<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE root>
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Ekologiya cheloveka (Human Ecology)</journal-id><journal-title-group><journal-title xml:lang="en">Ekologiya cheloveka (Human Ecology)</journal-title><trans-title-group xml:lang="ru"><trans-title>Экология человека</trans-title></trans-title-group></journal-title-group><issn publication-format="print">1728-0869</issn><issn publication-format="electronic">2949-1444</issn><publisher><publisher-name xml:lang="en">Eco-Vector</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">16603</article-id><article-id pub-id-type="doi">10.33396/1728-0869-2019-1-51-64</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>Articles</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>Статьи</subject></subj-group><subj-group subj-group-type="article-type"><subject>Research Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">ANALYSIS OF CATEGORICAL VARIABLES USING R</article-title><trans-title-group xml:lang="ru"><trans-title>Анализ категориальных данных с использованием программной среды R</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Egoshin</surname><given-names>V L</given-names></name><name xml:lang="ru"><surname>Егошин</surname><given-names>В Л</given-names></name></name-alternatives><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Ivanov</surname><given-names>S V</given-names></name><name xml:lang="ru"><surname>Иванов</surname><given-names>С В</given-names></name></name-alternatives><xref ref-type="aff" rid="aff2"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Savvina</surname><given-names>N V</given-names></name><name xml:lang="ru"><surname>Саввина</surname><given-names>Н В</given-names></name></name-alternatives><xref ref-type="aff" rid="aff3"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Kapanova</surname><given-names>G Z</given-names></name><name xml:lang="ru"><surname>Капанова</surname><given-names>Г Ж</given-names></name></name-alternatives><xref ref-type="aff" rid="aff4"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Zhamaliyeva</surname><given-names>L M</given-names></name><name xml:lang="ru"><surname>Жамалиева</surname><given-names>Л М</given-names></name></name-alternatives><xref ref-type="aff" rid="aff5"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Grjibovski</surname><given-names>A M</given-names></name><name xml:lang="ru"><surname>Гржибовский</surname><given-names>А М</given-names></name></name-alternatives><bio xml:lang="ru"><p>доктор медицины, заведующий ЦНИЛ СГМУ, г. Архангельск; профессор Северо-Восточного федерального университета, г. Якутск; почетный профессор ГМУ г. Семей (Казахстан); почетный доктор МКТУ, г. Туркестан (Казахстан), визитинг-профессор</p></bio><email>Andrej.Grjibovski@gmail.com</email><xref ref-type="aff" rid="aff3"/><xref ref-type="aff" rid="aff4"/><xref ref-type="aff" rid="aff5"/><xref ref-type="aff" rid="aff6"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">Semey State Medical University, Pavlodar Campus</institution></aff><aff><institution xml:lang="ru">Павлодарский филиал Государственного медицинского университета</institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="en">I. P. Pavlov First St. Petersburg State Medical University</institution></aff><aff><institution xml:lang="ru">Первый Санкт-Петербургский государственный медицинский университет им. акад. И. П. Павлова</institution></aff></aff-alternatives><aff-alternatives id="aff3"><aff><institution xml:lang="en">North-Eastern Federal University</institution></aff><aff><institution xml:lang="ru">Северо-Восточный федеральный университет им. М. К. Аммосова</institution></aff></aff-alternatives><aff-alternatives id="aff4"><aff><institution xml:lang="en">Al-Farabi Kazakh National University</institution></aff><aff><institution xml:lang="ru">Казахский национальный университет им. аль-Фараби</institution></aff></aff-alternatives><aff-alternatives id="aff5"><aff><institution xml:lang="en">West Kazakhstan Marat Ospanov State Medical University</institution></aff><aff><institution xml:lang="ru">Западно-Казахстанский государственный медицинский университет им. Марата Оспанова</institution></aff></aff-alternatives><aff-alternatives id="aff6"><aff><institution xml:lang="en">Northern State Medical University</institution></aff><aff><institution xml:lang="ru">Северный государственный медицинский университет</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2019-01-15" publication-format="electronic"><day>15</day><month>01</month><year>2019</year></pub-date><volume>26</volume><issue>1</issue><issue-title xml:lang="en">NO1 (2019)</issue-title><issue-title xml:lang="ru">№1 (2019)</issue-title><fpage>51</fpage><lpage>64</lpage><history><date