the estimated values of the erosion intensity (<xref ref-type="table" rid="table1">
      Table 1
     </xref>), then all 14 sub-basins show Slight erosion intensity because the erosion intensity ranges between (264 - 387) m/km<sup>2</sup> (<xref ref-type="table" rid="table1">
      Table 1
     </xref> and <xref ref-type="table" rid="table3">
      Table 3
     </xref>).</p>
    <p>The sheet erosion is active only in sub-basins Nos. 1, 12, and 14, in other sub-basins is less active; as deduced from the topographic maps at a scale of 1:100000 and geological maps of the same scale, besides interpretations of satellite images. We have considered the classification of <xref ref-type="bibr" rid="scirp.141427-4">
      [4]
     </xref> for the sheet erosion, which depends on the erosion intensity (<xref ref-type="table" rid="table4">
      Table 4
     </xref>). We have used the data of <xref ref-type="bibr" rid="scirp.141427-6">
      [6]
     </xref> (<xref ref-type="fig" rid="fig2(b)">
      Figure 2(b)
     </xref>) and converted the used unit (ton/ha) to m<sup>3</sup>/ha. This was done by dividing the weight of the soil by the density, considering the average soil density is 1400 kg/m<sup>3</sup>.</p>
    <p>The sheet erosion is active only in sub-basins Nos. 1, 12, and 14, in other sub-basins is less active; as deduced from the topographic maps at a scale of 1:100000 and geological maps of the same scale, besides interpretations of satellite images. We have considered the classification of <xref ref-type="bibr" rid="scirp.141427-4">
      [4]
     </xref> for the sheet erosion, which depends on the erosion intensity (<xref ref-type="table" rid="table4">
      Table 4
     </xref>). We have used the data of <xref ref-type="bibr" rid="scirp.141427-6">
      [6]
     </xref> (<xref ref-type="fig" rid="fig2(b)">
      Figure 2(b)
     </xref>) and converted the used unit (ton/ha) to m<sup>3</sup>/ha. This was done by dividing the weight of the soil by the density, considering the average soil density is 1400 kg/m<sup>3</sup>.</p>
    <table-wrap id="table3">
     <label>
      <xref ref-type="table" rid="table3">
       Table 3
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 3. Classification of the gulley erosion by total gulley length (after <xref ref-type="bibr" rid="scirp.141427-4">
        [4]
       </xref>).</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td rowspan="2" class="acenter" width="11.68%"><p style="text-align:center">Grade</p></td> 
       <td class="custom-bottom-td acenter" width="32.56%" colspan="2"><p style="text-align:center">Erosion Intensity</p></td> 
       <td rowspan="2" class="acenter" width="40.87%"><p style="text-align:center">Verbal Assessment</p></td> 
       <td rowspan="2" class="acenter" width="14.89%"><p style="text-align:center">Sub-basin</p><p style="text-align:center">No.</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td custom-top-td acenter" width="14.92%"><p style="text-align:center">(km/km<sup>2</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="17.64%"><p style="text-align:center">m/km<sup>2</sup></p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="11.68%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="14.92%"><p style="text-align:left">&lt;0.10</p></td> 
       <td class="custom-top-td aleft" width="17.64%"><p style="text-align:left">&lt;100</p></td> 
       <td class="custom-top-td aleft" width="40.87%"><p style="text-align:left">No erosion or insignificant erosion</p></td> 
       <td class="custom-top-td aleft" width="14.89%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="11.68%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="14.92%"><p style="text-align:left">0.10 - 0.50</p></td> 
       <td class="aleft" width="17.64%"><p style="text-align:left">100 - 500</p></td> 
       <td class="aleft" width="40.87%"><p style="text-align:left">Slight erosion</p></td> 
       <td class="aleft" width="14.89%"><p style="text-align:left">1 - 14</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="11.68%"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="14.92%"><p style="text-align:left">0.5 - 1.0</p></td> 
       <td class="aleft" width="17.64%"><p style="text-align:left">500 - 1000</p></td> 
       <td class="aleft" width="40.87%"><p style="text-align:left">Moderate erosion</p></td> 
       <td class="aleft" width="14.89%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="11.68%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="14.92%"><p style="text-align:left">1.0 - 2.0</p></td> 
       <td class="aleft" width="17.64%"><p style="text-align:left">1000 - 2000</p></td> 
