{"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\/lt\/python-in-research\/","title":{"rendered":"\"Python\" pagr\u012fsta mokslini\u0173 tyrim\u0173 aplinka"},"content":{"rendered":"<p>Vis daugiau \u017emoni\u0173 savo darbe, \u012fskaitant mokslinius tyrimus ir mokslinius tyrin\u0117jimus, daugiausia d\u0117mesio skiria duomenimis pagr\u012fstoms i\u0161vadoms daryti.&nbsp;<\/p>\n\n\n\n<p>Dideliam duomen\u0173 kiekiui tvarkyti daugelis naudotoj\u0173 naudojasi tokia programine \u012franga kaip \"Microsoft Excel\" arba \"Google Sheets\". Nors \u0161ios priemon\u0117s turi daug potencialo, jos turi daug tr\u016bkum\u0173, \u012fskaitant nesugeb\u0117jim\u0105 suvokti dideli\u0173 duomen\u0173 kieki\u0173.&nbsp;<\/p>\n\n\n\n<p>Tai netaikoma \"Python\" programai. Tai viena i\u0161 populiariausi\u0173 programavimo kalb\u0173, kurios populiarumas auga ne\u012ftik\u0117tinai spar\u010diai. Python turi daug privalum\u0173, kai kalbama apie mokslinius tyrimus. Juos ap\u017evelgsime \u0161iame straipsnyje<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">Kaip \"Python\" vaidina svarb\u0173 vaidmen\u012f moksliniuose tyrimuose?<\/h2>\n\n\n\n<p>Akademikai ir kiti tyr\u0117jai gali naudotis \u012fvairiais mokslini\u0173 tyrim\u0173 \u012fg\u016bd\u017eiais. I\u0161 daugyb\u0117s programavimo kalb\u0173, kuriomis gali naudotis pradedantieji programuotojai, Python yra viena patogiausi\u0173 ir prieinamiausi\u0173. Programuojant su Python galima atlikti daugyb\u0119 mokslini\u0173 tyrim\u0173 u\u017eduo\u010di\u0173. Python atvirojo kodo paketai gali \u012fvairiais b\u016bdais pad\u0117ti tyr\u0117jams.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Duomen\u0173 rinkimas<\/h3>\n\n\n\n<p>\"Python\" suteikia naudotojams galimyb\u0119 visi\u0161kai kontroliuoti \u012fvairius mokslini\u0173 tyrim\u0173 projekt\u0173 aspektus, o tai patrauklu renkant duomenis. Pavyzd\u017eiui, elektronines apklausas ir elgsenos eksperimentus galima kurti papras\u010diau matuojant laik\u0105 ir pateikiant vaizdo ar garso turin\u012f. I\u0161 esm\u0117s \"Python\" leid\u017eia programavimo priemon\u0117mis gauti prakti\u0161kai bet kokius interneto duomenis. Vienoje vietoje vis\u0105 informacij\u0105 galima lengvai pasiekti naudojant \"Python\".<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Duomen\u0173 apdorojimas ir valdymas<\/h3>\n\n\n\n<p>\"Python\" pagrindu sukurtame pakete yra daugyb\u0117 duomen\u0173 tvarkymo ir tvarkymo galimybi\u0173. Programa leid\u017eia vienu metu kurti, perkelti, dubliuoti ar keisti kelis failus ar aplankus.  Python moduliatorius leid\u017eia naudotojams s\u0105veikauti su kompiuterio operacine sistema, o tai gali b\u016bti ypa\u010d naudinga tvarkant didelius duomen\u0173 kiekius, kurie n\u0117ra skai\u010diuokl\u0117s.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Duomen\u0173 analiz\u0117<\/h3>\n\n\n\n<p>\"Python\" taip pat gali atlikti daugyb\u0119 statistikos tip\u0173. Pavyzd\u017eiui, pandas paketas leid\u017eia greitai apskai\u010diuoti Pearsono koreliacij\u0105 tarp duomen\u0173 stulpeli\u0173. Prid\u0117jus pandas ir stats modelius bei Scikit-learn, \"Python\" duomen\u0173 analiz\u0117s geb\u0117jimai gerokai i\u0161augo.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Kod\u0117l \"Python\" yra tokia gera mokslini\u0173 tyrim\u0173 priemon\u0117?<\/h2>\n\n\n\n<p>\u0160iuolaikiniame pasaulyje kompiuteriai ir i\u0161manieji telefonai pakeit\u0117 daugel\u012f m\u016bs\u0173 gyvenimo aspekt\u0173, \u012fskaitant mokslini\u0173 tyrim\u0173 aplink\u0105.  Mokslininkai vis da\u017eniau pereina prie elektronini\u0173 format\u0173 duomenims saugoti, tod\u0117l susidaro did\u017eiuliai duomen\u0173 kiekiai.