{"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\/sk\/python-in-research\/","title":{"rendered":"V\u00fdskumn\u00e9 prostredie zalo\u017een\u00e9 na jazyku Python"},"content":{"rendered":"<p>\u010coraz viac \u013eud\u00ed sa zameriava na vytv\u00e1ranie z\u00e1verov zalo\u017een\u00fdch na \u00fadajoch ako na hlavn\u00fd cie\u013e svojej pr\u00e1ce, vr\u00e1tane vedeck\u00e9ho a odborn\u00e9ho v\u00fdskumu.&nbsp;<\/p>\n\n\n\n<p>Pri spracovan\u00ed ve\u013ek\u00e9ho mno\u017estva \u00fadajov sa mnoh\u00ed pou\u017e\u00edvatelia spoliehaj\u00fa na softv\u00e9r, ako je Microsoft Excel alebo Google Sheets. Hoci maj\u00fa tieto n\u00e1stroje ve\u013ek\u00fd potenci\u00e1l, maj\u00fa mnoho nedostatkov vr\u00e1tane neschopnosti porozumie\u0165 ve\u013ek\u00e9mu mno\u017estvu \u00fadajov.&nbsp;<\/p>\n\n\n\n<p>V pr\u00edpade Pythonu to tak nie je. Ide o jeden z najlep\u0161\u00edch programovac\u00edch jazykov, ktor\u00fd sa neuverite\u013ene r\u00fdchlo rozv\u00edja. Python m\u00e1 mnoho v\u00fdhod, pokia\u013e ide o v\u00fdskum. V tomto \u010dl\u00e1nku sa na ne pozrieme<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">Ak\u00fa \u00falohu zohr\u00e1va Python vo v\u00fdskume?<\/h2>\n\n\n\n<p>Akademick\u00ed a in\u00ed v\u00fdskumn\u00ed pracovn\u00edci maj\u00fa k dispoz\u00edcii r\u00f4zne v\u00fdskumn\u00e9 zru\u010dnosti. Spomedzi mnoh\u00fdch programovac\u00edch jazykov, ktor\u00e9 s\u00fa k dispoz\u00edcii za\u010d\u00ednaj\u00facim program\u00e1torom, vynik\u00e1 Python ako jeden z u\u017e\u00edvate\u013esky najpr\u00edvetivej\u0161\u00edch a najpr\u00edstupnej\u0161\u00edch. Programovan\u00edm v jazyku Python mo\u017eno realizova\u0165 \u0161irok\u00fa \u0161k\u00e1lu v\u00fdskumn\u00fdch \u00faloh. Bal\u00edky Python s otvoren\u00fdm zdrojov\u00fdm k\u00f3dom m\u00f4\u017eu v\u00fdskumn\u00edkom pom\u00f4c\u0165 viacer\u00fdmi sp\u00f4sobmi.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Zber \u00fadajov<\/h3>\n\n\n\n<p>Python poskytuje pou\u017e\u00edvate\u013eom \u00fapln\u00fa kontrolu nad r\u00f4znymi aspektmi v\u00fdskumn\u00fdch projektov, \u010do je atrakt\u00edvne, pokia\u013e ide o zber \u00fadajov. Napr\u00edklad elektronick\u00e9 prieskumy a behavior\u00e1lne experimenty mo\u017eno vytv\u00e1ra\u0165 s v\u00e4\u010d\u0161ou jednoduchos\u0165ou nad meran\u00edm \u010dasu a prezent\u00e1ciou vizu\u00e1lneho alebo zvukov\u00e9ho obsahu. Python v podstate umo\u017e\u0148uje z\u00edskava\u0165 prakticky ak\u00e9ko\u013evek webov\u00e9 \u00fadaje pomocou programovania. Prostredn\u00edctvom jazyka Python je mo\u017en\u00e9 jednoducho z\u00edska\u0165 v\u0161etky inform\u00e1cie na jednom mieste.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Spracovanie a spr\u00e1va \u00fadajov<\/h3>\n\n\n\n<p>Bal\u00edk zalo\u017een\u00fd na jazyku Python poskytuje mnoho mo\u017enost\u00ed na organiz\u00e1ciu a spr\u00e1vu \u00fadajov. Aplik\u00e1cia umo\u017e\u0148uje vytv\u00e1ra\u0165, premiest\u0148ova\u0165, duplikova\u0165 alebo upravova\u0165 viacero s\u00faborov alebo prie\u010dinkov s\u00fa\u010dasne.  