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  <front>
    <journal-meta id="journal-meta-dbb7c1d5ba5f4ea19c2edcc672231734">
      <journal-id journal-id-type="nlm-ta">Sciresol</journal-id>
      <journal-id journal-id-type="publisher-id">Sciresol</journal-id>
      <journal-id journal-id-type="journal_submission_guidelines">http://ugit.net/publication_fsjoaj3qdho/geoeye_cm_ts9ypx7s/</journal-id>
      <journal-title-group>
        <journal-title>Geo-Eye</journal-title>
      </journal-title-group>
      <issn publication-format="electronic">XXXX-XXXX</issn>
      <issn publication-format="print"/>
    </journal-meta>
    <article-meta id="article-meta-72f7db4a5167415f9d04405fb39aa4bd">
      <article-id pub-id-type="doi">10.53989/bu.ge.v10i2.5</article-id>
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title id="article-title-b5b9f586a76e4bbe86d82e20a7e8cedc">
          <bold id="strong-c68e13cca14c4c08874ed7e5747c88bd">Assessment </bold>
          <bold id="strong-4e7a9a18277e49adaceb0731a0c1692a">of Crop Combination i</bold>
          <bold id="strong-155aefbb08544ed89468c390b4d46011">n </bold>
          <bold id="strong-c29f5b958ca34cd39bd7a0e9bea11c6a">Ramanagara District</bold>
        </article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name id="name-f7a766bb2a6342399177c0600e4de347">
            <surname>Pavithra</surname>
            <given-names>R</given-names>
          </name>
          <xref id="x-d633c72e8bff" rid="aff-963136f49b87483db56be291a1c25aab" ref-type="aff">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name id="name-bee23723f91147d38c8642f53d322160">
            <surname>Kumar</surname>
            <given-names>R Shiva</given-names>
          </name>
          <xref id="x-3e5e8d8282cd" rid="aff-12e8d455687a4a32a1a689cd3aa4787e" ref-type="aff">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name id="name-7fe27c7a189b4d93b301d2897b30f38c">
            <surname>Surendra</surname>
            <given-names>P</given-names>
          </name>
          <xref id="x-22232200ab3b" rid="aff-1d59c85c1a5a4d2bba0b88765815341f" ref-type="aff">3</xref>
        </contrib>
        <aff id="aff-963136f49b87483db56be291a1c25aab">
          <institution>Student, Department of Geography &amp; Geoinformatics, Bangalore University</institution>
          <addr-line>Bengaluru, Karnataka</addr-line>
        </aff>
        <aff id="aff-12e8d455687a4a32a1a689cd3aa4787e">
          <institution>Guest Faculty, Department of Geography &amp; Geoinformatics, Bangalore University</institution>
          <addr-line>Bengaluru, Karnataka</addr-line>
        </aff>
        <aff id="aff-1d59c85c1a5a4d2bba0b88765815341f">
          <institution>Assistant Professor, Department of Geography &amp; Geoinformatics, Bangalore University</institution>
          <addr-line>Bengaluru, Karnataka</addr-line>
        </aff>
      </contrib-group>
      <volume>10</volume>
      <issue>2</issue>
      <fpage>26</fpage>
      <permissions>
        <copyright-year>2021</copyright-year>
      </permissions>
      <abstract id="abstract-abstract-title-29d197be6a57427bba78141249b56c9d">
        <title id="abstract-title-29d197be6a57427bba78141249b56c9d">Abstract</title>
        <p id="paragraph-0687ef6a6d96419a97b4d70afd4f484e">The studies of crop combination regions constitute an important aspect of agricultural geography as it provides a good basis for agricultural regeneration. Through different regions may have different climate and soil conditions and objectives of the study are to find out the crop combination regions of Ramanagara District. The important objectives are to study the principal crops and ranking of crops in Ramanagara District to find out the Weavers and Reffullahs crop combination regions in Ramanagara District. The data collected were processed and analyzed by using districts statistics the results are cartographically represented Weavers (1954), Doi’s crop combinational analysis and Rafiullah’s (1956) maximum deviation method of crop combination analysis. Were applied and crop combination regions of Ramanagara District is brought out through using MapInfo, GIS software modules. The analysis shows that there is no diversification of cropping pattern in most if the districts of Ramanagara District expect the centre and south part of the state. The crop like ragi, mulberry, coconuts and pulses constituted as two and tree crops region in Ramanagara District.</p>
