{"id":25899,"date":"2022-12-13T10:41:00","date_gmt":"2022-12-13T13:41:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/empirical-writing-copy\/"},"modified":"2024-05-29T14:31:52","modified_gmt":"2024-05-29T17:31:52","slug":"python-in-research","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/cs\/python-in-research\/","title":{"rendered":"V\u00fdzkumn\u00e9 prost\u0159ed\u00ed zalo\u017een\u00e9 na Pythonu"},"content":{"rendered":"<p>St\u00e1le v\u00edce lid\u00ed se zam\u011b\u0159uje na vytv\u00e1\u0159en\u00ed z\u00e1v\u011br\u016f zalo\u017een\u00fdch na datech jako na hlavn\u00ed c\u00edl sv\u00e9 pr\u00e1ce, v\u010detn\u011b v\u011bdeck\u00e9ho a odborn\u00e9ho v\u00fdzkumu.&nbsp;<\/p>\n\n\n\n<p>P\u0159i zpracov\u00e1n\u00ed velk\u00e9ho mno\u017estv\u00ed dat se mnoho u\u017eivatel\u016f spol\u00e9h\u00e1 na software, jako je Microsoft Excel nebo Google Sheets. A\u010dkoli maj\u00ed tyto n\u00e1stroje velk\u00fd potenci\u00e1l, maj\u00ed mnoho nedostatk\u016f, v\u010detn\u011b neschopnosti pojmout velk\u00e9 mno\u017estv\u00ed dat.&nbsp;<\/p>\n\n\n\n<p>V p\u0159\u00edpad\u011b jazyka Python tomu tak nen\u00ed. Jedn\u00e1 se o jeden z nejlep\u0161\u00edch programovac\u00edch jazyk\u016f, kter\u00fd se neuv\u011b\u0159iteln\u011b rychle rozv\u00edj\u00ed. Python m\u00e1 mnoho v\u00fdhod, pokud jde o v\u00fdzkum. Pod\u00edv\u00e1me se na n\u011b v tomto \u010dl\u00e1nku<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">Jakou roli hraje Python ve v\u00fdzkumu?<\/h2>\n\n\n\n<p>Akademi\u010dt\u00ed pracovn\u00edci a dal\u0161\u00ed v\u00fdzkumn\u00ed pracovn\u00edci maj\u00ed k dispozici r\u016fzn\u00e9 v\u00fdzkumn\u00e9 dovednosti. Mezi mnoha programovac\u00edmi jazyky, kter\u00e9 jsou k dispozici za\u010d\u00ednaj\u00edc\u00edm program\u00e1tor\u016fm, vynik\u00e1 Python jako jeden z u\u017eivatelsky nejp\u0159\u00edv\u011btiv\u011bj\u0161\u00edch a nejdostupn\u011bj\u0161\u00edch. Programov\u00e1n\u00edm v jazyce Python lze realizovat \u0161irokou \u0161k\u00e1lu v\u00fdzkumn\u00fdch \u00fakol\u016f. Bal\u00ed\u010dky Pythonu s otev\u0159en\u00fdm zdrojov\u00fdm k\u00f3dem mohou v\u00fdzkumn\u00fdm pracovn\u00edk\u016fm pomoci mnoha zp\u016fsoby.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Sb\u011br dat<\/h3>\n\n\n\n<p>Python poskytuje u\u017eivatel\u016fm \u00faplnou kontrolu nad r\u016fzn\u00fdmi aspekty v\u00fdzkumn\u00fdch projekt\u016f, co\u017e je atraktivn\u00ed, pokud jde o sb\u011br dat. Nap\u0159\u00edklad elektronick\u00e9 pr\u016fzkumy a behavior\u00e1ln\u00ed experimenty lze vytv\u00e1\u0159et s v\u011bt\u0161\u00ed lehkost\u00ed, pokud jde o m\u011b\u0159en\u00ed \u010dasu a prezentaci vizu\u00e1ln\u00edho nebo zvukov\u00e9ho obsahu. Python v podstat\u011b umo\u017e\u0148uje z\u00edsk\u00e1vat prakticky jak\u00e1koli webov\u00e1 data pomoc\u00ed programov\u00e1n\u00ed. Prost\u0159ednictv\u00edm jazyka Python lze snadno z\u00edskat v\u0161echny informace na jednom m\u00edst\u011b.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Zpracov\u00e1n\u00ed a spr\u00e1va dat<\/h3>\n\n\n\n<p>Bal\u00ed\u010dek zalo\u017een\u00fd na jazyce Python poskytuje mnoho mo\u017enost\u00ed pro organizaci a spr\u00e1vu dat. Aplikace umo\u017e\u0148uje vytv\u00e1\u0159et, p\u0159emis\u0165ovat, duplikovat nebo upravovat v\u00edce soubor\u016f nebo slo\u017eek najednou.  Modul\u00e1tor v jazyce Python umo\u017e\u0148uje u\u017eivatel\u016fm komunikovat s opera\u010dn\u00edm syst\u00e9mem po\u010d\u00edta\u010de, co\u017e m\u016f\u017ee b\u00fdt u\u017eite\u010dn\u00e9 zejm\u00e9na p\u0159i pr\u00e1ci s velk\u00fdm mno\u017estv\u00edm dat, kter\u00e1 nejsou tabulkami.