       <td class="aleft" width="40.87%"><p style="text-align:left">Severe erosion</p></td> 
       <td class="aleft" width="14.89%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="11.68%"><p style="text-align:left">5</p></td> 
       <td class="aleft" width="14.92%"><p style="text-align:left">2.0 - 3.0</p></td> 
       <td class="aleft" width="17.64%"><p style="text-align:left">2000 - 3000</p></td> 
       <td class="aleft" width="40.87%"><p style="text-align:left">Very severe erosion</p></td> 
       <td class="aleft" width="14.89%"><p style="text-align:left"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="11.68%"><p style="text-align:left">6</p></td> 
       <td class="aleft" width="14.92%"><p style="text-align:left">&gt;3.0</p></td> 
       <td class="aleft" width="17.64%"><p style="text-align:left">&gt;3000</p></td> 
       <td class="aleft" width="40.87%"><p style="text-align:left">Catastrophic erosion</p></td> 
       <td class="aleft" width="14.89%"><p style="text-align:left"></p></td> 
      </tr> 
     </table>
    </table-wrap>
    <table-wrap id="table4">
     <label>
      <xref ref-type="table" rid="table4">
       Table 4
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 4. Classification of the sheet erosion per erosion intensity (after <xref ref-type="bibr" rid="scirp.141427-4">
        [4]
       </xref>).</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td aleft" width="12.32%"><p style="text-align:left">Grade</p></td> 
       <td class="custom-bottom-td aleft" width="39.45%"><p style="text-align:left">Erosion Intensity (m<sup>3</sup>/ha/year)</p></td> 
       <td class="custom-bottom-td aleft" width="48.24%"><p style="text-align:left">Verbal Assessment</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="12.32%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="39.45%"><p style="text-align:left">&lt;0.5</p></td> 
       <td class="custom-top-td aleft" width="48.24%"><p style="text-align:left">No erosion or insignificant erosion</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="12.32%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="39.45%"><p style="text-align:left">0.5 - 5.0</p></td> 
       <td class="aleft" width="48.24%"><p style="text-align:left">Slight erosion</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="12.32%"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="39.45%"><p style="text-align:left">5.0 - 15.0</p></td> 
       <td class="aleft" width="48.24%"><p style="text-align:left">Moderate erosion</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="12.32%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="39.45%"><p style="text-align:left">15.0 - 50.0</p></td> 
       <td class="aleft" width="48.24%"><p style="text-align:left">Severe erosion</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="12.32%"><p style="text-align:left">5</p></td> 
       <td class="aleft" width="39.45%"><p style="text-align:left">50.0 - 200.0</p></td> 
       <td class="aleft" width="48.24%"><p style="text-align:left">Very severe erosion</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="12.32%"><p style="text-align:left">6</p></td> 
       <td class="aleft" width="39.45%"><p style="text-align:left">&gt;200.0</p></td> 
       <td class="aleft" width="48.24%"><p style="text-align:left">Catastrophic erosion</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>The used units by <xref ref-type="bibr" rid="scirp.141427-6">
      [6]
     </xref> start from (0.00030 - 0.00059) ton/ha to (0.39 - 0.4) ton/ha (<xref ref-type="fig" rid="fig2(b)">
      Figure 2(b)
     </xref>), we have converted them to m<sup>3</sup>/ha the units, then the units will be (0.00021 - 0.00042) m<sup>3</sup>/ha. Accordingly, when we compare the units with the classification of <xref ref-type="bibr" rid="scirp.141427-4">
      [4]
     </xref> (<xref ref-type="table" rid="table4">
      Table 4
     </xref>), then the result will be Insignificant Erosion Intensity.</p>
    <p>We also have adopted the classification of <xref ref-type="bibr" rid="scirp.141427-3">
      [3]
     </xref> about the soil erodibility factor (K<sub>k</sub>) and applied its details to the 14 sub-basins using the geological map (<xref ref-type="fig" rid="fig5">
      Figure 5
     </xref>) and other geological data. Accordingly, different soil erodibility factors were indicated in the 14 sub-basins (<xref ref-type="table" rid="table5">
      Table 5
     </xref>). Consequently, different erosion rates were indicated for the 14 sub-basins (<xref ref-type="table" rid="table5">
      Table 5
     </xref>).</p>
