{"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\/et\/python-in-research\/","title":{"rendered":"Pythonil p\u00f5hinev uurimiskeskkond"},"content":{"rendered":"<p>\u00dcha enam inimesi keskendub oma t\u00f6\u00f6, sealhulgas teadusliku ja akadeemilise uurimist\u00f6\u00f6 peamiseks eesm\u00e4rgiks andmete p\u00f5hjalike j\u00e4relduste tegemisele.&nbsp;<\/p>\n\n\n\n<p>Suurte andmehulkade t\u00f6\u00f6tlemiseks kasutavad paljud kasutajad sellist tarkvara nagu Microsoft Excel v\u00f5i Google Sheets. Kuigi neil on palju potentsiaali, on neil t\u00f6\u00f6riistadel palju puudusi, sealhulgas suutmatus m\u00f5ista suuri andmehulki.&nbsp;<\/p>\n\n\n\n<p>Pythoni puhul see nii ei ole. See on \u00fcks tippprogrammeerimiskeeltest, mis kasvab uskumatult kiiresti. Pythonil on teadusuuringute puhul palju eeliseid. Vaatame neid selles artiklis<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">Milline on Pythoni roll teadusuuringutes?<\/h2>\n\n\n\n<p>Akadeemikutele ja teistele teadlastele on k\u00e4ttesaadavad mitmesugused uurimisoskused. Paljude programmeerimiskeelte hulgast, mis on algajatele programmeerijatele k\u00e4ttesaadavad, paistab Python silma kui \u00fcks k\u00f5ige kasutajas\u00f5bralikumaid ja k\u00e4ttesaadavamaid. Pythoniga programmeerides saab t\u00e4ita v\u00e4ga erinevaid uurimis\u00fclesandeid. Pythoni avatud l\u00e4htekoodiga paketid v\u00f5ivad teadlasi mitmel viisil aidata.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Andmete kogumine<\/h3>\n\n\n\n<p>Python annab kasutajatele t\u00e4ieliku kontrolli uurimisprojektide erinevate aspektide \u00fcle, mis on andmete kogumisel atraktiivne. Elektroonilisi k\u00fcsitlusi ja k\u00e4itumiskatsetusi saab n\u00e4iteks luua suurema lihtsusega aja m\u00f5\u00f5tmise ja visuaalse v\u00f5i helisisu esitamise \u00fcle. Sisuliselt v\u00f5imaldab Python programmeerimise abil hankida praktiliselt mis tahes veebiandmeid. \u00dcks koht, kus kogu teave on Pythoni abil h\u00f5lpsasti k\u00e4ttesaadav.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Andmete t\u00f6\u00f6tlemine ja haldamine<\/h3>\n\n\n\n<p>Pythonil p\u00f5hinev pakett pakub mitmeid v\u00f5imalusi andmete korraldamiseks ja haldamiseks. Rakendus v\u00f5imaldab koostada, \u00fcmber paigutada, dubleerida v\u00f5i muuta korraga mitut faili v\u00f5i kausta.  Pythoni modulaator v\u00f5imaldab kasutajatel suhelda arvuti operatsioonis\u00fcsteemiga, mis v\u00f5ib olla eriti kasulik suurte andmemahtude k\u00e4sitlemisel, mis ei ole tabelarvutid.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Andmete anal\u00fc\u00fcs<\/h3>\n\n\n\n<p>Python on v\u00f5imeline tegema ka arvukaid statistikat\u00fc\u00fcpe. N\u00e4iteks v\u00f5imaldab pakett pandas teha kiire Pearsoni korrelatsiooniarvutuse andmete veergude vahel. Pandase ja statistikamudelite ning Scikit-learni lisamisega on Pythoni andmeanal\u00fc\u00fcsi v\u00f5imekus m\u00e4rkimisv\u00e4\u00e4rselt kasvanud.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Mis teeb Pythonist sellise hea uurimisvahendi?<\/h2>\n\n\n\n<p>Arvutid ja nutitelefonid on t\u00e4nap\u00e4eva maailmas muutnud paljusid meie elu aspekte, sealhulgas ka teaduskeskkonda.  Teadlased l\u00e4hevad andmete s\u00e4ilitamiseks \u00fcha enam \u00fcle elektroonilistele vormingutele, mille tulemuseks on tohutute andmemahtude tekkimine.