{"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\/sl\/python-v-raziskavah\/","title":{"rendered":"Raziskovalno okolje, ki temelji na Pythonu"},"content":{"rendered":"<p>Vedno ve\u010d ljudi se pri svojem delu, vklju\u010dno z znanstvenimi in strokovnimi raziskavami, osredoto\u010da na sklepanje na podlagi podatkov kot glavni cilj.&nbsp;<\/p>\n\n\n\n<p>Za obdelavo velikih koli\u010din podatkov se veliko uporabnikov zana\u0161a na programsko opremo, kot sta Microsoft Excel ali Google Sheets. \u010ceprav imajo ta orodja veliko potenciala, imajo veliko pomanjkljivosti, vklju\u010dno z nezmo\u017enostjo razumevanja velikih koli\u010din podatkov.&nbsp;<\/p>\n\n\n\n<p>To ne velja za Python. To je eden od najbolj\u0161ih programskih jezikov, ki se izjemno hitro razvija. Python ima veliko prednosti pri raziskovanju. V tem \u010dlanku si jih bomo ogledali<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">Kak\u0161na je vloga Pythona v raziskavah?<\/h2>\n\n\n\n<p>Akademikom in drugim raziskovalcem so na voljo razli\u010dna raziskovalna znanja. Med \u0161tevilnimi programskimi jeziki, ki so na voljo za\u010detnim programerjem, je Python eden najbolj uporabniku prijaznih in dostopnih. S programiranjem v Pythonu je mogo\u010de opraviti \u0161tevilne raziskovalne naloge. Odprtokodni paketi Pythona lahko raziskovalcem pomagajo na \u0161tevilne na\u010dine.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Zbiranje podatkov<\/h3>\n\n\n\n<p>Python uporabnikom omogo\u010da popoln nadzor nad razli\u010dnimi vidiki raziskovalnih projektov, kar je privla\u010dno pri zbiranju podatkov. Elektronske ankete in vedenjske eksperimente je na primer mogo\u010de ustvariti z ve\u010djo lahkoto pri merjenju \u010dasa in predstavitvi vizualnih ali zvo\u010dnih vsebin. Python v bistvu omogo\u010da, da s programiranjem pridobite prakti\u010dno vse spletne podatke. Enotno mesto, na katerem lahko do vseh informacij enostavno dostopate s pomo\u010djo Pythona.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Obdelava in upravljanje podatkov<\/h3>\n\n\n\n<p>Paket, ki temelji na Pythonu, ponuja \u0161tevilne mo\u017enosti za urejanje in upravljanje podatkov. Aplikacija vam omogo\u010da, da sestavite, premestite, podvojite ali spremenite ve\u010d datotek ali map hkrati.  Modulator v Pythonu uporabnikom omogo\u010da interakcijo z operacijskim sistemom ra\u010dunalnika, kar je lahko \u0161e posebej koristno pri ravnanju z velikimi koli\u010dinami podatkov, ki niso preglednice.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Analiza podatkov<\/h3>\n\n\n\n<p>Python lahko izvaja tudi \u0161tevilne vrste statistik. Paket pandas na primer omogo\u010da hiter izra\u010dun Pearsonove korelacije med stolpci podatkov. Z dodajanjem modelov pandas in stats ter Scikit-learn so se zmo\u017enosti Pythona za analizo podatkov znatno pove\u010dale.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Zakaj je Python tako dobro raziskovalno orodje?<\/h2>\n\n\n\n<p>Ra\u010dunalniki in pametni telefoni so v sodobnem svetu spremenili \u0161tevilne vidike na\u0161ega \u017eivljenja, vklju\u010dno z raziskovalnim okoljem.  Znanstveniki vse pogosteje prehajajo na elektronske oblike shranjevanja podatkov, zaradi \u010desar nastajajo ogromne koli\u010dine podatkov.