    <table-wrap id="table5">
     <label>
      <xref ref-type="table" rid="table5">
       Table 5
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 5. Soil erodibility factor at the 14 sub-basins (the factor values and definitions are from <xref ref-type="bibr" rid="scirp.141427-3">
        [3]
       </xref>).</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td aleft" width="6.62%"><p style="text-align:left">No.</p></td> 
       <td class="custom-bottom-td aleft" width="37.13%"><p style="text-align:left">Soil Type</p></td> 
       <td class="custom-bottom-td aleft" width="25.32%"><p style="text-align:left">Erosion Rate</p></td> 
       <td class="custom-bottom-td aleft" width="8.65%"><p style="text-align:left">K<sub>k</sub></p></td> 
       <td class="custom-bottom-td aleft" width="22.28%"><p style="text-align:left">Sub-basins No.</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="6.62%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="37.13%"><p style="text-align:left">Moderately-deep/soil of side slopes/fluvial</p></td> 
       <td class="custom-top-td aleft" width="25.32%"><p style="text-align:left">Slight erosion</p></td> 
       <td class="custom-top-td aleft" width="8.65%"><p style="text-align:left">0.01</p></td> 
       <td class="custom-top-td aleft" width="22.28%"><p style="text-align:left">1, 8, 11, 12 and 14</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="6.62%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="37.13%"><p style="text-align:left">Moderately shallow/soil of side slopes</p></td> 
       <td class="aleft" width="25.32%"><p style="text-align:left">Moderate erosion</p></td> 
       <td class="aleft" width="8.65%"><p style="text-align:left">0.15</p></td> 
       <td class="aleft" width="22.28%"><p style="text-align:left">2, 4, 10 and 13</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="6.62%"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="37.13%"><p style="text-align:left">Shallow/soil of side slopes</p></td> 
       <td class="aleft" width="25.32%"><p style="text-align:left">Severe erosion</p></td> 
       <td class="aleft" width="8.65%"><p style="text-align:left">0.25</p></td> 
       <td class="aleft" width="22.28%"><p style="text-align:left">5 and 7</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="6.62%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="37.13%"><p style="text-align:left">Very shallow/soil of side slopes</p></td> 
       <td class="aleft" width="25.32%"><p style="text-align:left">Very severe erosion</p></td> 
       <td class="aleft" width="8.65%"><p style="text-align:left">0.325</p></td> 
       <td class="aleft" width="22.28%"><p style="text-align:left">9</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="6.62%"><p style="text-align:left">5</p></td> 
       <td class="aleft" width="37.13%"><p style="text-align:left">Soil at cliffs</p></td> 
       <td class="aleft" width="25.32%"><p style="text-align:left">Very very severe erosion</p></td> 
       <td class="aleft" width="8.65%"><p style="text-align:left">0.40</p></td> 
       <td class="aleft" width="22.28%"><p style="text-align:left">3 and 6</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>We also have adopted the classification of <xref ref-type="bibr" rid="scirp.141427-9">
      [9]
     </xref> for indicating the erosion coefficient depending on the slope, type of soil and/or rock, and drainage density of the 14 sub-basins. To indicate the slope and soil and/or rock type, we have used topographical and geological maps at a scale of 1:100000. The results showed that only the first four classes coincide with the status of the 14 sub-basins (<xref ref-type="table" rid="table6">
      Table 6
     </xref>).</p>
    <p>Based on the soil types at the 14 sub-basins, different erosion rates were indicated (<xref ref-type="table" rid="table7">
      Table 7
     </xref>) by using the classification introduced by <xref ref-type="bibr" rid="scirp.141427-3">
      [3]
     </xref>. The results showed that the erosion rates differ from Slight to Very very severe rate of erosion. These erosion rates in the 14 sub-basins match better than any other previously presented erosion rates and/or intensities.</p>
    <table-wrap id="table6">
     <label>
      <xref ref-type="table" rid="table6">
       Table 6
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 6. Erosion coefficient in the 14 sub-basins (adopted from <xref ref-type="bibr" rid="scirp.141427-9">
        [9]
       </xref>).</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="8.52%"><p style="text-align:center">No.</p></td> 