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Anal\u00fdza dat<\/h3>\n\n\n\n<p>Python um\u00ed tak\u00e9 prov\u00e1d\u011bt \u0159adu typ\u016f statistik. Bal\u00ed\u010dek pandas nap\u0159\u00edklad umo\u017e\u0148uje prov\u00e9st rychl\u00fd v\u00fdpo\u010det Pearsonovy korelace mezi sloupci dat. P\u0159id\u00e1n\u00edm bal\u00ed\u010dku pandas a model\u016f stats a tak\u00e9 bal\u00ed\u010dku Scikit-learn se schopnosti jazyka Python v oblasti anal\u00fdzy dat v\u00fdrazn\u011b roz\u0161\u00ed\u0159ily.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Pro\u010d je Python tak dobr\u00fdm v\u00fdzkumn\u00fdm n\u00e1strojem?<\/h2>\n\n\n\n<p>Po\u010d\u00edta\u010de a chytr\u00e9 telefony zm\u011bnily v modern\u00edm sv\u011bt\u011b mnoho aspekt\u016f na\u0161eho \u017eivota, v\u010detn\u011b v\u00fdzkumn\u00e9ho prost\u0159ed\u00ed.  V\u011bdci st\u00e1le \u010dast\u011bji p\u0159ech\u00e1zej\u00ed na elektronick\u00e9 form\u00e1ty pro ukl\u00e1d\u00e1n\u00ed dat, co\u017e vede k vytv\u00e1\u0159en\u00ed obrovsk\u00fdch objem\u016f dat.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Programovac\u00ed jazyk Python je z\u00e1kladn\u00edm n\u00e1strojem pro datov\u00e9 v\u011bdce, kte\u0159\u00ed vytv\u00e1\u0159ej\u00ed \u0159e\u0161en\u00ed \u0161irok\u00e9 \u0161k\u00e1ly \u00faloh ve v\u00fdzkumu. V\u00fdzkumn\u00edci mohou z\u00edskat v\u00fdznamn\u00e9 poznatky z dat pomoc\u00ed \u0159ady n\u00e1stroj\u016f dostupn\u00fdch prost\u0159ednictv\u00edm t\u00e9to platformy. Pomoc\u00ed k\u00f3dov\u00e1n\u00ed lze v\u00fdzkum dokon\u010dit rychleji a efektivn\u011bji, m\u00edsto aby se ztr\u00e1celo mnoho \u010dasu na v\u0161edn\u00ed \u00fakoly.&nbsp;<\/p>\n\n\n\n<ul>\n<li>V jazyce Python lze nal\u00e9zt velk\u00e9 mno\u017estv\u00ed roz\u0161i\u0159uj\u00edc\u00edch mo\u017enost\u00ed. NumPy, popul\u00e1rn\u00ed knihovna Pythonu pro v\u011bdeck\u00e9 v\u00fdpo\u010dty, nyn\u00ed obsahuje bal\u00ed\u010dek F2Py, kter\u00fd p\u0159ev\u00e1d\u00ed podprogramy Fortranu do Pythonu. Python tak\u00e9 nab\u00edz\u00ed vynikaj\u00edc\u00ed vstupn\u00ed\/v\u00fdstupn\u00ed mo\u017enosti, zejm\u00e9na pro v\u011bdeck\u00e9 v\u00fdpo\u010dty, kter\u00e9 obn\u00e1\u0161ej\u00ed pr\u00e1ci s velk\u00fdmi soubory dat.<\/li>\n\n\n\n<li>V jazyce Python je zabudov\u00e1na \u0159ada v\u011bdeck\u00fdch v\u00fdpo\u010detn\u00edch funkc\u00ed. Ekosyst\u00e9my SciPy, kter\u00e9 se skl\u00e1daj\u00ed z knihovny SciPy a n\u011bkolika nez\u00e1visl\u00fdch sad n\u00e1stroj\u016f Scikit-learn, jsou sou\u010d\u00e1st\u00ed v\u011bt\u0161iny distribuc\u00ed jazyka Python. Krom\u011b klasifikace, regrese, shlukov\u00e1n\u00ed a redukce matic poskytuje knihovna sklearn \u0159adu efektivn\u00edch statistick\u00fdch n\u00e1stroj\u016f.<\/li>\n\n\n\n<li>Grafick\u00e1 vizualizace je snadn\u00e1 d\u00edky dynamick\u00fdm knihovn\u00e1m Pythonu.  Matplotlib je knihovna pro vykreslov\u00e1n\u00ed v jazyce Python zalo\u017een\u00e1 na MATLABu, se kterou je v\u011bt\u0161ina u\u017eivatel\u016f ji\u017e zvykl\u00e1 pracovat. Open-source grafick\u00e1 knihovna Plotly vyu\u017e\u00edv\u00e1 Plotly.js k vytv\u00e1\u0159en\u00ed interaktivn\u00edch graf\u016f na vysok\u00e9 \u00farovni.<\/li>\n\n\n\n<li>V jazyce Python je k dispozici n\u011bkolik funkc\u00ed automatizace \u00faloh. Existuje \u0159ada bal\u00ed\u010dk\u016f Pythonu, kter\u00e9 automatizaci dob\u0159e usnad\u0148uj\u00ed d\u00edky vestav\u011bn\u00fdm skriptovac\u00edm funkc\u00edm. K automatizaci \u010dasov\u011b n\u00e1ro\u010dn\u00fdch \u00faloh a protokolov\u00e1n\u00ed dat je zapot\u0159eb\u00ed jen mal\u00e9 \u00fasil\u00ed.