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Pythoni programmeerimiskeel on oluline vahend andmeteadlastele, kes loovad lahendusi paljudele uurimis\u00fclesannetele. Teadlased saavad selle platvormi kaudu k\u00e4ttesaadavate mitmesuguste t\u00f6\u00f6riistade abil andmetest m\u00e4rkimisv\u00e4\u00e4rseid teadmisi. Kodeerimist kasutades saab teadusuuringud kiiremini ja t\u00f5husamalt l\u00f5pule viia, selle asemel et raisata palju aega igap\u00e4evastele \u00fclesannetele.&nbsp;<\/p>\n\n\n\n<ul>\n<li>Pythonis on palju laiendamisv\u00f5imalusi. NumPy, populaarne Pythoni raamatukogu teaduslikeks arvutusteks, sisaldab n\u00fc\u00fcd F2Py, paketti, mis konverteerib Fortrani allprogrammid Pythoniks. Python pakub ka suurep\u00e4raseid sisend-\/v\u00e4ljundiv\u00f5imalusi, eriti teaduslike arvutuste jaoks, mis eeldavad suurte andmekogumite k\u00e4sitlemist.<\/li>\n\n\n\n<li>Pythonisse on sisse ehitatud hulk teaduslikke arvutusfunktsioone. SciPy \u00f6kos\u00fcsteemid, mis koosnevad SciPy raamatukogust ja mitmest s\u00f5ltumatust \"Scikit-learn\" t\u00f6\u00f6riistakomplektist, on lisatud enamikku Pythoni distributsioonidesse. Lisaks klassifitseerimisele, regressioonile, klastreerimisele ja maatriksite v\u00e4hendamisele pakub sklearn raamatukogu mitmesuguseid t\u00f5husaid statistilisi vahendeid.<\/li>\n\n\n\n<li>Graafiline visualiseerimine on Pythoni d\u00fcnaamiliste raamatukogude abil lihtne.  Matplotlib on MATLABil p\u00f5hinev joonistamisraamatukogu Pythonile, millega enamik kasutajaid on juba harjunud t\u00f6\u00f6tama. Avatud l\u00e4htekoodiga graafikaraamatukogu Plotly kasutab Plotly.js-i k\u00f5rgetasemeliste interaktiivsete graafikute loomiseks.<\/li>\n\n\n\n<li>Pythonis on saadaval mitmed \u00fclesannete automatiseerimise funktsioonid. On mitmeid Pythoni pakette, mis h\u00f5lbustavad automatiseerimist h\u00e4sti t\u00e4nu selle sisseehitatud skriptimisv\u00f5imalustele. Ajamahukate \u00fclesannete ja logiandmete automatiseerimiseks on vaja teha v\u00e4he vaeva.<\/li>\n\n\n\n<li>Uued teadlased arvestavad sageli valesti, kui palju aega nad eraldavad oma andmete manipuleerimiseks, \u00fcmberkujundamiseks ja t\u00f6\u00f6tlemiseks. Andmete mungimine on Pythoni tugevaks k\u00fcljeks. Uute teadlaste jaoks on see v\u00e4ga hea ressurss. Pythoni abil saab tuvastada ja kustutada SQL-andmebaasides olevad dubleerivad kirjed.<\/li>\n<\/ul>\n\n\n\n<p>Pythoni keelel on l\u00f5putult palju kasutusv\u00f5imalusi teadusuuringutes, kuid need on k\u00f5ige olulisemad kasutusalad. Keelest v\u00f5ivad kasu saada k\u00f5ik, alates uustulnukatest kuni kogenud teadlasteni. Pythoni keelt on v\u00f5imalik kasutada nii t\u00f6\u00f6 lihtsustamiseks kui ka aja kokkuhoiuks v\u00f5i tulevikus selle abil lisauuringute tegemiseks.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">Vaid paari hiirekl\u00f5psuga saate oma teaduslikud arvud t\u00e4pselt illustreerida<\/h2>\n\n\n\n<p>Tehke oma teaduslikud illustratsioonid ja teabevahetus t\u00f5husamaks infograafiate abil. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Mind The Graph<\/a> t\u00f6\u00f6riist aitab teid mitmesuguste kujundusvariantidega ja pakub juurdep\u00e4\u00e4su 65 000+ teaduslikult t\u00e4psele pildile, mis on seotud laiema teadusega.<\/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\">Laske oma uuringuid v\u00e4lja tuua<\/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 on \u00fcks peamisi programmeerimiskeeli, mis kasvab uskumatult kiiresti. Saage aru paljudest eelistest, kui tegemist on teadusuuringutega.<\/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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