      </abstract>
      <kwd-group id="kwd-group-b1b6eff4236b4f12a233106f620b791f">
        <title>Keywords</title>
        <kwd>Crops ranking</kwd>
        <kwd>Crop combination</kwd>
      </kwd-group>
      <funding-group>
        <funding-statement>None</funding-statement>
      </funding-group>
    </article-meta>
  </front>
  <body>
    <sec>
      <title id="title-90cccd9b83824ea9b393b52075fda13f">Introduction</title>
      <p id="paragraph-621c0a68814e4810a8251978cd3682cd">The study of crop combination regions constitutes an important aspect of agricultural geography as it provides a good basis for agricultural regionalization. The crops are generally grown in combinations and it is rarely that a particular crop occupies a position of total isolation the crops in a given areal unit at a given point of time. The distribution maps of individual crops are interesting and useful for planners, but it is even more important to view the integrated assemblage of the various crops grown in an areal unit. Agriculture is one of the most primary and oldest occupations of Ramanagara district and is the main source of livelihood in Ramanagara district and it is a main source of income. Major crops produce in district are, Ragi, Paddy, Maiza, Tur, Groundnut and Sugarcane, Horticulture is also famous in Ramanagara district.﻿</p>
    </sec>
    <sec>
      <title id="t-6f6e247f73ef">
        <bold id="strong-8c7f13c0d571464bb3ae7bbaf93cef28">Study Area</bold>
      </title>
      <p id="t-74ebcba3b094">Ramanagara district is located in the southern part of Karnataka, <sup id="s-78cce93ffda4">o</sup> 24' and 13<sup id="s-e13d4cea7e5d">o</sup> 09' North latitude and 77<sup id="s-6939620e0ef9">o</sup> 06' and 77<sup id="s-d8d1926a67d8">o</sup> 34' East longitude. ﻿It has a geographical area of 3576sq km, which accounts for 1.85% of the geographical area of the state and has 27<sup id="s-def8dfacb913">th</sup> place in the state, its average elevation is 800 meters above the mean sea level. There are 4 taluks namely RamanagaraChannapatnaKanakapura in the district.</p>
      <p id="p-93bffa389981"/>
      <p id="t-0d1c41259c56"/>
      <fig id="f-9d939441a472" orientation="portrait" fig-type="graphic" position="anchor">
        <label>Figure 1 </label>
        <caption id="c-44f50e02a937">
          <title id="t-014e5aa9b413">The Study area of Ramanagara District</title>
        </caption>
        <graphic id="g-4b561a69ba1d" xlink:href="https://typeset-prod-media-server.s3.amazonaws.com/article_uploads/2b7c8964-a98e-498a-a919-ac774ae46480/image/1f90b1bd-d365-4dc5-9c08-9a1ae08a12a8-uimage.png"/>
      </fig>
      <p id="p-a18c949b449b"/>
      <p id="p-c83a67fc86a9"/>
    </sec>
    <sec>
      <title id="t-87e61c73bc98">
        <bold id="strong-6fd61060341b4b97a218cfaf4a08f01d">Objectives</bold>
      </title>
      <list list-type="bullet">
        <list-item id="li-abfbb0d4581e">
          <p>To study the principal crops and ranking of crops in Ramanagara District. </p>
        </list-item>
        <list-item id="li-0c9a441e4706">
          <p>To find out the Weaver’s, Doi’s and Refullah’s method crop combination regions in Ramanagara District.</p>
        </list-item>
      </list>
    </sec>
    <sec>
      <title id="t-9f8eb2e0ad02">
        <bold id="strong-f189441099d343088c33fa41587e20e2">Data Base</bold>
      </title>
      <p id="paragraph-d44c197ca1b54a30bea1620d9af4a4dd">The present study is based on secondary data collect from department of agriculture, Ramanagara district. District statistical office, Socio-economic review of Ramanagara district.</p>
    </sec>
    <sec>
      <title id="title-ad39665fad0d49efb9d8e8551d328c06">Methodology</title>
      <p id="paragraph-6dc7f446a596471db98b38772d875e2a">The data regarding the location southern part of Ramanagara collected from topographic maps. The data on agricultural land use, principal crops soils climate, vegetation, drainage and population of Ramanagara district. Were gathered from the statistical department and from agricultural department located in Ramanagara district and also from state websites. The data collected were processed and analyzed by using simple statistics the results are cartographically represented Weavers (1954) crop combinational analysis and Rafiullah’s (1956) maximum deviation method of crop combination analysis. Were applied and crop combination regions of Ramanagara district is brought out through using MapInfo, GIS software modules. </p>