date-type="received" iso-8601-date="2019-10-23"><day>23</day><month>10</month><year>2019</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2019, Human Ecology</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2019, Экология человека</copyright-statement><copyright-year>2019</copyright-year><copyright-holder xml:lang="en">Human Ecology</copyright-holder><copyright-holder xml:lang="ru">Экология человека</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/></permissions><self-uri xlink:href="https://hum-ecol.ru/1728-0869/article/view/16603">https://hum-ecol.ru/1728-0869/article/view/16603</self-uri><abstract xml:lang="en"><p>The article presents basic algorithms categorical data analysis using R package. Algorithms for the analysis of independent and non-independent nominal and ordinal data are presented.</p></abstract><trans-abstract xml:lang="ru"><p>В статье рассмотрены основные алгоритмы работы в программной среде R, используемые для проведения анализа категориальных данных. Представлены алгоритмы анализа номинальных и порядковых независимых и связанных переменных в таблицах различной размерности.</p></trans-abstract><kwd-group xml:lang="en"><kwd>R</kwd><kwd>categorical data</kwd><kwd>nominal data</kwd><kwd>ordinal data</kwd><kwd>statistical analysis</kwd><kwd>R</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>категориальные переменные</kwd><kwd>номинальные переменные</kwd><kwd>порядковые переменные</kwd><kwd>статистический анализ</kwd></kwd-group></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Гржибовский А. М. Анализ порядковых данных // Экология человека. 2008. № 8. С. 56-62.</mixed-citation></ref><ref id="B2"><label>2.</label><mixed-citation>Кабаков Р. И. R в действии. Анализ и визуализация данных в программе R / пер. с англ. П. А. Волковой. М.: ДМК Пресс, 2014. 588 с.</mixed-citation></ref><ref id="B3"><label>3.</label><mixed-citation>Мастицкий С. Э., Шитиков В. К. Статистический анализ и визуализация данных с помощью R. М.: ДМК Пресс, 2015. 496 с.</mixed-citation></ref><ref id="B4"><label>4.</label><mixed-citation>Agresti Alan. Categorical Data Analysis. Hoboken, New Jersey: Wiley, 2002.</mixed-citation></ref><ref id="B5"><label>5.</label><mixed-citation>Alstated. 2012. Cochran Q Test for K Related Samples in R. URL: https://www.r-bloggers.com/cochran-q-test-for-k-related-samples-in-r/ (дата обращения 25.1 1.2018).</mixed-citation></ref><ref id="B6"><label>6.</label><mixed-citation>Cafiso S., DiGraziano A., Pappalardo G. Using the Delphi method to evaluate opinions of public transport managers on bus safety // Safety Science. 2013. Vol. 57 (8). P 254-263.</mixed-citation></ref><ref id="B7"><label>7.</label><mixed-citation>Cohen J. Statistical Power Analysis for the Behavioral Sciences. 2nd ed. Hillsdale, New Jersey: Lawrence Erlbaum Associates, 1988.</mixed-citation></ref><ref id="B8"><label>8.</label><mixed-citation>Denham, Bryan E. Categorical statistics for communication research. Wiley, 2017</mixed-citation></ref><ref id="B9"><label>9.</label><mixed-citation>Kateri M. Contingency Table Analysis. Springer, 2014.</mixed-citation></ref><ref id="B10"><label>10.</label><mixed-citation>Kloke J., McKean J. W. Nonparametric Statistical Methods Using R. CRC Press, 2015.</mixed-citation></ref><ref id="B11"><label>11.</label><mixed-citation>Peter_Statistics. 2017. Crash Course. URL: https:// peterstatistics.com/CrashCourse/index.html (дата обращения 25.1 1.2018).</mixed-citation></ref><ref id="B12"><label>12.</label><mixed-citation>Rea L. M., Parker M. A. Designing and conducting survey research: a comprehensive guide. San Francisco: Jossey-Bass Publishers, 1992.</mixed-citation></ref><ref id="B13"><label>13.</label><mixed-citation>Rink H., Morey R. D., Rouder J. N. et al. Robust misinterpretation of confidence intervals // Psychon Bull Rev. 2014. N 5. P 1 157-1 164.</mixed-citation></ref><ref id="B14"><label>14.</label><mixed-citation>Serlin R. C, Carr J., Marascuillo L. A. A measure of association for selected nonparametric procedures // Psychological Bulletin. 1982. N 92. P 786-790.</mixed-citation></ref><ref id="B15"><label>15.</label><mixed-citation>STAT504, PennState. 2018. Analysis of Discrete Data. URL: https://onlinecourses.science.psu.edu/stat504/ node/49/ (дата обращения 25.11.2018).</mixed-citation></ref><ref id="B16"><label>16.</label><mixed-citation>Tomczak M., Tomczak E. The need to report effect size estimates revisited. An overview of some recommended measures of effect size // Trends in Sport Sciences. 2014. Vol. 1 (21). P. 19-25.</mixed-citation></ref><ref id="B17"><label>17.</label><mixed-citation>Xuezheng S., Yang Z. Generalized McNemar’s Test for Homogeneity of Marginal Distributions // SAS Global Forum 2008. Statistics and Data Analysis, 2008. P. 1-10.</mixed-citation></ref></ref-list></back></article>