       <td class="custom-bottom-td acenter" width="66.67%"><p style="text-align:center">Explanation of Erosion Properties in Facies or Sampling Units</p></td> 
       <td class="custom-bottom-td acenter" width="7.66%"><p style="text-align:center">(Ф)</p></td> 
       <td class="custom-bottom-td acenter" width="17.15%"><p style="text-align:center">Sub-basin</p><p style="text-align:center">No.</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="8.52%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="66.67%"><p style="text-align:left">The area that immensely covered by head cut or gully erosion</p></td> 
       <td class="custom-top-td aleft" width="7.66%"><p style="text-align:left">1.0</p></td> 
       <td class="custom-top-td aleft" width="17.15%"><p style="text-align:left">3, 5 and 6</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="8.52%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="66.67%"><p style="text-align:left">The area that covered 80% by gully erosion or rill erosion</p></td> 
       <td class="aleft" width="7.66%"><p style="text-align:left">0.9</p></td> 
       <td class="aleft" width="17.15%"><p style="text-align:left">4, 7 and 10</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="8.52%"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="66.67%"><p style="text-align:left">50 % of the area is covered by gully erosion or rill erosion</p></td> 
       <td class="aleft" width="7.66%"><p style="text-align:left">0.8</p></td> 
       <td class="aleft" width="17.15%"><p style="text-align:left">2, 9 and 13</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="8.52%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="66.67%"><p style="text-align:left">The area that is immensely covered by surface erosion, mass movement, and with less Karst, gully erosion, and rill erosion</p></td> 
       <td class="aleft" width="7.66%"><p style="text-align:left">0.7</p></td> 
       <td class="aleft" width="17.15%"><p style="text-align:left">1, 8, 11, 12 </p><p style="text-align:left">and 14</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>The remaining erosion coefficients (Ф) values from 0.6 to 0.1 do not match with the soil types at any of the studied 14 sub-basins.</p>
    <table-wrap id="table7">
     <label>
      <xref ref-type="table" rid="table7">
       Table 7
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 7. Soil types (after <xref ref-type="bibr" rid="scirp.141427-3">
        [3]
       </xref>) and erosion rates at the 14 sub-basins.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="14.40%"><p style="text-align:center">Sub-basin</p><p style="text-align:center">No.</p></td> 
       <td class="custom-bottom-td acenter" width="10.16%"><p style="text-align:center">Soil Type</p></td> 
       <td class="custom-bottom-td acenter" width="14.35%"><p style="text-align:center">Erosion Rate</p></td> 
       <td class="custom-bottom-td acenter" width="9.06%"><p style="text-align:center">K<sub>k</sub></p></td> 
       <td class="custom-bottom-td acenter" width="13.51%"><p style="text-align:center">Sub-basin</p><p style="text-align:center">No.</p></td> 
       <td class="custom-bottom-td acenter" width="12.66%"><p style="text-align:center">Soil Type</p></td> 
       <td class="custom-bottom-td acenter" width="17.30%"><p style="text-align:center">Erosion Rate</p></td> 
       <td class="custom-bottom-td acenter" width="8.56%"><p style="text-align:center">K<sub>k</sub></p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="14.40%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="10.16%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="14.35%"><p style="text-align:left">Slight</p></td> 
       <td class="custom-top-td aleft" width="9.06%"><p style="text-align:left">0.01</p></td> 
       <td class="custom-top-td aleft" width="13.51%"><p style="text-align:left">8</p></td> 
       <td class="custom-top-td aleft" width="12.66%"><p style="text-align:left">1</p></td> 
       <td class="custom-top-td aleft" width="17.30%"><p style="text-align:left">Slight</p></td> 
       <td class="custom-top-td aleft" width="8.56%"><p style="text-align:left">0.01</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="14.40%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="10.16%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="14.35%"><p style="text-align:left">Moderate</p></td> 
       <td class="aleft" width="9.06%"><p style="text-align:left">0.15</p></td> 
       <td class="aleft" width="13.51%"><p style="text-align:left">9</p></td> 
       <td class="aleft" width="12.66%"><p style="text-align:left">3</p></td> 