      <sec>
        <title id="t-15776c8faf27">
          <bold id="strong-92ee0c0cf17d42dfb9287ad6b68057f5">Ranking </bold>
          <bold id="strong-7e133a3c980e4cc390dec4642b48d0d2">of Crops </bold>
        </title>
        <p id="paragraph-8a4769e1a82f41dab73f0e03f4cfee97">For the purpose of analyzing the crop combination ranking of crop on the basis of total cropped area where used it identify the ranking of crops which are dominates in one or more taluks of the districts. There are 9 crops occupies maximum percentage of total cropped area. Other crops are grown in combination with major crops. The first rank crop may vary from 100% to 40%. The 9 ranking crops are (i) Paddy (ii) Mize (iii) Ragi (iv) Pulses (v) Fruits (vi) Vegetables (vii) Oil seeds (viii) coconuts (ix) Mulberry. These crops have 9 macro crop combination regions. The following <xref id="x-a0add71753d9" rid="f-1b0b9450ee19" ref-type="fig">Figure 2</xref> gives Ramanagara district - area under principle crops (in % and Rank) 2018-19</p>
        <p id="p-6fc1f56ed2b4"/>
        <fig id="f-1b0b9450ee19" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 2 </label>
          <caption id="c-949a2dcbe506">
            <title id="t-aefd762e33f8"><bold id="s-b0ff170657d5"/>Ramanagara district - area under principle crops (in hectares) 2018 - 19</title>
          </caption>
          <graphic id="g-a5e2b91b0c10" xlink:href="https://typeset-prod-media-server.s3.amazonaws.com/article_uploads/2b7c8964-a98e-498a-a919-ac774ae46480/image/5179e079-eb31-44c3-b2fa-79d0fb27acff-uimage.png"/>
        </fig>
        <p id="p-450aee51df59"/>
        <p id="p-ebaa0cafdc64"/>
        <fig id="f-dc86f1837aa9" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 3 </label>
          <caption id="c-648ced29a478">
            <title id="t-49b98ea5e6d9"><bold id="s-0ea4d8369fe9"/>Ramanagara district - area under principle crops (in % and Rank) 2018-19</title>
          </caption>
          <graphic id="g-cb499b84d811" xlink:href="https://typeset-prod-media-server.s3.amazonaws.com/article_uploads/2b7c8964-a98e-498a-a919-ac774ae46480/image/829b64a6-9c10-44aa-ab01-ce61b2a4bfea-uimage.png"/>
        </fig>
        <p id="p-219673c86e7f"/>
      </sec>
      <sec>
        <title id="t-0276ae564cba">
          <bold id="strong-8f7fad51636448fcba08c7dfb1be51d8">Crop Combination By Weaver’s Method</bold>
        </title>
        <p id="paragraph-b8efd5818e5f46fd95ac86c5421ce2bc">The study of crop combination region constitutes an important aspect of agricultural geography as it provides a good basic for agricultural regionalization for the rural planning. Owing to high density of population and ever growing population, it is necessary to produce more crops in the same field. So diversification and suitable combination of crops with short duration is necessary for an increase in the production. The study of crop combination is also helpful for the study of the comprehensive area development planning particularly for the rural areas.</p>
        <p id="paragraph-671538dee13b469aaba7f495a4b9a106">Prof. John C. Weaver presented a valuable statistical method of combination analysis in 1954 in his study of crop combination regions in the Middle West, U.S.A. He takes into consideration the percentage of crop area to the total cropped area and has calculated deviation of real percentage for all the possible combination in the areal units against a theoretical standard.</p>
        <p id="paragraph-26fac52129cc4ce6872fa21622a3b919">Monoculture =100 percent of the total harvested crop land in one crop. </p>
        <p id="paragraph-6a55d6d3e161485baba6ced9c4be9d9a">2-crop combination=50 percent in each of two crops. </p>
        <p id="paragraph-bd2b2ee76b2e4c1ba6b01407d6af4626">3-crop combination=33.3 percent in each of three crops. </p>
        <p id="paragraph-df5800c396af4999a018968d38fd3d6d">4-crop combination=25 percent in each of four crops. </p>
        <p id="paragraph-a56fec368c0a4ea1a1d7584f12efae42">5-crops combination=20 percent in each of five crops. </p>
        <p id="paragraph-b5c74d72812b49199ac63f1d5ce174f6">10-crops combination=10 percent in each of ten crops. </p>
