{"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\/lv\/python-in-research\/","title":{"rendered":"Python b\u0101z\u0113ta p\u0113tniec\u012bbas vide"},"content":{"rendered":"<p>Arvien vair\u0101k cilv\u0113ku piev\u0113r\u0161as tam, lai vi\u0146u darba, tostarp zin\u0101tnisko un akad\u0113misko p\u0113t\u012bjumu, galvenais m\u0113r\u0137is b\u016btu uz datiem balst\u012btu secin\u0101jumu izdar\u012b\u0161ana.&nbsp;<\/p>\n\n\n\n<p>Lielu datu apjomu apstr\u0101dei daudzi lietot\u0101ji izmanto programmat\u016bru, piem\u0113ram, Microsoft Excel vai Google Sheets. Lai gan \u0161iem r\u012bkiem ir liels potenci\u0101ls, tiem ir daudz tr\u016bkumu, tostarp nesp\u0113ja apstr\u0101d\u0101t lielus datu apjomus.&nbsp;<\/p>\n\n\n\n<p>Python gad\u012bjum\u0101 tas t\u0101 nav. \u0160\u012b ir viena no lab\u0101kaj\u0101m programm\u0113\u0161anas valod\u0101m, kas att\u012bst\u0101s neticami strauji. Python ir daudz priek\u0161roc\u012bbu, kad runa ir par p\u0113tniec\u012bbu. \u0160aj\u0101 rakst\u0101 m\u0113s t\u0101s apl\u016bkosim.<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">K\u0101da ir Python loma p\u0113tniec\u012bb\u0101?<\/h2>\n\n\n\n<p>Akad\u0113mi\u0137iem un citiem p\u0113tniekiem ir pieejamas da\u017e\u0101das p\u0113tniec\u012bbas prasmes. No daudzaj\u0101m programm\u0113\u0161anas valod\u0101m, kas pieejamas topo\u0161ajiem programm\u0113t\u0101jiem, Python ir viena no lietot\u0101jam draudz\u012bg\u0101kaj\u0101m un pieejam\u0101kaj\u0101m. Programm\u0113jot ar Python, var veikt da\u017e\u0101dus p\u0113tniec\u012bbas uzdevumus. Python atv\u0113rt\u0101 koda paketes var pal\u012bdz\u0113t p\u0113tniekiem vair\u0101kos veidos.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Datu v\u0101k\u0161ana<\/h3>\n\n\n\n<p>Python \u013cauj lietot\u0101jiem piln\u012bb\u0101 kontrol\u0113t da\u017e\u0101dus p\u0113tniec\u012bbas projektu aspektus, kas ir pievilc\u012bgi, kad runa ir par datu v\u0101k\u0161anu. Piem\u0113ram, elektronisk\u0101s aptaujas un uzved\u012bbas eksperimentus var veidot ar liel\u0101ku vieglumu attiec\u012bb\u0101 uz laika m\u0113r\u012b\u0161anu un vizu\u0101l\u0101 vai audio satura pasnieg\u0161anu. B\u016bt\u012bb\u0101 Python \u013cauj ieg\u016bt praktiski jebkurus t\u012bmek\u013ca datus, izmantojot programm\u0113\u0161anu. Izmantojot Python, var viegli piek\u013c\u016bt visai inform\u0101cijai vien\u0101 viet\u0101.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Datu apstr\u0101de un p\u0101rvald\u012bba<\/h3>\n\n\n\n<p>Uz Python balst\u012bt\u0101 pakete nodro\u0161ina daudzas datu organiz\u0113\u0161anas un p\u0101rvald\u012bbas iesp\u0113jas. Programma \u013cauj vienlaikus veidot, p\u0101rvietot, dubl\u0113t vai main\u012bt vair\u0101kus failus vai mapes.  Python modulators \u013cauj lietot\u0101jiem mijiedarboties ar datora oper\u0113t\u0101jsist\u0113mu, kas var b\u016bt \u012bpa\u0161i noder\u012bgi, apstr\u0101d\u0101jot lielus datu apjomus, kas nav izkl\u0101jlapas.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Datu anal\u012bze<\/h3>\n\n\n\n<p>Python var veikt ar\u012b daudzus statistikas veidus. Piem\u0113ram, pakete pandas \u013cauj \u0101tri veikt P\u012brsona korel\u0101cijas apr\u0113\u0137inu starp datu slej\u0101m. Pievienojot pandas un stats mode\u013cus, k\u0101 ar\u012b Scikit-learn, Python datu anal\u012bzes iesp\u0113jas ir iev\u0113rojami papla\u0161in\u0101ju\u0161\u0101s.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">K\u0101p\u0113c Python ir tik labs p\u0113tniec\u012bbas r\u012bks?<\/h2>\n\n\n\n<p>M\u016bsdienu pasaul\u0113 datori un viedt\u0101lru\u0146i ir p\u0101rveidoju\u0161i daudzus m\u016bsu dz\u012bves aspektus, tostarp p\u0113tniec\u012bbas vidi.  Zin\u0101tnieki aizvien bie\u017e\u0101k p\u0101riet uz elektroniskiem datu glab\u0101\u0161anas form\u0101tiem, k\u0101 rezult\u0101t\u0101 tiek rad\u012bti milz\u012bgi datu apjomi.