{"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\/ro\/python-in-research\/","title":{"rendered":"Un mediu de cercetare bazat pe Python"},"content":{"rendered":"<p>Un num\u0103r din ce \u00een ce mai mare de persoane se concentreaz\u0103 pe formularea de concluzii bazate pe date ca obiectiv principal al activit\u0103\u021bii lor, inclusiv \u00een domeniul cercet\u0103rii \u0219tiin\u021bifice \u0219i academice.&nbsp;<\/p>\n\n\n\n<p>Pentru gestionarea unor cantit\u0103\u021bi mari de date, mul\u021bi utilizatori se bazeaz\u0103 pe programe precum Microsoft Excel sau Google Sheets. Cu toate c\u0103 au un mare poten\u021bial, aceste instrumente au multe neajunsuri, inclusiv incapacitatea de a \u00een\u021belege cantit\u0103\u021bi mari de date.&nbsp;<\/p>\n\n\n\n<p>Acest lucru nu este valabil \u0219i \u00een cazul Python. Acesta este unul dintre limbajele de programare de top care se dezvolt\u0103 incredibil de rapid. Python are multe beneficii atunci c\u00e2nd vine vorba de cercetare. Vom arunca o privire asupra lor \u00een acest articol<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">\u00cen cercetare, cum joac\u0103 Python un rol?<\/h2>\n\n\n\n<p>Diverse competen\u021be de cercetare sunt disponibile pentru cadrele universitare \u0219i al\u021bi cercet\u0103tori. Printre numeroasele limbaje de programare disponibile pentru programatorii \u00een devenire, Python se remarc\u0103 drept unul dintre cele mai u\u0219or de utilizat \u0219i mai accesibile. Programarea cu Python poate realiza o gam\u0103 larg\u0103 de sarcini de cercetare. Pachetele open-source ale Python pot ajuta cercet\u0103torii \u00een mai multe moduri.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Colectarea datelor<\/h3>\n\n\n\n<p>Python ofer\u0103 utilizatorilor un control complet asupra diferitelor aspecte ale proiectelor de cercetare, ceea ce este atractiv atunci c\u00e2nd vine vorba de colectarea datelor. Sondajele electronice \u0219i experimentele comportamentale pot fi create, de exemplu, cu o mai mare u\u0219urin\u021b\u0103 \u00een ceea ce prive\u0219te m\u0103surarea timpului \u0219i prezentarea con\u021binutului vizual sau audio. \u00cen esen\u021b\u0103, Python v\u0103 permite s\u0103 prelua\u021bi practic orice date de pe Web folosind programarea. Un singur loc \u00een care toate informa\u021biile pot fi accesate cu u\u0219urin\u021b\u0103 prin Python.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Prelucrarea \u0219i gestionarea datelor<\/h3>\n\n\n\n<p>Pachetul bazat pe Python ofer\u0103 numeroase op\u021biuni pentru organizarea \u0219i gestionarea datelor. Aplica\u021bia v\u0103 permite s\u0103 construi\u021bi, s\u0103 relocaliza\u021bi, s\u0103 duplica\u021bi sau s\u0103 modifica\u021bi mai multe fi\u0219iere sau foldere \u00een acela\u0219i timp.  Un modulator \u00een Python le permite utilizatorilor s\u0103 interac\u021bioneze cu sistemul de operare al computerului, ceea ce poate fi deosebit de util pentru gestionarea unor cantit\u0103\u021bi mari de date care nu sunt foi de calcul.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Analiza datelor<\/h3>\n\n\n\n<p>Python este, de asemenea, capabil s\u0103 realizeze numeroase tipuri de statistici. Pachetul pandas, de exemplu, v\u0103 permite s\u0103 efectua\u021bi un calcul rapid al corela\u021biei Pearson \u00eentre coloanele de date. Ad\u0103ug\u00e2nd pandas \u0219i modelele de statistic\u0103, precum \u0219i Scikit-learn, abilit\u0103\u021bile de analiz\u0103 a datelor din Python au crescut semnificativ.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Ce face din Python un instrument de cercetare at\u00e2t de bun?<\/h2>\n\n\n\n<p>\u00cen lumea modern\u0103, multe aspecte ale vie\u021bii noastre au fost transformate de computere \u0219i smartphone-uri, inclusiv mediul de cercetare.  Oamenii de \u0219tiin\u021b\u0103 migreaz\u0103 din ce \u00een ce mai mult c\u0103tre formate electronice pentru a stoca date, ceea ce duce la generarea unor volume enorme de date.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Limbajul de programare Python este un instrument esen\u021bial pentru cercet\u0103torii de date care creeaz\u0103 solu\u021bii pentru o gam\u0103 larg\u0103 de sarcini \u00een domeniul cercet\u0103rii. Cercet\u0103torii pot ob\u021bine informa\u021bii semnificative din date folosind o varietate de instrumente disponibile prin intermediul acestei platforme. Cercet\u0103rile pot fi finalizate mai rapid \u0219i mai eficient prin utilizarea cod\u0103rii, \u00een loc s\u0103 se piard\u0103 mult timp cu sarcini banale.