Modul\u00e1tor v jazyku Python umo\u017e\u0148uje pou\u017e\u00edvate\u013eom komunikova\u0165 s opera\u010dn\u00fdm syst\u00e9mom po\u010d\u00edta\u010da, \u010do m\u00f4\u017ee by\u0165 u\u017eito\u010dn\u00e9 najm\u00e4 pri pr\u00e1ci s ve\u013ek\u00fdm mno\u017estvom \u00fadajov, ktor\u00e9 nie s\u00fa tabu\u013ekami.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Anal\u00fdza \u00fadajov<\/h3>\n\n\n\n<p>Python dok\u00e1\u017ee vykon\u00e1va\u0165 aj mnoh\u00e9 typy \u0161tatist\u00edk. Bal\u00edk pandas napr\u00edklad umo\u017e\u0148uje vykona\u0165 r\u00fdchly v\u00fdpo\u010det Pearsonovej korel\u00e1cie medzi st\u013apcami \u00fadajov. Pridan\u00edm modelov pandas a stats, ako aj Scikit-learn sa schopnosti jazyka Python v oblasti anal\u00fdzy \u00fadajov v\u00fdrazne roz\u0161\u00edrili.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Pre\u010do je Python tak\u00fd dobr\u00fd v\u00fdskumn\u00fd n\u00e1stroj?<\/h2>\n\n\n\n<p>Po\u010d\u00edta\u010de a smartf\u00f3ny v modernom svete zmenili mnoh\u00e9 aspekty n\u00e1\u0161ho \u017eivota vr\u00e1tane v\u00fdskumn\u00e9ho prostredia.  Vedci \u010doraz \u010dastej\u0161ie prech\u00e1dzaj\u00fa na elektronick\u00e9 form\u00e1ty na ukladanie \u00fadajov, \u010do vedie k vytv\u00e1raniu obrovsk\u00fdch objemov \u00fadajov.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Programovac\u00ed jazyk Python je z\u00e1kladn\u00fdm n\u00e1strojom pre d\u00e1tov\u00fdch vedcov, ktor\u00ed vytv\u00e1raj\u00fa rie\u0161enia \u0161irok\u00e9ho spektra \u00faloh vo v\u00fdskume. V\u00fdskumn\u00edci m\u00f4\u017eu z\u00edska\u0165 v\u00fdznamn\u00e9 poznatky z \u00fadajov pomocou r\u00f4znych n\u00e1strojov dostupn\u00fdch prostredn\u00edctvom tejto platformy. Pomocou k\u00f3dovania mo\u017eno v\u00fdskum dokon\u010di\u0165 r\u00fdchlej\u0161ie a efekt\u00edvnej\u0161ie namiesto toho, aby sa str\u00e1calo ve\u013ea \u010dasu na v\u0161edn\u00e9 \u00falohy.&nbsp;<\/p>\n\n\n\n<ul>\n<li>V jazyku Python sa nach\u00e1dza ve\u013ek\u00e9 mno\u017estvo roz\u0161iruj\u00facich mo\u017enost\u00ed. NumPy, popul\u00e1rna kni\u017enica jazyka Python na vedeck\u00e9 v\u00fdpo\u010dty, teraz obsahuje bal\u00edk F2Py, ktor\u00fd konvertuje podprogramy jazyka Fortran do jazyka Python. Python pon\u00faka aj vynikaj\u00face mo\u017enosti vstupu\/v\u00fdstupu, najm\u00e4 pre vedeck\u00e9 v\u00fdpo\u010dty, ktor\u00e9 zah\u0155\u0148aj\u00fa pr\u00e1cu s ve\u013ek\u00fdmi s\u00fabormi \u00fadajov.<\/li>\n\n\n\n<li>V jazyku Python je zabudovan\u00fdch nieko\u013eko vedeck\u00fdch v\u00fdpo\u010dtov\u00fdch funkci\u00ed. Ekosyst\u00e9my SciPy, ktor\u00e9 pozost\u00e1vaj\u00fa z kni\u017enice SciPy a nieko\u013ek\u00fdch nez\u00e1visl\u00fdch s\u00faborov n\u00e1strojov Scikit-learn, s\u00fa s\u00fa\u010das\u0165ou v\u00e4\u010d\u0161iny distrib\u00faci\u00ed jazyka Python. Okrem klasifik\u00e1cie, regresie, zhlukovania a redukcie mat\u00edc poskytuje kni\u017enica sklearn mno\u017estvo efekt\u00edvnych \u0161tatistick\u00fdch n\u00e1strojov.