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Programski jezik Python je bistveno orodje za podatkovne znanstvenike, ki ustvarjajo re\u0161itve za \u0161tevilne naloge v raziskavah. Raziskovalci lahko s pomo\u010djo razli\u010dnih orodij, ki so na voljo na tej platformi, pridobijo pomemben vpogled v podatke. Z uporabo kodiranja je mogo\u010de raziskave opraviti hitreje in u\u010dinkoviteje, namesto da bi veliko \u010dasa zapravljali za vsakdanja opravila.&nbsp;<\/p>\n\n\n\n<ul>\n<li>V Pythonu je na voljo veliko raz\u0161iritvenih mo\u017enosti. NumPy, priljubljena knji\u017enica Pythona za znanstveno ra\u010dunanje, zdaj vklju\u010duje paket F2Py, ki pretvori podprograme Fortran v Python. Python ponuja tudi odli\u010dne vhodne\/izhodne mo\u017enosti, zlasti za znanstveno ra\u010dunalni\u0161tvo, ki vklju\u010duje obdelavo velikih zbirk podatkov.<\/li>\n\n\n\n<li>V program Python so vgrajene \u0161tevilne funkcije znanstvenega ra\u010dunanja. Ekosistemi SciPy, ki jih sestavljajo knji\u017enica SciPy in ve\u010d neodvisnih orodij Scikit-learn, so vklju\u010deni v ve\u010dino distribucij Pythona. Knji\u017enica sklearn poleg klasifikacije, regresije, grozdenja in zmanj\u0161evanja matrik zagotavlja tudi \u0161tevilna u\u010dinkovita statisti\u010dna orodja.<\/li>\n\n\n\n<li>Grafi\u010dna vizualizacija je enostavna z dinami\u010dnimi knji\u017enicami Pythona.  Matplotlib je na MATLAB-u temelje\u010da knji\u017enica za izrisovanje grafikonov za Python, s katero je ve\u010dina uporabnikov \u017ee navajena delati. Odprtokodna knji\u017enica za izdelavo grafov, Plotly, uporablja Plotly.js za ustvarjanje interaktivnih grafov na visoki ravni.<\/li>\n\n\n\n<li>V Pythonu je na voljo ve\u010d funkcij za avtomatizacijo opravil. Obstajajo \u0161tevilni paketi Pythona, ki zaradi vgrajenih skriptnih funkcij omogo\u010dajo dobro avtomatizacijo. Za avtomatizacijo zamudnih opravil in bele\u017eenja podatkov je potreben majhen napor.<\/li>\n\n\n\n<li>Novi raziskovalci pogosto napa\u010dno ocenijo, koliko \u010dasa bodo namenili manipulaciji, preoblikovanju in obdelavi svojih podatkov. Obdelava podatkov je mo\u010dna stran Pythona. Za nove raziskovalce je to zelo dober vir. Podvojene vnose v podatkovnih zbirkah SQL lahko prepoznate in izbri\u0161ete z uporabo Pythona.<\/li>\n<\/ul>\n\n\n\n<p>Jezik Python ima v raziskavah neskon\u010dno veliko mo\u017enosti uporabe, vendar so te najpomembnej\u0161e. Jezik lahko koristi vsem, od za\u010detnikov do izku\u0161enih znanstvenikov. Z uporabo jezika Python si je mogo\u010de poenostaviti delo, pa tudi prihraniti \u010das ali z njegovo uporabo v prihodnosti izvesti dodatne raziskave.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">Z nekaj kliki lahko svoje znanstvene podatke ponazorite natan\u010dno<\/h2>\n\n\n\n<p>Z infografikami pove\u010dajte u\u010dinkovitost znanstvenih ilustracij in komunikacije. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Opazujte graf<\/a> orodje vam lahko pomaga pri \u0161tevilnih mo\u017enostih oblikovanja in ponuja dostop do ve\u010d kot 65.000 znanstveno natan\u010dnih slik, pomembnih za \u0161ir\u0161o znanost.<\/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\">Posredujmo va\u0161e raziskave<\/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 eden od najbolj\u0161ih programskih jezikov, ki se izjemno hitro razvija. Spoznajte njegove \u0161tevilne prednosti pri raziskovanju.<\/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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