&nbsp;<\/p>\n\n\n\n<ul>\n<li>\u00cen Python se g\u0103sesc numeroase posibilit\u0103\u021bi de extindere. NumPy, o bibliotec\u0103 Python popular\u0103 pentru calculul \u0219tiin\u021bific, include acum F2Py, un pachet care converte\u0219te subrutinele Fortran \u00een Python. Python ofer\u0103, de asemenea, op\u021biuni excelente de intrare\/ie\u0219ire, \u00een special pentru calculul \u0219tiin\u021bific, care presupune manipularea unor seturi mari de date.<\/li>\n\n\n\n<li>\u00cen Python sunt integrate o serie de func\u021bii de calcul \u0219tiin\u021bific. Ecosistemele SciPy, care constau \u00een biblioteca SciPy \u0219i \u00een mai multe kituri de instrumente independente \"Scikit-learn\", sunt incluse \u00een majoritatea distribu\u021biilor Python. \u00cen plus fa\u021b\u0103 de clasificare, regresie, grupare \u0219i reducere a matricei, biblioteca sklearn ofer\u0103 o varietate de instrumente statistice eficiente.<\/li>\n\n\n\n<li>Vizualizarea grafic\u0103 este facilitat\u0103 de bibliotecile dinamice Python.  Matplotlib este o bibliotec\u0103 de reprezentare grafic\u0103 bazat\u0103 pe MATLAB pentru Python, cu care majoritatea utilizatorilor sunt deja obi\u0219nui\u021bi s\u0103 lucreze. O bibliotec\u0103 de grafic\u0103 open-source, Plotly, utilizeaz\u0103 Plotly.js pentru a crea grafice interactive de nivel \u00eenalt.<\/li>\n\n\n\n<li>\u00cen Python sunt disponibile mai multe caracteristici de automatizare a sarcinilor. Exist\u0103 o serie de pachete Python care faciliteaz\u0103 bine automatizarea datorit\u0103 func\u021biilor de scripting \u00eencorporate. Este nevoie de un efort mic pentru a automatiza sarcinile care necesit\u0103 mult timp \u0219i pentru a \u00eenregistra datele de jurnal.<\/li>\n\n\n\n<li>Cercet\u0103torii \u00eencep\u0103tori calculeaz\u0103 adesea gre\u0219it c\u00e2t timp vor aloca manipul\u0103rii, remodel\u0103rii \u0219i proces\u0103rii datelor lor. Mu\u0219carea datelor este punctul forte al Python. Pentru noii cercet\u0103tori, aceasta este o resurs\u0103 foarte bun\u0103. Intr\u0103rile duplicate din bazele de date SQL pot fi identificate \u0219i \u0219terse folosind Python.<\/li>\n<\/ul>\n\n\n\n<p>Limbajul Python are un num\u0103r nesf\u00e2r\u0219it de utiliz\u0103ri \u00een cercetare, \u00eens\u0103 acestea sunt cele mai importante. De acest limbaj poate beneficia toat\u0103 lumea, de la \u00eencep\u0103tori la cercet\u0103tori experimenta\u021bi. Este posibil s\u0103 folosi\u021bi Python pentru a simplifica munca, precum \u0219i pentru a economisi timp sau pentru a efectua cercet\u0103ri suplimentare cu ajutorul acestuia \u00een viitor.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">Cu doar c\u00e2teva clicuri, pute\u021bi avea cifrele \u0219tiin\u021bifice ilustrate la fix<\/h2>\n\n\n\n<p>Face\u021bi ca ilustra\u021biile \u0219i comunicarea \u0219tiin\u021bific\u0103 s\u0103 fie mai eficiente cu ajutorul infografiilor. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Aten\u021bie la grafic<\/a> v\u0103 poate ajuta cu o gam\u0103 larg\u0103 de op\u021biuni de design \u0219i v\u0103 ofer\u0103 acces la peste 65 000 de imagini corecte din punct de vedere \u0219tiin\u021bific, relevante pentru \u0219tiin\u021ba \u00een sens larg.<\/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\">Hai s\u0103 facem ca cercetarea ta s\u0103 ajung\u0103 acolo<\/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 este unul dintre limbajele de programare de top care se dezvolt\u0103 incredibil de rapid. \u00cen\u021belege\u021bi numeroasele beneficii atunci c\u00e2nd vine vorba de cercetare.<\/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. Understand the many benefits when it comes to research.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/ro\/python-in-research\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Python-based research environment\" \/>\n<meta property=\"og:description\" content=\"Python is one of the top programming languages that are growing incredibly fast. Understand the many benefits when it comes to research.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/ro\/python-in-research\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-13T13:41:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-29T17:31:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/12\/blog-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1124\" \/>\n\t<meta property=\"og:image:height\" content=\"613\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Aayushi Zaveri\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"A Python-based research environment\" \/>\n<meta name=\"twitter:description\" content=\"Python is one of the top programming languages that are growing incredibly fast. Understand the many benefits when it comes to research.