       <td rowspan="3" class="aleft" width="17.30%"><p style="text-align:left">Severe</p></td> 
       <td rowspan="3" class="aleft" width="8.56%"><p style="text-align:left">0.25</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="14.40%"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="10.16%"><p style="text-align:left">4</p></td> 
       <td rowspan="2" class="aleft" width="14.35%"><p style="text-align:left">Very </p><p style="text-align:left">severe</p></td> 
       <td rowspan="2" class="aleft" width="9.06%"><p style="text-align:left">0.325</p></td> 
       <td class="aleft" width="13.51%"><p style="text-align:left">10</p></td> 
       <td class="aleft" width="12.66%"><p style="text-align:left">3</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="14.40%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="10.16%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="13.51%"><p style="text-align:left">11</p></td> 
       <td class="aleft" width="12.66%"><p style="text-align:left">3</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="14.40%"><p style="text-align:left">5</p></td> 
       <td class="aleft" width="10.16%"><p style="text-align:left">5</p></td> 
       <td rowspan="2" class="aleft" width="14.35%"><p style="text-align:left">Very very</p><p style="text-align:left">severe</p></td> 
       <td rowspan="2" class="aleft" width="9.06%"><p style="text-align:left">0.40</p></td> 
       <td class="aleft" width="13.51%"><p style="text-align:left">12</p></td> 
       <td class="aleft" width="12.66%"><p style="text-align:left">1</p></td> 
       <td class="aleft" width="17.30%"><p style="text-align:left">Slight</p></td> 
       <td class="aleft" width="8.56%"><p style="text-align:left">0.01</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="14.40%"><p style="text-align:left">6</p></td> 
       <td class="aleft" width="10.16%"><p style="text-align:left">5</p></td> 
       <td class="aleft" width="13.51%"><p style="text-align:left">13</p></td> 
       <td class="aleft" width="12.66%"><p style="text-align:left">4</p></td> 
       <td class="aleft" width="17.30%"><p style="text-align:left">Very severe</p></td> 
       <td class="aleft" width="8.56%"><p style="text-align:left">0.325</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="14.40%"><p style="text-align:left">7</p></td> 
       <td class="aleft" width="10.16%"><p style="text-align:left">3</p></td> 
       <td class="aleft" width="14.35%"><p style="text-align:left">Severe</p></td> 
       <td class="aleft" width="9.06%"><p style="text-align:left">0.25</p></td> 
       <td class="aleft" width="13.51%"><p style="text-align:left">14</p></td> 
       <td class="aleft" width="12.66%"><p style="text-align:left">2</p></td> 
       <td class="aleft" width="17.30%"><p style="text-align:left">Moderate</p></td> 
       <td class="aleft" width="8.56%"><p style="text-align:left">0.15</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
  </sec><sec id="s5">
   <title>5. Discussion</title>
   <p>We have considered soil and erosion types in this discussion. We didn’t consider the climate factors, especially annual rainfall as erosion is concerned, because the basin area is under the same climate conditions, although the sub-basin No. 6 receives yearly slightly more rainfall.</p>
   <p>We have studied different erosional aspects and compared them with the LULC and SS maps, besides the type of exposed rocks and/or sediments at each sub-basin. To facilitate the discussion, we have arranged a special table (<xref ref-type="table" rid="table8">
     Table 8
    </xref>) in which we presented the main discussed aspects.</p>
   <p>The achieved data about Erosion Intensity <xref ref-type="bibr" rid="scirp.141427-8">
     [8]
    </xref>, Gulley, and Sheet erosion <xref ref-type="bibr" rid="scirp.141427-4">
     [4]
    </xref> showed Very slight, Slight, and Insignificant values, respectively (<xref ref-type="table" rid="table8">
     Table 8
    </xref>). When comparing the type of the exposed rocks and the present soil types, besides the topography, most of the sub-basin (apart from sub-basins Nos. 3, 5, and 6) bear the same rock types and soil (<xref ref-type="table" rid="table8">
     Table 8
