{"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\/hu\/python-in-research\/","title":{"rendered":"Egy Python-alap\u00fa kutat\u00e1si k\u00f6rnyezet"},"content":{"rendered":"<p>Egyre t\u00f6bben \u00f6sszpontos\u00edtanak arra, hogy munk\u00e1juk els\u0151dleges c\u00e9ljak\u00e9nt adatvez\u00e9relt k\u00f6vetkeztet\u00e9seket vonjanak le, bele\u00e9rtve a tudom\u00e1nyos \u00e9s tudom\u00e1nyos kutat\u00e1st is.&nbsp;<\/p>\n\n\n\n<p>Nagy mennyis\u00e9g\u0171 adat kezel\u00e9s\u00e9hez sok felhaszn\u00e1l\u00f3 olyan szoftverekre t\u00e1maszkodik, mint a Microsoft Excel vagy a Google Sheets. B\u00e1r sok lehet\u0151s\u00e9g\u00fck van, ezek az eszk\u00f6z\u00f6k sz\u00e1mos hi\u00e1nyoss\u00e1ggal rendelkeznek, t\u00f6bbek k\u00f6z\u00f6tt nem k\u00e9pesek nagy mennyis\u00e9g\u0171 adatot feldolgozni.&nbsp;<\/p>\n\n\n\n<p>A Python eset\u00e9ben ez nem \u00edgy van. Ez az egyik legjobb programoz\u00e1si nyelv, amely hihetetlen\u00fcl gyorsan n\u00f6vekszik. A Python sz\u00e1mos el\u0151nnyel j\u00e1r, amikor a kutat\u00e1sr\u00f3l van sz\u00f3. Ebben a cikkben megn\u00e9zz\u00fck \u0151ket<\/p>\n\n\n\n<h2 id=\"h-in-research-how-does-python-play-a-role\">A kutat\u00e1sban milyen szerepet j\u00e1tszik a Python?<\/h2>\n\n\n\n<p>K\u00fcl\u00f6nb\u00f6z\u0151 kutat\u00e1si k\u00e9szs\u00e9gek \u00e1llnak az akad\u00e9mikusok \u00e9s m\u00e1s kutat\u00f3k rendelkez\u00e9s\u00e9re. A kezd\u0151 programoz\u00f3k sz\u00e1m\u00e1ra rendelkez\u00e9sre \u00e1ll\u00f3 sz\u00e1mos programoz\u00e1si nyelv k\u00f6z\u00fcl a Python az egyik legfelhaszn\u00e1l\u00f3bar\u00e1tabb \u00e9s legk\u00f6nnyebben hozz\u00e1f\u00e9rhet\u0151 nyelvk\u00e9nt emelkedik ki. A Python programoz\u00e1ssal a kutat\u00e1si feladatok sz\u00e9les sk\u00e1l\u00e1j\u00e1t lehet elv\u00e9gezni. A Python ny\u00edlt forr\u00e1sk\u00f3d\u00fa csomagjai sz\u00e1mos m\u00f3don seg\u00edthetik a kutat\u00f3kat.<\/p>\n\n\n\n<h3 id=\"h-data-collection\">Adatgy\u0171jt\u00e9s<\/h3>\n\n\n\n<p>A Python a felhaszn\u00e1l\u00f3knak teljes ellen\u0151rz\u00e9st biztos\u00edt a kutat\u00e1si projektek k\u00fcl\u00f6nb\u00f6z\u0151 aspektusai felett, ami az adatgy\u0171jt\u00e9s sor\u00e1n vonz\u00f3. Elektronikus felm\u00e9r\u00e9sek \u00e9s viselked\u00e9si k\u00eds\u00e9rletek p\u00e9ld\u00e1ul k\u00f6nnyebben l\u00e9trehozhat\u00f3k az id\u0151z\u00edt\u00e9s m\u00e9r\u00e9se \u00e9s a vizu\u00e1lis vagy hangos tartalom bemutat\u00e1sa felett. A Python l\u00e9nyeg\u00e9ben lehet\u0151v\u00e9 teszi, hogy gyakorlatilag b\u00e1rmilyen webes adatot lek\u00e9rdezzen programoz\u00e1ssal. Egyetlen hely, ahol minden inform\u00e1ci\u00f3 k\u00f6nnyen el\u00e9rhet\u0151 a Python seg\u00edts\u00e9g\u00e9vel.<\/p>\n\n\n\n<h3 id=\"h-data-processing-and-management\">Adatfeldolgoz\u00e1s \u00e9s -kezel\u00e9s<\/h3>\n\n\n\n<p>A Python-alap\u00fa csomag sz\u00e1mos lehet\u0151s\u00e9get k\u00edn\u00e1l az adatok rendszerez\u00e9s\u00e9re \u00e9s kezel\u00e9s\u00e9re. Az alkalmaz\u00e1s lehet\u0151v\u00e9 teszi, hogy egyszerre t\u00f6bb f\u00e1jlt vagy mapp\u00e1t \u00e9p\u00edtsen, \u00e1thelyezzen, duplik\u00e1ljon vagy m\u00f3dos\u00edtson.  