        <p id="paragraph-865f2fb2c690455596f37f4f43f9dedc">For the determination of the minimum deviation the standard deviation method was used</p>
        <p id="p-dff91984c41f"/>
        <disp-formula-group id="dfg-81553f840a24"> <disp-formula><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>S</mml:mi><mml:mi>D</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mfrac><mml:mrow><mml:mi>Σ</mml:mi><mml:msup><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mi>n</mml:mi></mml:mfrac></mml:msqrt></mml:math></disp-formula></disp-formula-group>
        <p id="p-16a2ec80c7c7"/>
        <p id="paragraph-7816b15abfa4436e9a804ac531a079e0">Where d is the difference between the actual crop percentage in a given country (area unit) and the appropriate percentage in the theoretical curve and n is the number of crops in a given combination.</p>
      </sec>
      <sec>
        <title id="t-1f4e453f910c">Cropping pattern</title>
        <p id="paragraph-f3566f59ffb14648a0f736a29f256480">The cropping pattern is based on both time and space-sequence of crop. The variety in cropping pattern is the result of physical, socio-economic factors, physical factors often decide the cropping pattern to a large extent.</p>
        <p id="paragraph-1b19ddc64ea14a33a6f19f6d48744e5e">
          <bold id="strong-a51c6298a7704c4d87fe71a9f730039e"/>
        </p>
        <fig id="figure-7feb026dc90b47e2a2df736cbaa744bd" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 4 </label>
          <caption id="caption-400311ea7bfe4336a0fa5dccf4f45094">
            <title id="title-48f4f4e36ac74a149cf3cb98300d6d0f"><bold id="s-ede1cc55a152"/>Weaver’s Method Crop Combination Region in Ramanagara district</title>
          </caption>
          <graphic id="graphic-253640a78b1742e5b1cdb1d2f1b73be8" xlink:href="https://s3-us-west-2.amazonaws.com/typeset-prod-media-server/987eb311-6669-45dc-8446-4537425089abimage6.png"/>
        </fig>
        <p id="paragraph-8fb9718dd69f4ef1b4686bdfff7f876a"/>
      </sec>
      <sec>
        <title id="t-655bc40a5742">
          <bold id="strong-79024ea45b3b481da4cba2d7b8618cb1">Crop Combination By Doi’s Method</bold>
          <bold id="strong-3c01cee5f2114391bbf4d7fa0ab47bf8"> </bold>
        </title>
        <p id="paragraph-31af16ce6a3841b9a1e7bed3aca7e8cb">Doi modified the weaver formula for finding combination index</p>
        <p id="paragraph-522d871373f84776a5bf5d7de32e7972">Doi formula is more accurate for intensive farming countries like india. In doi’s technique, it is not required to calculate  <inline-formula id="if-02162b733650"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>Σ</mml:mi><mml:msup><mml:mi mathvariant="bold">d</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math></inline-formula>    for each combination but the crop combination is actually established by one sheet table, which represents critical values for various elements at different ranks against cumulative percentage of elements.</p>
        <p id="paragraph-605b4ebe422242379638b675bb3a9c54">This technique shows that higher ranking crops have high percentage, the lower ranking element with less than 5% which are usually excluded from the combination. Using this technique industries which has cumulative percentage is less than 50 are included in combination or the critical value for all the crops at different ranks against 50 is zero. In this we provide the rank according to production and area. </p>
        <p id="paragraph-dc8164a5065f432caed256087501cb7e"> Doi Formula: <inline-formula id="if-68b2746bc51e"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>SD</mml:mi><mml:mo>=</mml:mo><mml:mo>∑</mml:mo><mml:msup><mml:mi mathvariant="bold">d</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:math></inline-formula> </p>
        <p id="p-e33b50e9fee0"/>
        <fig id="f-2da3ae91077b" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 5 </label>
          <caption id="c-db3338f9012b">
            <title id="t-7eaa66c5468f">Doi’s Method Crop Combination Region in Ramanagara district</title>
          </caption>
          <graphic id="g-8d814c240e73" xlink:href="https://typeset-prod-media-server.s3.amazonaws.com/article_uploads/2b7c8964-a98e-498a-a919-ac774ae46480/image/7611df75-946b-42a5-b4d2-82c156f344c7-uimage.png"/>
        </fig>
        <p id="p-f1b1171e07ca"/>
        <p id="paragraph-853c01c125584f398157848cdc2eaa1f">
          <bold id="strong-df405b81d65e471cacdcc99ab07da1fc"/>