    </xref>). However, they showed the same erosion intensity, gulley, and sheet erosion values. This means that the existing rocks and soil types do not affect the erosion, which is not acceptable. Moreover, the drainage density of all basins according to Deju (1971) showed Poor class, which is again not acceptable. These discrepancies of the mentioned values at the 14 sub-basins can be attributed to: 1) No detailed data exists about soil types at each sub-basin, 2) The accuracy of the used data to indicate the values of the three erosion aspects, and 3) Accuracy of the used DEM through which the coverage area and streams’ length at each of 14 sub-basins were determined. Therefore, we will consider only the erosion rates (<xref ref-type="table" rid="table8">
     Table 8
    </xref>).</p>
   <p>The acquired erosion rates, however, showed quite different estimates; according to <xref ref-type="bibr" rid="scirp.141427-3">
     [3]
    </xref> for the different 14 sub-basins. We have compared the acquired estimates with the type of the exposed rocks and present soil types at each sub-basin and the LULC, and SS maps (<xref ref-type="fig" rid="fig2">
     Figure 2
    </xref>), we have found a positive coincidence, not only in the estimated values but even the limits of the sub-basins which coincide with the SS map (<xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>). The rate of the supplied sediments (SS map, <xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>) when compared with the LULC map (<xref ref-type="fig" rid="fig2(a)">
     Figure 2(a)
    </xref>) is low in sub-basins Nos. 8, 11, 12, and 14, and partly in sub-basin 9. This is attributed to the type of LULC which is agricultural (cultivated) lands; therefore, the erosion rate will be low and accordingly, the sediments’ supply will be low too. Moreover, the erosion rate ranges from Very Slight to Severe (<xref ref-type="table" rid="table8">
     Table 8
    </xref>). In the sub-basins Nos. 3, 4, 5, 6, 7, and 10 the erosion rates range from Very Sever to Very very Severe (<xref ref-type="table" rid="table8">
     Table 8
    </xref>). In the SS map (<xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>) the sediments supply map also shows a high range of sediments supply and the LULC map (<xref ref-type="fig" rid="fig2(a)">
     Figure 2(a)
    </xref>) shows Pasture, which is arable lands and due to grazing then the erosion will be high. In sub-basins Nos. 2, 9, and 13, the erosion rates range from Medium to Very Severe (<xref ref-type="table" rid="table8">
     Table 8
    </xref>), therefore, the SS map (<xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>) shows moderate sediments’ supply and the LULC map (<xref ref-type="fig" rid="fig2(a)">
     Figure 2(a)
    </xref>) shows partly Pasture and partly Agricultural lands. The effect of the exposed rocks (<xref ref-type="table" rid="table8">
     Table 8
    </xref>) is clear in sub-basins Nos. 3, 5, and 6 (all types of rocks are exposed) and because there are anticlines with high dip amounts; therefore, the erosion rates will be Vey Sever to Ver very Sever, besides the sediments supply will be high (<xref ref-type="fig" rid="fig2(b)">
     Figure 2(b)
    </xref>).</p>
   <table-wrap id="table8">
    <label>
     <xref ref-type="table" rid="table8">
      Table 8
     </xref></label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.141427-"></xref>Table 8. Main rock and/or sediments’ types and the values of the 7 erosion aspects.</title>
    </caption>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="5.71%" colspan="2"><p style="text-align:left">Sub-basin No.</p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="7.55%"><p style="text-align:left">Soil Type </p><p style="text-align:left">
        <xref ref-type="bibr" rid="scirp.141427-3">
         [3]
        </xref></p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="7.94%" colspan="2"><p style="text-align:left">Drainage Density (km/km<sup>2</sup>)</p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="7.10%" colspan="2"><p style="text-align:left">Erosion</p><p style="text-align:left">Coefficient (Φ)</p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="7.25%" colspan="2"><p style="text-align:left">Soil Erodibility</p><p style="text-align:left">Factor (K<sub>k</sub>)</p><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="7.25%"><p style="text-align:left">Erosion Rate </p><p style="text-align:left">
        <xref ref-type="bibr" rid="scirp.141427-3">
         [3]
        </xref></p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="8.76%" colspan="3"><p style="text-align:left">Erosion Intensity</p><p style="text-align:left">
        <xref ref-type="bibr" rid="scirp.141427-8">
         [8]
        </xref></p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="8.50%"><p style="text-align:left">Gulley Erosion </p><p style="text-align:left">
        <xref ref-type="bibr" rid="scirp.141427-4">
         [4]