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Python programm\u0113\u0161anas valoda ir b\u016btisks r\u012bks datu zin\u0101tniekiem, kas izstr\u0101d\u0101 risin\u0101jumus da\u017e\u0101diem p\u0113tniec\u012bbas uzdevumiem. P\u0113tnieki var ieg\u016bt noz\u012bm\u012bgu ieskatu datos, izmantojot da\u017e\u0101dus r\u012bkus, kas pieejami \u0161aj\u0101 platform\u0101. P\u0113t\u012bjumus var veikt \u0101tr\u0101k un efekt\u012bv\u0101k, izmantojot kod\u0113\u0161anu, nevis t\u0113r\u0113jot daudz laika ikdieni\u0161\u0137iem uzdevumiem.&nbsp;<\/p>\n\n\n\n<ul>\n<li>Python ir daudz papla\u0161in\u0101\u0161anas iesp\u0113ju. NumPy, popul\u0101r\u0101 Python bibliot\u0113ka zin\u0101tniskajiem apr\u0113\u0137iniem, tagad ietver F2Py, pakotni, kas konvert\u0113 Fortran apak\u0161programmas uz Python. Python pied\u0101v\u0101 ar\u012b lieliskas ievades\/izvades iesp\u0113jas, jo \u012bpa\u0161i zin\u0101tniskai skait\u013co\u0161anai, kas saist\u012bta ar lielu datu kopu apstr\u0101di.<\/li>\n\n\n\n<li>Python ir ieb\u016bv\u0113tas vair\u0101kas zin\u0101tnisk\u0101s skait\u013co\u0161anas funkcijas. SciPy ekosist\u0113mas, kas sast\u0101v no SciPy bibliot\u0113kas un vair\u0101kiem neatkar\u012bgiem \"Scikit-learn\" r\u012bku komplektiem, ir iek\u013cautas liel\u0101kaj\u0101 da\u013c\u0101 Python izplat\u012bjumu. Papildus klasifik\u0101cijai, regresijai, klasteriz\u0101cijai un matricu reduc\u0113\u0161anai sklearn bibliot\u0113ka nodro\u0161ina da\u017e\u0101dus efekt\u012bvus statistikas r\u012bkus.<\/li>\n\n\n\n<li>Grafisk\u0101 vizualiz\u0101cija ir vienk\u0101r\u0161a, izmantojot Python dinamisk\u0101s bibliot\u0113kas.  Matplotlib ir uz MATLAB balst\u012bta uzz\u012bm\u0113\u0161anas bibliot\u0113ka Python, ar kuru liel\u0101k\u0101 da\u013ca lietot\u0101ju jau b\u016bs pieradu\u0161i str\u0101d\u0101t. Atv\u0113rt\u0101 koda grafiku bibliot\u0113ka Plotly izmanto Plotly.js, lai izveidotu augsta l\u012bme\u0146a interakt\u012bvus grafikus.<\/li>\n\n\n\n<li>Python ir pieejamas vair\u0101kas uzdevumu automatiz\u0101cijas funkcijas. Ir vair\u0101kas Python pakotnes, kas atvieglo automatiz\u0101ciju, pateicoties ieb\u016bv\u0113taj\u0101m skriptu funkcij\u0101m. Lai automatiz\u0113tu laikietilp\u012bgus uzdevumus un \u017eurn\u0101la datus, ir nepiecie\u0161ama neliela piep\u016ble.<\/li>\n\n\n\n<li>Jaunie p\u0113tnieki bie\u017ei vien nepareizi apr\u0113\u0137ina, cik daudz laika vi\u0146i velt\u012bs datu apstr\u0101dei, p\u0101rveido\u0161anai un apstr\u0101dei. Datu apstr\u0101de ir Python stipr\u0101 puse. Jaunajiem p\u0113tniekiem \u0161is ir \u013coti labs resurss. Izmantojot Python, SQL datub\u0101z\u0113s var identific\u0113t un dz\u0113st dubl\u0113jo\u0161os ierakstus.<\/li>\n<\/ul>\n\n\n\n<p>Python valodai ir bezgal\u012bgi daudz pielietojumu p\u0113tniec\u012bb\u0101, tom\u0113r \u0161ie ir vissvar\u012bg\u0101kie pielietojumi. No \u0161\u012bs valodas labumu var g\u016bt ikviens - gan ies\u0101c\u0113ji, gan pieredz\u0113ju\u0161i zin\u0101tnieki. Python ir iesp\u0113jams izmantot, lai vienk\u0101r\u0161otu darbu, k\u0101 ar\u012b ietaup\u012btu laiku vai veiktu papildu p\u0113t\u012bjumus, izmantojot to n\u0101kotn\u0113.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">Tikai ar da\u017eiem klik\u0161\u0137iem varat ieg\u016bt prec\u012bzu zin\u0101tnisko skait\u013cu ilustr\u0101ciju<\/h2>\n\n\n\n<p>Padariet savas zin\u0101tnisk\u0101s ilustr\u0101cijas un komunik\u0101ciju efekt\u012bv\u0101ku, izmantojot infografikas. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Atcerieties grafiku<\/a> r\u012bks var pal\u012bdz\u0113t ar pla\u0161u dizaina iesp\u0113ju kl\u0101stu un pied\u0101v\u0101t piek\u013cuvi vair\u0101k nek\u0101 65 000 zin\u0101tniski prec\u012bzu att\u0113lu, kas attiecas uz pla\u0161\u0101ku zin\u0101tnes jomu.<\/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\">Izv\u0113rs\u012bsim j\u016bsu p\u0113t\u012bjumu<\/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 ir viena no popul\u0101r\u0101kaj\u0101m programm\u0113\u0161anas valod\u0101m, kas strauji att\u012bst\u0101s. Izprotiet t\u0101s daudz\u0101s priek\u0161roc\u012bbas, kad runa ir par p\u0113tniec\u012bbu.<\/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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