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/12\/blog-1.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Aayushi Zaveri\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A Python-based research environment","description":"Python is one of the top programming languages that are growing incredibly fast. Understand the many benefits when it comes to research.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mindthegraph.com\/blog\/ro\/python-in-research\/","og_locale":"ro_RO","og_type":"article","og_title":"A Python-based research environment","og_description":"Python is one of the top programming languages that are growing incredibly fast. Understand the many benefits when it comes to research.","og_url":"https:\/\/mindthegraph.com\/blog\/ro\/python-in-research\/","og_site_name":"Mind the Graph Blog","article_published_time":"2022-12-13T13:41:00+00:00","article_modified_time":"2024-05-29T17:31:52+00:00","og_image":[{"width":1124,"height":613,"url":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/12\/blog-1.jpg","type":"image\/jpeg"}],"author":"Aayushi Zaveri","twitter_card":"summary_large_image","twitter_title":"A Python-based research environment","twitter_description":"Python is one of the top programming languages that are growing incredibly fast. Understand the many benefits when it comes to research.","twitter_image":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/12\/blog-1.jpg","twitter_misc":{"Written by":"Aayushi Zaveri","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mindthegraph.com\/blog\/python-in-research\/","url":"https:\/\/mindthegraph.com\/blog\/python-in-research\/","name":"A Python-based research environment","isPartOf":{"@id":"https:\/\/mindthegraph.com\/blog\/#website"},"datePublished":"2022-12-13T13:41:00+00:00","dateModified":"2024-05-29T17:31:52+00:00","author":{"@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/bbd0a706ff2842e8aff298830658ddbd"},"description":"Python is one of the top programming languages that are growing incredibly fast. Understand the many benefits when it comes to research.","breadcrumb":{"@id":"https:\/\/mindthegraph.com\/blog\/python-in-research\/#breadcrumb"},"inLanguage":"ro-RO","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mindthegraph.com\/blog\/python-in-research\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mindthegraph.com\/blog\/python-in-research\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mindthegraph.com\/blog\/"},{"@type":"ListItem","position":2,"name":"A Python-Based Research Environment"}]},{"@type":"WebSite","@id":"https:\/\/mindthegraph.com\/blog\/#website","url":"https:\/\/mindthegraph.com\/blog\/","name":"Mind the Graph Blog","description":"Your science can be beautiful!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mindthegraph.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ro-RO"},{"@type":"Person","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/bbd0a706ff2842e8aff298830658ddbd","name":"Aayushi Zaveri","image":{"@type":"ImageObject","inLanguage":"ro-RO","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b2a0d532f6fba932612a6cef1fc289c0?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b2a0d532f6fba932612a6cef1fc289c0?s=96&d=mm&r=g","caption":"Aayushi Zaveri"},"description":"Aayushi Zaveri majored in biotechnology engineering. 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. As a science enthusiast, she is keen in learning more about the scientific world and wants to play a part in making a difference.","sameAs":["http:\/\/linkedin.com\/in\/aayushizaveri"],"url":"https:\/\/mindthegraph.com\/blog\/ro\/author\/aayuyshi\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts\/25899"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/comments?post=25899"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts\/25899\/revisions"}],"predecessor-version":[{"id":54527,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts\/25899\/revisions\/54527"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/media\/25907"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/media?parent=25899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/categories?post=25899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/tags?post=25899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}