        </xref></p></td> 
      <td class="custom-bottom-td custom-top-td tbtextaleft" width="8.88%" colspan="2"><p style="text-align:left">Sheet Erosion <xref ref-type="bibr" rid="scirp.141427-4">
         [4]
        </xref></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="30.94%" colspan="9"><p style="text-align:left">Main Lithology <xref ref-type="bibr" rid="scirp.141427-10">
         [10]
        </xref></p></td> 
     </tr> 
     <tr> 
      <td class="custom-top-td aleft" width="5.71%" colspan="2"><p style="text-align:left">1</p></td> 
      <td class="custom-top-td aleft" width="7.55%"><p style="text-align:left">1</p></td> 
      <td class="custom-top-td aleft" width="7.94%" colspan="2"><p style="text-align:left">0.32</p></td> 
      <td class="custom-top-td aleft" width="7.10%" colspan="2"><p style="text-align:left">0.7</p></td> 
      <td class="custom-top-td aleft" width="7.25%" colspan="2"><p style="text-align:left">0.01</p></td> 
      <td class="custom-top-td aleft" width="7.25%"><p style="text-align:left">Sl</p></td> 
      <td rowspan="14" class="custom-top-td tbtextacenter" width="8.76%" colspan="3"><p style="text-align:center">Very slight</p></td> 
      <td rowspan="1" class="custom-top-td tbtextacenter" width="8.50%"><p style="text-align:center">Slight</p></td> 
      <td rowspan="1" class="custom-top-td tbtextacenter" width="8.88%" colspan="2"><p style="text-align:center">Insignificant</p></td> 
      <td class="custom-top-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-top-td aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="custom-top-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-top-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-top-td aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">2</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">2</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.30</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.8</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.15</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">M</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">3</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">4</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.31</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">1.0</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.4</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">VS</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">4</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">4</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.36</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.9</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.15</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">VS</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">5</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">5</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.32</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">1.0</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.25</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">VVS</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">6</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">5</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.26</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">1.0</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.4</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">VVS</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">7</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">3</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.38</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.9</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.25</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">S</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">8</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">1</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.31</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.7</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.01</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">Sl</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">9</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">3</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.37</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.8</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.33</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">S</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">10</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