          <bold id="strong-4bc0e5b6c42143e2b52aace739c4ff6f"/>
        </p>
        <fig id="figure-0f3d7843b03843eeb9420363a871fc7f" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 6 </label>
          <caption id="caption-f8fb0f25c26c4afc918128ab8c83d839">
            <title id="title-12e313c15a4e4f7186f00f8ba1624647">Doi’s Crop Combination</title>
          </caption>
          <graphic id="graphic-046a240ec9b3450083c2812697333688" xlink:href="https://s3-us-west-2.amazonaws.com/typeset-prod-media-server/987eb311-6669-45dc-8446-4537425089abimage9.png"/>
        </fig>
        <p id="paragraph-8fee846574434e348439680fc7bec07c"/>
      </sec>
      <sec>
        <title id="t-893f4382a28f">
          <bold id="strong-4f8289cf9c0e4c758c8a6b78814cf299">Crop Combination By </bold>
          <bold id="strong-dd83e34a93e84051aa28e4d8c0492ffb">Rafiuallah’s Method</bold>
          <bold id="strong-c2d4351b9772433ea73777f57d6ce734"> </bold>
        </title>
        <p id="paragraph-cd7ba1ecf3a44584ace5e5ef67bc04ee">The defect over generalization in Weavers method of crop combination is rectified through the method adopted by Rafiullah (1950). The insignificant crops are avoided from being brought in to crop combination by applying maximum deviations method.</p>
        <p id="paragraph-3f08c9833414478c9078981ea23b6a23">The statistical technique adopted by rafiuallah is more accurate and rational and therefore, it is quite popular for delineation for crop combination regions this technique has the capacity to handle the highly diversified cropping structures in general the crop combinations demarcated on the basis of statistical techniques provide a sound base for agricultural planning and development.</p>
        <p id="paragraph-af8c13237a3140b9aa7371d89c9ffbf9">Standard measurement was employed as:</p>
        <p id="paragraph-ab5f0e1fc93946cb930fd81138a170fc">Monoculture = 50 percent of the gross cropped area of one crop. </p>
        <p id="paragraph-ab43c325a12f4c72a5f57abc6b3261f8">2-crop combination=25 percent in each of two crops. </p>
        <p id="paragraph-6e734b41abe44eae943e1e17dc5967ad">3-crop combination=16.7 percent in each of three crops. </p>
        <p id="paragraph-e267df484421486681a91ad5612504a7">4-crop combination=12.5 percent in each of four crops. </p>
        <p id="paragraph-a851d47a333f48beb32595788da3788a">5-crops combination=10 percent in each of five crops. </p>
        <p id="paragraph-8d1e77db19074fab9fcb2998f12e4b48">10-crops combination=5 percent in each of ten crops. </p>
        <p id="p-1420db191a5a"/>
        <p id="paragraph-e348b7c69bd849918d224fa46be8665b">Rafiullah<bold id="strong-46342bf2039d4d379194a2f1139f7cbd"> </bold>Formula: </p>
        <p id="p-bb64f028f51f"/>
        <disp-formula-group id="dfg-a73e6ccd128c"> <disp-formula><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mfrac><mml:mrow><mml:mo>∑</mml:mo><mml:msup><mml:mi>D</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mi>p</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi>D</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mi>n</mml:mi></mml:mrow><mml:msup><mml:mi>N</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mfrac></mml:msqrt></mml:math></disp-formula></disp-formula-group>
        <p id="p-834f42a55bf2"/>
        <fig id="f-603ef8894c61" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 7 </label>
          <caption id="c-33d8d9804e2a">
            <title id="t-f3a4c04048d4">Rafiuallah’s Method Crop Combination Region in Ramanagara district</title>
          </caption>
          <graphic id="g-9920405a9549" xlink:href="https://typeset-prod-media-server.s3.amazonaws.com/article_uploads/2b7c8964-a98e-498a-a919-ac774ae46480/image/710dee4c-01f5-42a4-9a82-8a47dfa103b4-uimage.png"/>
        </fig>
        <p id="p-9aa1126d80f5"/>
        <fig id="figure-adae06901e05433c9e750708e5ecc223" orientation="portrait" fig-type="graphic" position="anchor">
          <label>Figure 8 </label>
          <caption id="caption-23d0dfbe2c594eb1b4b07e5f6f8d0a43">
            <title id="title-3b0af29d3ee940cea170fd9c64bf1ac8">Refiuallah’s Method Crop Combination Region in Ramanagara district, 2018-2019</title>
          </caption>
          <graphic id="graphic-a0e5da60404b4e3cae212ffdb7ec7c2d" xlink:href="https://s3-us-west-2.amazonaws.com/typeset-prod-media-server/987eb311-6669-45dc-8446-4537425089abimage12.png"/>