A Pythonban tal\u00e1lhat\u00f3 modul\u00e1tor lehet\u0151v\u00e9 teszi a felhaszn\u00e1l\u00f3k sz\u00e1m\u00e1ra a sz\u00e1m\u00edt\u00f3g\u00e9p oper\u00e1ci\u00f3s rendszer\u00e9vel val\u00f3 interakci\u00f3t, ami k\u00fcl\u00f6n\u00f6sen hasznos lehet nagy mennyis\u00e9g\u0171, nem t\u00e1bl\u00e1zatkezel\u0151nek sz\u00e1m\u00edt\u00f3 adatok kezel\u00e9s\u00e9n\u00e9l.<\/p>\n\n\n\n<h3 id=\"h-data-analysis\">Adatelemz\u00e9s<\/h3>\n\n\n\n<p>A Python sz\u00e1mos t\u00edpus\u00fa statisztika elv\u00e9gz\u00e9s\u00e9re is k\u00e9pes. A pandas csomag p\u00e9ld\u00e1ul lehet\u0151v\u00e9 teszi egy gyors Pearson-f\u00e9le korrel\u00e1ci\u00f3sz\u00e1m\u00edt\u00e1s elv\u00e9gz\u00e9s\u00e9t az adatoszlopok k\u00f6z\u00f6tt. A pandas \u00e9s a stats modellek, valamint a Scikit-learn hozz\u00e1ad\u00e1s\u00e1val a Python adatelemz\u00e9si k\u00e9pess\u00e9gei jelent\u0151sen megn\u0151ttek.<\/p>\n\n\n\n<h2 id=\"h-what-makes-python-such-a-good-research-tool\">Mit\u0151l olyan j\u00f3 kutat\u00e1si eszk\u00f6z a Python?<\/h2>\n\n\n\n<p>A modern vil\u00e1gban \u00e9let\u00fcnk sz\u00e1mos aspektus\u00e1t \u00e1talak\u00edtott\u00e1k a sz\u00e1m\u00edt\u00f3g\u00e9pek \u00e9s az okostelefonok, bele\u00e9rtve a kutat\u00e1si k\u00f6rnyezetet is.  A tud\u00f3sok egyre ink\u00e1bb \u00e1tt\u00e9rnek az elektronikus form\u00e1tumokra az adatok t\u00e1rol\u00e1s\u00e1ra, ami hatalmas adatmennyis\u00e9gek keletkez\u00e9s\u00e9t eredm\u00e9nyezi.&nbsp;&nbsp;<\/p>\n\n\n\n<p>A Python programoz\u00e1si nyelv alapvet\u0151 eszk\u00f6z az adattud\u00f3sok sz\u00e1m\u00e1ra, akik a kutat\u00e1si feladatok sz\u00e9les sk\u00e1l\u00e1j\u00e1ra k\u00e9sz\u00edtenek megold\u00e1sokat. A kutat\u00f3k jelent\u0151s betekint\u00e9st nyerhetnek az adatokb\u00f3l az ezen a platformon kereszt\u00fcl el\u00e9rhet\u0151 sz\u00e1mos eszk\u00f6zzel. A kutat\u00e1s gyorsabban \u00e9s hat\u00e9konyabban v\u00e9gezhet\u0151 el a k\u00f3dol\u00e1s haszn\u00e1lat\u00e1val, ahelyett, hogy sok id\u0151t pazaroln\u00e1nak h\u00e9tk\u00f6znapi feladatokra.&nbsp;<\/p>\n\n\n\n<ul>\n<li>A Pythonban rengeteg b\u0151v\u00edt\u00e9si lehet\u0151s\u00e9g tal\u00e1lhat\u00f3. A tudom\u00e1nyos sz\u00e1m\u00edt\u00e1sokhoz haszn\u00e1lt n\u00e9pszer\u0171 Python-k\u00f6nyvt\u00e1r, a NumPy mostant\u00f3l tartalmazza az F2Py-t, egy olyan csomagot, amely Fortran-alprogramokat alak\u00edt \u00e1t Pythonra. A Python kiv\u00e1l\u00f3 be- \u00e9s kimeneti lehet\u0151s\u00e9geket is k\u00edn\u00e1l, k\u00fcl\u00f6n\u00f6sen a tudom\u00e1nyos sz\u00e1m\u00edt\u00e1sokhoz, amelyek nagy adathalmazok kezel\u00e9s\u00e9vel j\u00e1rnak egy\u00fctt.<\/li>\n\n\n\n<li>A Python sz\u00e1mos tudom\u00e1nyos sz\u00e1m\u00edt\u00e1si funkci\u00f3t tartalmaz. A SciPy \u00f6kosziszt\u00e9m\u00e1k, amelyek a SciPy k\u00f6nyvt\u00e1rb\u00f3l \u00e9s t\u00f6bb f\u00fcggetlen \"Scikit-learn\" eszk\u00f6zk\u00e9szletb\u0151l \u00e1llnak, a legt\u00f6bb Python disztrib\u00faci\u00f3ban megtal\u00e1lhat\u00f3ak. Az oszt\u00e1lyoz\u00e1s, regresszi\u00f3, klaszterez\u00e9s \u00e9s m\u00e1trixredukci\u00f3 mellett a sklearn k\u00f6nyvt\u00e1r sz\u00e1mos hat\u00e9kony statisztikai eszk\u00f6zt k\u00edn\u00e1l.