<\/li>\n\n\n\n<li>Grafick\u00e1 vizualiz\u00e1cia je jednoduch\u00e1 v\u010faka dynamick\u00fdm kni\u017eniciam jazyka Python.  Matplotlib je kni\u017enica na vykres\u013eovanie zalo\u017een\u00e1 na MATLABe pre Python, s ktorou u\u017e v\u00e4\u010d\u0161ina pou\u017e\u00edvate\u013eov zvykne pracova\u0165. Open-source grafick\u00e1 kni\u017enica Plotly pou\u017e\u00edva Plotly.js na vytv\u00e1ranie vysoko\u00farov\u0148ov\u00fdch interakt\u00edvnych grafov.<\/li>\n\n\n\n<li>V jazyku Python je k dispoz\u00edcii nieko\u013eko funkci\u00ed automatiz\u00e1cie \u00faloh. Existuje nieko\u013eko bal\u00edkov jazyka Python, ktor\u00e9 automatiz\u00e1ciu dobre u\u013eah\u010duj\u00fa v\u010faka zabudovan\u00fdm skriptovac\u00edm funkci\u00e1m. Na automatiz\u00e1ciu \u010dasovo n\u00e1ro\u010dn\u00fdch \u00faloh a zaznamen\u00e1vanie \u00fadajov je potrebn\u00e9 mal\u00e9 \u00fasilie.<\/li>\n\n\n\n<li>Nov\u00ed v\u00fdskumn\u00edci \u010dasto nespr\u00e1vne odhadn\u00fa, ko\u013eko \u010dasu bud\u00fa venova\u0165 manipul\u00e1cii, prestavbe a spracovaniu svojich \u00fadajov. Spracovanie \u00fadajov je silnou str\u00e1nkou jazyka Python. Pre nov\u00fdch v\u00fdskumn\u00edkov je to ve\u013emi dobr\u00fd zdroj inform\u00e1ci\u00ed. Duplicitn\u00e9 z\u00e1znamy v datab\u00e1zach SQL mo\u017eno identifikova\u0165 a odstr\u00e1ni\u0165 pomocou jazyka Python.<\/li>\n<\/ul>\n\n\n\n<p>Jazyk Python m\u00e1 vo v\u00fdskume nekone\u010dn\u00e9 mno\u017estvo vyu\u017eit\u00ed, av\u0161ak toto s\u00fa tie najd\u00f4le\u017eitej\u0161ie. Tento jazyk m\u00f4\u017ee vyu\u017e\u00edva\u0165 ka\u017ed\u00fd, od nov\u00e1\u010dikov a\u017e po sk\u00fasen\u00fdch vedcov. Pomocou jazyka Python je mo\u017en\u00e9 zjednodu\u0161i\u0165 si pr\u00e1cu, ako aj u\u0161etri\u0165 \u010das alebo v bud\u00facnosti pomocou neho vykon\u00e1va\u0165 \u010fal\u0161\u00ed v\u00fdskum.&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 vedeck\u00e9 \u00fadaje m\u00f4\u017eu by\u0165 n\u00e1zorn\u00e9<\/h2>\n\n\n\n<p>Zefekt\u00edvnite svoje vedeck\u00e9 ilustr\u00e1cie a komunik\u00e1ciu pomocou infografiky. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Pozor na graf<\/a> n\u00e1stroj v\u00e1m pom\u00f4\u017ee so \u0161irokou \u0161k\u00e1lou mo\u017enost\u00ed dizajnu a pon\u00faka pr\u00edstup k viac ako 65 000 vedecky presn\u00fdch obr\u00e1zkov relevantn\u00fdch pre \u0161ir\u0161iu vedu.<\/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\">Zverejnime v\u00e1\u0161 v\u00fdskum<\/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 jeden z najlep\u0161\u00edch programovac\u00edch jazykov, ktor\u00fd sa neuverite\u013ene r\u00fdchlo rozv\u00edja. Pochopte jeho mnoh\u00e9 v\u00fdhody, pokia\u013e ide o v\u00fdskum.<\/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. 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