&nbsp;&nbsp;<\/p>\n\n\n\n<p>\"Python\" programavimo kalba yra esminis \u012frankis duomen\u0173 mokslininkams, kurie kuria \u012fvairi\u0173 mokslini\u0173 tyrim\u0173 u\u017eduo\u010di\u0173 sprendimus. Naudodamiesi \u012fvairiomis \u0161ios platformos priemon\u0117mis mokslininkai gali gauti reik\u0161ming\u0173 \u012f\u017evalg\u0173 i\u0161 duomen\u0173. Naudojant kodavim\u0105 galima grei\u010diau ir efektyviau atlikti mokslinius tyrimus, u\u017euot sugai\u0161us daug laiko kasdien\u0117ms u\u017eduotims atlikti.&nbsp;<\/p>\n\n\n\n<ul>\n<li>\"Python\" turi daugyb\u0119 i\u0161pl\u0117timo galimybi\u0173. NumPy, populiari Python biblioteka, skirta moksliniams skai\u010diavimams, dabar apima F2Py - paket\u0105, kuris konvertuoja Fortrano paprogrames \u012f Python. Python taip pat si\u016blo puikias \u012fvesties ir i\u0161vesties parinktis, ypa\u010d moksliniams skai\u010diavimams, kurie susij\u0119 su dideli\u0173 duomen\u0173 rinkini\u0173 tvarkymu.<\/li>\n\n\n\n<li>\u012e \"Python\" \u012fdiegta nema\u017eai mokslini\u0173 skai\u010diavim\u0173 funkcij\u0173. SciPy ekosistemos, kurias sudaro SciPy biblioteka ir keli nepriklausomi \"Scikit-learn\" priemoni\u0173 rinkiniai, yra \u012ftrauktos \u012f daugum\u0105 Python distribucij\u0173. Be klasifikavimo, regresijos, klasterizavimo ir matric\u0173 redukavimo, \"sklearn\" bibliotekoje pateikiama daugyb\u0117 veiksming\u0173 statistini\u0173 priemoni\u0173.<\/li>\n\n\n\n<li>Grafin\u012f vizualizavim\u0105 palengvina \"Python\" dinamin\u0117s bibliotekos.  Matplotlib yra MATLAB pagrindu sukurta Python brai\u017eymo biblioteka, su kuria dauguma naudotoj\u0173 jau yra \u012fprat\u0119 dirbti. Atvirojo kodo grafik\u0173 biblioteka Plotly naudoja Plotly.js auk\u0161to lygio interaktyviems grafikams kurti.<\/li>\n\n\n\n<li>\"Python\" galima naudotis keliomis u\u017eduo\u010di\u0173 automatizavimo funkcijomis. Yra nema\u017eai Python paket\u0173, kurie palengvina automatizavim\u0105 d\u0117l integruot\u0173 scenarij\u0173 k\u016brimo funkcij\u0173. Norint automatizuoti daug laiko reikalaujan\u010dias u\u017eduotis ir registruoti duomenis, reikia nedideli\u0173 pastang\u0173.<\/li>\n\n\n\n<li>Nauji tyr\u0117jai da\u017enai neteisingai apskai\u010diuoja, kiek laiko jie skirs savo duomenims tvarkyti, pertvarkyti ir apdoroti. Duomen\u0173 apdorojimas yra stiprioji \"Python\" pus\u0117. Naujiems tyr\u0117jams tai labai geras \u0161altinis. Dubliuojan\u010dius \u012fra\u0161us SQL duomen\u0173 baz\u0117se galima nustatyti ir i\u0161trinti naudojant \"Python\".<\/li>\n<\/ul>\n\n\n\n<p>Python kalba turi begal\u0119 panaudojimo b\u016bd\u0173 moksliniuose tyrimuose, ta\u010diau \u0161ie panaudojimo b\u016bdai yra svarbiausi. \u0160i kalba gali b\u016bti naudinga visiems - nuo naujok\u0173 iki patyrusi\u0173 mokslinink\u0173. Python kalba galima naudotis siekiant supaprastinti darb\u0105, taip pat sutaupyti laiko arba ateityje ja naudojantis atlikti papildomus tyrimus.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">Vos keliais spustel\u0117jimais galite tiksliai iliustruoti savo mokslinius duomenis<\/h2>\n\n\n\n<p>Padarykite mokslines iliustracijas ir komunikacij\u0105 efektyvesn\u0119 naudodami infografik\u0105. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Atminkite grafik\u0105<\/a> \u012frankis gali pad\u0117ti jums pasirinkti \u012fvairias dizaino parinktis ir suteikti prieig\u0105 prie daugiau nei 65 000 moksli\u0161kai tiksli\u0173 vaizd\u0173, susijusi\u0173 su platesniu mokslu.<\/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\">Paskelbkime j\u016bs\u0173 tyrimus<\/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 yra viena i\u0161 populiariausi\u0173 programavimo kalb\u0173, kurios ne\u012ftik\u0117tinai spar\u010diai populiar\u0117ja. Supraskite daugyb\u0119 jos privalum\u0173 atliekant mokslinius tyrimus.<\/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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