<\/li>\n\n\n\n<li>A grafikus vizualiz\u00e1ci\u00f3t a Python dinamikus k\u00f6nyvt\u00e1rai teszik egyszer\u0171v\u00e9.  A Matplotlib egy MATLAB-alap\u00fa \u00e1br\u00e1zol\u00f3k\u00f6nyvt\u00e1r Pythonhoz, amellyel a legt\u00f6bb felhaszn\u00e1l\u00f3 m\u00e1r megszokottan dolgozik. Egy ny\u00edlt forr\u00e1sk\u00f3d\u00fa grafikus k\u00f6nyvt\u00e1r, a Plotly, a Plotly.js seg\u00edts\u00e9g\u00e9vel magas szint\u0171, interakt\u00edv grafikonokat k\u00e9sz\u00edt.<\/li>\n\n\n\n<li>A Pythonban sz\u00e1mos feladatautomatiz\u00e1l\u00e1si funkci\u00f3 \u00e1ll rendelkez\u00e9sre. Sz\u00e1mos Python-csomag l\u00e9tezik, amelyek j\u00f3l megk\u00f6nny\u00edtik az automatiz\u00e1l\u00e1st a be\u00e9p\u00edtett szkriptel\u00e9si funkci\u00f3knak k\u00f6sz\u00f6nhet\u0151en. Az id\u0151ig\u00e9nyes feladatok automatiz\u00e1l\u00e1s\u00e1hoz \u00e9s az adatok napl\u00f3z\u00e1s\u00e1hoz kis er\u0151fesz\u00edt\u00e9sre van sz\u00fcks\u00e9g.<\/li>\n\n\n\n<li>Az \u00faj kutat\u00f3k gyakran elsz\u00e1molj\u00e1k, hogy mennyi id\u0151t sz\u00e1nnak az adatok manipul\u00e1l\u00e1s\u00e1ra, \u00e1talak\u00edt\u00e1s\u00e1ra \u00e9s feldolgoz\u00e1s\u00e1ra. Az adatmung\u00f3z\u00e1s a Python er\u0151s oldala. Az \u00faj kutat\u00f3k sz\u00e1m\u00e1ra ez egy nagyon j\u00f3 er\u0151forr\u00e1s. Az SQL-adatb\u00e1zisokban l\u00e9v\u0151 duplik\u00e1lt bejegyz\u00e9sek Python seg\u00edts\u00e9g\u00e9vel azonos\u00edthat\u00f3k \u00e9s t\u00f6r\u00f6lhet\u0151k.<\/li>\n<\/ul>\n\n\n\n<p>A Python nyelvnek v\u00e9gtelen sz\u00e1m\u00fa felhaszn\u00e1l\u00e1si m\u00f3dja van a kutat\u00e1sban, azonban ezek a legfontosabbak. A nyelv a kezd\u0151t\u0151l a tapasztalt tud\u00f3sokig mindenki sz\u00e1m\u00e1ra hasznos lehet. A Python seg\u00edts\u00e9g\u00e9vel a munka egyszer\u0171s\u00edt\u00e9se mellett id\u0151t lehet megtakar\u00edtani, illetve a j\u00f6v\u0151ben tov\u00e1bbi kutat\u00e1sokat lehet vele v\u00e9gezni.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-with-just-a-few-clicks-you-can-have-your-scientific-figures-illustrated-on-point\">N\u00e9h\u00e1ny kattint\u00e1ssal pontokba illesztheti tudom\u00e1nyos \u00e1br\u00e1it<\/h2>\n\n\n\n<p>Tegye hat\u00e9konyabb\u00e1 tudom\u00e1nyos illusztr\u00e1ci\u00f3it \u00e9s kommunik\u00e1ci\u00f3j\u00e1t infografik\u00e1kkal. <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Mind The Graph<\/a> eszk\u00f6z a tervez\u00e9si lehet\u0151s\u00e9gek sz\u00e9les sk\u00e1l\u00e1j\u00e1t k\u00edn\u00e1lja, \u00e9s hozz\u00e1f\u00e9r\u00e9st biztos\u00edt 65 000+ tudom\u00e1nyos szempontb\u00f3l pontos k\u00e9phez, amelyek a t\u00e1gabb \u00e9rtelemben vett tudom\u00e1ny szempontj\u00e1b\u00f3l relev\u00e1nsak.<\/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\">Tegy\u00fck k\u00f6zz\u00e9 a kutat\u00e1sait<\/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>A Python az egyik legn\u00e9pszer\u0171bb programoz\u00e1si nyelv, amely hihetetlen\u00fcl gyorsan n\u00f6vekszik. \u00c9rtse meg a sz\u00e1mos el\u0151ny\u00e9t, amikor a kutat\u00e1sr\u00f3l van sz\u00f3.<\/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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