        </fig>
        <p id="paragraph-060a035a056e40b98b9fcaad7f850092"/>
      </sec>
    </sec>
    <sec>
      <title id="title-d7bc001f057b483b95d233be7e8457f7">Results</title>
      <sec>
        <title id="t-8ee62c7a212b">
          <bold id="strong-e0c859bb1a2443189e85db0ab22dbb2b">Two crops combination</bold>
        </title>
        <p id="paragraph-c1e802697b5c4a458f9769cd7570cbc8">According to Weaver’s and Doi’s method two crops combination is found in Channapatna and Magadi taluks in 2018-19. The crops grown in respective taluks are Ragi and coconuts. By applying Rafiuollah technique are Ragi and Coconuts are the two crop combination found channapattana, Magadi and Ramanagara taluks. Our field observations, discussions with farmers and concerned authorities’ reveals that, the crop combination from two taluks to another have changed due to some significant reasons like soil fertility, variation in prices of the crops and impact of urban centres. </p>
        <p id="paragraph-ddf876f92e574033b5ddd19e6c3220de">In addition, it can be generalized that, the taluks receive more rain fall/more irrigation have lesser number of crops under combination. Whereas, the dry taluks/less irrigated taluks exhibit more number of crops under combination. Agriculture in Ramanagara district is changing towards commercial type, due to the trend of diffusion of Agricultural innovation.</p>
      </sec>
      <sec>
        <title id="t-2aa80113b763">
          <bold id="strong-fb75135a175a4e3bb606dbc73957bd4a">Tree crop combination</bold>
        </title>
        <p id="paragraph-0ee8f4b949a2430a9ba8a8e795167abe">According to Weaver’s and Doi’s method tree crops combination was Kanakapura and Ramanagara taluks in the year 2018-19. Kanakapura taluk found three crop combination region in Rafiuollah method. The high concentration of land was under coconuts and followed by Ragi, Pulses and Mulberry. This is an account of deep tube well irrigation and recent improvement of agricultural practice. In spite of these factors, the diversity in the combination increased due to variation in Rainfall, Soil, and the interest of farmers in rotation the crops for better yields.</p>
      </sec>
    </sec>
    <sec>
      <title id="title-95d5464bfc6c41e8ae02d495d198ef7f">Conclusion</title>
      <p id="paragraph-3fe125a470294bd68f1bb4259e09662a">The change in the cropping pattern and introduction of crop in relation to agro climatic condition can provide high standard of productivity. To determine the region character of crop distribution various method of analyzing cropping pattern is made to bring out the regional dominates of crop. The study area Ramanagara District located in southern most part of Karnataka experiences tropical monsoon climate. The district receives maximum rain fall during South West and North East Monsoon seasons with the availability of fertile soil like alluvial, gravelly clay to clayey and red soil variety of crops are cultivated. The study area, Ramanagara District is agriculturally rich due to the availability of fertile lands and presence of perennial rivers. The principal crops such as paddy, ragi, coconuts, mulberry, maize, fruits, vegetables, oil seeds and pulses are cultivated. The ranking of crops data shows that ragi and coconuts. ragi, pulses and mulberry cultivated as tree crops in most of the Kanakapura taluk. Ragi, coconuts and mulberry cultivated as tree crops in Ramanagara taluks. The analysis of area under different crops revealed that the ragi and coconuts dominates as two crops in most of the Channapattana and Magadi taluks in Ramanagara District. </p>
      <p id="paragraph-0adbbdd1137241b5b6d6fd124cbbe1be">According to Weaver’s method of crop combination analysis there are maximum of 3 crop combination region are in Ramanagara District. To conclude, the analysis of crop combination and their association reveals that there are diversified cropping pattern in Ramanagara. According to Doi’s method of analysis there are 2 and 3 crop combination regions are found in Ramanagara. By applying Rafiuollah technique Channapattana, Magadi and Ramanagara taluks two crops combination region and Kanakapura only tree crop combination region. The analysis shows that there is no diversification of cropping pattern in most if the districts of Ramanagara.</p>
    </sec>
  </body>
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