<\/li>\n\n\n\n<li>Za\u010d\u00ednaj\u00edc\u00ed v\u00fdzkumn\u00ed pracovn\u00edci \u010dasto \u0161patn\u011b odhadnou, kolik \u010dasu budou v\u011bnovat manipulaci, \u00faprav\u011b a zpracov\u00e1n\u00ed sv\u00fdch dat. Mungov\u00e1n\u00ed dat je silnou str\u00e1nkou jazyka Python. Pro nov\u00e9 v\u00fdzkumn\u00edky je to velmi dobr\u00fd zdroj informac\u00ed. Duplicitn\u00ed z\u00e1znamy v datab\u00e1z\u00edch SQL lze identifikovat a odstranit pomoc\u00ed jazyka Python.<\/li>\n<\/ul>\n\n\n\n<p>Jazyk Python m\u00e1 ve v\u00fdzkumu nekone\u010dn\u00e9 mno\u017estv\u00ed vyu\u017eit\u00ed, nicm\u00e9n\u011b toto jsou ta nejd\u016fle\u017eit\u011bj\u0161\u00ed. Tento jazyk m\u016f\u017ee vyu\u017e\u00edt ka\u017ed\u00fd, od nov\u00e1\u010dk\u016f a\u017e po zku\u0161en\u00e9 v\u011bdce. Jazyk Python je mo\u017en\u00e9 pou\u017e\u00edvat jak pro zjednodu\u0161en\u00ed pr\u00e1ce, tak pro \u00fasporu \u010dasu nebo pro prov\u00e1d\u011bn\u00ed dal\u0161\u00edho v\u00fdzkumu s jeho vyu\u017eit\u00edm v budoucnu.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">Sta\u010d\u00ed p\u00e1r kliknut\u00ed a va\u0161e v\u011bdeck\u00e9 \u00fadaje mohou b\u00fdt n\u00e1zorn\u011b ilustrov\u00e1ny<\/h2>\n\n\n\n<p>Zefektivn\u011bte sv\u00e9 v\u011bdeck\u00e9 ilustrace a komunikaci pomoc\u00ed infografiky. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Pozor na graf<\/a> n\u00e1stroj v\u00e1m pom\u016f\u017ee s \u0161irokou \u0161k\u00e1lou mo\u017enost\u00ed n\u00e1vrhu a nab\u00edz\u00ed p\u0159\u00edstup k v\u00edce ne\u017e 65 000 v\u011bdecky p\u0159esn\u00fdch obr\u00e1zk\u016f relevantn\u00edch pro \u0161ir\u0161\u00ed v\u011bdeck\u00e9 obory.<\/p>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"600\" height=\"338\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/09\/3iezpf5xkd3.gif\" alt=\"\" class=\"wp-image-20197\"\/><\/figure><\/div>\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">Zve\u0159ejn\u00edme v\u00e1\u0161 v\u00fdzkum<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Python je jedn\u00edm z nejlep\u0161\u00edch programovac\u00edch jazyk\u016f, kter\u00fd se neuv\u011b\u0159iteln\u011b rychle rozv\u00edj\u00ed. Pochopte jeho \u010detn\u00e9 v\u00fdhody, pokud jde o v\u00fdzkum.<\/p>","protected":false},"author":27,"featured_media":25907,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A Python-based research environment<\/title>\n<meta name=\"description\" content=\"Python is one of the top programming languages that are growing incredibly fast. 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She is currently pursuing a master's degree in Bioentrepreneurship from Karolinska Institute. She is interested in health and diseases, global health, socioeconomic development, and women's health. As a science enthusiast, she is keen in learning more about the scientific world and wants to play a part in making a difference.","sameAs":["http:\/\/linkedin.com\/in\/aayushizaveri"],"url":"https:\/\/mindthegraph.com\/blog\/cs\/author\/aayuyshi\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/25899"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/comments?post=25899"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/25899\/revisions"}],"predecessor-version":[{"id":54527,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/25899\/revisions\/54527"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/media\/25907"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/media?parent=25899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/categories?post=25899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/tags?post=25899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}