">3</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.33</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.9</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.15</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">S</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">11</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">3</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.37</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.7</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.01</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">S</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">12</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">1</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.36</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.7</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0,01</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">Sl</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">13</p></td> 
      <td class="aleft" width="7.55%"><p style="text-align:left">4</p></td> 
      <td class="aleft" width="7.94%" colspan="2"><p style="text-align:left">0.39</p></td> 
      <td class="aleft" width="7.10%" colspan="2"><p style="text-align:left">0.8</p></td> 
      <td class="aleft" width="7.25%" colspan="2"><p style="text-align:left">0.15</p></td> 
      <td class="aleft" width="7.25%"><p style="text-align:left">VS</p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="aleft" width="5.71%" colspan="2"><p style="text-align:left">14</p></td> 
      <td class="custom-bottom-td aleft" width="7.55%"><p style="text-align:left">2</p></td> 
      <td class="custom-bottom-td aleft" width="7.94%" colspan="2"><p style="text-align:left">0.34</p></td> 
      <td class="custom-bottom-td aleft" width="7.10%" colspan="2"><p style="text-align:left">0.7</p></td> 
      <td class="custom-bottom-td aleft" width="7.25%" colspan="2"><p style="text-align:left">0.01</p></td> 
      <td class="custom-bottom-td aleft" width="7.25%"><p style="text-align:left">M</p></td> 
      <td class="custom-bottom-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td aleft" width="5.18%"><p style="text-align:left"></p></td> 
      <td class="aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
     </tr> 
     <tr> 
      <td class="custom-bottom-td custom-top-td aleft" width="2.46%"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="10.79%" colspan="2"><p style="text-align:left">Alluvium</p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="3.66%"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="10.35%" colspan="2"><p style="text-align:left">Claystone</p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="3.10%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="17.60%" colspan="3"><p style="text-align:left">Sandstone</p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="2.71%"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="18.02%" colspan="3"><p style="text-align:left">Conglomerate</p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="5.18%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="10.35%" colspan="3"><p style="text-align:left">Gypsum</p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="4.13%" colspan="2"><p style="text-align:left"></p></td> 
      <td class="custom-bottom-td custom-top-td aleft" width="11.51%" colspan="3"><p style="text-align:left">Limestone</p></td> 
     </tr> 
    </table>
   </table-wrap>
   <p>Sl = Slight, M = Medium, S = Severe, VS = Very Sever, VVS = Very very severe for soil Types <xref ref-type="bibr" rid="scirp.141427-3">
     [3]
    </xref> refer to <xref ref-type="table" rid="table5">
     Table 5
    </xref>.</p>
  </sec><sec id="s6">
   <title>6. Conclusion</title>
   <p>The main conclusion about the soil types and erosion is that there is a positive relation between erosion rates and the: 1) types of exposed rocks, 2) present soil types, 3) LULC cover map, and 4) SS map. However, other calculated and/or estimated values of drainage density, erosion coefficient (Φ), soil erodibility (K<sub>k</sub>), erosion intensity, gulley erosion, and sheet erosion showed a faint relation with the mentioned 4 aspects.</p>
  </sec><sec id="s7">
   <title>Funding</title>
   <p>The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.</p>
  </sec><sec id="s8">
   <title>Data Availability Statement</title>
   <p>The datasets generated during and/or analyzed during the current study are not publicly available but are available from the corresponding author.</p>
  </sec>
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